diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md index 3b15ae41d..e6538d0f5 100644 --- a/.github/copilot-instructions.md +++ b/.github/copilot-instructions.md @@ -38,7 +38,7 @@ Here's what you need to know to navigate and contribute effectively. ### Key Directories - **tests/** - Unit tests for the core package -- **docs/** - Sphinx documentation (build with `uv run task docs`) +- **docs/** - Zensical documentation (build with `uv run task docs`) - **examples/** - Usage examples and demos - **deploy/** - Deployment configurations and scripts diff --git a/.github/pyproject_versions.py b/.github/pyproject_versions.py index 73f4474da..53b779a1a 100644 --- a/.github/pyproject_versions.py +++ b/.github/pyproject_versions.py @@ -35,7 +35,7 @@ def get_version_from_file(filepath: str, pattern: str) -> str: def get_all_versions() -> dict: """ - Read versions from all three files managed by bumpver. + Read versions from files managed by bumpver. :return: Dict containing versions from all files """ @@ -60,11 +60,6 @@ def get_all_versions() -> dict: "codecarbon/_version.py", r'^__version__\s*=\s*["\']([^"\']+)["\']' ) - # Get version from docs/edit/conf.py - versions["docs_conf"] = get_version_from_file( - "docs/edit/conf.py", r'^release\s*=\s*["\']([^"\']+)["\']' - ) - return versions @@ -95,7 +90,6 @@ def check_version_coherence(quiet=False) -> bool: file_mapping = { "pyproject_toml": "pyproject.toml [tool.bumpver] current_version", "codecarbon_version": "codecarbon/_version.py __version__", - "docs_conf": "docs/edit/conf.py release", } logging.error(f" {file_mapping[file_key]}: {version}") logging.error( diff --git a/.gitignore b/.gitignore index 3b1e627a9..6439f58f5 100644 --- a/.gitignore +++ b/.gitignore @@ -103,6 +103,7 @@ venv.bak/ # mkdocs documentation /site +/deploy # mypy .mypy_cache/ diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 2ab0ffc1f..6363c8358 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -4,33 +4,34 @@ -- [ Have a Question?](#have-a-question) -- [ Found a Bug?](#found-a-bug) -- [ Have a Feature Request?](#have-a-feature-request) -- [Alternative ways of contributing](#alternative-ways-of-contributing) -- [ Ready to Contribute!](#ready-to-contribute) - * [Installation](#installation) - * [Some UV commands](#some-uv-commands) - * [Tests](#tests) - * [Stress your computer](#stress-your-computer) - * [Update all dependancies](#update-all-dependancies) - * [Branching and Pull Requests](#branching-and-pull-requests) - * [Debug in VS Code](#debug-in-vs-code) - * [Coding style && Linting](#coding-style-linting) - * [Dependencies management](#dependencies-management) - * [Build Documentation ๐Ÿ–จ๏ธ](#build-documentation) - * [Release process](#release-process) - + [Test the build in Docker](#test-the-build-in-docker) -- [API and Dashboard](#api-and-dashboard) - * [CSV Dashboard](#csv-dashboard) - * [Web dashboard](#web-dashboard) - * [API](#api) - * [Test the API](#test-the-api) - * [Restore database from a production Backup](#restore-database-from-a-production-backup) - * [Deployment](#deployment) - + [API](#api-1) - + [Dashboard](#dashboard) -- [License](#license) +- [Contributing to Code Carbon](#contributing-to-code-carbon) + - [ Have a Question?](#-have-a-question) + - [ Found a Bug?](#-found-a-bug) + - [ Have a Feature Request?](#-have-a-feature-request) + - [Alternative ways of contributing](#alternative-ways-of-contributing) + - [ Ready to Contribute!](#-ready-to-contribute) + - [Installation](#installation) + - [Some UV commands](#some-uv-commands) + - [Tests](#tests) + - [Stress your computer](#stress-your-computer) + - [Update all dependancies](#update-all-dependancies) + - [Branching and Pull Requests](#branching-and-pull-requests) + - [Debug in VS Code](#debug-in-vs-code) + - [Coding style \&\& Linting](#coding-style--linting) + - [Dependencies management](#dependencies-management) + - [Build Documentation ๐Ÿ–จ๏ธ](#build-documentation-๏ธ) + - [Release process](#release-process) + - [Test the build in Docker](#test-the-build-in-docker) + - [API and Dashboard](#api-and-dashboard) + - [CSV Dashboard](#csv-dashboard) + - [Web dashboard](#web-dashboard) + - [API](#api) + - [Test the API](#test-the-api) + - [Restore database from a production Backup](#restore-database-from-a-production-backup) + - [Deployment](#deployment) + - [API](#api-1) + - [Dashboard](#dashboard) + - [License](#license) @@ -225,7 +226,7 @@ Here is the launch.json to be able to debug examples and tests: Then run opened test with this button: -![vscode_debug](docs/edit/images/vscode_debug.png) +![vscode_debug](docs/images/vscode_debug.png) @@ -271,15 +272,40 @@ Dependencies are defined in different places: ### Build Documentation ๐Ÿ–จ๏ธ No software is complete without great documentation! -To make generating documentation easier, we use [`sphinx` package](https://www.sphinx-doc.org/en/master/usage/installation.html#installation-from-pypi). +To make generating documentation easier, we use [Zensical](https://zensical.org/). -In order to make changes, edit the `.rst` files that are in the `/docs/edit` folder, and then run in root folder: +In order to make changes, edit the `.md` files in the `/docs` folder, and then run in root folder: ```sh uv run --only-group doc task docs ``` -to regenerate the html files. +to regenerate the html files. For local preview with live reload, run `uv run --only-group doc task docs-serve`. + +### Rebase your branch on master + +Before creating a PR, please make sure to rebase your branch on master to avoid merge conflicts and make the review easier. You can do it with the following command: +```sh +# Be careful, this command will delete every local changes you have, make sure to commit or stash them before running it +TARGET_BRANCH=master +current_branch=$(git symbolic-ref --short HEAD) +git switch $TARGET_BRANCH && git pull +git switch $current_branch --force && git fetch origin $TARGET_BRANCH +git rebase $TARGET_BRANCH +``` + +In case of a conflict during a rebase, "incoming" refers to your branch, and "current" refers to master. This is because the commits from your branch are being applied to master, so they are incoming. In case of a merge, it's the opposite! + +Check if everything is fine: + +```sh +git status +``` + +Push force +```sh +git push --force-with-lease +``` ### Rebase your branch on master @@ -313,7 +339,7 @@ git push --force-with-lease - Create a PR bumping the version with `uv run bumpver update --patch`. For a release candidate, use `uv run bumpver update --set-version 3.0.0_rc1`. - Run `uv run python .github/pyproject_versions.py -c` to check version consistancy. - Update the dependencies with `uv sync --upgrade` -- [Build Documentation](#documentation) with `uv run --only-group doc task docs`. +- [Build Documentation](#build-documentation) with `uv run --only-group doc task docs`. - Push the changes. - Merge the PR. - Wait for the Github Action `ReleaseDrafter` to finish running on the merge commit. diff --git a/README.md b/README.md index ea5f1183e..7c4ac896a 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -![banner](docs/edit/images/banner.png) +![banner](docs/images/banner.png) Estimate and track carbon emissions from your computer, quantify and analyze their impact. @@ -22,14 +22,18 @@ CodeCarbon websites: - [About CodeCarbon ๐Ÿ’ก](#about-codecarbon-) - [Quickstart ๐Ÿš€](#quickstart-) - - [Installation ๐Ÿ”ง](#installation-) - - [Start to estimate your impact ๐Ÿ“](#start-to-estimate-your-impact-) - - [Monitoring your whole machine](#monitoring-your-machine-) - - [In your python code](#in-your-python-code-) - - [Visualize](#visualize-) + - [Installation ๐Ÿ”ง](#installation-) + - [Start to estimate your impact ๐Ÿ“](#start-to-estimate-your-impact-) + - [Without using the online dashboard](#without-using-the-online-dashboard) + - [With the online dashboard](#with-the-online-dashboard) + - [Monitoring your machine ๐Ÿ’ป](#monitoring-your-machine-) + - [Detecting your hardware ๐Ÿ”](#detecting-your-hardware-) + - [In your Python code ๐Ÿ](#in-your-python-code-) + - [Visualize ๐Ÿ“Š](#visualize-) - [Contributing ๐Ÿค](#contributing-) - [How To Cite ๐Ÿ“](#how-to-cite-) - [Contact ๐Ÿ“](#contact-) + - [Star History](#star-history) # About CodeCarbon ๐Ÿ’ก @@ -45,7 +49,7 @@ At **CodeCarbon**, we believe, along with Niels Bohr, that "Nothing exists until We created a Python package that estimates your hardware electricity power consumption (GPU + CPU + RAM) and we apply to it the carbon intensity of the region where the computing is done. -![calculation Summary](docs/edit/images/calculation.png) +![calculation Summary](docs/images/calculation.png) We explain more about this calculation in the [**Methodology**](https://mlco2.github.io/codecarbon/methodology.html#) section of the documentation. @@ -128,7 +132,7 @@ There is other ways to use **codecarbon** package, please refer to the documenta ## Visualize ๐Ÿ“Š You can now visualize your experiment emissions on the [dashboard](https://dashboard.codecarbon.io/). -![dashboard](docs/edit/images/dashboard.png) +![dashboard](docs/images/dashboard.png) > Hope you enjoy your first steps monitoring your carbon computing impact! diff --git a/docs/.buildinfo b/docs/.buildinfo deleted file mode 100644 index 4f83654bb..000000000 --- a/docs/.buildinfo +++ /dev/null @@ -1,4 +0,0 @@ -# Sphinx build info version 1 -# This file records the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 17ecbb66283862d6a160c35238add531 -tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/_images/Experiment&run.png b/docs/_images/Experiment&run.png deleted file mode 100644 index 55bb3e3d7..000000000 Binary files a/docs/_images/Experiment&run.png and /dev/null differ diff --git a/docs/_sources/advanced_installation.rst.txt b/docs/_sources/advanced_installation.rst.txt deleted file mode 100644 index 3c89dcf26..000000000 --- a/docs/_sources/advanced_installation.rst.txt +++ /dev/null @@ -1,185 +0,0 @@ -Advanced Installation -===================== - -Install CodeCarbon as a Linux service -````````````````````````````````````` - -To install CodeCarbon as a Linux service, follow the instructions below. It works on Ubuntu or other Debian-based systems using systemd. - -Create a dedicated user: - -.. code-block:: bash - - sudo useradd -r -s /bin/false codecarbon - -Create a directory for the CodeCarbon service: - -.. code-block:: bash - - sudo mkdir /opt/codecarbon - -Change the ownership of the directory to the user created above: - -.. code-block:: bash - - sudo chown codecarbon:codecarbon /opt/codecarbon - -Create a virtual environment for CodeCarbon : - -.. code-block:: bash - - sudo apt install python3-venv - sudo -u codecarbon python3 -m venv /opt/codecarbon/.venv - -Install CodeCarbon in the virtual environment: - -.. code-block:: bash - - sudo -u codecarbon /opt/codecarbon/.venv/bin/pip install codecarbon - -Go to https://dashboard.codecarbon.io/ and create an account to get your API key. - -Configure CodeCarbon: - -.. code-block:: bash - - sudo -u codecarbon /opt/codecarbon/.venv/bin/codecarbon login - -Create a systemd service file: - -.. code-block:: bash - - sudo tee /etc/systemd/system/codecarbon.service <> /etc/sysfs.conf - echo "owner class/powercap/intel-rapl:0/energy_uj = root:codecarbon" >> /etc/sysfs.conf - -Create the configuration file for CodeCarbon: - -.. code-block:: bash - - sudo tee /opt/codecarbon/.codecarbon.config < - project_id = - experiment_id = - api_key = - # Verbose logging - log_level=WARNING - # Measure power every 30 seconds - measure_power_secs=30 - # Send measure to API every 5 minutes (10*30 seconds) - api_call_interval=10 - EOF - -Enable and start the service: - -.. code-block:: bash - - sudo systemctl enable codecarbon - sudo systemctl start codecarbon - -Check the traces of the service: - -.. code-block:: bash - - journalctl -u codecarbon - - -You are done, CodeCarbon is now running as a service on your machine. - -Wait 5 minutes for the first measure to be send to the dashboard at https://dashboard.codecarbon.io/. - - -Deploy CodeCarbon CLI as a Service using Ansible -```````````````````````````````````````````````` - -This section describes how to deploy CodeCarbon as a system service using Ansible automation. - -It automate the manual installation done in the previous chapter. - -What the Playbook Does ----------------------- -The Ansible playbook automates the following tasks: - -* Creates a dedicated system user and group for CodeCarbon -* Sets up a Python virtual environment -* Installs CodeCarbon package -* Configures RAPL permissions for power measurements -* Creates and configures the systemd service -* Sets up the CodeCarbon configuration file -* Starts and enables the service - -Prerequisites -------------- -* Ansible installed on your machine -* Debian-based target system(s) -* SSH access to target system(s) -* CodeCarbon API credentials from the dashboard - -Directory Structure -------------------- -.. code-block:: text - - codecarbon/deploy/ansible/codecarbon_cli_as_a_service/ - โ”œโ”€โ”€ hosts - โ”œโ”€โ”€ tasks - โ”‚ โ”œโ”€โ”€ install_codecarbon.yml - โ”‚ โ”œโ”€โ”€ main.yml - โ”‚ โ”œโ”€โ”€ rapl.yml - โ”‚ โ””โ”€โ”€ systemd_service.yml - โ”œโ”€โ”€ templates - โ”‚ โ”œโ”€โ”€ codecarbon.config.j2 - โ”‚ โ””โ”€โ”€ systemd_service.j2 - โ””โ”€โ”€ vars - โ””โ”€โ”€ main.yml - -Quick Start ------------ - -1. Set the the target to install in ``hosts``: - - .. code-block:: text - - yourservername.yourdomain.com hostname=yourservername ansible_user=root ansible_ssh_private_key_file=~/.ssh/id_ed25519 - -2. Update the variables in ``vars/main.yml`` with your configuration: - - .. code-block:: yaml - - organization_id: your_org_id - project_id: your_project_id - experiment_id: your_experiment_id - api_key: your_api_key - - -3. Run the playbook: - - .. code-block:: bash - - ansible-playbook -i hosts tasks/main.yml - - diff --git a/docs/_sources/api.rst.txt b/docs/_sources/api.rst.txt deleted file mode 100644 index a92373f59..000000000 --- a/docs/_sources/api.rst.txt +++ /dev/null @@ -1,87 +0,0 @@ -.. _api: - -CodeCarbon API -============== - - -CodeCarbon API -~~~~~~~~~~~~~~ - -.. warning:: - This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. - - Thanks to `CleverCloud `_ the use of API is free as soon as it remains under certain limits. - - -.. image:: https://github.com/mlco2/codecarbon/raw/master/carbonserver/Images/code_carbon_archi.png - :align: center - :alt: Summary - :height: 400px - :width: 700px - -.. image:: https://github.com/mlco2/codecarbon/raw/master/carbonserver/Images/CodecarbonDB.jpg - :align: center - :alt: Summary - :width: 700px - -Before using it, you need to create on account on the `CodeCarbon dashboard `_ - -Then login from your terminal: - -.. code-block:: console - - codecarbon login - -It will create an experiment_id for the default project and save it to ``codecarbon.config`` - -Then you can tell CodeCarbon to monitor your machine: - -.. code-block:: console - - codecarbon monitor - -Or use the API in your code: - -.. code-block:: python - - from codecarbon import track_emissions - - @track_emissions(save_to_api=True) - def train_model(): - # GPU intensive training code goes here - - if __name__ =="__main__": - train_model() - -More options could be specified in ``@track_emissions`` or in ``.codecarbon.config`` - -The `CodeCarbon dashboard `_ use `CodeCarbon API `_ to get the data - -The API do not have a nice web interface to create your own organization and project, you have to use `OpenAPI interface `_ for that. - -And so on for your team, project and experiment. - -You then have to set you experiment id in CodeCarbon, with two options: - -In the code: - -.. code-block:: python - - from codecarbon import track_emissions - - @track_emissions( - measure_power_secs=30, - api_call_interval=4, - experiment_id="your experiment id", - save_to_api=True, - ) - def train_model(): - ... - -Or in the config file `.codecarbon.config`: - -.. code-block:: ini - - [codecarbon] - experiment_id = your experiment id - save_to_api = true diff --git a/docs/_sources/comet.rst.txt b/docs/_sources/comet.rst.txt deleted file mode 100644 index b1ac48f4a..000000000 --- a/docs/_sources/comet.rst.txt +++ /dev/null @@ -1,49 +0,0 @@ -.. _comet: - -Comet Integration -=========================== - - -CodeCarbon can be automatically integrated with `Comet `__ for experiment tracking and visualization. Comet provides data scientists with powerful tools to track, compare, explain, and reproduce their experiments. Now, with CodeCarbon you can easily track the carbon footprint of your jobs along with your training metrics, hyperparameters, dataset samples, artifacts, and more. - -.. image:: ./images/comet-workspace.png - :align: center - :alt: Summary - :height: 400px - :width: 700px - -To get started with the Comet-CodeCarbon integration, make sure you have comet-ml installed: - -.. code-block:: python - - pip install comet_ml>=3.2.2 - - -Go to `Comet's website `__ and create a free account. From your account settings page, copy your personal API key. - -In the `mnist-comet.py `_ example file, replace the placeholder code with your API key: - -.. code-block:: python - - experiment = Experiment(api_key="YOUR API KEY") - - -Run your experiment and click on the link in stdout to be taken back to the Comet UI. You'll automatically see your metrics, hyperparameters, graph definition, system and environment details, and more. - -Comet will automatically create an ``EmissionsTracker`` object from the ``codecarbon`` package when your code runs. To visualize the carbon footprint of your experiment, go to the ``Panel`` tab in the left sidebar and click ``Add Panel``. - -From the Panel Gallery click the ``Public`` tab and search for ``CodeCarbon Footprint``. Once you've found it, add it to your Experiment. - -.. image:: ./images/panel-gallery.gif - :align: center - :alt: Summary - :height: 400px - :width: 700px - -Now back in the ``Panels`` tab you'll see your CodeCarbon Footprint visualization in the Comet UI. To render the visualization by default, save your ``View``. And voilร ! Every time you run your experiments, you'll be able to visualize your CodeCarbon emissions data alongside everything else you need to track for your research. - -.. image:: ./images/codecarbon-panel.png - :align: center - :alt: Summary - :height: 400px - :width: 700px diff --git a/docs/_sources/examples.rst.txt b/docs/_sources/examples.rst.txt deleted file mode 100644 index 0f94bccae..000000000 --- a/docs/_sources/examples.rst.txt +++ /dev/null @@ -1,129 +0,0 @@ -.. _examples: - -Examples -======== - -Following are examples to train a Deep Learning model on MNIST Data to recognize digits in images using TensorFlow. - - -Using the Decorator -------------------- - -This is the simplest way to use the CodeCarbon tracker with two lines of code. You just need to copy-paste `from codecarbon import track_emissions` and add the `@track_emissions` decorator to your training function. The emissions will be tracked automatically and printed at the end of the training. - -But you can't get them in your code, see the Context Manager section below for that. - -.. code-block:: python - - import tensorflow as tf - from codecarbon import track_emissions - - - @track_emissions(project_name="mnist") - def train_model(): - mnist = tf.keras.datasets.mnist - (x_train, y_train), (x_test, y_test) = mnist.load_data() - x_train, x_test = x_train / 255.0, x_test / 255.0 - model = tf.keras.models.Sequential( - [ - tf.keras.layers.Flatten(input_shape=(28, 28)), - tf.keras.layers.Dense(128, activation="relu"), - tf.keras.layers.Dropout(0.2), - tf.keras.layers.Dense(10), - ] - ) - loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) - - model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) - - model.fit(x_train, y_train, epochs=10) - - return model - - - if __name__ == "__main__": - model = train_model() - - -Using the Context Manager -------------------------- - -We think this is the best way to use CodeCarbon. Still only two lines of code, and you can get the emissions in your code. - -.. code-block:: python - - import tensorflow as tf - - from codecarbon import EmissionsTracker - - mnist = tf.keras.datasets.mnist - - (x_train, y_train), (x_test, y_test) = mnist.load_data() - x_train, x_test = x_train / 255.0, x_test / 255.0 - - - model = tf.keras.models.Sequential( - [ - tf.keras.layers.Flatten(input_shape=(28, 28)), - tf.keras.layers.Dense(128, activation="relu"), - tf.keras.layers.Dropout(0.2), - tf.keras.layers.Dense(10), - ] - ) - - loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) - - with EmissionsTracker() as tracker: - model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) - model.fit(x_train, y_train, epochs=10) - - # Display the emissions data - print(f"\nCarbon emissions from computation: {tracker.final_emissions * 1000:.4f} g CO2eq") - print("\nDetailed emissions data:", tracker.final_emissions_data) - - -Using the Explicit Object -------------------------- - -This is the recommended way to use the CodeCarbon tracker in a Notebook : you instantiate the tracker and call the `start()` method at the beginning of the Notebook. You call the stop() method at the end of the Notebook to stop the tracker and get the emissions. - -If not in an interactive Notebook, always use a `try...finally` block to ensure that the tracker is stopped even if an error occurs during training. -This is important to ensure the CodeCarbon scheduler is stopped. If you don't use `try...finally`, the scheduler will continue running in the background after your computation code has crashed, so your program will never finish. - -.. code-block:: python - - import tensorflow as tf - - from codecarbon import EmissionsTracker - - mnist = tf.keras.datasets.mnist - - (x_train, y_train), (x_test, y_test) = mnist.load_data() - x_train, x_test = x_train / 255.0, x_test / 255.0 - - - model = tf.keras.models.Sequential( - [ - tf.keras.layers.Flatten(input_shape=(28, 28)), - tf.keras.layers.Dense(128, activation="relu"), - tf.keras.layers.Dropout(0.2), - tf.keras.layers.Dense(10), - ] - ) - - loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) - - model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) - - tracker = EmissionsTracker() - tracker.start() - try: - model.fit(x_train, y_train, epochs=10) - except Exception as e: - print(f"An error occurred: {e}") - finally: - emissions: float = tracker.stop() - print(emissions) - - -Other examples are available in the `project GitHub repository `_. diff --git a/docs/_sources/faq.rst.txt b/docs/_sources/faq.rst.txt deleted file mode 100644 index b6fe5977e..000000000 --- a/docs/_sources/faq.rst.txt +++ /dev/null @@ -1,37 +0,0 @@ -.. _faq: - -Frequently Asked Questions -=========================== - -* **How accurate are your estimations?** - It is hard to quantify the entirety of computing emissions, because there are many factors in play, notably the life-cycle emissions of computing infrastructure. We therefore only focus on the direct emissions produced by running the actual code, but recognize that there is much work to be done to improve this estimation. - -* **What are the sources of your energy carbon intensity data?** - We use the following sources: - - For cloud computing: - - - Google publish carbon intensity of electricity for `Google Cloud Platform `_. - - - Unfortunately, Amazon has made a habit of keeping information about its carbon footprint out of public view. Although it released its global carbon footprint, it does not publish datacenter carbon footprints. - - - Microsoft has a Sustainability Calculator that helps enterprises analyze the carbon emissions of their IT infrastructure. But does not publish datacenter carbon intensity. - - - For private infra: - - - When available we use data from `ourworld in data `_ - - - If not available we use the electricity mix of the country find on `globalpetrolprices.com `_ that we multiply by the carbon intensity of the source of electricity (`that you can find here `_) - - - If we have neither we default to a world average of 475 gCO2.eq/KWh from `IEA `_. - - -* **How do I offset my emissions?** - There are many offsetting schemes, and it is hard to recommend any single one. For one-shot offsetting, the `Gold Standard `_ is often used, and has many offsetting projects to choose from at different prices. There are often local initiatives as well, so try researching what exists in your region/country. For a recurring offset, `Project Wren `_ lets you estimate your monthly carbon emissions and offset them via a monthly subscription. Keep in mind that offsetting is a good choice, but *reducing your emissions* should be the priority. - - -* **How can I help?** - If you find any functionality missing in the CodeCarbon repo, please `open an issue `_ so that you (and others!) can help add it. We did our best to cover all use cases and options, but we count on the open source community to help make the package an even greater success. - - diff --git a/docs/_sources/index.rst.txt b/docs/_sources/index.rst.txt deleted file mode 100644 index ee0bd2cc4..000000000 --- a/docs/_sources/index.rst.txt +++ /dev/null @@ -1,52 +0,0 @@ -.. CodeCarbon documentation master file, created by - sphinx-quickstart on Thu Jun 4 11:09:10 2020. - You can adapt this file completely to your liking, but it should at least - contain the root `toctree` directive. - -CodeCarbon -========== - -.. image:: ./images/banner.png - :align: center - :alt: Banner - -.. toctree:: - :caption: Introduction - :maxdepth: 2 - - motivation - methodology - rapl - model_examples - faq - -.. toctree:: - :caption: Getting Started - :maxdepth: 2 - - installation - usage - api - parameters - examples - comet - advanced_installation - -.. toctree:: - :caption: Logging - :maxdepth: 2 - - output - to_logger - visualize - - -Indices and tables ------------------- -* :ref:`genindex` -* :ref:`modindex` -* :ref:`search` - - - - diff --git a/docs/_sources/installation.rst.txt b/docs/_sources/installation.rst.txt deleted file mode 100644 index 4539c5ffc..000000000 --- a/docs/_sources/installation.rst.txt +++ /dev/null @@ -1,59 +0,0 @@ -.. _installation: - -Installing CodeCarbon -===================== - -From PyPi repository --------------------- - -The package is hosted on the pip repository `here `__. - -To install the package, run the following command in your terminal. - -.. code-block:: bash - - pip install codecarbon - -Using Conda environments ------------------------- - -If you're using Conda for environment management, you can install CodeCarbon with pip in your Conda environment: - -.. code-block:: bash - - conda create --name codecarbon - conda activate codecarbon - pip install codecarbon - -.. note:: - - While CodeCarbon can be used in Conda environments, we no longer maintain Conda packages. We recommend using ``pip install codecarbon`` within your Conda environment, which works seamlessly with Conda. - -.. note:: - - We recommend using Python 3.8 or above. - - -Dependencies ------------- - -The following packages are used by the CodeCarbon package, and will be installed along with the package itself: - -.. code-block:: bash - - arrow - click - fief-client[cli] - pandas - prometheus_client - psutil - py-cpuinfo - nvidia-ml-py - rapidfuzz - requests - questionary - rich - typer - - -Please refer to `pyproject.toml `_ for the latest list of the packages used. diff --git a/docs/_sources/methodology.rst.txt b/docs/_sources/methodology.rst.txt deleted file mode 100644 index 3aee03eeb..000000000 --- a/docs/_sources/methodology.rst.txt +++ /dev/null @@ -1,310 +0,0 @@ -.. _methodology: - -Methodology -=========== -Carbon dioxide (COโ‚‚) emissions, expressed as kilograms of COโ‚‚-equivalents [COโ‚‚eq], are the product of two main factors : - -.. code-block:: text - - C = Carbon Intensity of the electricity consumed for computation: quantified as g of COโ‚‚ emitted per kilowatt-hour of electricity. - - E = Energy Consumed by the computational infrastructure: quantified as kilowatt-hours. - -Carbon dioxide emissions (COโ‚‚eq) can then be calculated as ``C * E`` - - -Carbon Intensity ----------------- -Carbon Intensity of the consumed electricity is calculated as a weighted average of the emissions from the different -energy sources that are used to generate electricity, including fossil fuels and renewables. In this toolkit, the fossil fuels coal, petroleum, and natural gas are associated with specific carbon intensities: a known amount of carbon dioxide is emitted for each kilowatt-hour of electricity generated. Renewable or low-carbon fuels include solar power, hydroelectricity, biomass, geothermal, and more. The nearby energy grid contains a mixture of fossil fuels and low-carbon energy sources, called the Energy Mix. Based on the mix of energy sources in the local grid, the Carbon Intensity of the electricity consumed can be computed. - -.. image:: ./images/grid_energy_mix.png - :align: center - :alt: Grid Energy Mix - :height: 300px - :width: 350px - -When available, CodeCarbon uses global carbon intensity of electricity per cloud provider ( `here `__) or per country ( `here `__ ). - -If we don't have the global carbon intensity or electricity of a country, but we have its electricity mix, we used to compute the carbon intensity of electricity using this table: - -.. list-table:: Carbon Intensity Across Energy Sources - :widths: 50 50 - :align: center - :header-rows: 1 - - * - Energy Source - - Carbon Intensity (kg/MWh) - * - Coal - - 995 - * - Petroleum - - 816 - * - Natural Gas - - 743 - * - Geothermal - - 38 - * - Hydroelectricity - - 26 - * - Nuclear - - 29 - * - Solar - - 48 - * - Wind - - 26 - -Sources: - - `for fossil energies `_ - - `for renewables energies `_ - - -Then, for example, if the Energy Mix of the Grid Electricity is 25% Coal, 35% Petroleum, 26% Natural Gas and 14% Nuclear: - -.. code-block:: text - - Net Carbon Intensity = 0.25 * 995 + 0.35 * 816 + 0.26 * 743 + 0.14 * 29 = 731.59 kgCOโ‚‚/kWh - -But it doesn't happen anymore because Our World in Data now provides the global carbon intensity of electricity per country ( `source `__ ). Some countries are missing data for last year, so we use the previous year data available. - -If ever we have neither the global carbon intensity of a country nor it's electricity mix, we apply a world average of 475 gCO2.eq/KWh ( `source `__ ). - -As you can see, we try to be as accurate as possible in estimating carbon intensity of electricity. Still there is room for improvement and all contributions are welcome. - - -Power Usage ------------ - -Power supply to the underlying hardware is tracked at frequent time intervals. This is a configurable parameter -``measure_power_secs``, with default value 15 seconds, that can be passed when instantiating the emissions' tracker. - -Currently, the package supports the following hardware infrastructure. - -GPU -~~~~ - -Tracks Nvidia GPUs energy consumption using ``nvidia-ml-py`` library (installed with the package). - -RAM -~~~~ - -CodeCarbon v2 uses a 3 Watts for 8 GB ratio `source `__ . - -But this is not a good measure because it doesn't take into account the number of RAM slots used in the machine, that really drive the power consumption, not the amount of RAM. -For example, in servers you could have thousands of GB of RAM but the power consumption would not be proportional to the amount of memory used, but to the number of memory modules used. - -Old machine could use 2 Mb memory stick, where modern servers will use 128 Mb memory stick. - -So, in CodeCarbon v3 we switch to using 5 Watts for each RAM slot. The energy consumption is calculated as follows: - -.. code-block:: text - - RAM Power Consumption = 5 Watts * Number of RAM slots used - -But getting the number of RAM slots used is not possible as you need root access to get the number of RAM slots used. So we use an heuristic based on the RAM size. - -For example keep a minimum of 2 modules. Except for ARM CPU like rapsberry pi where we will consider a 3W constant. Then consider the max RAM per module is 128GB and that RAM module only exist in power of 2 (2, 4, 8, 16, 32, 64, 128). So we can estimate the power consumption of the RAM by the number of modules used. - -- For ARM CPUs (like Raspberry Pi), a constant 3W will be used as the minimum power -- Base power per DIMM is 5W for x86 systems and 1.5W for ARM systems -- For standard systems (up to 4 DIMMs): linear scaling at full power per DIMM -- For medium systems (5-8 DIMMs): decreasing efficiency (90% power per additional DIMM) -- For large systems (9-16 DIMMs): further reduced efficiency (80% power per additional DIMM) -- For very large systems (17+ DIMMs): highest efficiency (70% power per additional DIMM) -- Ensures at least 10W for x86 systems (assuming 2 DIMMs at minimum) -- Ensures at least 3W for ARM systems - -Example Power Estimates: - -- **Small laptop (8GB RAM)**: ~10W (2 DIMMs at 5W each) -- **Desktop (32GB RAM)**: ~20W (4 DIMMs at 5W each) -- **Desktop (64GB RAM)**: ~20W (4 DIMMs at 5W each), the same as 32GB -- **Small server (128GB RAM)**: ~40W (8 DIMMs with efficiency scaling) -- **Large server (1TB RAM)**: ~40W (using 8x128GB DIMMs with high efficiency scaling) - -This approach significantly improves the accuracy for large servers by recognizing that RAM power consumption doesn't scale linearly with capacity, but rather with the number of physical modules. Since we don't have direct access to the actual DIMM configuration, this heuristic provides a more reasonable estimate than the previous linear model. - -If you know the exact RAM power consumption of your system, then provide it using the `force_ram_power` parameter, which will override the automatic estimation. - -For example, in a Ubuntu machine, you can get the number of RAM slots used with the following command: - -.. code-block:: bash - - sudo lshw -C memory -short | grep DIMM - - /0/37/0 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) - /0/37/1 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) - /0/37/2 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) - /0/37/3 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) - -Here we count 4 RAM slots used, so the power consumption will be 4 x 5 = 20 Watts, just add `force_ram_power=20` to the init of CodeCarbon. - - -CPU -~~~~ - -- **On Windows or Mac (Intel)** - -Tracks Intel processors energy consumption using the ``Intel Power Gadget``. You need to install it yourself from this `source `__ . But has been discontinued. There is a discussion about it on `github issues #457 `_. - -- **Apple Silicon Chips (M1, M2)** - -Apple Silicon Chips contain both the CPU and the GPU. - -Codecarbon tracks Apple Silicon Chip energy consumption using ``powermetrics``. It should be available natively on any mac. -However, this tool is only usable with ``sudo`` rights and to our current knowledge, there are no other options to track the energy consumption of the Apple Silicon Chip without administrative rights -(if you know of any solution for this do not hesitate and `open an issue with your proposed solution `_). - -To give sudo rights without having to enter a password each time, you can modify the sudoers file with the following command: - -.. code-block:: bash - - sudo visudo - - -Then add the following line at the end of the file: - -.. code-block:: bash - - username ALL = (root) NOPASSWD: /usr/bin/powermetrics - -If you do not want to give sudo rights to your user, then CodeCarbon will fall back to constant mode to measure CPU energy consumption. - -- **On Linux** - -Tracks Intel and AMD processor energy consumption from Intel RAPL files at ``/sys/class/powercap/intel-rapl/subsystem`` ( `reference `_ ). -All CPUs listed in this directory will be tracked. - -*Note*: The Power Consumption will be tracked only if the RAPL files exist at the above-mentioned path and if the user has the necessary permissions to read them. - - -CPU hardware ------------- - -The CPU die is the processing unit itself. It's a piece of semiconductor that has been sculpted/etched/deposited by various manufacturing processes into a net of logic blocks that do stuff that makes computing possible. The processor package is what you get when you buy a single processor. It contains one or more dies, plastic/ceramic housing for dies and gold-plated contacts that match those on your motherboard. - -In Linux kernel, energy_uj is a current energy counter in micro joules. It is used to measure CPU core's energy consumption. - -Micro joules is then converted in kWh, with formulas kWh=energy * 10 ** (-6) * 2.77778e-7 - -For example, on a laptop with Intel(R) Core(TM) i7-7600U, Code Carbon will read two files : -/sys/class/powercap/intel-rapl/intel-rapl:1/energy_uj and /sys/class/powercap/intel-rapl/intel-rapl:0/energy_uj - - -RAPL Metrics ------------- -RAPL (Running Average Power Limit) is a feature of modern processors that provides energy consumption measurements through hardware counters. - -See https://blog.chih.me/read-cpu-power-with-RAPL.html for more information. - -Despite the name "Intel RAPL", it supports AMD processors since Linux kernel 5.8. - -Read more about how we use it in :doc:`rapl`. - -CPU metrics priority --------------------- - -CodeCarbon will first try to read the energy consumption of the CPU from low level interface like RAPL or ``powermetrics``. -If none of the tracking tools are available, CodeCarbon will be switched to a fallback mode: - -- It will first detect which CPU hardware is currently in use, and then map it to a data source listing 2000+ Intel and AMD CPUs and their corresponding thermal design powers (TDPs). -- If the CPU is not found in the data source, a global constant will be applied. -- If ``psutil`` is available, CodeCarbon will try to estimate the energy consumption from the TDP and the CPU load. -- CodeCarbon assumes that 50% of the TDP will be the average power consumption to make this approximation. - -Here is a drawing of the fallback mode: - -.. image:: ./images/cpu_fallback.png - :align: center - :alt: CPU Fallback - -The code doing this is available in `codecarbon/core/resource_tracker.py `_. - -The net Energy Used is the net power supply consumed during the compute time, measured as ``kWh``. - -We compute energy consumption as the product of the power consumed and the time the power was consumed for. The formula is: -``Energy = Power * Time`` - -References ----------- -`Energy Usage Reports: Environmental awareness as part of algorithmic accountability `_ - - -How CodeCarbon Works -~~~~~~~~~~~~~~~~~~~~ - -CodeCarbon uses a scheduler that, by default, calls for a measure every 15 seconds, so it has no significant overhead. - -The measure itself is fast and CodeCarbon is designed to be as light as possible with a small memory footprint. - -The scheduler is started when the first ``start`` method is called and stopped when ``stop`` method is called. - -Another scheduler (_scheduler_monitor_power) is used to monitor only the power consumption of the hardware every second. -It is needed for hardware that do not have energy counters but only instant power, like in CPU load mode. - -Estimation of Equivalent Usage Emissions ----------------------------------------- - -The CodeCarbon dashboard provides equivalent emissions and energy usage comparisons to help users better understand the carbon impact of their activities. These comparisons are based on the following assumptions: - -Car Usage -~~~~~~~~~ - -- **Emission factor**: *0.12 kgCOโ‚‚ per kilometer driven*. -- This value is derived from the average emissions of a European passenger car under normal driving conditions. - -Source : `European Environment Agency `_ - - -TV Usage -~~~~~~~~ - -- **Energy consumption**: *138 Wh per day based on average use*. -- This assumes: - - An average daily usage of 6.5 hours. - - A modern television with a power consumption of approximately *21.2 W per hour*. - -Source : `The French Agency for Ecological Transition `_ - -US Citizen Weekly Emissions -~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -- **Annual emissions**: *13.3 tons of COโ‚‚ equivalent per year* for an average US citizen. -- **Weekly emissions**: This value is divided by the 52 weeks in a year to estimate weekly emissions: - -.. math:: - \text{Weekly Emissions} = \frac{\text{Annual Emissions (tons)}}{52} - -.. math:: - \text{Weekly Emissions} = \frac{13.3}{52} \approx 0.256 \, \text{tons of COโ‚‚ equivalent per week.} - -Source : `IEA CO2 total emissions per capita by region, 2000-2023 `_ - -Calculation Formula -~~~~~~~~~~~~~~~~~~~ - -The equivalent emissions are calculated using this formula: - -.. math:: - \text{Equivalent Emissions} = \frac{\text{Total Emissions (kgCOโ‚‚)}}{\text{Emission Factor (kgCOโ‚‚/unit)}} - -For example: - -- **Car Usage**: *1 kWh* of energy consumption is approximately equivalent to: - - - *8.33 kilometers driven by a car* (*1 รท 0.12*). - - *11.9 hours of TV usage* (*1 รท 0.084*), if emissions are considered. - -- **US Citizen Emissions**: - - - *1 kWh* of energy consumption can be compared to a fraction of the average weekly emissions of a US citizen: - -.. math:: - \text{US Citizen Equivalent} = \frac{\text{Total Emissions (tons)}}{0.256} - -These estimates are approximate and subject to regional variations in: -- Grid emissions intensity. -- Vehicle efficiencies. - -Source Code -~~~~~~~~~~~ - -The emission factors used are defined in the `CodeCarbon source code `_. They are based on publicly available data and general assumptions. diff --git a/docs/_sources/model_examples.rst.txt b/docs/_sources/model_examples.rst.txt deleted file mode 100644 index 6dd046daa..000000000 --- a/docs/_sources/model_examples.rst.txt +++ /dev/null @@ -1,98 +0,0 @@ -.. _model_examples: - -Model Comparisons -================= - -The following table shows the different electricity consumption of popular NLP and Computer visions models - -.. list-table:: Electricity consumption of AI cloud instance - :widths: 20 20 20 20 - :align: center - :header-rows: 1 - - * - Model - - GPU - - Training Time (H) - - Consumption (kWh) - * - BERT\ :sub:`fintetune`\ - - 4 V100 - - 6 - - 3.1 - * - BERT\ :sub:`pretrain`\ - - 8 V100 - - 36 - - 37.3 - * - 6B\ :sub:`Transf.`\ - - 256 A100 - - 192 - - 13 812.4 - * - Dense\ :sub:`121`\ - - 1 P40 - - 0.3 - - 0.02 - * - Dense\ :sub:`169`\ - - 1 P40 - - 0.3 - - 0.03 - * - Dense\ :sub:`201`\ - - 1 P40 - - 0.4 - - 0.04 - * - ViT\ :sub:`Tiny`\ - - 1 V100 - - 19 - - 1.7 - * - ViT\ :sub:`Small`\ - - 1 V100 - - 19 - - 2.2 - * - ViT\ :sub:`Base`\ - - 1 V100 - - 21 - - 4.7 - * - ViT\ :sub:`Large`\ - - 4 V100 - - 90 - - 93.3 - * - ViT\ :sub:`Huge`\ - - 4 V100 - - 216 - - 237.6 - -Impact of time of year and region ---------------------------------------- - -Carbon emissions that would be emitted from training BERT (language modeling on 8 V100s for 36 hours) in different locations: - - -.. image:: ./images/CO2_emitted_BERT.png - :align: center - :alt: Models emissions comparison - -In this case study, time of year might not be relevant in most cases, but localisation can have a great impact on carbon emissions. - -Here, and in the graph below, emissions equivalent are estimated using Microsoft Azure cloud tools. -CodeCarbon has developed its own measuring tools. The result could be different. - -Comparisons ---------------------- - -Emissions for the 11 described models can be displayed as below: - -.. image:: ./images/model_emission_comparison.png - :align: center - :alt: Models emissions comparison - -The black line represents the average emissions (across regions and time of year). -The light blue represents the first and fourth quartiles. -On the right side, equivalent sources of emissions are displayed as comparison points (source : `US Environmental Protection Agency `_). -NB : presented on a log scale - - - -References ----------- -`Measuring the Carbon intensity of AI in Cloud Instance `_ - -Another source comparing models carbon intensity: -`Energy and Policy Considerations for Deep Learning in NLP `_ diff --git a/docs/_sources/motivation.rst.txt b/docs/_sources/motivation.rst.txt deleted file mode 100644 index d64be046c..000000000 --- a/docs/_sources/motivation.rst.txt +++ /dev/null @@ -1,13 +0,0 @@ -.. _motivation: - -Motivation -========== - -In recent years, Artificial Intelligence, and more specifically Machine Learning, has become remarkably efficient at performing human-level tasks: recognizing objects and faces in images, driving cars, and playing sophisticated games like chess and Go. - -In order to achieve these incredible levels of performance, current approaches leverage vast amounts of data to learn underlying patterns and features. Thus, state-of-the-art Machine Learning models leverage significant amounts of computing power, training on advanced processors for weeks or months, consequently consuming enormous amounts of energy. Depending on the energy grid used during this process, this can entail the emission of large amounts of greenhouse gases such as COโ‚‚. - -With AI models becoming more ubiquitous and deployed across different sectors and industries, AI's environmental impact is also growing. For this reason, it is important to estimate and curtail both the energy used and the emissions produced by training and deploying AI models. This package enables developers to track carbon dioxide (COโ‚‚) emissions across machine learning experiments or other programs. - -This package enables developers to track emissions, measured as kilograms of COโ‚‚-equivalents (COโ‚‚eq) in order to estimate the carbon footprint of their work. For this purpose, we use ``COโ‚‚-equivalents [COโ‚‚eq]``, which is a standardized measure used to express the global warming potential of various greenhouse gases: the amount of COโ‚‚ that would have the equivalent global warming impact. For computing, which emits COโ‚‚ via the electricity it is consuming, carbon emissions are measured in kilograms of COโ‚‚-equivalent per kilowatt-hour. As a matter of fact, electricity is generated as part of the broader electrical grid by combusting fossil fuels for example. - diff --git a/docs/_sources/output.rst.txt b/docs/_sources/output.rst.txt deleted file mode 100644 index 73dd1e3aa..000000000 --- a/docs/_sources/output.rst.txt +++ /dev/null @@ -1,180 +0,0 @@ -.. _output: - -Output -====== - -CSV ---- - -The package has an in-built logger that logs data into a CSV file named ``emissions.csv`` in the ``output_dir``, provided as an -input parameter (defaults to the current directory), for each experiment tracked across projects. - - -.. list-table:: Data Fields Logged for Each Experiment - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Field - - Description - * - timestamp - - Time of the experiment in ``%Y-%m-%dT%H:%M:%S`` format - * - project_name - - Name of the project, defaults to ``codecarbon`` - * - run-id - - id of the run - * - duration - - Duration of the compute, in seconds - * - emissions - - Emissions as COโ‚‚-equivalents [COโ‚‚eq], in kg - * - emissions_rate - - emissions divided per duration, in Kg/s - * - cpu_power - - Mean CPU power (W) - * - gpu_power - - Mean GPU power (W) - * - ram_power - - Mean RAM power (W) - * - cpu_energy - - Energy used per CPU (kWh) - * - gpu_energy - - Energy used per GPU (kWh) - * - ram_energy - - Energy used per RAM (kWh) - * - energy_consumed - - sum of cpu_energy, gpu_energy and ram_energy (kWh) - * - country_name - - Name of the country where the infrastructure is hosted - * - country_iso_code - - 3-letter alphabet ISO Code of the respective country - * - region - - Province/State/City where the compute infrastructure is hosted - * - on_cloud - - ``Y`` if the infrastructure is on cloud, ``N`` in case of private infrastructure - * - cloud_provider - - One of the 3 major cloud providers, ``aws/azure/gcp`` - * - cloud_region - - | Geographical Region for respective cloud provider, - | examples ``us-east-2 for aws, brazilsouth for azure, asia-east1 for gcp`` - * - os - - | os on the device - | example ``Windows-10-10.0.19044-SP0`` - * - python_version - - example ``3.8.10`` - * - cpu_count: - - number of CPU - * - cpu_model - - example ``Intel(R) Core(TM) i7-1065G7 CPU @ 1.30GHz`` - * - gpu_count - - number of GPU - * - gpu_model - - example ``1 x NVIDIA GeForce GTX 1080 Ti`` - * - longitude - - | Longitude, with reduced precision to a range of 11.1 km / 123 kmยฒ. - | This is done for privacy protection. - * - latitude - - | Latitude, with reduced precision to a range of 11.1 km / 123 kmยฒ. - | This is done for privacy protection. - * - ram_total_size - - total RAM available (Go) - * - tracking_mode: - - ``machine`` or ``process``(default to ``machine``) - * - cpu_utilization_percent - - Average CPU utilization during tracking period (%) - * - gpu_utilization_percent - - Average GPU utilization during tracking period (%) - * - ram_utilization_percent - - Average RAM utilization during tracking period (%) - * - ram_used_gb - - Average RAM used during tracking period (GB) - -.. note:: - - Developers can enhance the Output interface, based on requirements. For example, to log into a database, by implementing a custom Class - that is a derived implementation of base class ``BaseOutput`` at ``codecarbon/output.py`` - -Prometheus ----------- - -Using CodeCarbon with prometheus -````````````````````````````````` - -`Prometheus `_ is a systems and service monitoring system. It collects metrics from configured targets at given intervals, evaluates rule expressions, displays the results, and can trigger alerts when specified conditions are observed. - -CodeCarbon exposes all its metrics with the suffix `codecarbon_`. - -Current version uses pushgateway mode. If your pushgateway server needs auth, set your environment values `PROMETHEUS_USERNAME` and `PROMETHEUS_PASSWORD` so codecarbon is able to push the metrics. - -How to test in local -```````````````````` - -Deploy a local version of Prometheus + Prometheus Pushgateway - -.. code-block:: shell - - docker-compose up - - -Run your EmissionTracker as usual, but with the parameter `save_to_prometheus` as True. -e.g. - -.. code-block:: python - - ... - tracker = OfflineEmissionsTracker( - project_name=self.project_name, - country_iso_code="USA", - save_to_prometheus=True, - ) - tracker.start() - ... - - -Go to `localhost:9090 `_. Search for `codecarbon_`. You will see all the metrics there. - -Logfire ----------- - -Using CodeCarbon with logfire -````````````````````````````````` - -`Logfire `_ is an observability platform. - -CodeCarbon exposes all its metrics with the suffix `codecarbon_`. - - -How to use it -```````````````````` - -Run your EmissionTracker as usual, but with the parameter `save_to_logfire` as True. -e.g. - -.. code-block:: python - - ... - tracker = OfflineEmissionsTracker( - project_name=self.project_name, - country_iso_code="USA", - save_to_logfire=True, - ) - tracker.start() - ... - -The first time it will ask to log in into Logfire. Once you log in and set the default logfire project, you are good to go, the metrics will appear following the format `codecarbon_*`. - - -HTTP Output ------------ - -The HTTP Output allow the call of a webhook with emission data when the tracker is stopped. - -CodeCarbon API --------------- - -You can send all the data to the CodeCarbon API. So you have all your historical data in one place. By default, nothing is sent to the API. - -Logger Output -------------- - -See :ref:`Collecting emissions to a logger`. - diff --git a/docs/_sources/parameters.rst.txt b/docs/_sources/parameters.rst.txt deleted file mode 100644 index cf7884c88..000000000 --- a/docs/_sources/parameters.rst.txt +++ /dev/null @@ -1,191 +0,0 @@ -.. _parameters: - -Parameters -================ - -A set of parameters are supported by API to help users provide additional details per project. - -Input Parameters ------------------ - -.. list-table:: Input Parameters - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Parameter - - Description - * - project_name - - Name of the project, defaults to ``codecarbon`` - * - experiment_id - - Id of the experiment - * - measure_power_secs - - Interval (in seconds) to measure hardware power usage, defaults to ``15`` - * - tracking_mode - - | ``machine`` measure the power consumptions of the entire machine (default) - | ``process`` try and isolate the tracked processes in isolation - * - gpu_ids - - | Comma-separated list of GPU ids to track, defaults to ``None`` - | These can either be integer indexes of GPUs on the system, or prefixes - | to match against GPU identifiers as described `here `_ - * - log_level - - | Global codecarbon log level (by order of verbosity): "debug", "info" (default), - | "warning", "error", or "critical" - * - electricitymaps_api_token - - | API token for electricitymaps.com (formerly co2signal.com) - * - pue - - | PUE (Power Usage Effectiveness) of the data center - | where the experiment is being run. - * - wue - - | WUE (Water Usage Effectiveness) of the data center - | where the experiment is being run. - | Units of *L/kWh* - how many litres of water are consumed per kilowatt-hour - | of electricity consumed. - * - force_cpu_power - - | Force the CPU max power consumption in watts, - | use this if you know the TDP of your machine. - | *(POWER_CONSTANT x CONSUMPTION_PERCENTAGE)* - * - force_ram_power - - | Force the RAM power consumption in watts, - | use this if you know the power consumption of your RAM. - | Estimate it with ``sudo lshw -C memory -short | grep DIMM`` - | to get the number of RAM slots used, then do - | *RAM power in W = Number of RAM Slots * 5 Watts* - * - rapl_include_dram - - | Boolean variable indicating if DRAM (memory) power should be included - | in RAPL measurements on Linux systems, defaults to ``False``. - | When ``True``, measures complete hardware power (CPU package + DRAM). - | Set to ``False`` to measure only CPU package power. - | Note: Only affects systems where RAPL exposes separate DRAM domains. - | In a future version DRAM power will probably be included in RAM. - * - rapl_prefer_psys - - | Boolean variable indicating if psys (platform/system) RAPL domain should be - | preferred over package domains on Linux systems, defaults to ``False``. - | When ``True``, uses psys domain for total platform power (CPU + chipset + PCIe). - | When ``False`` (default), uses package domains which are more reliable and - | consistent with CPU TDP specifications. - | Note: psys can report higher values than CPU TDP and may be unreliable on older systems. - * - allow_multiple_runs - - | Boolean variable indicating if multiple instance of CodeCarbon - | on the same machine is allowed, - | defaults to ``True`` since v3. Used to be ``False`` in v2. - -PUE is a multiplication factor provided by the user, so it is up to the user to get it from their cloud provider. -Old data-centers have a PUE up to 2.2, where new greener ones could be as low as 1.1. - -If you, or your provider, use ``CUDA_VISIBLE_DEVICES`` to set the GPUs you want to use, CodeCarbon will automaticly populate this value into ``gpu_ids``. -If you set ``gpu_ids`` manually, it will override the ``CUDA_VISIBLE_DEVICES`` for CodeCarbon measures. - -Output parameters ------------------ - -.. list-table:: Output Parameters - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Parameter - - Description - * - **save_to_file** - - | Boolean variable indicating if the emission artifacts should be logged - | to a CSV file, defaults to ``True`` - * - output_dir - - | Directory path to which the experiment details are logged - | defaults to current directory - * - output_file - - | Name of output CSV file - | defaults to ``emissions.csv`` - * - on_csv_write - - | When calling ``tracker.flush()`` manually choose if - | - ``update`` the existing ``run_id`` row (erasing former data) - | - ``append`` add a new row to CSV file (defaults) - * - **save_to_api** - - | Boolean variable indicating if emissions artifacts should be logged - | to the CodeCarbon API, defaults to ``False`` - * - api_endpoint: - - | Optional URL of CodeCarbon API endpoint for sending emissions data - | defaults to "https://api.codecarbon.io" - * - api_key - - API key for the CodeCarbon API (mandatory to use this API!) - * - api_call_interval - - | Number of measurements between API calls (defaults to 8): - | -1 : call API on flush() and at the end - | 1 : at every measure - | 2 : at every 2 measure, and so on - * - **save_to_logger** - - | Boolean variable indicating if the emission artifacts should be written - | to a dedicated logger, defaults to ``False`` - * - logging_logger - - LoggerOutput object encapsulating a logging.Logger or a Google Cloud logger - * - logger_preamble - - String to systematically include in the logger's messages (defaults to "") - * - save_to_prometheus - - | Boolean variable indicating if the emission artifacts should be written - | to a Prometheus server, defaults to ``False`` - * - prometheus_url - - | URL of the Prometheus server - * - save_to_logfire - - | Boolean variable indicating if the emission artifacts should be written - | to a LogFire server, defaults to ``False`` - * - output_handlers - - | List of output handlers to use for saving the emissions data - | defaults to ``[]`` - -Specific parameters for offline mode ------------------------------------- -.. list-table:: Input Parameters to OfflineEmissionsTracker - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Parameter - - Description - * - country_iso_code - - | 3-letter ISO Code of the country - | where the experiment is being run. - | Available countries are listed in `global_energy_mix.json `__ - * - region - - | Optional name of the Province/State/City, where the infrastructure is hosted - | Currently, supported only for US States and Canada - | for example - California or New York, from the `list `_ - * - cloud_provider - - | The cloud provider specified for estimating emissions intensity, - | defaults to ``None``. See `impact.csv `_ for a list of cloud providers - * - cloud_region - - | The region of the cloud data center, defaults to ``None`` - | See `impact.csv `_ for a list of cloud regions. - * - country_2letter_iso_code - - | For use with the Electricity Maps emissions API. - | See `Electricity Maps zones `_ for a list of codes and their locations. - - -@track_emissions ----------------- - -Decorator ``track_emissions`` in addition to standard arguments, requires the following parameters: - -.. list-table:: Input Parameters to @track_emissions - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Parameter - - Description - * - fn - - function to be decorated - * - offline - - | Boolean variable indicating if the tracker should be run in offline mode - | defaults to ``False`` - * - country_iso_code - - | 3 letter ISO Code of the country where the experiment is being run. - | Available countries are listed in `global_energy_mix.json `__ - * - region - - | Optional Name of the Province/State/City, where the infrastructure is hosted - | Currently, supported only for US States - | for example - California or New York, from the `list `_ - * - cloud_provider - - | The cloud provider specified for estimating emissions intensity, - | defaults to ``None``. See `impact.csv `_ for a list of cloud providers - * - cloud_region - - | The region of the cloud data center, defaults to ``None`` - | See `impact.csv `_ for a list of cloud regions. diff --git a/docs/_sources/rapl.rst.txt b/docs/_sources/rapl.rst.txt deleted file mode 100644 index 4787de1c8..000000000 --- a/docs/_sources/rapl.rst.txt +++ /dev/null @@ -1,350 +0,0 @@ - -RAPL Metrics ------------- -RAPL (Running Average Power Limit) is a feature of modern processors that provides energy consumption measurements through hardware counters. - -See https://blog.chih.me/read-cpu-power-with-RAPL.html for more information. - -Despite the name "Intel RAPL", it supports AMD processors since Linux kernel 5.8. - -Due to the `CVE-2020-8694 security issue `_ from 2020, all Linux distributions have changed right permission of the RAPL file, to reserve it to superuser. - -There is a workaround, thanks to `prometheus/node_exporter#1892 `_: - -.. code-block:: sh - sudo apt install sysfsutils - nano /etc/sysfs.conf - # Add this line : - mode class/powercap/intel-rapl:0/energy_uj = 0444 - reboot - -Without rebooting you could do ``sudo chmod -R a+r /sys/class/powercap/*`` but it will be lost at next boot. - -If you want more security you could create a specific group, add your user to this group and set group read permission only. - -RAPL Domain Architecture -~~~~~~~~~~~~~~~~~~~~~~~~ - -RAPL exposes energy consumption data through files in ``/sys/class/powercap/`` with two interfaces: - -- **intel-rapl** (MSR-based): Traditional Model-Specific Register interface, accessed via CPU instructions -- **intel-rapl-mmio** (Memory-Mapped I/O): Newer interface introduced for modern Intel processors (10th gen+) - -Each domain is represented by a directory containing: - -- ``name``: Domain identifier (e.g., "package-0", "core", "uncore", "psys") -- ``energy_uj``: Current energy counter in microjoules -- ``max_energy_range_uj``: Maximum value before counter wraps - -Available RAPL Domains -~~~~~~~~~~~~~~~~~~~~~~ - -Different CPUs expose different domains. Common domains include: - -- **psys** (Platform/System): Total platform power including CPU package, integrated GPU, memory controller, and some chipset components. **Most comprehensive measurement** on modern Intel systems (Skylake and newer). - -- **package-0/package-N**: Entire CPU socket including: - - - All CPU cores - - Integrated GPU (if present) - - Last-level cache (LLC) - - Memory controller - - System agent/uncore - -- **core**: Only the CPU compute cores (subset of package) - -- **uncore**: Everything in the package except cores: - - - Memory controller (DDR interface on CPU) - - Last-level cache - - Ring interconnect between cores - - Integrated GPU (if present) - -- **dram**: Memory controller power, rare on consumer hardware, more common on servers. We still have to figure out if it is accurate. - -- **gpu**: Discrete or integrated GPU (when available) - -RAPL Domain Hierarchy and Double-Counting -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -**Critical**: RAPL domains are hierarchical and overlapping. Summing them causes severe over-counting! - -Example hierarchy on Intel Core Ultra 7 265H: - -.. code-block:: text - - psys (9.6W) โ† Most comprehensive, includes everything below - โ”œโ”€โ”€ package-0 (3.8W) โ† Subset of psys - โ”‚ โ”œโ”€โ”€ core (0.8W) โ† Subset of package - โ”‚ โ””โ”€โ”€ uncore (0.2W) โ† Subset of package - โ””โ”€โ”€ Other platform components (~5W) - โ””โ”€โ”€ Chipset, PCIe, etc. - -**Wrong approach**: 9.6W + 3.8W + 0.8W + 0.2W = 14.4W โŒ (Triple counting!) - -**Correct approach**: Use only psys (9.6W) โœ… - -CodeCarbon's RAPL Strategy -~~~~~~~~~~~~~~~~~~~~~~~~~~ - -CodeCarbon implements intelligent domain selection to provide reliable and consistent measurements: - -1. **Prefer package domains (default)**: CodeCarbon prioritizes ``package`` domains because they: - - - Update reliably under CPU load - - Match CPU TDP specifications - - Provide consistent measurements across different Intel generations - - Can be supplemented with ``dram`` domains for complete hardware measurement (package + DRAM) - -2. **Optional psys mode**: Set ``prefer_psys=True`` to use ``psys`` (platform/system) domain instead: - - - Provides total platform power (CPU + chipset + PCIe + some other components) - - More comprehensive but can report higher values than CPU TDP - - May include non-CPU components affected by the computation - - **Note**: On some older Intel systems (e.g., Kaby Lake), psys can report unexpectedly high values - -3. **Interface deduplication**: When the same domain appears in both ``intel-rapl`` and ``intel-rapl-mmio``: - - - Detects duplicate domains by name - - Prefers MMIO over MSR (newer, recommended interface) - - Falls back to MSR if MMIO is unreadable - -4. **Subdomain filtering**: Excludes ``core`` and ``uncore`` subdomains when ``package`` is available to avoid double-counting - -5. **DRAM exclusion**: By default (``include_dram=False``), don't adds DRAM domain to package. As DRAM is supposed to be in RAM power, not CPU in a future version of CodeCarbon. - -Platform-Specific Behavior -~~~~~~~~~~~~~~~~~~~~~~~~~ - -**Intel processors**: - -- Modern CPUs (Skylake+): Provide ``psys`` for comprehensive platform measurement -- ``core`` is included in ``package`` -- ``package`` may include or exclude integrated GPU depending on model - -**AMD processors**: - -- ``core`` reports very low energy values -- Unclear if ``core`` is included in ``package`` (vendor documentation is sparse) -- Multiple dies may report as separate packages (e.g., Threadripper) - -**What RAPL Does NOT Measure**: - -- โŒ DRAM chips themselves (only memory controller) -- โŒ SSDs/NVMe drives -- โŒ Discrete GPUs (use nvidia-smi, rocm-smi separately) -- โŒ Motherboard chipset (unless included in psys) -- โŒ Fans, USB devices, peripherals -- โŒ Power supply inefficiency -- โŒ Discrete NPUs - -For more details, see the excellent documentation from Scaphandre: https://hubblo-org.github.io/scaphandre-documentation/explanations/rapl-domains.html and discussion with references: https://github.com/hubblo-org/scaphandre/issues/116#issuecomment-854453231 - - - -.. image:: https://hubblo-org.github.io/scaphandre-documentation/explanations/rapl.png - :align: center - :alt: RAPL Example - :width: 600px - -Source :โ€œRAPL in Action: Experiences in Using RAPL for Power Measurements,โ€ (K. N. Khan, M. Hirki, T. Niemi, J. K. Nurminen, and Z. Ou, ACM Trans. Model. Perform. Eval. Comput. Syst., vol. 3, no. 2, pp. 1โ€“26, Apr. 2018, doi: 10.1145/3177754.) - -RAPL Measurements: Real-World Examples -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -Choosing the right metric to track CPU power consumption depends on CPU hardware and available domains. Below are measurements from different systems showing the importance of avoiding double-counting. - -We investigate RAPL on various architectures : - -- 2017 Gaming computer with AMD Ryzen Threadripper 1950X -- 2017 Laptop with Intel(R) Core(TM) i7-7600U (TDP 15W) -- 2025 Laptop with Intel(R) Core(TM) Ultra 7 265H (TDP 28W) - - -Desktop computer with AMD Ryzen Threadripper 1950X 16-Core (32 threads) Processor. -Power plug measure when idle (10% CPU): 125 W -package-0-die-0 : 68 W -package-0-die-1 : 68 W -CodeCarbon : 137 W - -Laptop: Intel(R) Core(TM) Ultra 7 265H (TDP 28W) -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -**Idle Measurements**: - -.. code-block:: text - - Powertop battery discharge rate: 6W - - RAPL domains (individual readings): - - psys (platform): 6.66W โ† Total platform power (BEST) - - package-0: 3.85W โ† CPU package (subset of psys) - - core: 0.35W โ† CPU cores only (subset of package) - - uncore: 0.02W โ† Memory controller, cache (subset of package) - - โš ๏ธ WRONG: Summing all domains = 10.88W (over-counting!) - โœ… CORRECT: Use psys only = 6.66W (matches battery discharge) - -**CodeCarbon behavior**: Uses **psys only** (6.66W) to avoid double-counting. - -**Under Load (stress-ng)**: - -.. code-block:: text - - Powertop battery discharge rate: 27W - - RAPL domains: - - psys: 24.69W โ† Total platform power (BEST) - - package-0: 21.35W โ† CPU package (subset of psys) - - core: 15.37W โ† CPU cores (subset of package) - - uncore: 0.07W โ† Uncore (subset of package) - - โœ… CORRECT: Use psys only = 24.69W (close to battery discharge) - -**CodeCarbon measurement**: 22W using psys (accurate, within expected range) - -**Note**: The package-0 measurement (21.35W) excludes some platform components like chipset and PCIe that are included in psys (24.69W). - -Laptop: Intel(R) Core(TM) i7-7600U (TDP 15W, 7th Gen Kaby Lake) -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -**Idle Measurements**: - -.. code-block:: text - - Powertop battery discharge rate: 9.31W - - RAPL domains: - - psys: 12.21W โ† Total platform power (includes everything) - - package-0: 1.44W โ† CPU package only - - core: 0.46W โ† CPU cores (subset of package) - - uncore: 0.04W โ† Uncore (subset of package) - - dram: 0.54W โ† Memory controller (may overlap with uncore) - - โš ๏ธ WRONG: Summing all = 14.69W (triple counting!) - โœ… CORRECT: Use psys = 12.21W - -**Under Load (stress-ng)**: - -.. code-block:: text - - Powertop battery discharge rate: 8.40W (unreliable during stress test) - - RAPL domains: - - psys: 29.97W โ† Total platform power (BEST) - - package-0: 15.73W โ† CPU package (matches TDP, subset of psys) - - core: 14.00W โ† CPU cores (subset of package) - - uncore: 0.54W โ† Uncore (subset of package) - - dram: 1.23W โ† Memory controller power - - โš ๏ธ WRONG: Summing all = 61.47W (massive over-counting!) - โœ… CORRECT: Use psys = 29.97W - - Analysis: - - psys (29.97W) includes package (15.73W) + platform components (~14W) - - package (15.73W) includes core (14.00W) + uncore (0.54W) + other - - Core power (14.00W) matches the CPU TDP spec (15W) - -**CodeCarbon behavior**: Uses **psys only** (29.97W) for accurate total platform measurement. - -**Legacy behavior (before v2.x)**: Would have measured only package-0 (15.73W), missing ~14W of platform power! - - -Desktop: AMD Ryzen Threadripper 1950X (16-Core, 32 threads, Multi-die) -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -**Idle Measurements (10% CPU load)**: - -.. code-block:: text - - Wall power meter: 100W (whole system) - - - RAPL domains: - Monitoring domains: - - core (intel-rapl:0:0) via MSR - - package-0 (intel-rapl:0) via MSR - - Domain 'core' (MSR): 0.61 Watts - Domain 'package-0' (MSR): 29.76 Watts - Total Power Consumption: 30.37 Watts - - Domain 'core' (MSR): 0.20 Watts - Domain 'package-0' (MSR): 38.62 Watts - Total Power Consumption: 38.82 Watts - - [codecarbon INFO @ 22:24:44] RAPL - Monitoring domain 'package-0' (displayed as 'Processor Energy Delta_0(kWh)') via MSR at /sys/class/powercap/intel-rapl/subsystem/intel-rapl/intel-rapl:0/energy_uj - - โœ… CodeCarbon total: ~ 40 W - - Note: RAPL on this system measures only the CPU dies, not platform. - Wall power includes motherboard, RAM, fans, PSU losses. - -**Under Full Load (100% CPU, stress test)**: - -.. code-block:: text - - Wall power meter: ~ 280 W total (131W above idle baseline) - - Monitoring domains: - - core (intel-rapl:0:0) via MSR - - package-0 (intel-rapl:0) via MSR - - Domain 'core' (MSR): 8.86 Watts - Domain 'package-0' (MSR): 172.50 Watts - Total Power Consumption: 181.36 Watts - - Domain 'core' (MSR): 8.88 Watts - Domain 'package-0' (MSR): 172.16 Watts - Total Power Consumption: 181.05 Watts - - โœ… CodeCarbon total: 171 W, in line with the TDP of 180 W - 280 - 100 (idle) = 180 W - - Analysis: - - Each die independently measured via RAPL - - No psys domain available on this AMD system - - RAPL counter range: 234 sec at 280W (potential wraparound consideration) - -**AMD RAPL Characteristics**: - -- Multi-die CPUs report separate packages (package-0-die-0, package-0-die-1) -- No psys domain available on older AMD processors -- ``core`` domain reports very low values (unclear if included in package) -- Package measurements are generally reliable for total CPU power - -Key Takeaways for RAPL Measurements -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -1. **CodeCarbon defaults to package domains**: This provides the most reliable and consistent measurements that match CPU TDP specifications. Package domains update correctly under load across all Intel generations. - -2. **psys can be unreliable**: While ``psys`` provides total platform power, it: - - - Can report higher values than expected (includes chipset, PCIe, etc.) - - May not include all CPU components on older Intel systems : on some computers, ``psys`` is lower than ``package``. - - So it is disabled by default, you can enable it with ``prefer_psys=True`` if desired - -3. **Avoid summing overlapping domains**: Never sum psys + package + core + uncore. They are hierarchical and overlapping. This causes 2-3x over-counting! - -4. **Domain hierarchy**: - - - psys โŠƒ package โŠƒ {core, uncore} - - Correct: Use package alone (CodeCarbon default) OR psys alone (with prefer_psys=True) - - Wrong: Sum multiple levels - -5. **Interface deduplication**: The same domain may appear in both ``intel-rapl`` (MSR) and ``intel-rapl-mmio`` interfaces. CodeCarbon automatically deduplicates, preferring MMIO. - -6. **DRAM measurement**: CodeCarbon does not include DRAM domains by default (``include_dram=False``) for CPU hardware measurement. Set ``include_dram=True`` to measure CPU package + DRAM domains. - -7. **Platform-specific behavior**: - - - Intel modern: package or psys (with prefer_psys=True) - - Intel older: package-0 for CPU only - - AMD: Sum all package-X-die-Y for multi-die CPUs - -8. **Limitations**: RAPL does NOT measure: - - - Discrete GPUs (use nvidia-smi/rocm-smi) - - SSDs, peripherals, fans - - Actual DRAM chips, we still have to investigate on this point - - Complete system power (use wall meter for accuracy) diff --git a/docs/_sources/test_on_scaleway.rst.txt b/docs/_sources/test_on_scaleway.rst.txt deleted file mode 100644 index b67bbca0b..000000000 --- a/docs/_sources/test_on_scaleway.rst.txt +++ /dev/null @@ -1,55 +0,0 @@ -.. _test_on_scaleway: - - -Test of CodeCarbon on Scaleway hardware -======================================= - -We use Scaleway hardware to test CodeCarbon on a real-world scenario. We use the following hardware: - - - EM-I120E-NVME AMD EPYC 8024P 64 GB 2 x 960 GB NVMe - EM-B112X-SSD 2 x Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz - -85 W TDP for the Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz - -Choose Ubuntu as OS because new version of stress-ng is not available on Debian 12 (Bookworm). - -Connect to the server: - -.. code-block:: console - - ssh ubuntu@51.159.214.207 - -Install and run the test: - -.. code-block:: console - - sudo chmod a+r -R /sys/class/powercap/intel-rapl/subsystem/* - sudo apt update && sudo apt install -y git pipx python3-launchpadlib htop - pipx ensurepath - sudo add-apt-repository -y ppa:colin-king/stress-ng - sudo apt update && sudo apt install -y stress-ng - export PATH=$PATH:/home/ubuntu/.local/bin - git clone https://github.com/mlco2/codecarbon.git - cd codecarbon - git checkout use-cpu-load - curl -LsSf https://astral.sh/uv/install.sh | sh - uv run python examples/compare_cpu_load_and_RAPL.py - -To do a full code CPU load, we run the following command: - -.. code-block:: console - - stress-ng --cpu 0 --cpu-method matrixprod --metrics-brief --rapl --perf -t 60s - - -Get back the data from the server: - -.. code-block:: console - - mkdir -p codecarbon/data/hardware/cpu_load_profiling/E3-1240/ - scp ubuntu@51.159.214.207:/home/ubuntu/codecarbon/*.csv codecarbon/data/hardware/cpu_load_profiling/E5-1240/ - -You can now delete the server in the Scaleway console. - -For the results, see the notebook XXX. diff --git a/docs/_sources/to_logger.rst.txt b/docs/_sources/to_logger.rst.txt deleted file mode 100644 index 17950485b..000000000 --- a/docs/_sources/to_logger.rst.txt +++ /dev/null @@ -1,76 +0,0 @@ -.. _Collecting emissions to a logger: - -Collecting emissions to a logger -================================ - -The ``LoggerOutput`` class (and ``GoogleCloudLoggerOutput`` subclass) allows to send emissions tracking to a logger. -This is a specific, distinct logger than the one used by the CodeCarbon package for its 'private' logs. -It allows to leverage powerful logging systems, to centralize emissions to some central or cloud-based system, and build reports, triggers, etc. based on these data. - -This logging output can be used in parallel with other output options provided by CodeCarbon. - - -Create a logger ----------------- - -In order to send emissions tracking data to the logger, first create a logger and then create an `EmissionTracker`. `OfflineEmissionTracker` -is also supported but lack of network connectivity may forbid to stream tracking data to some central or cloud-based collector. - -Python logger -~~~~~~~~~~~~~ - -.. code-block:: Python - - import logging - - # Create a dedicated logger (log name can be the CodeCarbon project name for example) - _logger = logging.getLogger(log_name) - - # Add a handler, see Python logging for various handlers (here a local file named after log_name) - _channel = logging.FileHandler(log_name + '.log') - _logger.addHandler(_channel) - - # Set logging level from DEBUG to CRITICAL (typically INFO) - # This level can be used in the logging process to filter emissions messages - _logger.setLevel(logging.INFO) - - # Create a CodeCarbon LoggerOutput with the logger, specifying the logging level to be used for emissions data messages - my_logger = LoggerOutput(_logger, logging.INFO) - - -Google Cloud Logging -~~~~~~~~~~~~~~~~~~~~ - -.. code-block:: Python - - import google.cloud.logging - - - # Create a Cloud Logging client (specify project name if needed, otherwise Google SDK default project name is used) - client = google.cloud.logging.Client(project=google_project_name) - - # Create a CodeCarbon GoogleCloudLoggerOutput with the Cloud Logging logger, with the logging level to be used for emissions data messages - my_logger = GoogleCloudLoggerOutput(client.logger(log_name)) - -Authentication -~~~~~~~~~~~~~~ - -Please refer to `Google Cloud documentation `_. - -Create an EmissionTracker -~~~~~~~~~~~~~~~~~~~~~~~~~ - -Create an EmissionTracker saving output to the logger. Other save options are still usable and valid. - -.. code-block:: Python - - tracker = EmissionsTracker(save_to_logger=True, logging_logger=my_logger) - tracker.start() - ... - emissions: float = tracker.stop() - ... - -Example -~~~~~~~ - -A demonstration is available in ``codecarbon/examples/logging_demo.py``. \ No newline at end of file diff --git a/docs/_sources/usage.rst.txt b/docs/_sources/usage.rst.txt deleted file mode 100644 index 63774359a..000000000 --- a/docs/_sources/usage.rst.txt +++ /dev/null @@ -1,350 +0,0 @@ -.. _usage: - -Quickstart -========== -The CO2 tracking tool can be used along with any computing framework. It supports both ``online`` (with internet access) and -``offline`` (without internet access) modes. The tracker can be used in the following ways: - - -Online Mode ------------ -When the environment has internet access, the ``EmissionsTracker`` object or the ``track_emissions`` decorator can be used, which has -the ``offline`` parameter set to ``False`` by default. - -Command line -~~~~~~~~~~~~ - - -Create a minimal configuration file (just follow the prompts) : - -.. code-block:: console - - codecarbon config - -.. image:: https://asciinema.org/a/667970.svg - :align: center - :alt: Init config - :target: https://asciinema.org/a/667970 - -You can use the same command to modify an existing config : - -.. image:: https://asciinema.org/a/667971.svg - :align: center - :alt: Modify config - :target: https://asciinema.org/a/667971 - - -If you want to track the emissions of a computer without having to modify your code, you can use : - -.. code-block:: console - - codecarbon monitor - -You have to stop the monitoring manually with ``Ctrl+C``. - -If you want to detect the hardware of your computer without starting any measurement, you can use: - -.. code-block:: console - - codecarbon detect - -It will print the detected RAM, CPU and GPU information. - -In the following example you will see how to use the CLI to monitor all the emissions of you computer and sending everything -to an API running on "localhost:8008" (Or you can start a private local API with "docker-compose up"). Using the public API with -this is not supported yet (coming soon!) - -.. image:: https://asciinema.org/a/667984.svg - :align: center - :alt: Monitor example - :target: https://asciinema.org/a/667984 - - -The command line could also works without internet by providing the country code like this: - -.. code-block:: console - - codecarbon monitor --offline --country-iso-code FRA - - -Running Any Command with CodeCarbon -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -If you want to track emissions while running any command or program (not just Python scripts), you can use the ``codecarbon monitor --`` command. -This allows non-Python users to measure machine emissions during the execution of any command: - -.. code-block:: console - - codecarbon monitor -- - -Do not surround ```` with quotes. The double hyphen ``--`` indicates the end of CodeCarbon options and the beginning of the command to run. - -**Examples:** - -.. code-block:: console - - # Run a shell script - codecarbon monitor -- ./benchmark.sh - - # Run a command with arguments (use quotes for special characters) - codecarbon monitor -- bash -c 'echo "Processing..."; sleep 30; echo "Done!"' - - # Run Python scripts - codecarbon monitor -- python train_model.py - - # Run Node.js applications - codecarbon monitor -- node app.js - - # Run tests with output redirection - codecarbon monitor -- npm run test > output.txt - - # Display the CodeCarbon detailed logs - codecarbon monitor --log-level debug -- python --version - -**Output:** - -When the command completes, CodeCarbon displays a summary report and saves the emissions data to a CSV file: - -.. code-block:: console - - ๐ŸŒฑ CodeCarbon: Starting emissions tracking... - Command: bash -c echo "Processing..."; sleep 30; echo "Done!" - - Processing... - Done! - - ============================================================ - ๐ŸŒฑ CodeCarbon Emissions Report - ============================================================ - Command: bash -c echo "Processing..."; sleep 30; echo "Done!" - Emissions: 0.0317 g CO2eq - Saved to: /home/user/emissions.csv - โš ๏ธ Note: Measured entire machine (includes all system processes) - ============================================================ - -.. note:: - The ``codecarbon monitor --`` command tracks process-level emissions (only the specific command), not the - entire machine. For machine-level tracking, use the ``codecarbon monitor`` command. - -For more fine-grained tracking, implementing CodeCarbon in your code allows you to track the emissions of a specific block of code. - -Explicit Object -~~~~~~~~~~~~~~~ -In the case of absence of a single entry and stop point for the training code base, users can instantiate a ``EmissionsTracker`` object and -pass it as a parameter to function calls to start and stop the emissions tracking of the compute section. - -.. code-block:: python - - from codecarbon import EmissionsTracker - tracker = EmissionsTracker() - tracker.start() - try: - # Compute intensive code goes here - _ = 1 + 1 - finally: - tracker.stop() - -This mode is recommended when using a Jupyter Notebook. You call ``tracker.start()`` at the beginning of the Notebook, and call ``tracker.stop()`` in the last cell. - -This mode also allows you to record the monitoring with ``tracker.flush()`` that writes the emissions to disk or call the API depending on the configuration, but keep running the experiment. - -If you want to monitor small piece of code, like a model inference, you could use the task manager: - - -.. code-block:: python - - try: - tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=10) - tracker.start_task("load dataset") - dataset = load_dataset("imdb", split="test") - imdb_emissions = tracker.stop_task() - tracker.start_task("build model") - model = build_model() - model_emissions = tracker.stop_task() - finally: - _ = tracker.stop() - -This way CodeCarbon will track the emissions of each task . -The task will not be written to disk to prevent overhead, you have to get the results from the return of ``stop_task()``. -If no name is provided, CodeCarbon will generate a uuid. - -Please note that you can't use task mode and normal mode at the same time. Because ``start_task`` will stop the scheduler as we do not want it to interfere with the task measurement. - -Context manager -~~~~~~~~~~~~~~~~ -The ``Emissions tracker`` also works as a context manager. - -.. code-block:: python - - from codecarbon import EmissionsTracker - - with EmissionsTracker() as tracker: - # Compute intensive training code goes here - -This mode is recommended when you want to monitor a specific block of code. - -Decorator -~~~~~~~~~ -In case the training code base is wrapped in a function, users can use the decorator ``@track_emissions`` within the function to enable tracking -emissions of the training code. - -.. code-block:: python - - from codecarbon import track_emissions - - @track_emissions - def training_loop(): - # Compute intensive training code goes here - -This mode is recommended if you have a training function. - -.. note:: - This will write a csv file named emissions.csv in the current directory - -Offline Mode ------------- -An offline version is available to support restricted environments without internet access. The internal computations remain unchanged; however, -a ``country_iso_code`` parameter, which corresponds to the 3-letter alphabet ISO Code of the country where the compute infrastructure is hosted, is required to fetch Carbon Intensity details of the regional electricity used. A complete list of country ISO codes can be found on `Wikipedia `_. - -Explicit Object -~~~~~~~~~~~~~~~ -Developers can use the ``OfflineEmissionsTracker`` object to track emissions as follows: - -.. code-block:: python - - from codecarbon import OfflineEmissionsTracker - tracker = OfflineEmissionsTracker(country_iso_code="CAN") - tracker.start() - # GPU intensive training code - tracker.stop() - -Context manager -~~~~~~~~~~~~~~~~ -The ``OfflineEmissionsTracker`` also works as a context manager - -.. code-block:: python - - from codecarbon import OfflineEmissionsTracker - - with OfflineEmissionsTracker() as tracker: - # GPU intensive training code goes here - - -Decorator -~~~~~~~~~ -The ``track_emissions`` decorator in offline mode requires following two parameters: - -- ``offline`` needs to be set to ``True``, which defaults to ``False`` for online mode. -- ``country_iso_code`` the 3-letter alphabet ISO Code of the country where the compute infrastructure is hosted - -.. code-block:: python - - from codecarbon import track_emissions - @track_emissions(offline=True, country_iso_code="CAN") - def training_loop(): - # training code goes here - pass - - -The Carbon emissions will be saved to a ``emissions.csv`` file in the same directory. Please refer to the :ref:`complete API ` for -additional parameters and configuration options. - - -Configuration -============= - -Configuration priority ----------------------- - -CodeCarbon is structured so that you can configure it in a hierarchical manner: - * *global* parameters in your home folder ``~/.codecarbon.config`` - * *local* parameters (with respect to the current working directory) in ``./.codecarbon.config`` - * *environment variables* parameters starting with ``CODECARBON_`` - * *script* parameters in the tracker's initialization as ``EmissionsTracker(param=value)`` - -.. warning:: Configuration files **must** be named ``.codecarbon.config`` and start with a section header ``[codecarbon]`` as the first line in the file. - -For instance: - -* ``~/.codecarbon.config`` - - .. code-block:: bash - - [codecarbon] - measure_power_secs=10 - save_to_file=local-overwrite - emissions_endpoint=localhost:7777 - - -* ``./.codecarbon.config`` will override ``~/.codecarbon.config`` if the same parameter is set in both files : - - .. code-block:: bash - - [codecarbon] - save_to_file = true - output_dir = /Users/victor/emissions - electricitymaps_api_token=script-overwrite - experiment_id = 235b1da5-aaaa-aaaa-aaaa-893681599d2c - log_level = DEBUG - tracking_mode = process - -* environment variables will override ``./.codecarbon.config`` if the same parameter is set in both files : - - .. code-block:: bash - - export CODECARBON_GPU_IDS="0, 1" - export CODECARBON_LOG_LEVEL="WARNING" - - -* script parameters will override environment variables if the same parameter is set in both: - - .. code-block:: python - - EmissionsTracker( - api_call_interval=4, - save_to_api=True, - electricitymaps_api_token="some-token") - -Yields attributes: - -.. code-block:: python - - { - "measure_power_secs": 10, # from ~/.codecarbon.config - "save_to_file": True, # from ./.codecarbon.config (override ~/.codecarbon.config) - "api_call_interval": 4, # from script - "save_to_api": True, # from script - "experiment_id": "235b1da5-aaaa-aaaa-aaaa-893681599d2c", # from ./.codecarbon.config - "log_level": "WARNING", # from environment variable (override ./.codecarbon.config) - "tracking_mode": "process", # from ./.codecarbon.config - "emissions_endpoint": "localhost:7777", # from ~/.codecarbon.config - "output_dir": "/Users/victor/emissions", # from ./.codecarbon.config - "electricitymaps_api_token": "some-token", # from script (override ./.codecarbon.config) - "gpu_ids": [0, 1], # from environment variable - } - -.. |ConfigParser| replace:: ``ConfigParser`` -.. _ConfigParser: https://docs.python.org/3/library/configparser.html#module-configparser - -.. note:: If you're wondering about the configuration files' syntax, be aware that under the hood ``codecarbon`` uses |ConfigParser|_ which relies on the `INI syntax `_. - -Access internet through proxy server ------------------------------------- - -If you need a proxy to access internet, which is needed to call a Web API, like `Codecarbon API `_, you have to set environment variable ``HTTPS_PROXY``, or *HTTP_PROXY* if calling an ``http://`` endpoint. - -You could do it in your shell: - -.. code-block:: shell - - export HTTPS_PROXY="http://0.0.0.0:0000" - -Or in your Python code: - -.. code-block:: python - - import os - - os.environ["HTTPS_PROXY"] = "http://0.0.0.0:0000" - -For more information, please read the `requests library proxy documentation `_ diff --git a/docs/_sources/visualize.rst.txt b/docs/_sources/visualize.rst.txt deleted file mode 100644 index b337ac4fc..000000000 --- a/docs/_sources/visualize.rst.txt +++ /dev/null @@ -1,124 +0,0 @@ -.. _visualize: - -Visualize -========= - -Offline --------- -The package also comes with a ``Dash App`` containing illustrations to understand the emissions logged from various experiments across projects. -The App currently consumes logged information from a CSV file, generated from an in-built logger in the package. - -Installation -~~~~~~~~~~~~ -The carbonboard visualization tool requires additional dependencies. Install them with: - -.. code-block:: bash - - pip install 'codecarbon[carbonboard]' - -.. note:: - The ``viz-legacy`` extra is deprecated but still works for backwards compatibility. It will be removed in v4.0.0. Please use ``carbonboard`` instead. - -Usage -~~~~~ -The App can be run by executing the below CLI command that needs following arguments: - -- ``filepath`` - path to the CSV file containing logged information across experiments and projects -- ``port`` - an optional port number, in case default [8050] is used by an existing process - -.. code-block:: bash - - carbonboard --filepath="examples/emissions.csv" --port=3333 - - -Summary and Equivalents -~~~~~~~~~~~~~~~~~~~~~~~~ -Users can get an understanding of net power consumption and emissions generated across projects and can dive into a particular project. -The App also provides exemplary equivalents from daily life, for example: - -- Weekly Share of an average American household -- Number of miles driven -- Time of 32-inch LCD TV watched - -.. image:: ./images/summary.png - :align: center - :alt: Summary - :height: 400px - :width: 700px - - -Regional Comparisons -~~~~~~~~~~~~~~~~~~~~ -The App also provides a comparative visual to benchmark emissions and energy mix of the electricity from the grid across different countries. - -.. image:: ./images/global_equivalents.png - :align: center - :alt: Global Equivalents - :height: 480px - :width: 750px - - -Cloud Regions -~~~~~~~~~~~~~ -The App also benchmarks equivalent emissions across different regions of the cloud provider being used and recommends the most eco-friendly -region to host infrastructure for the concerned cloud provider. - -.. image:: ./images/cloud_emissions.png - :align: center - :alt: Cloud Emissions - :height: 450px - :width: 750px - -Online --------------- - -A dashboard is also available for those who chose to connect the package to the public API. -`Got to online dashboard `_ - -from global... -~~~~~~~~~~~~~~ - -Showing on the top the global energy consumed and emissions produced at an organisation level and the share of each project in this. -The App also provides comparison points with daily life activity to get a better understanding of the amount generated. - -.. image:: ./images/codecarbon-API-dashboard.png - :align: center - :alt: Summary - :width: 750px - - -to more and more... -~~~~~~~~~~~~~~~~~~~~ - -Each project can be divided into several experiments, and in each experiment several runs can happen. -The total emissions of experiments is shown on the barchart on the right hand side, and the runs on the bubble chart on the left hand side. -If ever your project has several experiments you can switch from one experiment's runs in the bubble chart to another by clicking the bar chart. - -.. image:: ./images/Experiment-run.png - :align: center - :alt: experiment and run - :width: 750px - - -detailed -~~~~~~~~ - -Clicking on one bubble, you can display the runtime series and see its metadata. - -.. image:: ./images/run&metadata.png - :align: center - :alt: run time series and metadata - :width: 750px - -Electricity production carbon intensity per country -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -The app also provides a visualization of regional carbon intensity of electricity production. - -.. image:: ./images/carbon_map.png - :align: center - :alt: carbon intensity carbon_map - :width: 750px - - - diff --git a/docs/_static/_sphinx_javascript_frameworks_compat.js b/docs/_static/_sphinx_javascript_frameworks_compat.js deleted file mode 100644 index 81415803e..000000000 --- a/docs/_static/_sphinx_javascript_frameworks_compat.js +++ /dev/null @@ -1,123 +0,0 @@ -/* Compatability shim for jQuery and underscores.js. - * - * Copyright Sphinx contributors - * Released under the two clause BSD licence - */ - -/** - * small helper function to urldecode strings - * - * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL - */ -jQuery.urldecode = function(x) { - if (!x) { - return x - } - return decodeURIComponent(x.replace(/\+/g, ' ')); -}; - -/** - * small helper function to urlencode strings - */ -jQuery.urlencode = encodeURIComponent; - -/** - * This function returns the parsed url parameters of the - * current request. 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i2++) - { - if (c + common == l) - { - diff = -1; - break; - } - diff = this.current.charCodeAt(c + common) - w[0].charCodeAt(i2); - if (diff != 0) break; - common++; - } - if (diff < 0) - { - j = k; - common_j = common; - } - else - { - i = k; - common_i = common; - } - if (j - i <= 1) - { - if (i > 0) break; // v->s has been inspected - if (j == i) break; // only one item in v - - // - but now we need to go round once more to get - // v->s inspected. This looks messy, but is actually - // the optimal approach. - - if (first_key_inspected) break; - first_key_inspected = true; - } - } - do { - var w = v[i]; - if (common_i >= w[0].length) - { - this.cursor = c + w[0].length; - if (w.length < 4) return w[2]; - var res = w[3](this); - this.cursor = c + w[0].length; - if (res) return w[2]; - } - i = w[1]; - } while (i >= 0); - return 0; - }; - - // find_among_b is for backwards processing. Same comments apply - /** - * @param {Among[]} v - * @return {number} - */ - this.find_among_b = function(v) - { - /** @protected */ - var i = 0; - var j = v.length - - var c = this.cursor; - var lb = this.limit_backward; - - var common_i = 0; - var common_j = 0; - - var first_key_inspected = false; - - while (true) - { - var k = i + ((j - i) >> 1); - var diff = 0; - var common = common_i < common_j ? common_i : common_j; - var w = v[k]; - var i2; - for (i2 = w[0].length - 1 - common; i2 >= 0; i2--) - { - if (c - common == lb) - { - diff = -1; - break; - } - diff = this.current.charCodeAt(c - 1 - common) - w[0].charCodeAt(i2); - if (diff != 0) break; - common++; - } - if (diff < 0) - { - j = k; - common_j = common; - } - else - { - i = k; - common_i = common; - } - if (j - i <= 1) - { - if (i > 0) break; - if (j == i) break; - if (first_key_inspected) break; - first_key_inspected = true; - } - } - do { - var w = v[i]; - if (common_i >= w[0].length) - { - this.cursor = c - w[0].length; - if (w.length < 4) return w[2]; - var res = w[3](this); - this.cursor = c - w[0].length; - if (res) return w[2]; - } - i = w[1]; - } while (i >= 0); - return 0; - }; - - /* to replace chars between c_bra and c_ket in this.current by the - * chars in s. - */ - /** - * @param {number} c_bra - * @param {number} c_ket - * @param {string} s - * @return {number} - */ - this.replace_s = function(c_bra, c_ket, s) - { - /** @protected */ - var adjustment = s.length - (c_ket - c_bra); - this.current = this.current.slice(0, c_bra) + s + this.current.slice(c_ket); - this.limit += adjustment; - if (this.cursor >= c_ket) this.cursor += adjustment; - else if (this.cursor > c_bra) this.cursor = c_bra; - return adjustment; - }; - - /** - * @return {boolean} - */ - this.slice_check = function() - { - /** @protected */ - if (this.bra < 0 || - this.bra > this.ket || - this.ket > this.limit || - this.limit > this.current.length) - { - return false; - } - return true; - }; - - /** - * @param {number} c_bra - * @return {boolean} - */ - this.slice_from = function(s) - { - /** @protected */ - var result = false; - if (this.slice_check()) - { - this.replace_s(this.bra, this.ket, s); - result = true; - } - return result; - }; - - /** - * @return {boolean} - */ - this.slice_del = function() - { - /** @protected */ - return this.slice_from(""); - }; - - /** - * @param {number} c_bra - * @param {number} c_ket - * @param {string} s - */ - this.insert = function(c_bra, c_ket, s) - { - /** @protected */ - var adjustment = this.replace_s(c_bra, c_ket, s); - if (c_bra <= this.bra) this.bra += adjustment; - if (c_bra <= this.ket) this.ket += adjustment; - }; - - /** - * @return {string} - */ - this.slice_to = function() - { - /** @protected */ - var result = ''; - if (this.slice_check()) - { - result = this.current.slice(this.bra, this.ket); - } - return result; - }; - - /** - * @return {string} - */ - this.assign_to = function() - { - /** @protected */ - return this.current.slice(0, this.limit); - }; 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a/docs/_static/english-stemmer.js +++ /dev/null @@ -1,1066 +0,0 @@ -// Generated from english.sbl by Snowball 3.0.1 - https://snowballstem.org/ - -/**@constructor*/ -var EnglishStemmer = function() { - var base = new BaseStemmer(); - - /** @const */ var a_0 = [ - ["arsen", -1, -1], - ["commun", -1, -1], - ["emerg", -1, -1], - ["gener", -1, -1], - ["later", -1, -1], - ["organ", -1, -1], - ["past", -1, -1], - ["univers", -1, -1] - ]; - - /** @const */ var a_1 = [ - ["'", -1, 1], - ["'s'", 0, 1], - ["'s", -1, 1] - ]; - - /** @const */ var a_2 = [ - ["ied", -1, 2], - ["s", -1, 3], - ["ies", 1, 2], - ["sses", 1, 1], - ["ss", 1, -1], - ["us", 1, -1] - ]; - - /** @const */ var a_3 = [ - ["succ", -1, 1], - ["proc", -1, 1], - ["exc", -1, 1] - ]; - - /** @const */ var a_4 = [ - ["even", -1, 2], - ["cann", -1, 2], - ["inn", -1, 2], - ["earr", -1, 2], - ["herr", -1, 2], - ["out", -1, 2], - ["y", -1, 1] - ]; - - /** @const */ var a_5 = [ - ["", -1, -1], - ["ed", 0, 2], - ["eed", 1, 1], - ["ing", 0, 3], - ["edly", 0, 2], - ["eedly", 4, 1], - ["ingly", 0, 2] - ]; - - /** @const */ var a_6 = [ - ["", -1, 3], - ["bb", 0, 2], - ["dd", 0, 2], - ["ff", 0, 2], - ["gg", 0, 2], - ["bl", 0, 1], - ["mm", 0, 2], - ["nn", 0, 2], - ["pp", 0, 2], - ["rr", 0, 2], - ["at", 0, 1], - ["tt", 0, 2], - ["iz", 0, 1] - ]; - - /** @const */ var a_7 = [ - ["anci", -1, 3], - ["enci", -1, 2], - ["ogi", -1, 14], - ["li", -1, 16], - ["bli", 3, 12], - ["abli", 4, 4], - ["alli", 3, 8], - ["fulli", 3, 9], - ["lessli", 3, 15], - ["ousli", 3, 10], - ["entli", 3, 5], - ["aliti", -1, 8], - ["biliti", -1, 12], - ["iviti", -1, 11], - ["tional", -1, 1], - ["ational", 14, 7], - ["alism", -1, 8], - ["ation", -1, 7], - ["ization", 17, 6], - ["izer", -1, 6], - ["ator", -1, 7], - ["iveness", -1, 11], - ["fulness", -1, 9], - ["ousness", -1, 10], - ["ogist", -1, 13] - ]; - - /** @const */ var a_8 = [ - ["icate", -1, 4], - ["ative", -1, 6], - ["alize", -1, 3], - ["iciti", -1, 4], - ["ical", -1, 4], - ["tional", -1, 1], - ["ational", 5, 2], - ["ful", -1, 5], - ["ness", -1, 5] - ]; - - /** @const */ var a_9 = [ - ["ic", -1, 1], - ["ance", -1, 1], - ["ence", -1, 1], - ["able", -1, 1], - ["ible", -1, 1], - ["ate", -1, 1], - ["ive", -1, 1], - ["ize", -1, 1], - ["iti", -1, 1], - ["al", -1, 1], - ["ism", -1, 1], - ["ion", -1, 2], - ["er", -1, 1], - ["ous", -1, 1], - ["ant", -1, 1], - ["ent", -1, 1], - ["ment", 15, 1], - ["ement", 16, 1] - ]; - - /** @const */ var a_10 = [ - ["e", -1, 1], - ["l", -1, 2] - ]; - - /** @const */ var a_11 = [ - ["andes", -1, -1], - ["atlas", -1, -1], - ["bias", -1, -1], - ["cosmos", -1, -1], - ["early", -1, 5], - ["gently", -1, 3], - ["howe", -1, -1], - ["idly", -1, 2], - ["news", -1, -1], - ["only", -1, 6], - ["singly", -1, 7], - ["skies", -1, 1], - ["sky", -1, -1], - ["ugly", -1, 4] - ]; - - /** @const */ var /** Array */ g_aeo = [17, 64]; - - /** @const */ var /** Array */ g_v = [17, 65, 16, 1]; - - /** @const */ var /** Array */ g_v_WXY = [1, 17, 65, 208, 1]; - - /** @const */ var /** Array */ g_valid_LI = [55, 141, 2]; - - var /** boolean */ B_Y_found = false; - var /** number */ I_p2 = 0; - var /** number */ I_p1 = 0; - - - /** @return {boolean} */ - function r_prelude() { - B_Y_found = false; - /** @const */ var /** number */ v_1 = base.cursor; - lab0: { - base.bra = base.cursor; - if (!(base.eq_s("'"))) - { - break lab0; - } - base.ket = base.cursor; - if (!base.slice_del()) - { - return false; - } - } - base.cursor = v_1; - /** @const */ var /** number */ v_2 = base.cursor; - lab1: { - base.bra = base.cursor; - if (!(base.eq_s("y"))) - { - break lab1; - } - base.ket = base.cursor; - if (!base.slice_from("Y")) - { - return false; - } - B_Y_found = true; - } - base.cursor = v_2; - /** @const */ var /** number */ v_3 = base.cursor; - lab2: { - while(true) - { - /** @const */ var /** number */ v_4 = base.cursor; - lab3: { - golab4: while(true) - { - /** @const */ var /** number */ v_5 = base.cursor; - lab5: { - if (!(base.in_grouping(g_v, 97, 121))) - { - break lab5; - } - base.bra = base.cursor; - if (!(base.eq_s("y"))) - { - break lab5; - } - base.ket = base.cursor; - base.cursor = v_5; - break golab4; - } - base.cursor = v_5; - if (base.cursor >= base.limit) - { - break lab3; - } - base.cursor++; - } - if (!base.slice_from("Y")) - { - return false; - } - B_Y_found = true; - continue; - } - base.cursor = v_4; - break; - } - } - base.cursor = v_3; - return true; - }; - - /** @return {boolean} */ - function r_mark_regions() { - I_p1 = base.limit; - I_p2 = base.limit; - /** @const */ var /** number */ v_1 = base.cursor; - lab0: { - lab1: { - /** @const */ var /** number */ v_2 = base.cursor; - lab2: { - if (base.find_among(a_0) == 0) - { - break lab2; - } - break lab1; - } - base.cursor = v_2; - if (!base.go_out_grouping(g_v, 97, 121)) - { - break lab0; - } - base.cursor++; - if (!base.go_in_grouping(g_v, 97, 121)) - { - break lab0; - } - base.cursor++; - } - I_p1 = base.cursor; - if (!base.go_out_grouping(g_v, 97, 121)) - { - break lab0; - } - base.cursor++; - if (!base.go_in_grouping(g_v, 97, 121)) - { - break lab0; - } - base.cursor++; - I_p2 = base.cursor; - } - base.cursor = v_1; - return true; - }; - - /** @return {boolean} */ - function r_shortv() { - lab0: { - /** @const */ var /** number */ v_1 = base.limit - base.cursor; - lab1: { - if (!(base.out_grouping_b(g_v_WXY, 89, 121))) - { - break lab1; - } - if (!(base.in_grouping_b(g_v, 97, 121))) - { - break lab1; - } - if (!(base.out_grouping_b(g_v, 97, 121))) - { - break lab1; - } - break lab0; - } - base.cursor = base.limit - v_1; - lab2: { - if (!(base.out_grouping_b(g_v, 97, 121))) - { - break lab2; - } - if (!(base.in_grouping_b(g_v, 97, 121))) - { - break lab2; - } - if (base.cursor > base.limit_backward) - { - break lab2; - } - break lab0; - } - base.cursor = base.limit - v_1; - if (!(base.eq_s_b("past"))) - { - return false; - } - } - return true; - }; - - /** @return {boolean} */ - function r_R1() { - return I_p1 <= base.cursor; - }; - - /** @return {boolean} */ - function r_R2() { - return I_p2 <= base.cursor; - }; - - /** @return {boolean} */ - function r_Step_1a() { - var /** number */ among_var; - /** @const */ var /** number */ v_1 = base.limit - base.cursor; - lab0: { - base.ket = base.cursor; - if (base.find_among_b(a_1) == 0) - { - base.cursor = base.limit - v_1; - break lab0; - } - base.bra = base.cursor; - if (!base.slice_del()) - { - return false; - } - } - base.ket = base.cursor; - among_var = base.find_among_b(a_2); - if (among_var == 0) - { - return false; - } - base.bra = base.cursor; - switch (among_var) { - case 1: - if (!base.slice_from("ss")) - { - return false; - } - break; - case 2: - lab1: { - /** @const */ var /** number */ v_2 = base.limit - base.cursor; - lab2: { - { - /** @const */ var /** number */ c1 = base.cursor - 2; - if (c1 < base.limit_backward) - { - break lab2; - } - base.cursor = c1; - } - if (!base.slice_from("i")) - { - return false; - } - break lab1; - } - base.cursor = base.limit - v_2; - if (!base.slice_from("ie")) - { - return false; - } - } - break; - case 3: - if (base.cursor <= base.limit_backward) - { - return false; - } - base.cursor--; - if (!base.go_out_grouping_b(g_v, 97, 121)) - { - return false; - } - base.cursor--; - if (!base.slice_del()) - { - return false; - } - break; - } - return true; - }; - - /** @return {boolean} */ - function r_Step_1b() { - var /** number */ among_var; - base.ket = base.cursor; - among_var = base.find_among_b(a_5); - base.bra = base.cursor; - lab0: { - /** @const */ var /** number */ v_1 = base.limit - base.cursor; - lab1: { - switch (among_var) { - case 1: - /** @const */ var /** number */ v_2 = base.limit - base.cursor; - lab2: { - lab3: { - /** @const */ var /** number */ v_3 = base.limit - base.cursor; - lab4: { - if (base.find_among_b(a_3) == 0) - { - break lab4; - } - if (base.cursor > base.limit_backward) - { - break lab4; - } - break lab3; - } - base.cursor = base.limit - v_3; - if (!r_R1()) - { - break lab2; - } - if (!base.slice_from("ee")) - { - return false; - } - } - } - base.cursor = base.limit - v_2; - break; - case 2: - break lab1; - case 3: - among_var = base.find_among_b(a_4); - if (among_var == 0) - { - break lab1; - } - switch (among_var) { - case 1: - /** @const */ var /** number */ v_4 = base.limit - base.cursor; - if (!(base.out_grouping_b(g_v, 97, 121))) - { - break lab1; - } - if (base.cursor > base.limit_backward) - { - break lab1; - } - base.cursor = base.limit - v_4; - base.bra = base.cursor; - if (!base.slice_from("ie")) - { - return false; - } - break; - case 2: - if (base.cursor > base.limit_backward) - { - break lab1; - } - break; - } - break; - } - break lab0; - } - base.cursor = base.limit - v_1; - /** @const */ var /** number */ v_5 = base.limit - base.cursor; - if (!base.go_out_grouping_b(g_v, 97, 121)) - { - return false; - } - base.cursor--; - base.cursor = base.limit - v_5; - if (!base.slice_del()) - { - return false; - } - base.ket = base.cursor; - base.bra = base.cursor; - /** @const */ var /** number */ v_6 = base.limit - base.cursor; - among_var = base.find_among_b(a_6); - switch (among_var) { - case 1: - if (!base.slice_from("e")) - { - return false; - } - return false; - case 2: - { - /** @const */ var /** number */ v_7 = base.limit - base.cursor; - lab5: { - if (!(base.in_grouping_b(g_aeo, 97, 111))) - { - break lab5; - } - if (base.cursor > base.limit_backward) - { - break lab5; - } - return false; - } - base.cursor = base.limit - v_7; - } - break; - case 3: - if (base.cursor != I_p1) - { - return false; - } - /** @const */ var /** number */ v_8 = base.limit - base.cursor; - if (!r_shortv()) - { - return false; - } - base.cursor = base.limit - v_8; - if (!base.slice_from("e")) - { - return false; - } - return false; - } - base.cursor = base.limit - v_6; - base.ket = base.cursor; - if (base.cursor <= base.limit_backward) - { - return false; - } - base.cursor--; - base.bra = base.cursor; - if (!base.slice_del()) - { - return false; - } - } - return true; - }; - - /** @return {boolean} */ - function r_Step_1c() { - base.ket = base.cursor; - lab0: { - /** @const */ var /** number */ v_1 = base.limit - base.cursor; - lab1: { - if (!(base.eq_s_b("y"))) - { - break lab1; - } - break lab0; - } - base.cursor = base.limit - v_1; - if (!(base.eq_s_b("Y"))) - { - return false; - } - } - base.bra = base.cursor; - if (!(base.out_grouping_b(g_v, 97, 121))) - { - return false; - } - lab2: { - if (base.cursor > base.limit_backward) - { - break lab2; - } - return false; - } - if (!base.slice_from("i")) - { - return false; - } - return true; - }; - - /** @return {boolean} */ - function r_Step_2() { - var /** number */ among_var; - base.ket = base.cursor; - among_var = base.find_among_b(a_7); - if (among_var == 0) - { - return false; - } - base.bra = base.cursor; - if (!r_R1()) - { - return false; - } - switch (among_var) { - case 1: - if (!base.slice_from("tion")) - { - return false; - } - break; - case 2: - if (!base.slice_from("ence")) - { - return false; - } - break; - case 3: - if (!base.slice_from("ance")) - { - return false; - } - break; - case 4: - if (!base.slice_from("able")) - { - return false; - } - break; - case 5: - if (!base.slice_from("ent")) - { - return false; - } - break; - case 6: - if (!base.slice_from("ize")) - { - return false; - } - break; - case 7: - if (!base.slice_from("ate")) - { - return false; - } - break; - case 8: - if (!base.slice_from("al")) - { - return false; - } - break; - case 9: - if (!base.slice_from("ful")) - { - return false; - } - break; - case 10: - if (!base.slice_from("ous")) - { - return false; - } - break; - case 11: - if (!base.slice_from("ive")) - { - return false; - } - break; - case 12: - if (!base.slice_from("ble")) - { - return false; - } - break; - case 13: - if (!base.slice_from("og")) - { - return false; - } - break; - case 14: - if (!(base.eq_s_b("l"))) - { - return false; - } - if (!base.slice_from("og")) - { - return false; - } - break; - case 15: - if (!base.slice_from("less")) - { - return false; - } - break; - case 16: - if (!(base.in_grouping_b(g_valid_LI, 99, 116))) - { - return false; - } - if (!base.slice_del()) - { - return false; - } - break; - } - return true; - }; - - /** @return {boolean} */ - function r_Step_3() { - var /** number */ among_var; - base.ket = base.cursor; - among_var = base.find_among_b(a_8); - if (among_var == 0) - { - return false; - } - base.bra = base.cursor; - if (!r_R1()) - { - return false; - } - switch (among_var) { - case 1: - if (!base.slice_from("tion")) - { - return false; - } - break; - case 2: - if (!base.slice_from("ate")) - { - return false; - } - break; - case 3: - if (!base.slice_from("al")) - { - return false; - } - break; - case 4: - if (!base.slice_from("ic")) - { - return false; - } - break; - case 5: - if (!base.slice_del()) - { - return false; - } - break; - case 6: - if (!r_R2()) - { - return false; - } - if (!base.slice_del()) - { - return false; - } - break; - } - return true; - }; - - /** @return {boolean} */ - function r_Step_4() { - var /** number */ among_var; - base.ket = base.cursor; - among_var = base.find_among_b(a_9); - if (among_var == 0) - { - return false; - } - base.bra = base.cursor; - if (!r_R2()) - { - return false; - } - switch (among_var) { - case 1: - if (!base.slice_del()) - { - return false; - } - break; - case 2: - lab0: { - /** @const */ var /** number */ v_1 = base.limit - base.cursor; - lab1: { - if (!(base.eq_s_b("s"))) - { - break lab1; - } - break lab0; - } - base.cursor = base.limit - v_1; - if (!(base.eq_s_b("t"))) - { - return false; - } - } - if (!base.slice_del()) - { - return false; - } - break; - } - return true; - }; - - /** @return {boolean} */ - function r_Step_5() { - var /** number */ among_var; - base.ket = base.cursor; - among_var = base.find_among_b(a_10); - if (among_var == 0) - { - return false; - } - base.bra = base.cursor; - switch (among_var) { - case 1: - lab0: { - lab1: { - if (!r_R2()) - { - break lab1; - } - break lab0; - } - if (!r_R1()) - { - return false; - } - { - /** @const */ var /** number */ v_1 = base.limit - base.cursor; - lab2: { - if (!r_shortv()) - { - break lab2; - } - return false; - } - base.cursor = base.limit - v_1; - } - } - if (!base.slice_del()) - { - return false; - } - break; - case 2: - if (!r_R2()) - { - return false; - } - if (!(base.eq_s_b("l"))) - { - return false; - } - if (!base.slice_del()) - { - return false; - } - break; - } - return true; - }; - - /** @return {boolean} */ - function r_exception1() { - var /** number */ among_var; - base.bra = base.cursor; - among_var = base.find_among(a_11); - if (among_var == 0) - { - return false; - } - base.ket = base.cursor; - if (base.cursor < base.limit) - { - return false; - } - switch (among_var) { - case 1: - if (!base.slice_from("sky")) - { - return false; - } - break; - case 2: - if (!base.slice_from("idl")) - { - return false; - } - break; - case 3: - if (!base.slice_from("gentl")) - { - return false; - } - break; - case 4: - if (!base.slice_from("ugli")) - { - return false; - } - break; - case 5: - if (!base.slice_from("earli")) - { - return false; - } - break; - case 6: - if (!base.slice_from("onli")) - { - return false; - } - break; - case 7: - if (!base.slice_from("singl")) - { - return false; - } - break; - } - return true; - }; - - /** @return {boolean} */ - function r_postlude() { - if (!B_Y_found) - { - return false; - } - while(true) - { - /** @const */ var /** number */ v_1 = base.cursor; - lab0: { - golab1: while(true) - { - /** @const */ var /** number */ v_2 = base.cursor; - lab2: { - base.bra = base.cursor; - if (!(base.eq_s("Y"))) - { - break lab2; - } - base.ket = base.cursor; - base.cursor = v_2; - break golab1; - } - base.cursor = v_2; - if (base.cursor >= base.limit) - { - break lab0; - } - base.cursor++; - } - if (!base.slice_from("y")) - { - return false; - } - continue; - } - base.cursor = v_1; - break; - } - return true; - }; - - this.stem = /** @return {boolean} */ function() { - lab0: { - /** @const */ var /** number */ v_1 = base.cursor; - lab1: { - if (!r_exception1()) - { - break lab1; - } - break lab0; - } - base.cursor = v_1; - lab2: { - { - /** @const */ var /** number */ v_2 = base.cursor; - lab3: { - { - /** @const */ var /** number */ c1 = base.cursor + 3; - if (c1 > base.limit) - { - break lab3; - } - base.cursor = c1; - } - break lab2; - } - base.cursor = v_2; - } - break lab0; - } - base.cursor = v_1; - r_prelude(); - r_mark_regions(); - base.limit_backward = base.cursor; base.cursor = base.limit; - /** @const */ var /** number */ v_3 = base.limit - base.cursor; - r_Step_1a(); - base.cursor = base.limit - v_3; - /** @const */ var /** number */ v_4 = base.limit - base.cursor; - r_Step_1b(); - base.cursor = base.limit - v_4; - /** @const */ var /** number */ v_5 = base.limit - base.cursor; - r_Step_1c(); - base.cursor = base.limit - v_5; - /** @const */ var /** number */ v_6 = base.limit - base.cursor; - r_Step_2(); - base.cursor = base.limit - v_6; - /** @const */ var /** number */ v_7 = base.limit - base.cursor; - r_Step_3(); - base.cursor = base.limit - v_7; - /** @const */ var /** number */ v_8 = base.limit - base.cursor; - r_Step_4(); - base.cursor = base.limit - v_8; - /** @const */ var /** number */ v_9 = base.limit - base.cursor; - r_Step_5(); - base.cursor = base.limit - v_9; - base.cursor = base.limit_backward; - /** @const */ var /** number */ v_10 = base.cursor; - r_postlude(); - base.cursor = v_10; - } - return true; - }; - - /**@return{string}*/ - this['stemWord'] = function(/**string*/word) { - base.setCurrent(word); - this.stem(); - return base.getCurrent(); - }; -}; diff --git a/docs/_static/file.png b/docs/_static/file.png deleted file mode 100644 index a858a410e..000000000 Binary files a/docs/_static/file.png and /dev/null differ diff --git a/docs/_static/fonts/FontAwesome.otf b/docs/_static/fonts/FontAwesome.otf deleted file mode 100644 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- - if ( isArrayLike( obj ) ) { - length = obj.length; - for ( ; i < length; i++ ) { - if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { - break; - } - } - } else { - for ( i in obj ) { - if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { - break; - } - } - } - - return obj; - }, - - // results is for internal usage only - makeArray: function( arr, results ) { - var ret = results || []; - - if ( arr != null ) { - if ( isArrayLike( Object( arr ) ) ) { - jQuery.merge( ret, - typeof arr === "string" ? - [ arr ] : arr - ); - } else { - push.call( ret, arr ); - } - } - - return ret; - }, - - inArray: function( elem, arr, i ) { - return arr == null ? -1 : indexOf.call( arr, elem, i ); - }, - - // Support: Android <=4.0 only, PhantomJS 1 only - // push.apply(_, arraylike) throws on ancient WebKit - merge: function( first, second ) { - var len = +second.length, - j = 0, - i = first.length; - - for ( ; j < len; j++ ) { - first[ i++ ] = second[ j ]; - } - - first.length = i; - - return first; - }, - - grep: function( elems, callback, invert ) { - var callbackInverse, - matches = [], - i = 0, - length = elems.length, - callbackExpect = !invert; - - // Go through the array, only saving the items - // that pass the validator function - for ( ; i < length; i++ ) { - callbackInverse = !callback( elems[ i ], i ); - if ( callbackInverse !== callbackExpect ) { - matches.push( elems[ i ] ); - } - } - - return matches; - }, - - // arg is for internal usage only - map: function( elems, callback, arg ) { - var length, value, - i = 0, - ret = []; - - // Go through the array, translating each of the items to their new values - if ( isArrayLike( elems ) ) { - length = elems.length; - for ( ; i < length; i++ ) { - value = callback( elems[ i ], i, arg ); - - if ( value != null ) { - ret.push( value ); - } - } - - // Go through every key on the object, - } else { - for ( i in elems ) { - value = callback( elems[ i ], i, arg ); - - if ( value != null ) { - ret.push( value ); - } - } - } - - // Flatten any nested arrays - return flat( ret ); - }, - - // A global GUID counter for objects - guid: 1, - - // jQuery.support is not used in Core but other projects attach their - // properties to it so it needs to exist. - support: support -} ); - -if ( typeof Symbol === "function" ) { - jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ]; -} - -// Populate the class2type map -jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ), -function( _i, name ) { - class2type[ "[object " + name + "]" ] = name.toLowerCase(); -} ); - -function isArrayLike( obj ) { - - // Support: real iOS 8.2 only (not reproducible in simulator) - // `in` check used to prevent JIT error (gh-2145) - // hasOwn isn't used here due to false negatives - // regarding Nodelist length in IE - var length = !!obj && "length" in obj && obj.length, - type = toType( obj ); - - if ( isFunction( obj ) || isWindow( obj ) ) { - return false; - } - - return type === "array" || length === 0 || - typeof length === "number" && length > 0 && ( length - 1 ) in obj; -} -var Sizzle = -/*! - * Sizzle CSS Selector Engine v2.3.5 - * https://sizzlejs.com/ - * - * Copyright JS Foundation and other contributors - * Released under the MIT license - * https://js.foundation/ - * - * Date: 2020-03-14 - */ -( function( window ) { -var i, - support, - Expr, - getText, - isXML, - tokenize, - compile, - select, - outermostContext, - sortInput, - hasDuplicate, - - // Local document vars - setDocument, - document, - docElem, - documentIsHTML, - rbuggyQSA, - rbuggyMatches, - matches, - contains, - - // Instance-specific data - expando = "sizzle" + 1 * new Date(), - preferredDoc = window.document, - dirruns = 0, - done = 0, - classCache = createCache(), - tokenCache = createCache(), - compilerCache = createCache(), - nonnativeSelectorCache = createCache(), - sortOrder = function( a, b ) { - if ( a === b ) { - hasDuplicate = true; - } - return 0; - }, - - // Instance methods - hasOwn = ( {} ).hasOwnProperty, - arr = [], - pop = arr.pop, - pushNative = arr.push, - push = arr.push, - slice = arr.slice, - - // Use a stripped-down indexOf as it's faster than native - // https://jsperf.com/thor-indexof-vs-for/5 - indexOf = function( list, elem ) { - var i = 0, - len = list.length; - for ( ; i < len; i++ ) { - if ( list[ i ] === elem ) { - return i; - } - } - return -1; - }, - - booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" + - "ismap|loop|multiple|open|readonly|required|scoped", - - // Regular expressions - - // http://www.w3.org/TR/css3-selectors/#whitespace - whitespace = "[\\x20\\t\\r\\n\\f]", - - // https://www.w3.org/TR/css-syntax-3/#ident-token-diagram - identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace + - "?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+", - - // Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors - attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace + - - // Operator (capture 2) - "*([*^$|!~]?=)" + whitespace + - - // "Attribute values must be CSS identifiers [capture 5] - // or strings [capture 3 or capture 4]" - "*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + - whitespace + "*\\]", - - pseudos = ":(" + identifier + ")(?:\\((" + - - // To reduce the number of selectors needing tokenize in the preFilter, prefer arguments: - // 1. quoted (capture 3; capture 4 or capture 5) - "('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" + - - // 2. simple (capture 6) - "((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" + - - // 3. anything else (capture 2) - ".*" + - ")\\)|)", - - // Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter - rwhitespace = new RegExp( whitespace + "+", "g" ), - rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + - whitespace + "+$", "g" ), - - rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ), - rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + - "*" ), - rdescend = new RegExp( whitespace + "|>" ), - - rpseudo = new RegExp( pseudos ), - ridentifier = new RegExp( "^" + identifier + "$" ), - - matchExpr = { - "ID": new RegExp( "^#(" + identifier + ")" ), - "CLASS": new RegExp( "^\\.(" + identifier + ")" ), - "TAG": new RegExp( "^(" + identifier + "|[*])" ), - "ATTR": new RegExp( "^" + attributes ), - "PSEUDO": new RegExp( "^" + pseudos ), - "CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + - whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + - whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ), - "bool": new RegExp( "^(?:" + booleans + ")$", "i" ), - - // For use in libraries implementing .is() - // We use this for POS matching in `select` - "needsContext": new RegExp( "^" + whitespace + - "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace + - "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" ) - }, - - rhtml = /HTML$/i, - rinputs = /^(?:input|select|textarea|button)$/i, - rheader = /^h\d$/i, - - rnative = /^[^{]+\{\s*\[native \w/, - - // Easily-parseable/retrievable ID or TAG or CLASS selectors - rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/, - - rsibling = /[+~]/, - - // CSS escapes - // http://www.w3.org/TR/CSS21/syndata.html#escaped-characters - runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ), - funescape = function( escape, nonHex ) { - var high = "0x" + escape.slice( 1 ) - 0x10000; - - return nonHex ? - - // Strip the backslash prefix from a non-hex escape sequence - nonHex : - - // Replace a hexadecimal escape sequence with the encoded Unicode code point - // Support: IE <=11+ - // For values outside the Basic Multilingual Plane (BMP), manually construct a - // surrogate pair - high < 0 ? - String.fromCharCode( high + 0x10000 ) : - String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 ); - }, - - // CSS string/identifier serialization - // https://drafts.csswg.org/cssom/#common-serializing-idioms - rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g, - fcssescape = function( ch, asCodePoint ) { - if ( asCodePoint ) { - - // U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER - if ( ch === "\0" ) { - return "\uFFFD"; - } - - // Control characters and (dependent upon position) numbers get escaped as code points - return ch.slice( 0, -1 ) + "\\" + - ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " "; - } - - // Other potentially-special ASCII characters get backslash-escaped - return "\\" + ch; - }, - - // Used for iframes - // See setDocument() - // Removing the function wrapper causes a "Permission Denied" - // error in IE - unloadHandler = function() { - setDocument(); - }, - - inDisabledFieldset = addCombinator( - function( elem ) { - return elem.disabled === true && elem.nodeName.toLowerCase() === "fieldset"; - }, - { dir: "parentNode", next: "legend" } - ); - -// Optimize for push.apply( _, NodeList ) -try { - push.apply( - ( arr = slice.call( preferredDoc.childNodes ) ), - preferredDoc.childNodes - ); - - // Support: Android<4.0 - // Detect silently failing push.apply - // eslint-disable-next-line no-unused-expressions - arr[ preferredDoc.childNodes.length ].nodeType; -} catch ( e ) { - push = { apply: arr.length ? - - // Leverage slice if possible - function( target, els ) { - pushNative.apply( target, slice.call( els ) ); - } : - - // Support: IE<9 - // Otherwise append directly - function( target, els ) { - var j = target.length, - i = 0; - - // Can't trust NodeList.length - while ( ( target[ j++ ] = els[ i++ ] ) ) {} - target.length = j - 1; - } - }; -} - -function Sizzle( selector, context, results, seed ) { - var m, i, elem, nid, match, groups, newSelector, - newContext = context && context.ownerDocument, - - // nodeType defaults to 9, since context defaults to document - nodeType = context ? context.nodeType : 9; - - results = results || []; - - // Return early from calls with invalid selector or context - if ( typeof selector !== "string" || !selector || - nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) { - - return results; - } - - // Try to shortcut find operations (as opposed to filters) in HTML documents - if ( !seed ) { - setDocument( context ); - context = context || document; - - if ( documentIsHTML ) { - - // If the selector is sufficiently simple, try using a "get*By*" DOM method - // (excepting DocumentFragment context, where the methods don't exist) - if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) { - - // ID selector - if ( ( m = match[ 1 ] ) ) { - - // Document context - if ( nodeType === 9 ) { - if ( ( elem = context.getElementById( m ) ) ) { - - // Support: IE, Opera, Webkit - // TODO: identify versions - // getElementById can match elements by name instead of ID - if ( elem.id === m ) { - results.push( elem ); - return results; - } - } else { - return results; - } - - // Element context - } else { - - // Support: IE, Opera, Webkit - // TODO: identify versions - // getElementById can match elements by name instead of ID - if ( newContext && ( elem = newContext.getElementById( m ) ) && - contains( context, elem ) && - elem.id === m ) { - - results.push( elem ); - return results; - } - } - - // Type selector - } else if ( match[ 2 ] ) { - push.apply( results, context.getElementsByTagName( selector ) ); - return results; - - // Class selector - } else if ( ( m = match[ 3 ] ) && support.getElementsByClassName && - context.getElementsByClassName ) { - - push.apply( results, context.getElementsByClassName( m ) ); - return results; - } - } - - // Take advantage of querySelectorAll - if ( support.qsa && - !nonnativeSelectorCache[ selector + " " ] && - ( !rbuggyQSA || !rbuggyQSA.test( selector ) ) && - - // Support: IE 8 only - // Exclude object elements - ( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) { - - newSelector = selector; - newContext = context; - - // qSA considers elements outside a scoping root when evaluating child or - // descendant combinators, which is not what we want. - // In such cases, we work around the behavior by prefixing every selector in the - // list with an ID selector referencing the scope context. - // The technique has to be used as well when a leading combinator is used - // as such selectors are not recognized by querySelectorAll. - // Thanks to Andrew Dupont for this technique. - if ( nodeType === 1 && - ( rdescend.test( selector ) || rcombinators.test( selector ) ) ) { - - // Expand context for sibling selectors - newContext = rsibling.test( selector ) && testContext( context.parentNode ) || - context; - - // We can use :scope instead of the ID hack if the browser - // supports it & if we're not changing the context. - if ( newContext !== context || !support.scope ) { - - // Capture the context ID, setting it first if necessary - if ( ( nid = context.getAttribute( "id" ) ) ) { - nid = nid.replace( rcssescape, fcssescape ); - } else { - context.setAttribute( "id", ( nid = expando ) ); - } - } - - // Prefix every selector in the list - groups = tokenize( selector ); - i = groups.length; - while ( i-- ) { - groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " + - toSelector( groups[ i ] ); - } - newSelector = groups.join( "," ); - } - - try { - push.apply( results, - newContext.querySelectorAll( newSelector ) - ); - return results; - } catch ( qsaError ) { - nonnativeSelectorCache( selector, true ); - } finally { - if ( nid === expando ) { - context.removeAttribute( "id" ); - } - } - } - } - } - - // All others - return select( selector.replace( rtrim, "$1" ), context, results, seed ); -} - -/** - * Create key-value caches of limited size - * @returns {function(string, object)} Returns the Object data after storing it on itself with - * property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength) - * deleting the oldest entry - */ -function createCache() { - var keys = []; - - function cache( key, value ) { - - // Use (key + " ") to avoid collision with native prototype properties (see Issue #157) - if ( keys.push( key + " " ) > Expr.cacheLength ) { - - // Only keep the most recent entries - delete cache[ keys.shift() ]; - } - return ( cache[ key + " " ] = value ); - } - return cache; -} - -/** - * Mark a function for special use by Sizzle - * @param {Function} fn The function to mark - */ -function markFunction( fn ) { - fn[ expando ] = true; - return fn; -} - -/** - * Support testing using an element - * @param {Function} fn Passed the created element and returns a boolean result - */ -function assert( fn ) { - var el = document.createElement( "fieldset" ); - - try { - return !!fn( el ); - } catch ( e ) { - return false; - } finally { - - // Remove from its parent by default - if ( el.parentNode ) { - el.parentNode.removeChild( el ); - } - - // release memory in IE - el = null; - } -} - -/** - * Adds the same handler for all of the specified attrs - * @param {String} attrs Pipe-separated list of attributes - * @param {Function} handler The method that will be applied - */ -function addHandle( attrs, handler ) { - var arr = attrs.split( "|" ), - i = arr.length; - - while ( i-- ) { - Expr.attrHandle[ arr[ i ] ] = handler; - } -} - -/** - * Checks document order of two siblings - * @param {Element} a - * @param {Element} b - * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b - */ -function siblingCheck( a, b ) { - var cur = b && a, - diff = cur && a.nodeType === 1 && b.nodeType === 1 && - a.sourceIndex - b.sourceIndex; - - // Use IE sourceIndex if available on both nodes - if ( diff ) { - return diff; - } - - // Check if b follows a - if ( cur ) { - while ( ( cur = cur.nextSibling ) ) { - if ( cur === b ) { - return -1; - } - } - } - - return a ? 1 : -1; -} - -/** - * Returns a function to use in pseudos for input types - * @param {String} type - */ -function createInputPseudo( type ) { - return function( elem ) { - var name = elem.nodeName.toLowerCase(); - return name === "input" && elem.type === type; - }; -} - -/** - * Returns a function to use in pseudos for buttons - * @param {String} type - */ -function createButtonPseudo( type ) { - return function( elem ) { - var name = elem.nodeName.toLowerCase(); - return ( name === "input" || name === "button" ) && elem.type === type; - }; -} - -/** - * Returns a function to use in pseudos for :enabled/:disabled - * @param {Boolean} disabled true for :disabled; false for :enabled - */ -function createDisabledPseudo( disabled ) { - - // Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable - return function( elem ) { - - // Only certain elements can match :enabled or :disabled - // https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled - // https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled - if ( "form" in elem ) { - - // Check for inherited disabledness on relevant non-disabled elements: - // * listed form-associated elements in a disabled fieldset - // https://html.spec.whatwg.org/multipage/forms.html#category-listed - // https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled - // * option elements in a disabled optgroup - // https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled - // All such elements have a "form" property. - if ( elem.parentNode && elem.disabled === false ) { - - // Option elements defer to a parent optgroup if present - if ( "label" in elem ) { - if ( "label" in elem.parentNode ) { - return elem.parentNode.disabled === disabled; - } else { - return elem.disabled === disabled; - } - } - - // Support: IE 6 - 11 - // Use the isDisabled shortcut property to check for disabled fieldset ancestors - return elem.isDisabled === disabled || - - // Where there is no isDisabled, check manually - /* jshint -W018 */ - elem.isDisabled !== !disabled && - inDisabledFieldset( elem ) === disabled; - } - - return elem.disabled === disabled; - - // Try to winnow out elements that can't be disabled before trusting the disabled property. - // Some victims get caught in our net (label, legend, menu, track), but it shouldn't - // even exist on them, let alone have a boolean value. - } else if ( "label" in elem ) { - return elem.disabled === disabled; - } - - // Remaining elements are neither :enabled nor :disabled - return false; - }; -} - -/** - * Returns a function to use in pseudos for positionals - * @param {Function} fn - */ -function createPositionalPseudo( fn ) { - return markFunction( function( argument ) { - argument = +argument; - return markFunction( function( seed, matches ) { - var j, - matchIndexes = fn( [], seed.length, argument ), - i = matchIndexes.length; - - // Match elements found at the specified indexes - while ( i-- ) { - if ( seed[ ( j = matchIndexes[ i ] ) ] ) { - seed[ j ] = !( matches[ j ] = seed[ j ] ); - } - } - } ); - } ); -} - -/** - * Checks a node for validity as a Sizzle context - * @param {Element|Object=} context - * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value - */ -function testContext( context ) { - return context && typeof context.getElementsByTagName !== "undefined" && context; -} - -// Expose support vars for convenience -support = Sizzle.support = {}; - -/** - * Detects XML nodes - * @param {Element|Object} elem An element or a document - * @returns {Boolean} True iff elem is a non-HTML XML node - */ -isXML = Sizzle.isXML = function( elem ) { - var namespace = elem.namespaceURI, - docElem = ( elem.ownerDocument || elem ).documentElement; - - // Support: IE <=8 - // Assume HTML when documentElement doesn't yet exist, such as inside loading iframes - // https://bugs.jquery.com/ticket/4833 - return !rhtml.test( namespace || docElem && docElem.nodeName || "HTML" ); -}; - -/** - * Sets document-related variables once based on the current document - * @param {Element|Object} [doc] An element or document object to use to set the document - * @returns {Object} Returns the current document - */ -setDocument = Sizzle.setDocument = function( node ) { - var hasCompare, subWindow, - doc = node ? node.ownerDocument || node : preferredDoc; - - // Return early if doc is invalid or already selected - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) { - return document; - } - - // Update global variables - document = doc; - docElem = document.documentElement; - documentIsHTML = !isXML( document ); - - // Support: IE 9 - 11+, Edge 12 - 18+ - // Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936) - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - if ( preferredDoc != document && - ( subWindow = document.defaultView ) && subWindow.top !== subWindow ) { - - // Support: IE 11, Edge - if ( subWindow.addEventListener ) { - subWindow.addEventListener( "unload", unloadHandler, false ); - - // Support: IE 9 - 10 only - } else if ( subWindow.attachEvent ) { - subWindow.attachEvent( "onunload", unloadHandler ); - } - } - - // Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only, - // Safari 4 - 5 only, Opera <=11.6 - 12.x only - // IE/Edge & older browsers don't support the :scope pseudo-class. - // Support: Safari 6.0 only - // Safari 6.0 supports :scope but it's an alias of :root there. - support.scope = assert( function( el ) { - docElem.appendChild( el ).appendChild( document.createElement( "div" ) ); - return typeof el.querySelectorAll !== "undefined" && - !el.querySelectorAll( ":scope fieldset div" ).length; - } ); - - /* Attributes - ---------------------------------------------------------------------- */ - - // Support: IE<8 - // Verify that getAttribute really returns attributes and not properties - // (excepting IE8 booleans) - support.attributes = assert( function( el ) { - el.className = "i"; - return !el.getAttribute( "className" ); - } ); - - /* getElement(s)By* - ---------------------------------------------------------------------- */ - - // Check if getElementsByTagName("*") returns only elements - support.getElementsByTagName = assert( function( el ) { - el.appendChild( document.createComment( "" ) ); - return !el.getElementsByTagName( "*" ).length; - } ); - - // Support: IE<9 - support.getElementsByClassName = rnative.test( document.getElementsByClassName ); - - // Support: IE<10 - // Check if getElementById returns elements by name - // The broken getElementById methods don't pick up programmatically-set names, - // so use a roundabout getElementsByName test - support.getById = assert( function( el ) { - docElem.appendChild( el ).id = expando; - return !document.getElementsByName || !document.getElementsByName( expando ).length; - } ); - - // ID filter and find - if ( support.getById ) { - Expr.filter[ "ID" ] = function( id ) { - var attrId = id.replace( runescape, funescape ); - return function( elem ) { - return elem.getAttribute( "id" ) === attrId; - }; - }; - Expr.find[ "ID" ] = function( id, context ) { - if ( typeof context.getElementById !== "undefined" && documentIsHTML ) { - var elem = context.getElementById( id ); - return elem ? [ elem ] : []; - } - }; - } else { - Expr.filter[ "ID" ] = function( id ) { - var attrId = id.replace( runescape, funescape ); - return function( elem ) { - var node = typeof elem.getAttributeNode !== "undefined" && - elem.getAttributeNode( "id" ); - return node && node.value === attrId; - }; - }; - - // Support: IE 6 - 7 only - // getElementById is not reliable as a find shortcut - Expr.find[ "ID" ] = function( id, context ) { - if ( typeof context.getElementById !== "undefined" && documentIsHTML ) { - var node, i, elems, - elem = context.getElementById( id ); - - if ( elem ) { - - // Verify the id attribute - node = elem.getAttributeNode( "id" ); - if ( node && node.value === id ) { - return [ elem ]; - } - - // Fall back on getElementsByName - elems = context.getElementsByName( id ); - i = 0; - while ( ( elem = elems[ i++ ] ) ) { - node = elem.getAttributeNode( "id" ); - if ( node && node.value === id ) { - return [ elem ]; - } - } - } - - return []; - } - }; - } - - // Tag - Expr.find[ "TAG" ] = support.getElementsByTagName ? - function( tag, context ) { - if ( typeof context.getElementsByTagName !== "undefined" ) { - return context.getElementsByTagName( tag ); - - // DocumentFragment nodes don't have gEBTN - } else if ( support.qsa ) { - return context.querySelectorAll( tag ); - } - } : - - function( tag, context ) { - var elem, - tmp = [], - i = 0, - - // By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too - results = context.getElementsByTagName( tag ); - - // Filter out possible comments - if ( tag === "*" ) { - while ( ( elem = results[ i++ ] ) ) { - if ( elem.nodeType === 1 ) { - tmp.push( elem ); - } - } - - return tmp; - } - return results; - }; - - // Class - Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) { - if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) { - return context.getElementsByClassName( className ); - } - }; - - /* QSA/matchesSelector - ---------------------------------------------------------------------- */ - - // QSA and matchesSelector support - - // matchesSelector(:active) reports false when true (IE9/Opera 11.5) - rbuggyMatches = []; - - // qSa(:focus) reports false when true (Chrome 21) - // We allow this because of a bug in IE8/9 that throws an error - // whenever `document.activeElement` is accessed on an iframe - // So, we allow :focus to pass through QSA all the time to avoid the IE error - // See https://bugs.jquery.com/ticket/13378 - rbuggyQSA = []; - - if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) { - - // Build QSA regex - // Regex strategy adopted from Diego Perini - assert( function( el ) { - - var input; - - // Select is set to empty string on purpose - // This is to test IE's treatment of not explicitly - // setting a boolean content attribute, - // since its presence should be enough - // https://bugs.jquery.com/ticket/12359 - docElem.appendChild( el ).innerHTML = "" + - ""; - - // Support: IE8, Opera 11-12.16 - // Nothing should be selected when empty strings follow ^= or $= or *= - // The test attribute must be unknown in Opera but "safe" for WinRT - // https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section - if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) { - rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" ); - } - - // Support: IE8 - // Boolean attributes and "value" are not treated correctly - if ( !el.querySelectorAll( "[selected]" ).length ) { - rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" ); - } - - // Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+ - if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) { - rbuggyQSA.push( "~=" ); - } - - // Support: IE 11+, Edge 15 - 18+ - // IE 11/Edge don't find elements on a `[name='']` query in some cases. - // Adding a temporary attribute to the document before the selection works - // around the issue. - // Interestingly, IE 10 & older don't seem to have the issue. - input = document.createElement( "input" ); - input.setAttribute( "name", "" ); - el.appendChild( input ); - if ( !el.querySelectorAll( "[name='']" ).length ) { - rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" + - whitespace + "*(?:''|\"\")" ); - } - - // Webkit/Opera - :checked should return selected option elements - // http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked - // IE8 throws error here and will not see later tests - if ( !el.querySelectorAll( ":checked" ).length ) { - rbuggyQSA.push( ":checked" ); - } - - // Support: Safari 8+, iOS 8+ - // https://bugs.webkit.org/show_bug.cgi?id=136851 - // In-page `selector#id sibling-combinator selector` fails - if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) { - rbuggyQSA.push( ".#.+[+~]" ); - } - - // Support: Firefox <=3.6 - 5 only - // Old Firefox doesn't throw on a badly-escaped identifier. - el.querySelectorAll( "\\\f" ); - rbuggyQSA.push( "[\\r\\n\\f]" ); - } ); - - assert( function( el ) { - el.innerHTML = "" + - ""; - - // Support: Windows 8 Native Apps - // The type and name attributes are restricted during .innerHTML assignment - var input = document.createElement( "input" ); - input.setAttribute( "type", "hidden" ); - el.appendChild( input ).setAttribute( "name", "D" ); - - // Support: IE8 - // Enforce case-sensitivity of name attribute - if ( el.querySelectorAll( "[name=d]" ).length ) { - rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" ); - } - - // FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled) - // IE8 throws error here and will not see later tests - if ( el.querySelectorAll( ":enabled" ).length !== 2 ) { - rbuggyQSA.push( ":enabled", ":disabled" ); - } - - // Support: IE9-11+ - // IE's :disabled selector does not pick up the children of disabled fieldsets - docElem.appendChild( el ).disabled = true; - if ( el.querySelectorAll( ":disabled" ).length !== 2 ) { - rbuggyQSA.push( ":enabled", ":disabled" ); - } - - // Support: Opera 10 - 11 only - // Opera 10-11 does not throw on post-comma invalid pseudos - el.querySelectorAll( "*,:x" ); - rbuggyQSA.push( ",.*:" ); - } ); - } - - if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches || - docElem.webkitMatchesSelector || - docElem.mozMatchesSelector || - docElem.oMatchesSelector || - docElem.msMatchesSelector ) ) ) ) { - - assert( function( el ) { - - // Check to see if it's possible to do matchesSelector - // on a disconnected node (IE 9) - support.disconnectedMatch = matches.call( el, "*" ); - - // This should fail with an exception - // Gecko does not error, returns false instead - matches.call( el, "[s!='']:x" ); - rbuggyMatches.push( "!=", pseudos ); - } ); - } - - rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) ); - rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) ); - - /* Contains - ---------------------------------------------------------------------- */ - hasCompare = rnative.test( docElem.compareDocumentPosition ); - - // Element contains another - // Purposefully self-exclusive - // As in, an element does not contain itself - contains = hasCompare || rnative.test( docElem.contains ) ? - function( a, b ) { - var adown = a.nodeType === 9 ? a.documentElement : a, - bup = b && b.parentNode; - return a === bup || !!( bup && bup.nodeType === 1 && ( - adown.contains ? - adown.contains( bup ) : - a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16 - ) ); - } : - function( a, b ) { - if ( b ) { - while ( ( b = b.parentNode ) ) { - if ( b === a ) { - return true; - } - } - } - return false; - }; - - /* Sorting - ---------------------------------------------------------------------- */ - - // Document order sorting - sortOrder = hasCompare ? - function( a, b ) { - - // Flag for duplicate removal - if ( a === b ) { - hasDuplicate = true; - return 0; - } - - // Sort on method existence if only one input has compareDocumentPosition - var compare = !a.compareDocumentPosition - !b.compareDocumentPosition; - if ( compare ) { - return compare; - } - - // Calculate position if both inputs belong to the same document - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ? - a.compareDocumentPosition( b ) : - - // Otherwise we know they are disconnected - 1; - - // Disconnected nodes - if ( compare & 1 || - ( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) { - - // Choose the first element that is related to our preferred document - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - if ( a == document || a.ownerDocument == preferredDoc && - contains( preferredDoc, a ) ) { - return -1; - } - - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - if ( b == document || b.ownerDocument == preferredDoc && - contains( preferredDoc, b ) ) { - return 1; - } - - // Maintain original order - return sortInput ? - ( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) : - 0; - } - - return compare & 4 ? -1 : 1; - } : - function( a, b ) { - - // Exit early if the nodes are identical - if ( a === b ) { - hasDuplicate = true; - return 0; - } - - var cur, - i = 0, - aup = a.parentNode, - bup = b.parentNode, - ap = [ a ], - bp = [ b ]; - - // Parentless nodes are either documents or disconnected - if ( !aup || !bup ) { - - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - /* eslint-disable eqeqeq */ - return a == document ? -1 : - b == document ? 1 : - /* eslint-enable eqeqeq */ - aup ? -1 : - bup ? 1 : - sortInput ? - ( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) : - 0; - - // If the nodes are siblings, we can do a quick check - } else if ( aup === bup ) { - return siblingCheck( a, b ); - } - - // Otherwise we need full lists of their ancestors for comparison - cur = a; - while ( ( cur = cur.parentNode ) ) { - ap.unshift( cur ); - } - cur = b; - while ( ( cur = cur.parentNode ) ) { - bp.unshift( cur ); - } - - // Walk down the tree looking for a discrepancy - while ( ap[ i ] === bp[ i ] ) { - i++; - } - - return i ? - - // Do a sibling check if the nodes have a common ancestor - siblingCheck( ap[ i ], bp[ i ] ) : - - // Otherwise nodes in our document sort first - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - /* eslint-disable eqeqeq */ - ap[ i ] == preferredDoc ? -1 : - bp[ i ] == preferredDoc ? 1 : - /* eslint-enable eqeqeq */ - 0; - }; - - return document; -}; - -Sizzle.matches = function( expr, elements ) { - return Sizzle( expr, null, null, elements ); -}; - -Sizzle.matchesSelector = function( elem, expr ) { - setDocument( elem ); - - if ( support.matchesSelector && documentIsHTML && - !nonnativeSelectorCache[ expr + " " ] && - ( !rbuggyMatches || !rbuggyMatches.test( expr ) ) && - ( !rbuggyQSA || !rbuggyQSA.test( expr ) ) ) { - - try { - var ret = matches.call( elem, expr ); - - // IE 9's matchesSelector returns false on disconnected nodes - if ( ret || support.disconnectedMatch || - - // As well, disconnected nodes are said to be in a document - // fragment in IE 9 - elem.document && elem.document.nodeType !== 11 ) { - return ret; - } - } catch ( e ) { - nonnativeSelectorCache( expr, true ); - } - } - - return Sizzle( expr, document, null, [ elem ] ).length > 0; -}; - -Sizzle.contains = function( context, elem ) { - - // Set document vars if needed - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - if ( ( context.ownerDocument || context ) != document ) { - setDocument( context ); - } - return contains( context, elem ); -}; - -Sizzle.attr = function( elem, name ) { - - // Set document vars if needed - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - if ( ( elem.ownerDocument || elem ) != document ) { - setDocument( elem ); - } - - var fn = Expr.attrHandle[ name.toLowerCase() ], - - // Don't get fooled by Object.prototype properties (jQuery #13807) - val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ? - fn( elem, name, !documentIsHTML ) : - undefined; - - return val !== undefined ? - val : - support.attributes || !documentIsHTML ? - elem.getAttribute( name ) : - ( val = elem.getAttributeNode( name ) ) && val.specified ? - val.value : - null; -}; - -Sizzle.escape = function( sel ) { - return ( sel + "" ).replace( rcssescape, fcssescape ); -}; - -Sizzle.error = function( msg ) { - throw new Error( "Syntax error, unrecognized expression: " + msg ); -}; - -/** - * Document sorting and removing duplicates - * @param {ArrayLike} results - */ -Sizzle.uniqueSort = function( results ) { - var elem, - duplicates = [], - j = 0, - i = 0; - - // Unless we *know* we can detect duplicates, assume their presence - hasDuplicate = !support.detectDuplicates; - sortInput = !support.sortStable && results.slice( 0 ); - results.sort( sortOrder ); - - if ( hasDuplicate ) { - while ( ( elem = results[ i++ ] ) ) { - if ( elem === results[ i ] ) { - j = duplicates.push( i ); - } - } - while ( j-- ) { - results.splice( duplicates[ j ], 1 ); - } - } - - // Clear input after sorting to release objects - // See https://github.com/jquery/sizzle/pull/225 - sortInput = null; - - return results; -}; - -/** - * Utility function for retrieving the text value of an array of DOM nodes - * @param {Array|Element} elem - */ -getText = Sizzle.getText = function( elem ) { - var node, - ret = "", - i = 0, - nodeType = elem.nodeType; - - if ( !nodeType ) { - - // If no nodeType, this is expected to be an array - while ( ( node = elem[ i++ ] ) ) { - - // Do not traverse comment nodes - ret += getText( node ); - } - } else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) { - - // Use textContent for elements - // innerText usage removed for consistency of new lines (jQuery #11153) - if ( typeof elem.textContent === "string" ) { - return elem.textContent; - } else { - - // Traverse its children - for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) { - ret += getText( elem ); - } - } - } else if ( nodeType === 3 || nodeType === 4 ) { - return elem.nodeValue; - } - - // Do not include comment or processing instruction nodes - - return ret; -}; - -Expr = Sizzle.selectors = { - - // Can be adjusted by the user - cacheLength: 50, - - createPseudo: markFunction, - - match: matchExpr, - - attrHandle: {}, - - find: {}, - - relative: { - ">": { dir: "parentNode", first: true }, - " ": { dir: "parentNode" }, - "+": { dir: "previousSibling", first: true }, - "~": { dir: "previousSibling" } - }, - - preFilter: { - "ATTR": function( match ) { - match[ 1 ] = match[ 1 ].replace( runescape, funescape ); - - // Move the given value to match[3] whether quoted or unquoted - match[ 3 ] = ( match[ 3 ] || match[ 4 ] || - match[ 5 ] || "" ).replace( runescape, funescape ); - - if ( match[ 2 ] === "~=" ) { - match[ 3 ] = " " + match[ 3 ] + " "; - } - - return match.slice( 0, 4 ); - }, - - "CHILD": function( match ) { - - /* matches from matchExpr["CHILD"] - 1 type (only|nth|...) - 2 what (child|of-type) - 3 argument (even|odd|\d*|\d*n([+-]\d+)?|...) - 4 xn-component of xn+y argument ([+-]?\d*n|) - 5 sign of xn-component - 6 x of xn-component - 7 sign of y-component - 8 y of y-component - */ - match[ 1 ] = match[ 1 ].toLowerCase(); - - if ( match[ 1 ].slice( 0, 3 ) === "nth" ) { - - // nth-* requires argument - if ( !match[ 3 ] ) { - Sizzle.error( match[ 0 ] ); - } - - // numeric x and y parameters for Expr.filter.CHILD - // remember that false/true cast respectively to 0/1 - match[ 4 ] = +( match[ 4 ] ? - match[ 5 ] + ( match[ 6 ] || 1 ) : - 2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) ); - match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" ); - - // other types prohibit arguments - } else if ( match[ 3 ] ) { - Sizzle.error( match[ 0 ] ); - } - - return match; - }, - - "PSEUDO": function( match ) { - var excess, - unquoted = !match[ 6 ] && match[ 2 ]; - - if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) { - return null; - } - - // Accept quoted arguments as-is - if ( match[ 3 ] ) { - match[ 2 ] = match[ 4 ] || match[ 5 ] || ""; - - // Strip excess characters from unquoted arguments - } else if ( unquoted && rpseudo.test( unquoted ) && - - // Get excess from tokenize (recursively) - ( excess = tokenize( unquoted, true ) ) && - - // advance to the next closing parenthesis - ( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) { - - // excess is a negative index - match[ 0 ] = match[ 0 ].slice( 0, excess ); - match[ 2 ] = unquoted.slice( 0, excess ); - } - - // Return only captures needed by the pseudo filter method (type and argument) - return match.slice( 0, 3 ); - } - }, - - filter: { - - "TAG": function( nodeNameSelector ) { - var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase(); - return nodeNameSelector === "*" ? - function() { - return true; - } : - function( elem ) { - return elem.nodeName && elem.nodeName.toLowerCase() === nodeName; - }; - }, - - "CLASS": function( className ) { - var pattern = classCache[ className + " " ]; - - return pattern || - ( pattern = new RegExp( "(^|" + whitespace + - ")" + className + "(" + whitespace + "|$)" ) ) && classCache( - className, function( elem ) { - return pattern.test( - typeof elem.className === "string" && elem.className || - typeof elem.getAttribute !== "undefined" && - elem.getAttribute( "class" ) || - "" - ); - } ); - }, - - "ATTR": function( name, operator, check ) { - return function( elem ) { - var result = Sizzle.attr( elem, name ); - - if ( result == null ) { - return operator === "!="; - } - if ( !operator ) { - return true; - } - - result += ""; - - /* eslint-disable max-len */ - - return operator === "=" ? result === check : - operator === "!=" ? result !== check : - operator === "^=" ? check && result.indexOf( check ) === 0 : - operator === "*=" ? check && result.indexOf( check ) > -1 : - operator === "$=" ? check && result.slice( -check.length ) === check : - operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 : - operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" : - false; - /* eslint-enable max-len */ - - }; - }, - - "CHILD": function( type, what, _argument, first, last ) { - var simple = type.slice( 0, 3 ) !== "nth", - forward = type.slice( -4 ) !== "last", - ofType = what === "of-type"; - - return first === 1 && last === 0 ? - - // Shortcut for :nth-*(n) - function( elem ) { - return !!elem.parentNode; - } : - - function( elem, _context, xml ) { - var cache, uniqueCache, outerCache, node, nodeIndex, start, - dir = simple !== forward ? "nextSibling" : "previousSibling", - parent = elem.parentNode, - name = ofType && elem.nodeName.toLowerCase(), - useCache = !xml && !ofType, - diff = false; - - if ( parent ) { - - // :(first|last|only)-(child|of-type) - if ( simple ) { - while ( dir ) { - node = elem; - while ( ( node = node[ dir ] ) ) { - if ( ofType ? - node.nodeName.toLowerCase() === name : - node.nodeType === 1 ) { - - return false; - } - } - - // Reverse direction for :only-* (if we haven't yet done so) - start = dir = type === "only" && !start && "nextSibling"; - } - return true; - } - - start = [ forward ? parent.firstChild : parent.lastChild ]; - - // non-xml :nth-child(...) stores cache data on `parent` - if ( forward && useCache ) { - - // Seek `elem` from a previously-cached index - - // ...in a gzip-friendly way - node = parent; - outerCache = node[ expando ] || ( node[ expando ] = {} ); - - // Support: IE <9 only - // Defend against cloned attroperties (jQuery gh-1709) - uniqueCache = outerCache[ node.uniqueID ] || - ( outerCache[ node.uniqueID ] = {} ); - - cache = uniqueCache[ type ] || []; - nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ]; - diff = nodeIndex && cache[ 2 ]; - node = nodeIndex && parent.childNodes[ nodeIndex ]; - - while ( ( node = ++nodeIndex && node && node[ dir ] || - - // Fallback to seeking `elem` from the start - ( diff = nodeIndex = 0 ) || start.pop() ) ) { - - // When found, cache indexes on `parent` and break - if ( node.nodeType === 1 && ++diff && node === elem ) { - uniqueCache[ type ] = [ dirruns, nodeIndex, diff ]; - break; - } - } - - } else { - - // Use previously-cached element index if available - if ( useCache ) { - - // ...in a gzip-friendly way - node = elem; - outerCache = node[ expando ] || ( node[ expando ] = {} ); - - // Support: IE <9 only - // Defend against cloned attroperties (jQuery gh-1709) - uniqueCache = outerCache[ node.uniqueID ] || - ( outerCache[ node.uniqueID ] = {} ); - - cache = uniqueCache[ type ] || []; - nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ]; - diff = nodeIndex; - } - - // xml :nth-child(...) - // or :nth-last-child(...) or :nth(-last)?-of-type(...) - if ( diff === false ) { - - // Use the same loop as above to seek `elem` from the start - while ( ( node = ++nodeIndex && node && node[ dir ] || - ( diff = nodeIndex = 0 ) || start.pop() ) ) { - - if ( ( ofType ? - node.nodeName.toLowerCase() === name : - node.nodeType === 1 ) && - ++diff ) { - - // Cache the index of each encountered element - if ( useCache ) { - outerCache = node[ expando ] || - ( node[ expando ] = {} ); - - // Support: IE <9 only - // Defend against cloned attroperties (jQuery gh-1709) - uniqueCache = outerCache[ node.uniqueID ] || - ( outerCache[ node.uniqueID ] = {} ); - - uniqueCache[ type ] = [ dirruns, diff ]; - } - - if ( node === elem ) { - break; - } - } - } - } - } - - // Incorporate the offset, then check against cycle size - diff -= last; - return diff === first || ( diff % first === 0 && diff / first >= 0 ); - } - }; - }, - - "PSEUDO": function( pseudo, argument ) { - - // pseudo-class names are case-insensitive - // http://www.w3.org/TR/selectors/#pseudo-classes - // Prioritize by case sensitivity in case custom pseudos are added with uppercase letters - // Remember that setFilters inherits from pseudos - var args, - fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] || - Sizzle.error( "unsupported pseudo: " + pseudo ); - - // The user may use createPseudo to indicate that - // arguments are needed to create the filter function - // just as Sizzle does - if ( fn[ expando ] ) { - return fn( argument ); - } - - // But maintain support for old signatures - if ( fn.length > 1 ) { - args = [ pseudo, pseudo, "", argument ]; - return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ? - markFunction( function( seed, matches ) { - var idx, - matched = fn( seed, argument ), - i = matched.length; - while ( i-- ) { - idx = indexOf( seed, matched[ i ] ); - seed[ idx ] = !( matches[ idx ] = matched[ i ] ); - } - } ) : - function( elem ) { - return fn( elem, 0, args ); - }; - } - - return fn; - } - }, - - pseudos: { - - // Potentially complex pseudos - "not": markFunction( function( selector ) { - - // Trim the selector passed to compile - // to avoid treating leading and trailing - // spaces as combinators - var input = [], - results = [], - matcher = compile( selector.replace( rtrim, "$1" ) ); - - return matcher[ expando ] ? - markFunction( function( seed, matches, _context, xml ) { - var elem, - unmatched = matcher( seed, null, xml, [] ), - i = seed.length; - - // Match elements unmatched by `matcher` - while ( i-- ) { - if ( ( elem = unmatched[ i ] ) ) { - seed[ i ] = !( matches[ i ] = elem ); - } - } - } ) : - function( elem, _context, xml ) { - input[ 0 ] = elem; - matcher( input, null, xml, results ); - - // Don't keep the element (issue #299) - input[ 0 ] = null; - return !results.pop(); - }; - } ), - - "has": markFunction( function( selector ) { - return function( elem ) { - return Sizzle( selector, elem ).length > 0; - }; - } ), - - "contains": markFunction( function( text ) { - text = text.replace( runescape, funescape ); - return function( elem ) { - return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1; - }; - } ), - - // "Whether an element is represented by a :lang() selector - // is based solely on the element's language value - // being equal to the identifier C, - // or beginning with the identifier C immediately followed by "-". - // The matching of C against the element's language value is performed case-insensitively. - // The identifier C does not have to be a valid language name." - // http://www.w3.org/TR/selectors/#lang-pseudo - "lang": markFunction( function( lang ) { - - // lang value must be a valid identifier - if ( !ridentifier.test( lang || "" ) ) { - Sizzle.error( "unsupported lang: " + lang ); - } - lang = lang.replace( runescape, funescape ).toLowerCase(); - return function( elem ) { - var elemLang; - do { - if ( ( elemLang = documentIsHTML ? - elem.lang : - elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) { - - elemLang = elemLang.toLowerCase(); - return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0; - } - } while ( ( elem = elem.parentNode ) && elem.nodeType === 1 ); - return false; - }; - } ), - - // Miscellaneous - "target": function( elem ) { - var hash = window.location && window.location.hash; - return hash && hash.slice( 1 ) === elem.id; - }, - - "root": function( elem ) { - return elem === docElem; - }, - - "focus": function( elem ) { - return elem === document.activeElement && - ( !document.hasFocus || document.hasFocus() ) && - !!( elem.type || elem.href || ~elem.tabIndex ); - }, - - // Boolean properties - "enabled": createDisabledPseudo( false ), - "disabled": createDisabledPseudo( true ), - - "checked": function( elem ) { - - // In CSS3, :checked should return both checked and selected elements - // http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked - var nodeName = elem.nodeName.toLowerCase(); - return ( nodeName === "input" && !!elem.checked ) || - ( nodeName === "option" && !!elem.selected ); - }, - - "selected": function( elem ) { - - // Accessing this property makes selected-by-default - // options in Safari work properly - if ( elem.parentNode ) { - // eslint-disable-next-line no-unused-expressions - elem.parentNode.selectedIndex; - } - - return elem.selected === true; - }, - - // Contents - "empty": function( elem ) { - - // http://www.w3.org/TR/selectors/#empty-pseudo - // :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5), - // but not by others (comment: 8; processing instruction: 7; etc.) - // nodeType < 6 works because attributes (2) do not appear as children - for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) { - if ( elem.nodeType < 6 ) { - return false; - } - } - return true; - }, - - "parent": function( elem ) { - return !Expr.pseudos[ "empty" ]( elem ); - }, - - // Element/input types - "header": function( elem ) { - return rheader.test( elem.nodeName ); - }, - - "input": function( elem ) { - return rinputs.test( elem.nodeName ); - }, - - "button": function( elem ) { - var name = elem.nodeName.toLowerCase(); - return name === "input" && elem.type === "button" || name === "button"; - }, - - "text": function( elem ) { - var attr; - return elem.nodeName.toLowerCase() === "input" && - elem.type === "text" && - - // Support: IE<8 - // New HTML5 attribute values (e.g., "search") appear with elem.type === "text" - ( ( attr = elem.getAttribute( "type" ) ) == null || - attr.toLowerCase() === "text" ); - }, - - // Position-in-collection - "first": createPositionalPseudo( function() { - return [ 0 ]; - } ), - - "last": createPositionalPseudo( function( _matchIndexes, length ) { - return [ length - 1 ]; - } ), - - "eq": createPositionalPseudo( function( _matchIndexes, length, argument ) { - return [ argument < 0 ? argument + length : argument ]; - } ), - - "even": createPositionalPseudo( function( matchIndexes, length ) { - var i = 0; - for ( ; i < length; i += 2 ) { - matchIndexes.push( i ); - } - return matchIndexes; - } ), - - "odd": createPositionalPseudo( function( matchIndexes, length ) { - var i = 1; - for ( ; i < length; i += 2 ) { - matchIndexes.push( i ); - } - return matchIndexes; - } ), - - "lt": createPositionalPseudo( function( matchIndexes, length, argument ) { - var i = argument < 0 ? - argument + length : - argument > length ? - length : - argument; - for ( ; --i >= 0; ) { - matchIndexes.push( i ); - } - return matchIndexes; - } ), - - "gt": createPositionalPseudo( function( matchIndexes, length, argument ) { - var i = argument < 0 ? argument + length : argument; - for ( ; ++i < length; ) { - matchIndexes.push( i ); - } - return matchIndexes; - } ) - } -}; - -Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ]; - -// Add button/input type pseudos -for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) { - Expr.pseudos[ i ] = createInputPseudo( i ); -} -for ( i in { submit: true, reset: true } ) { - Expr.pseudos[ i ] = createButtonPseudo( i ); -} - -// Easy API for creating new setFilters -function setFilters() {} -setFilters.prototype = Expr.filters = Expr.pseudos; -Expr.setFilters = new setFilters(); - -tokenize = Sizzle.tokenize = function( selector, parseOnly ) { - var matched, match, tokens, type, - soFar, groups, preFilters, - cached = tokenCache[ selector + " " ]; - - if ( cached ) { - return parseOnly ? 0 : cached.slice( 0 ); - } - - soFar = selector; - groups = []; - preFilters = Expr.preFilter; - - while ( soFar ) { - - // Comma and first run - if ( !matched || ( match = rcomma.exec( soFar ) ) ) { - if ( match ) { - - // Don't consume trailing commas as valid - soFar = soFar.slice( match[ 0 ].length ) || soFar; - } - groups.push( ( tokens = [] ) ); - } - - matched = false; - - // Combinators - if ( ( match = rcombinators.exec( soFar ) ) ) { - matched = match.shift(); - tokens.push( { - value: matched, - - // Cast descendant combinators to space - type: match[ 0 ].replace( rtrim, " " ) - } ); - soFar = soFar.slice( matched.length ); - } - - // Filters - for ( type in Expr.filter ) { - if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] || - ( match = preFilters[ type ]( match ) ) ) ) { - matched = match.shift(); - tokens.push( { - value: matched, - type: type, - matches: match - } ); - soFar = soFar.slice( matched.length ); - } - } - - if ( !matched ) { - break; - } - } - - // Return the length of the invalid excess - // if we're just parsing - // Otherwise, throw an error or return tokens - return parseOnly ? - soFar.length : - soFar ? - Sizzle.error( selector ) : - - // Cache the tokens - tokenCache( selector, groups ).slice( 0 ); -}; - -function toSelector( tokens ) { - var i = 0, - len = tokens.length, - selector = ""; - for ( ; i < len; i++ ) { - selector += tokens[ i ].value; - } - return selector; -} - -function addCombinator( matcher, combinator, base ) { - var dir = combinator.dir, - skip = combinator.next, - key = skip || dir, - checkNonElements = base && key === "parentNode", - doneName = done++; - - return combinator.first ? - - // Check against closest ancestor/preceding element - function( elem, context, xml ) { - while ( ( elem = elem[ dir ] ) ) { - if ( elem.nodeType === 1 || checkNonElements ) { - return matcher( elem, context, xml ); - } - } - return false; - } : - - // Check against all ancestor/preceding elements - function( elem, context, xml ) { - var oldCache, uniqueCache, outerCache, - newCache = [ dirruns, doneName ]; - - // We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching - if ( xml ) { - while ( ( elem = elem[ dir ] ) ) { - if ( elem.nodeType === 1 || checkNonElements ) { - if ( matcher( elem, context, xml ) ) { - return true; - } - } - } - } else { - while ( ( elem = elem[ dir ] ) ) { - if ( elem.nodeType === 1 || checkNonElements ) { - outerCache = elem[ expando ] || ( elem[ expando ] = {} ); - - // Support: IE <9 only - // Defend against cloned attroperties (jQuery gh-1709) - uniqueCache = outerCache[ elem.uniqueID ] || - ( outerCache[ elem.uniqueID ] = {} ); - - if ( skip && skip === elem.nodeName.toLowerCase() ) { - elem = elem[ dir ] || elem; - } else if ( ( oldCache = uniqueCache[ key ] ) && - oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) { - - // Assign to newCache so results back-propagate to previous elements - return ( newCache[ 2 ] = oldCache[ 2 ] ); - } else { - - // Reuse newcache so results back-propagate to previous elements - uniqueCache[ key ] = newCache; - - // A match means we're done; a fail means we have to keep checking - if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) { - return true; - } - } - } - } - } - return false; - }; -} - -function elementMatcher( matchers ) { - return matchers.length > 1 ? - function( elem, context, xml ) { - var i = matchers.length; - while ( i-- ) { - if ( !matchers[ i ]( elem, context, xml ) ) { - return false; - } - } - return true; - } : - matchers[ 0 ]; -} - -function multipleContexts( selector, contexts, results ) { - var i = 0, - len = contexts.length; - for ( ; i < len; i++ ) { - Sizzle( selector, contexts[ i ], results ); - } - return results; -} - -function condense( unmatched, map, filter, context, xml ) { - var elem, - newUnmatched = [], - i = 0, - len = unmatched.length, - mapped = map != null; - - for ( ; i < len; i++ ) { - if ( ( elem = unmatched[ i ] ) ) { - if ( !filter || filter( elem, context, xml ) ) { - newUnmatched.push( elem ); - if ( mapped ) { - map.push( i ); - } - } - } - } - - return newUnmatched; -} - -function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) { - if ( postFilter && !postFilter[ expando ] ) { - postFilter = setMatcher( postFilter ); - } - if ( postFinder && !postFinder[ expando ] ) { - postFinder = setMatcher( postFinder, postSelector ); - } - return markFunction( function( seed, results, context, xml ) { - var temp, i, elem, - preMap = [], - postMap = [], - preexisting = results.length, - - // Get initial elements from seed or context - elems = seed || multipleContexts( - selector || "*", - context.nodeType ? [ context ] : context, - [] - ), - - // Prefilter to get matcher input, preserving a map for seed-results synchronization - matcherIn = preFilter && ( seed || !selector ) ? - condense( elems, preMap, preFilter, context, xml ) : - elems, - - matcherOut = matcher ? - - // If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results, - postFinder || ( seed ? preFilter : preexisting || postFilter ) ? - - // ...intermediate processing is necessary - [] : - - // ...otherwise use results directly - results : - matcherIn; - - // Find primary matches - if ( matcher ) { - matcher( matcherIn, matcherOut, context, xml ); - } - - // Apply postFilter - if ( postFilter ) { - temp = condense( matcherOut, postMap ); - postFilter( temp, [], context, xml ); - - // Un-match failing elements by moving them back to matcherIn - i = temp.length; - while ( i-- ) { - if ( ( elem = temp[ i ] ) ) { - matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem ); - } - } - } - - if ( seed ) { - if ( postFinder || preFilter ) { - if ( postFinder ) { - - // Get the final matcherOut by condensing this intermediate into postFinder contexts - temp = []; - i = matcherOut.length; - while ( i-- ) { - if ( ( elem = matcherOut[ i ] ) ) { - - // Restore matcherIn since elem is not yet a final match - temp.push( ( matcherIn[ i ] = elem ) ); - } - } - postFinder( null, ( matcherOut = [] ), temp, xml ); - } - - // Move matched elements from seed to results to keep them synchronized - i = matcherOut.length; - while ( i-- ) { - if ( ( elem = matcherOut[ i ] ) && - ( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) { - - seed[ temp ] = !( results[ temp ] = elem ); - } - } - } - - // Add elements to results, through postFinder if defined - } else { - matcherOut = condense( - matcherOut === results ? - matcherOut.splice( preexisting, matcherOut.length ) : - matcherOut - ); - if ( postFinder ) { - postFinder( null, results, matcherOut, xml ); - } else { - push.apply( results, matcherOut ); - } - } - } ); -} - -function matcherFromTokens( tokens ) { - var checkContext, matcher, j, - len = tokens.length, - leadingRelative = Expr.relative[ tokens[ 0 ].type ], - implicitRelative = leadingRelative || Expr.relative[ " " ], - i = leadingRelative ? 1 : 0, - - // The foundational matcher ensures that elements are reachable from top-level context(s) - matchContext = addCombinator( function( elem ) { - return elem === checkContext; - }, implicitRelative, true ), - matchAnyContext = addCombinator( function( elem ) { - return indexOf( checkContext, elem ) > -1; - }, implicitRelative, true ), - matchers = [ function( elem, context, xml ) { - var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || ( - ( checkContext = context ).nodeType ? - matchContext( elem, context, xml ) : - matchAnyContext( elem, context, xml ) ); - - // Avoid hanging onto element (issue #299) - checkContext = null; - return ret; - } ]; - - for ( ; i < len; i++ ) { - if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) { - matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ]; - } else { - matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches ); - - // Return special upon seeing a positional matcher - if ( matcher[ expando ] ) { - - // Find the next relative operator (if any) for proper handling - j = ++i; - for ( ; j < len; j++ ) { - if ( Expr.relative[ tokens[ j ].type ] ) { - break; - } - } - return setMatcher( - i > 1 && elementMatcher( matchers ), - i > 1 && toSelector( - - // If the preceding token was a descendant combinator, insert an implicit any-element `*` - tokens - .slice( 0, i - 1 ) - .concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } ) - ).replace( rtrim, "$1" ), - matcher, - i < j && matcherFromTokens( tokens.slice( i, j ) ), - j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ), - j < len && toSelector( tokens ) - ); - } - matchers.push( matcher ); - } - } - - return elementMatcher( matchers ); -} - -function matcherFromGroupMatchers( elementMatchers, setMatchers ) { - var bySet = setMatchers.length > 0, - byElement = elementMatchers.length > 0, - superMatcher = function( seed, context, xml, results, outermost ) { - var elem, j, matcher, - matchedCount = 0, - i = "0", - unmatched = seed && [], - setMatched = [], - contextBackup = outermostContext, - - // We must always have either seed elements or outermost context - elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ), - - // Use integer dirruns iff this is the outermost matcher - dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ), - len = elems.length; - - if ( outermost ) { - - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - outermostContext = context == document || context || outermost; - } - - // Add elements passing elementMatchers directly to results - // Support: IE<9, Safari - // Tolerate NodeList properties (IE: "length"; Safari: ) matching elements by id - for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) { - if ( byElement && elem ) { - j = 0; - - // Support: IE 11+, Edge 17 - 18+ - // IE/Edge sometimes throw a "Permission denied" error when strict-comparing - // two documents; shallow comparisons work. - // eslint-disable-next-line eqeqeq - if ( !context && elem.ownerDocument != document ) { - setDocument( elem ); - xml = !documentIsHTML; - } - while ( ( matcher = elementMatchers[ j++ ] ) ) { - if ( matcher( elem, context || document, xml ) ) { - results.push( elem ); - break; - } - } - if ( outermost ) { - dirruns = dirrunsUnique; - } - } - - // Track unmatched elements for set filters - if ( bySet ) { - - // They will have gone through all possible matchers - if ( ( elem = !matcher && elem ) ) { - matchedCount--; - } - - // Lengthen the array for every element, matched or not - if ( seed ) { - unmatched.push( elem ); - } - } - } - - // `i` is now the count of elements visited above, and adding it to `matchedCount` - // makes the latter nonnegative. - matchedCount += i; - - // Apply set filters to unmatched elements - // NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount` - // equals `i`), unless we didn't visit _any_ elements in the above loop because we have - // no element matchers and no seed. - // Incrementing an initially-string "0" `i` allows `i` to remain a string only in that - // case, which will result in a "00" `matchedCount` that differs from `i` but is also - // numerically zero. - if ( bySet && i !== matchedCount ) { - j = 0; - while ( ( matcher = setMatchers[ j++ ] ) ) { - matcher( unmatched, setMatched, context, xml ); - } - - if ( seed ) { - - // Reintegrate element matches to eliminate the need for sorting - if ( matchedCount > 0 ) { - while ( i-- ) { - if ( !( unmatched[ i ] || setMatched[ i ] ) ) { - setMatched[ i ] = pop.call( results ); - } - } - } - - // Discard index placeholder values to get only actual matches - setMatched = condense( setMatched ); - } - - // Add matches to results - push.apply( results, setMatched ); - - // Seedless set matches succeeding multiple successful matchers stipulate sorting - if ( outermost && !seed && setMatched.length > 0 && - ( matchedCount + setMatchers.length ) > 1 ) { - - Sizzle.uniqueSort( results ); - } - } - - // Override manipulation of globals by nested matchers - if ( outermost ) { - dirruns = dirrunsUnique; - outermostContext = contextBackup; - } - - return unmatched; - }; - - return bySet ? - markFunction( superMatcher ) : - superMatcher; -} - -compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) { - var i, - setMatchers = [], - elementMatchers = [], - cached = compilerCache[ selector + " " ]; - - if ( !cached ) { - - // Generate a function of recursive functions that can be used to check each element - if ( !match ) { - match = tokenize( selector ); - } - i = match.length; - while ( i-- ) { - cached = matcherFromTokens( match[ i ] ); - if ( cached[ expando ] ) { - setMatchers.push( cached ); - } else { - elementMatchers.push( cached ); - } - } - - // Cache the compiled function - cached = compilerCache( - selector, - matcherFromGroupMatchers( elementMatchers, setMatchers ) - ); - - // Save selector and tokenization - cached.selector = selector; - } - return cached; -}; - -/** - * A low-level selection function that works with Sizzle's compiled - * selector functions - * @param {String|Function} selector A selector or a pre-compiled - * selector function built with Sizzle.compile - * @param {Element} context - * @param {Array} [results] - * @param {Array} [seed] A set of elements to match against - */ -select = Sizzle.select = function( selector, context, results, seed ) { - var i, tokens, token, type, find, - compiled = typeof selector === "function" && selector, - match = !seed && tokenize( ( selector = compiled.selector || selector ) ); - - results = results || []; - - // Try to minimize operations if there is only one selector in the list and no seed - // (the latter of which guarantees us context) - if ( match.length === 1 ) { - - // Reduce context if the leading compound selector is an ID - tokens = match[ 0 ] = match[ 0 ].slice( 0 ); - if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" && - context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) { - - context = ( Expr.find[ "ID" ]( token.matches[ 0 ] - .replace( runescape, funescape ), context ) || [] )[ 0 ]; - if ( !context ) { - return results; - - // Precompiled matchers will still verify ancestry, so step up a level - } else if ( compiled ) { - context = context.parentNode; - } - - selector = selector.slice( tokens.shift().value.length ); - } - - // Fetch a seed set for right-to-left matching - i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length; - while ( i-- ) { - token = tokens[ i ]; - - // Abort if we hit a combinator - if ( Expr.relative[ ( type = token.type ) ] ) { - break; - } - if ( ( find = Expr.find[ type ] ) ) { - - // Search, expanding context for leading sibling combinators - if ( ( seed = find( - token.matches[ 0 ].replace( runescape, funescape ), - rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) || - context - ) ) ) { - - // If seed is empty or no tokens remain, we can return early - tokens.splice( i, 1 ); - selector = seed.length && toSelector( tokens ); - if ( !selector ) { - push.apply( results, seed ); - return results; - } - - break; - } - } - } - } - - // Compile and execute a filtering function if one is not provided - // Provide `match` to avoid retokenization if we modified the selector above - ( compiled || compile( selector, match ) )( - seed, - context, - !documentIsHTML, - results, - !context || rsibling.test( selector ) && testContext( context.parentNode ) || context - ); - return results; -}; - -// One-time assignments - -// Sort stability -support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando; - -// Support: Chrome 14-35+ -// Always assume duplicates if they aren't passed to the comparison function -support.detectDuplicates = !!hasDuplicate; - -// Initialize against the default document -setDocument(); - -// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27) -// Detached nodes confoundingly follow *each other* -support.sortDetached = assert( function( el ) { - - // Should return 1, but returns 4 (following) - return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1; -} ); - -// Support: IE<8 -// Prevent attribute/property "interpolation" -// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx -if ( !assert( function( el ) { - el.innerHTML = ""; - return el.firstChild.getAttribute( "href" ) === "#"; -} ) ) { - addHandle( "type|href|height|width", function( elem, name, isXML ) { - if ( !isXML ) { - return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 ); - } - } ); -} - -// Support: IE<9 -// Use defaultValue in place of getAttribute("value") -if ( !support.attributes || !assert( function( el ) { - el.innerHTML = ""; - el.firstChild.setAttribute( "value", "" ); - return el.firstChild.getAttribute( "value" ) === ""; -} ) ) { - addHandle( "value", function( elem, _name, isXML ) { - if ( !isXML && elem.nodeName.toLowerCase() === "input" ) { - return elem.defaultValue; - } - } ); -} - -// Support: IE<9 -// Use getAttributeNode to fetch booleans when getAttribute lies -if ( !assert( function( el ) { - return el.getAttribute( "disabled" ) == null; -} ) ) { - addHandle( booleans, function( elem, name, isXML ) { - var val; - if ( !isXML ) { - return elem[ name ] === true ? name.toLowerCase() : - ( val = elem.getAttributeNode( name ) ) && val.specified ? - val.value : - null; - } - } ); -} - -return Sizzle; - -} )( window ); - - - -jQuery.find = Sizzle; -jQuery.expr = Sizzle.selectors; - -// Deprecated -jQuery.expr[ ":" ] = jQuery.expr.pseudos; -jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort; -jQuery.text = Sizzle.getText; -jQuery.isXMLDoc = Sizzle.isXML; -jQuery.contains = Sizzle.contains; -jQuery.escapeSelector = Sizzle.escape; - - - - -var dir = function( elem, dir, until ) { - var matched = [], - truncate = until !== undefined; - - while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) { - if ( elem.nodeType === 1 ) { - if ( truncate && jQuery( elem ).is( until ) ) { - break; - } - matched.push( elem ); - } - } - return matched; -}; - - -var siblings = function( n, elem ) { - var matched = []; - - for ( ; n; n = n.nextSibling ) { - if ( n.nodeType === 1 && n !== elem ) { - matched.push( n ); - } - } - - return matched; -}; - - -var rneedsContext = jQuery.expr.match.needsContext; - - - -function nodeName( elem, name ) { - - return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase(); - -}; -var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i ); - - - -// Implement the identical functionality for filter and not -function winnow( elements, qualifier, not ) { - if ( isFunction( qualifier ) ) { - return jQuery.grep( elements, function( elem, i ) { - return !!qualifier.call( elem, i, elem ) !== not; - } ); - } - - // Single element - if ( qualifier.nodeType ) { - return jQuery.grep( elements, function( elem ) { - return ( elem === qualifier ) !== not; - } ); - } - - // Arraylike of elements (jQuery, arguments, Array) - if ( typeof qualifier !== "string" ) { - return jQuery.grep( elements, function( elem ) { - return ( indexOf.call( qualifier, elem ) > -1 ) !== not; - } ); - } - - // Filtered directly for both simple and complex selectors - return jQuery.filter( qualifier, elements, not ); -} - -jQuery.filter = function( expr, elems, not ) { - var elem = elems[ 0 ]; - - if ( not ) { - expr = ":not(" + expr + ")"; - } - - if ( elems.length === 1 && elem.nodeType === 1 ) { - return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : []; - } - - return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) { - return elem.nodeType === 1; - } ) ); -}; - -jQuery.fn.extend( { - find: function( selector ) { - var i, ret, - len = this.length, - self = this; - - if ( typeof selector !== "string" ) { - return this.pushStack( jQuery( selector ).filter( function() { - for ( i = 0; i < len; i++ ) { - if ( jQuery.contains( self[ i ], this ) ) { - return true; - } - } - } ) ); - } - - ret = this.pushStack( [] ); - - for ( i = 0; i < len; i++ ) { - jQuery.find( selector, self[ i ], ret ); - } - - return len > 1 ? jQuery.uniqueSort( ret ) : ret; - }, - filter: function( selector ) { - return this.pushStack( winnow( this, selector || [], false ) ); - }, - not: function( selector ) { - return this.pushStack( winnow( this, selector || [], true ) ); - }, - is: function( selector ) { - return !!winnow( - this, - - // If this is a positional/relative selector, check membership in the returned set - // so $("p:first").is("p:last") won't return true for a doc with two "p". - typeof selector === "string" && rneedsContext.test( selector ) ? - jQuery( selector ) : - selector || [], - false - ).length; - } -} ); - - -// Initialize a jQuery object - - -// A central reference to the root jQuery(document) -var rootjQuery, - - // A simple way to check for HTML strings - // Prioritize #id over to avoid XSS via location.hash (#9521) - // Strict HTML recognition (#11290: must start with <) - // Shortcut simple #id case for speed - rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/, - - init = jQuery.fn.init = function( selector, context, root ) { - var match, elem; - - // HANDLE: $(""), $(null), $(undefined), $(false) - if ( !selector ) { - return this; - } - - // Method init() accepts an alternate rootjQuery - // so migrate can support jQuery.sub (gh-2101) - root = root || rootjQuery; - - // Handle HTML strings - if ( typeof selector === "string" ) { - if ( selector[ 0 ] === "<" && - selector[ selector.length - 1 ] === ">" && - selector.length >= 3 ) { - - // Assume that strings that start and end with <> are HTML and skip the regex check - match = [ null, selector, null ]; - - } else { - match = rquickExpr.exec( selector ); - } - - // Match html or make sure no context is specified for #id - if ( match && ( match[ 1 ] || !context ) ) { - - // HANDLE: $(html) -> $(array) - if ( match[ 1 ] ) { - context = context instanceof jQuery ? context[ 0 ] : context; - - // Option to run scripts is true for back-compat - // Intentionally let the error be thrown if parseHTML is not present - jQuery.merge( this, jQuery.parseHTML( - match[ 1 ], - context && context.nodeType ? context.ownerDocument || context : document, - true - ) ); - - // HANDLE: $(html, props) - if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) { - for ( match in context ) { - - // Properties of context are called as methods if possible - if ( isFunction( this[ match ] ) ) { - this[ match ]( context[ match ] ); - - // ...and otherwise set as attributes - } else { - this.attr( match, context[ match ] ); - } - } - } - - return this; - - // HANDLE: $(#id) - } else { - elem = document.getElementById( match[ 2 ] ); - - if ( elem ) { - - // Inject the element directly into the jQuery object - this[ 0 ] = elem; - this.length = 1; - } - return this; - } - - // HANDLE: $(expr, $(...)) - } else if ( !context || context.jquery ) { - return ( context || root ).find( selector ); - - // HANDLE: $(expr, context) - // (which is just equivalent to: $(context).find(expr) - } else { - return this.constructor( context ).find( selector ); - } - - // HANDLE: $(DOMElement) - } else if ( selector.nodeType ) { - this[ 0 ] = selector; - this.length = 1; - return this; - - // HANDLE: $(function) - // Shortcut for document ready - } else if ( isFunction( selector ) ) { - return root.ready !== undefined ? - root.ready( selector ) : - - // Execute immediately if ready is not present - selector( jQuery ); - } - - return jQuery.makeArray( selector, this ); - }; - -// Give the init function the jQuery prototype for later instantiation -init.prototype = jQuery.fn; - -// Initialize central reference -rootjQuery = jQuery( document ); - - -var rparentsprev = /^(?:parents|prev(?:Until|All))/, - - // Methods guaranteed to produce a unique set when starting from a unique set - guaranteedUnique = { - children: true, - contents: true, - next: true, - prev: true - }; - -jQuery.fn.extend( { - has: function( target ) { - var targets = jQuery( target, this ), - l = targets.length; - - return this.filter( function() { - var i = 0; - for ( ; i < l; i++ ) { - if ( jQuery.contains( this, targets[ i ] ) ) { - return true; - } - } - } ); - }, - - closest: function( selectors, context ) { - var cur, - i = 0, - l = this.length, - matched = [], - targets = typeof selectors !== "string" && jQuery( selectors ); - - // Positional selectors never match, since there's no _selection_ context - if ( !rneedsContext.test( selectors ) ) { - for ( ; i < l; i++ ) { - for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) { - - // Always skip document fragments - if ( cur.nodeType < 11 && ( targets ? - targets.index( cur ) > -1 : - - // Don't pass non-elements to Sizzle - cur.nodeType === 1 && - jQuery.find.matchesSelector( cur, selectors ) ) ) { - - matched.push( cur ); - break; - } - } - } - } - - return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched ); - }, - - // Determine the position of an element within the set - index: function( elem ) { - - // No argument, return index in parent - if ( !elem ) { - return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1; - } - - // Index in selector - if ( typeof elem === "string" ) { - return indexOf.call( jQuery( elem ), this[ 0 ] ); - } - - // Locate the position of the desired element - return indexOf.call( this, - - // If it receives a jQuery object, the first element is used - elem.jquery ? elem[ 0 ] : elem - ); - }, - - add: function( selector, context ) { - return this.pushStack( - jQuery.uniqueSort( - jQuery.merge( this.get(), jQuery( selector, context ) ) - ) - ); - }, - - addBack: function( selector ) { - return this.add( selector == null ? - this.prevObject : this.prevObject.filter( selector ) - ); - } -} ); - -function sibling( cur, dir ) { - while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {} - return cur; -} - -jQuery.each( { - parent: function( elem ) { - var parent = elem.parentNode; - return parent && parent.nodeType !== 11 ? parent : null; - }, - parents: function( elem ) { - return dir( elem, "parentNode" ); - }, - parentsUntil: function( elem, _i, until ) { - return dir( elem, "parentNode", until ); - }, - next: function( elem ) { - return sibling( elem, "nextSibling" ); - }, - prev: function( elem ) { - return sibling( elem, "previousSibling" ); - }, - nextAll: function( elem ) { - return dir( elem, "nextSibling" ); - }, - prevAll: function( elem ) { - return dir( elem, "previousSibling" ); - }, - nextUntil: function( elem, _i, until ) { - return dir( elem, "nextSibling", until ); - }, - prevUntil: function( elem, _i, until ) { - return dir( elem, "previousSibling", until ); - }, - siblings: function( elem ) { - return siblings( ( elem.parentNode || {} ).firstChild, elem ); - }, - children: function( elem ) { - return siblings( elem.firstChild ); - }, - contents: function( elem ) { - if ( elem.contentDocument != null && - - // Support: IE 11+ - // elements with no `data` attribute has an object - // `contentDocument` with a `null` prototype. - getProto( elem.contentDocument ) ) { - - return elem.contentDocument; - } - - // Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only - // Treat the template element as a regular one in browsers that - // don't support it. - if ( nodeName( elem, "template" ) ) { - elem = elem.content || elem; - } - - return jQuery.merge( [], elem.childNodes ); - } -}, function( name, fn ) { - jQuery.fn[ name ] = function( until, selector ) { - var matched = jQuery.map( this, fn, until ); - - if ( name.slice( -5 ) !== "Until" ) { - selector = until; - } - - if ( selector && typeof selector === "string" ) { - matched = jQuery.filter( selector, matched ); - } - - if ( this.length > 1 ) { - - // Remove duplicates - if ( !guaranteedUnique[ name ] ) { - jQuery.uniqueSort( matched ); - } - - // Reverse order for parents* and prev-derivatives - if ( rparentsprev.test( name ) ) { - matched.reverse(); - } - } - - return this.pushStack( matched ); - }; -} ); -var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g ); - - - -// Convert String-formatted options into Object-formatted ones -function createOptions( options ) { - var object = {}; - jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) { - object[ flag ] = true; - } ); - return object; -} - -/* - * Create a callback list using the following parameters: - * - * options: an optional list of space-separated options that will change how - * the callback list behaves or a more traditional option object - * - * By default a callback list will act like an event callback list and can be - * "fired" multiple times. - * - * Possible options: - * - * once: will ensure the callback list can only be fired once (like a Deferred) - * - * memory: will keep track of previous values and will call any callback added - * after the list has been fired right away with the latest "memorized" - * values (like a Deferred) - * - * unique: will ensure a callback can only be added once (no duplicate in the list) - * - * stopOnFalse: interrupt callings when a callback returns false - * - */ -jQuery.Callbacks = function( options ) { - - // Convert options from String-formatted to Object-formatted if needed - // (we check in cache first) - options = typeof options === "string" ? - createOptions( options ) : - jQuery.extend( {}, options ); - - var // Flag to know if list is currently firing - firing, - - // Last fire value for non-forgettable lists - memory, - - // Flag to know if list was already fired - fired, - - // Flag to prevent firing - locked, - - // Actual callback list - list = [], - - // Queue of execution data for repeatable lists - queue = [], - - // Index of currently firing callback (modified by add/remove as needed) - firingIndex = -1, - - // Fire callbacks - fire = function() { - - // Enforce single-firing - locked = locked || options.once; - - // Execute callbacks for all pending executions, - // respecting firingIndex overrides and runtime changes - fired = firing = true; - for ( ; queue.length; firingIndex = -1 ) { - memory = queue.shift(); - while ( ++firingIndex < list.length ) { - - // Run callback and check for early termination - if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false && - options.stopOnFalse ) { - - // Jump to end and forget the data so .add doesn't re-fire - firingIndex = list.length; - memory = false; - } - } - } - - // Forget the data if we're done with it - if ( !options.memory ) { - memory = false; - } - - firing = false; - - // Clean up if we're done firing for good - if ( locked ) { - - // Keep an empty list if we have data for future add calls - if ( memory ) { - list = []; - - // Otherwise, this object is spent - } else { - list = ""; - } - } - }, - - // Actual Callbacks object - self = { - - // Add a callback or a collection of callbacks to the list - add: function() { - if ( list ) { - - // If we have memory from a past run, we should fire after adding - if ( memory && !firing ) { - firingIndex = list.length - 1; - queue.push( memory ); - } - - ( function add( args ) { - jQuery.each( args, function( _, arg ) { - if ( isFunction( arg ) ) { - if ( !options.unique || !self.has( arg ) ) { - list.push( arg ); - } - } else if ( arg && arg.length && toType( arg ) !== "string" ) { - - // Inspect recursively - add( arg ); - } - } ); - } )( arguments ); - - if ( memory && !firing ) { - fire(); - } - } - return this; - }, - - // Remove a callback from the list - remove: function() { - jQuery.each( arguments, function( _, arg ) { - var index; - while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) { - list.splice( index, 1 ); - - // Handle firing indexes - if ( index <= firingIndex ) { - firingIndex--; - } - } - } ); - return this; - }, - - // Check if a given callback is in the list. - // If no argument is given, return whether or not list has callbacks attached. - has: function( fn ) { - return fn ? - jQuery.inArray( fn, list ) > -1 : - list.length > 0; - }, - - // Remove all callbacks from the list - empty: function() { - if ( list ) { - list = []; - } - return this; - }, - - // Disable .fire and .add - // Abort any current/pending executions - // Clear all callbacks and values - disable: function() { - locked = queue = []; - list = memory = ""; - return this; - }, - disabled: function() { - return !list; - }, - - // Disable .fire - // Also disable .add unless we have memory (since it would have no effect) - // Abort any pending executions - lock: function() { - locked = queue = []; - if ( !memory && !firing ) { - list = memory = ""; - } - return this; - }, - locked: function() { - return !!locked; - }, - - // Call all callbacks with the given context and arguments - fireWith: function( context, args ) { - if ( !locked ) { - args = args || []; - args = [ context, args.slice ? args.slice() : args ]; - queue.push( args ); - if ( !firing ) { - fire(); - } - } - return this; - }, - - // Call all the callbacks with the given arguments - fire: function() { - self.fireWith( this, arguments ); - return this; - }, - - // To know if the callbacks have already been called at least once - fired: function() { - return !!fired; - } - }; - - return self; -}; - - -function Identity( v ) { - return v; -} -function Thrower( ex ) { - throw ex; -} - -function adoptValue( value, resolve, reject, noValue ) { - var method; - - try { - - // Check for promise aspect first to privilege synchronous behavior - if ( value && isFunction( ( method = value.promise ) ) ) { - method.call( value ).done( resolve ).fail( reject ); - - // Other thenables - } else if ( value && isFunction( ( method = value.then ) ) ) { - method.call( value, resolve, reject ); - - // Other non-thenables - } else { - - // Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer: - // * false: [ value ].slice( 0 ) => resolve( value ) - // * true: [ value ].slice( 1 ) => resolve() - resolve.apply( undefined, [ value ].slice( noValue ) ); - } - - // For Promises/A+, convert exceptions into rejections - // Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in - // Deferred#then to conditionally suppress rejection. - } catch ( value ) { - - // Support: Android 4.0 only - // Strict mode functions invoked without .call/.apply get global-object context - reject.apply( undefined, [ value ] ); - } -} - -jQuery.extend( { - - Deferred: function( func ) { - var tuples = [ - - // action, add listener, callbacks, - // ... .then handlers, argument index, [final state] - [ "notify", "progress", jQuery.Callbacks( "memory" ), - jQuery.Callbacks( "memory" ), 2 ], - [ "resolve", "done", jQuery.Callbacks( "once memory" ), - jQuery.Callbacks( "once memory" ), 0, "resolved" ], - [ "reject", "fail", jQuery.Callbacks( "once memory" ), - jQuery.Callbacks( "once memory" ), 1, "rejected" ] - ], - state = "pending", - promise = { - state: function() { - return state; - }, - always: function() { - deferred.done( arguments ).fail( arguments ); - return this; - }, - "catch": function( fn ) { - return promise.then( null, fn ); - }, - - // Keep pipe for back-compat - pipe: function( /* fnDone, fnFail, fnProgress */ ) { - var fns = arguments; - - return jQuery.Deferred( function( newDefer ) { - jQuery.each( tuples, function( _i, tuple ) { - - // Map tuples (progress, done, fail) to arguments (done, fail, progress) - var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ]; - - // deferred.progress(function() { bind to newDefer or newDefer.notify }) - // deferred.done(function() { bind to newDefer or newDefer.resolve }) - // deferred.fail(function() { bind to newDefer or newDefer.reject }) - deferred[ tuple[ 1 ] ]( function() { - var returned = fn && fn.apply( this, arguments ); - if ( returned && isFunction( returned.promise ) ) { - returned.promise() - .progress( newDefer.notify ) - .done( newDefer.resolve ) - .fail( newDefer.reject ); - } else { - newDefer[ tuple[ 0 ] + "With" ]( - this, - fn ? [ returned ] : arguments - ); - } - } ); - } ); - fns = null; - } ).promise(); - }, - then: function( onFulfilled, onRejected, onProgress ) { - var maxDepth = 0; - function resolve( depth, deferred, handler, special ) { - return function() { - var that = this, - args = arguments, - mightThrow = function() { - var returned, then; - - // Support: Promises/A+ section 2.3.4.3.3 - // https://promisesaplus.com/#point-59 - // Ignore double-resolution attempts - if ( depth < maxDepth ) { - return; - } - - returned = handler.apply( that, args ); - - // Support: Promises/A+ section 2.3.2 - // https://promisesaplus.com/#point-48 - if ( returned === deferred.promise() ) { - throw new TypeError( "Thenable self-resolution" ); - } - - // Support: Promises/A+ sections 2.3.4.1, 3.5 - // https://promisesaplus.com/#point-54 - // https://promisesaplus.com/#point-75 - // Retrieve `then` only once - then = returned && - - // Support: Promises/A+ section 2.3.4 - // https://promisesaplus.com/#point-64 - // Only check objects and functions for thenability - ( typeof returned === "object" || - typeof returned === "function" ) && - returned.then; - - // Handle a returned thenable - if ( isFunction( then ) ) { - - // Special processors (notify) just wait for resolution - if ( special ) { - then.call( - returned, - resolve( maxDepth, deferred, Identity, special ), - resolve( maxDepth, deferred, Thrower, special ) - ); - - // Normal processors (resolve) also hook into progress - } else { - - // ...and disregard older resolution values - maxDepth++; - - then.call( - returned, - resolve( maxDepth, deferred, Identity, special ), - resolve( maxDepth, deferred, Thrower, special ), - resolve( maxDepth, deferred, Identity, - deferred.notifyWith ) - ); - } - - // Handle all other returned values - } else { - - // Only substitute handlers pass on context - // and multiple values (non-spec behavior) - if ( handler !== Identity ) { - that = undefined; - args = [ returned ]; - } - - // Process the value(s) - // Default process is resolve - ( special || deferred.resolveWith )( that, args ); - } - }, - - // Only normal processors (resolve) catch and reject exceptions - process = special ? - mightThrow : - function() { - try { - mightThrow(); - } catch ( e ) { - - if ( jQuery.Deferred.exceptionHook ) { - jQuery.Deferred.exceptionHook( e, - process.stackTrace ); - } - - // Support: Promises/A+ section 2.3.4.3.4.1 - // https://promisesaplus.com/#point-61 - // Ignore post-resolution exceptions - if ( depth + 1 >= maxDepth ) { - - // Only substitute handlers pass on context - // and multiple values (non-spec behavior) - if ( handler !== Thrower ) { - that = undefined; - args = [ e ]; - } - - deferred.rejectWith( that, args ); - } - } - }; - - // Support: Promises/A+ section 2.3.4.3.1 - // https://promisesaplus.com/#point-57 - // Re-resolve promises immediately to dodge false rejection from - // subsequent errors - if ( depth ) { - process(); - } else { - - // Call an optional hook to record the stack, in case of exception - // since it's otherwise lost when execution goes async - if ( jQuery.Deferred.getStackHook ) { - process.stackTrace = jQuery.Deferred.getStackHook(); - } - window.setTimeout( process ); - } - }; - } - - return jQuery.Deferred( function( newDefer ) { - - // progress_handlers.add( ... ) - tuples[ 0 ][ 3 ].add( - resolve( - 0, - newDefer, - isFunction( onProgress ) ? - onProgress : - Identity, - newDefer.notifyWith - ) - ); - - // fulfilled_handlers.add( ... ) - tuples[ 1 ][ 3 ].add( - resolve( - 0, - newDefer, - isFunction( onFulfilled ) ? - onFulfilled : - Identity - ) - ); - - // rejected_handlers.add( ... ) - tuples[ 2 ][ 3 ].add( - resolve( - 0, - newDefer, - isFunction( onRejected ) ? - onRejected : - Thrower - ) - ); - } ).promise(); - }, - - // Get a promise for this deferred - // If obj is provided, the promise aspect is added to the object - promise: function( obj ) { - return obj != null ? jQuery.extend( obj, promise ) : promise; - } - }, - deferred = {}; - - // Add list-specific methods - jQuery.each( tuples, function( i, tuple ) { - var list = tuple[ 2 ], - stateString = tuple[ 5 ]; - - // promise.progress = list.add - // promise.done = list.add - // promise.fail = list.add - promise[ tuple[ 1 ] ] = list.add; - - // Handle state - if ( stateString ) { - list.add( - function() { - - // state = "resolved" (i.e., fulfilled) - // state = "rejected" - state = stateString; - }, - - // rejected_callbacks.disable - // fulfilled_callbacks.disable - tuples[ 3 - i ][ 2 ].disable, - - // rejected_handlers.disable - // fulfilled_handlers.disable - tuples[ 3 - i ][ 3 ].disable, - - // progress_callbacks.lock - tuples[ 0 ][ 2 ].lock, - - // progress_handlers.lock - tuples[ 0 ][ 3 ].lock - ); - } - - // progress_handlers.fire - // fulfilled_handlers.fire - // rejected_handlers.fire - list.add( tuple[ 3 ].fire ); - - // deferred.notify = function() { deferred.notifyWith(...) } - // deferred.resolve = function() { deferred.resolveWith(...) } - // deferred.reject = function() { deferred.rejectWith(...) } - deferred[ tuple[ 0 ] ] = function() { - deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments ); - return this; - }; - - // deferred.notifyWith = list.fireWith - // deferred.resolveWith = list.fireWith - // deferred.rejectWith = list.fireWith - deferred[ tuple[ 0 ] + "With" ] = list.fireWith; - } ); - - // Make the deferred a promise - promise.promise( deferred ); - - // Call given func if any - if ( func ) { - func.call( deferred, deferred ); - } - - // All done! - return deferred; - }, - - // Deferred helper - when: function( singleValue ) { - var - - // count of uncompleted subordinates - remaining = arguments.length, - - // count of unprocessed arguments - i = remaining, - - // subordinate fulfillment data - resolveContexts = Array( i ), - resolveValues = slice.call( arguments ), - - // the master Deferred - master = jQuery.Deferred(), - - // subordinate callback factory - updateFunc = function( i ) { - return function( value ) { - resolveContexts[ i ] = this; - resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value; - if ( !( --remaining ) ) { - master.resolveWith( resolveContexts, resolveValues ); - } - }; - }; - - // Single- and empty arguments are adopted like Promise.resolve - if ( remaining <= 1 ) { - adoptValue( singleValue, master.done( updateFunc( i ) ).resolve, master.reject, - !remaining ); - - // Use .then() to unwrap secondary thenables (cf. gh-3000) - if ( master.state() === "pending" || - isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) { - - return master.then(); - } - } - - // Multiple arguments are aggregated like Promise.all array elements - while ( i-- ) { - adoptValue( resolveValues[ i ], updateFunc( i ), master.reject ); - } - - return master.promise(); - } -} ); - - -// These usually indicate a programmer mistake during development, -// warn about them ASAP rather than swallowing them by default. -var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/; - -jQuery.Deferred.exceptionHook = function( error, stack ) { - - // Support: IE 8 - 9 only - // Console exists when dev tools are open, which can happen at any time - if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) { - window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack ); - } -}; - - - - -jQuery.readyException = function( error ) { - window.setTimeout( function() { - throw error; - } ); -}; - - - - -// The deferred used on DOM ready -var readyList = jQuery.Deferred(); - -jQuery.fn.ready = function( fn ) { - - readyList - .then( fn ) - - // Wrap jQuery.readyException in a function so that the lookup - // happens at the time of error handling instead of callback - // registration. - .catch( function( error ) { - jQuery.readyException( error ); - } ); - - return this; -}; - -jQuery.extend( { - - // Is the DOM ready to be used? Set to true once it occurs. - isReady: false, - - // A counter to track how many items to wait for before - // the ready event fires. See #6781 - readyWait: 1, - - // Handle when the DOM is ready - ready: function( wait ) { - - // Abort if there are pending holds or we're already ready - if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) { - return; - } - - // Remember that the DOM is ready - jQuery.isReady = true; - - // If a normal DOM Ready event fired, decrement, and wait if need be - if ( wait !== true && --jQuery.readyWait > 0 ) { - return; - } - - // If there are functions bound, to execute - readyList.resolveWith( document, [ jQuery ] ); - } -} ); - -jQuery.ready.then = readyList.then; - -// The ready event handler and self cleanup method -function completed() { - document.removeEventListener( "DOMContentLoaded", completed ); - window.removeEventListener( "load", completed ); - jQuery.ready(); -} - -// Catch cases where $(document).ready() is called -// after the browser event has already occurred. -// Support: IE <=9 - 10 only -// Older IE sometimes signals "interactive" too soon -if ( document.readyState === "complete" || - ( document.readyState !== "loading" && !document.documentElement.doScroll ) ) { - - // Handle it asynchronously to allow scripts the opportunity to delay ready - window.setTimeout( jQuery.ready ); - -} else { - - // Use the handy event callback - document.addEventListener( "DOMContentLoaded", completed ); - - // A fallback to window.onload, that will always work - window.addEventListener( "load", completed ); -} - - - - -// Multifunctional method to get and set values of a collection -// The value/s can optionally be executed if it's a function -var access = function( elems, fn, key, value, chainable, emptyGet, raw ) { - var i = 0, - len = elems.length, - bulk = key == null; - - // Sets many values - if ( toType( key ) === "object" ) { - chainable = true; - for ( i in key ) { - access( elems, fn, i, key[ i ], true, emptyGet, raw ); - } - - // Sets one value - } else if ( value !== undefined ) { - chainable = true; - - if ( !isFunction( value ) ) { - raw = true; - } - - if ( bulk ) { - - // Bulk operations run against the entire set - if ( raw ) { - fn.call( elems, value ); - fn = null; - - // ...except when executing function values - } else { - bulk = fn; - fn = function( elem, _key, value ) { - return bulk.call( jQuery( elem ), value ); - }; - } - } - - if ( fn ) { - for ( ; i < len; i++ ) { - fn( - elems[ i ], key, raw ? - value : - value.call( elems[ i ], i, fn( elems[ i ], key ) ) - ); - } - } - } - - if ( chainable ) { - return elems; - } - - // Gets - if ( bulk ) { - return fn.call( elems ); - } - - return len ? fn( elems[ 0 ], key ) : emptyGet; -}; - - -// Matches dashed string for camelizing -var rmsPrefix = /^-ms-/, - rdashAlpha = /-([a-z])/g; - -// Used by camelCase as callback to replace() -function fcamelCase( _all, letter ) { - return letter.toUpperCase(); -} - -// Convert dashed to camelCase; used by the css and data modules -// Support: IE <=9 - 11, Edge 12 - 15 -// Microsoft forgot to hump their vendor prefix (#9572) -function camelCase( string ) { - return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase ); -} -var acceptData = function( owner ) { - - // Accepts only: - // - Node - // - Node.ELEMENT_NODE - // - Node.DOCUMENT_NODE - // - Object - // - Any - return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType ); -}; - - - - -function Data() { - this.expando = jQuery.expando + Data.uid++; -} - -Data.uid = 1; - -Data.prototype = { - - cache: function( owner ) { - - // Check if the owner object already has a cache - var value = owner[ this.expando ]; - - // If not, create one - if ( !value ) { - value = {}; - - // We can accept data for non-element nodes in modern browsers, - // but we should not, see #8335. - // Always return an empty object. - if ( acceptData( owner ) ) { - - // If it is a node unlikely to be stringify-ed or looped over - // use plain assignment - if ( owner.nodeType ) { - owner[ this.expando ] = value; - - // Otherwise secure it in a non-enumerable property - // configurable must be true to allow the property to be - // deleted when data is removed - } else { - Object.defineProperty( owner, this.expando, { - value: value, - configurable: true - } ); - } - } - } - - return value; - }, - set: function( owner, data, value ) { - var prop, - cache = this.cache( owner ); - - // Handle: [ owner, key, value ] args - // Always use camelCase key (gh-2257) - if ( typeof data === "string" ) { - cache[ camelCase( data ) ] = value; - - // Handle: [ owner, { properties } ] args - } else { - - // Copy the properties one-by-one to the cache object - for ( prop in data ) { - cache[ camelCase( prop ) ] = data[ prop ]; - } - } - return cache; - }, - get: function( owner, key ) { - return key === undefined ? - this.cache( owner ) : - - // Always use camelCase key (gh-2257) - owner[ this.expando ] && owner[ this.expando ][ camelCase( key ) ]; - }, - access: function( owner, key, value ) { - - // In cases where either: - // - // 1. No key was specified - // 2. A string key was specified, but no value provided - // - // Take the "read" path and allow the get method to determine - // which value to return, respectively either: - // - // 1. The entire cache object - // 2. The data stored at the key - // - if ( key === undefined || - ( ( key && typeof key === "string" ) && value === undefined ) ) { - - return this.get( owner, key ); - } - - // When the key is not a string, or both a key and value - // are specified, set or extend (existing objects) with either: - // - // 1. An object of properties - // 2. A key and value - // - this.set( owner, key, value ); - - // Since the "set" path can have two possible entry points - // return the expected data based on which path was taken[*] - return value !== undefined ? value : key; - }, - remove: function( owner, key ) { - var i, - cache = owner[ this.expando ]; - - if ( cache === undefined ) { - return; - } - - if ( key !== undefined ) { - - // Support array or space separated string of keys - if ( Array.isArray( key ) ) { - - // If key is an array of keys... - // We always set camelCase keys, so remove that. - key = key.map( camelCase ); - } else { - key = camelCase( key ); - - // If a key with the spaces exists, use it. - // Otherwise, create an array by matching non-whitespace - key = key in cache ? - [ key ] : - ( key.match( rnothtmlwhite ) || [] ); - } - - i = key.length; - - while ( i-- ) { - delete cache[ key[ i ] ]; - } - } - - // Remove the expando if there's no more data - if ( key === undefined || jQuery.isEmptyObject( cache ) ) { - - // Support: Chrome <=35 - 45 - // Webkit & Blink performance suffers when deleting properties - // from DOM nodes, so set to undefined instead - // https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted) - if ( owner.nodeType ) { - owner[ this.expando ] = undefined; - } else { - delete owner[ this.expando ]; - } - } - }, - hasData: function( owner ) { - var cache = owner[ this.expando ]; - return cache !== undefined && !jQuery.isEmptyObject( cache ); - } -}; -var dataPriv = new Data(); - -var dataUser = new Data(); - - - -// Implementation Summary -// -// 1. Enforce API surface and semantic compatibility with 1.9.x branch -// 2. Improve the module's maintainability by reducing the storage -// paths to a single mechanism. -// 3. Use the same single mechanism to support "private" and "user" data. -// 4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData) -// 5. Avoid exposing implementation details on user objects (eg. expando properties) -// 6. Provide a clear path for implementation upgrade to WeakMap in 2014 - -var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/, - rmultiDash = /[A-Z]/g; - -function getData( data ) { - if ( data === "true" ) { - return true; - } - - if ( data === "false" ) { - return false; - } - - if ( data === "null" ) { - return null; - } - - // Only convert to a number if it doesn't change the string - if ( data === +data + "" ) { - return +data; - } - - if ( rbrace.test( data ) ) { - return JSON.parse( data ); - } - - return data; -} - -function dataAttr( elem, key, data ) { - var name; - - // If nothing was found internally, try to fetch any - // data from the HTML5 data-* attribute - if ( data === undefined && elem.nodeType === 1 ) { - name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase(); - data = elem.getAttribute( name ); - - if ( typeof data === "string" ) { - try { - data = getData( data ); - } catch ( e ) {} - - // Make sure we set the data so it isn't changed later - dataUser.set( elem, key, data ); - } else { - data = undefined; - } - } - return data; -} - -jQuery.extend( { - hasData: function( elem ) { - return dataUser.hasData( elem ) || dataPriv.hasData( elem ); - }, - - data: function( elem, name, data ) { - return dataUser.access( elem, name, data ); - }, - - removeData: function( elem, name ) { - dataUser.remove( elem, name ); - }, - - // TODO: Now that all calls to _data and _removeData have been replaced - // with direct calls to dataPriv methods, these can be deprecated. - _data: function( elem, name, data ) { - return dataPriv.access( elem, name, data ); - }, - - _removeData: function( elem, name ) { - dataPriv.remove( elem, name ); - } -} ); - -jQuery.fn.extend( { - data: function( key, value ) { - var i, name, data, - elem = this[ 0 ], - attrs = elem && elem.attributes; - - // Gets all values - if ( key === undefined ) { - if ( this.length ) { - data = dataUser.get( elem ); - - if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) { - i = attrs.length; - while ( i-- ) { - - // Support: IE 11 only - // The attrs elements can be null (#14894) - if ( attrs[ i ] ) { - name = attrs[ i ].name; - if ( name.indexOf( "data-" ) === 0 ) { - name = camelCase( name.slice( 5 ) ); - dataAttr( elem, name, data[ name ] ); - } - } - } - dataPriv.set( elem, "hasDataAttrs", true ); - } - } - - return data; - } - - // Sets multiple values - if ( typeof key === "object" ) { - return this.each( function() { - dataUser.set( this, key ); - } ); - } - - return access( this, function( value ) { - var data; - - // The calling jQuery object (element matches) is not empty - // (and therefore has an element appears at this[ 0 ]) and the - // `value` parameter was not undefined. An empty jQuery object - // will result in `undefined` for elem = this[ 0 ] which will - // throw an exception if an attempt to read a data cache is made. - if ( elem && value === undefined ) { - - // Attempt to get data from the cache - // The key will always be camelCased in Data - data = dataUser.get( elem, key ); - if ( data !== undefined ) { - return data; - } - - // Attempt to "discover" the data in - // HTML5 custom data-* attrs - data = dataAttr( elem, key ); - if ( data !== undefined ) { - return data; - } - - // We tried really hard, but the data doesn't exist. - return; - } - - // Set the data... - this.each( function() { - - // We always store the camelCased key - dataUser.set( this, key, value ); - } ); - }, null, value, arguments.length > 1, null, true ); - }, - - removeData: function( key ) { - return this.each( function() { - dataUser.remove( this, key ); - } ); - } -} ); - - -jQuery.extend( { - queue: function( elem, type, data ) { - var queue; - - if ( elem ) { - type = ( type || "fx" ) + "queue"; - queue = dataPriv.get( elem, type ); - - // Speed up dequeue by getting out quickly if this is just a lookup - if ( data ) { - if ( !queue || Array.isArray( data ) ) { - queue = dataPriv.access( elem, type, jQuery.makeArray( data ) ); - } else { - queue.push( data ); - } - } - return queue || []; - } - }, - - dequeue: function( elem, type ) { - type = type || "fx"; - - var queue = jQuery.queue( elem, type ), - startLength = queue.length, - fn = queue.shift(), - hooks = jQuery._queueHooks( elem, type ), - next = function() { - jQuery.dequeue( elem, type ); - }; - - // If the fx queue is dequeued, always remove the progress sentinel - if ( fn === "inprogress" ) { - fn = queue.shift(); - startLength--; - } - - if ( fn ) { - - // Add a progress sentinel to prevent the fx queue from being - // automatically dequeued - if ( type === "fx" ) { - queue.unshift( "inprogress" ); - } - - // Clear up the last queue stop function - delete hooks.stop; - fn.call( elem, next, hooks ); - } - - if ( !startLength && hooks ) { - hooks.empty.fire(); - } - }, - - // Not public - generate a queueHooks object, or return the current one - _queueHooks: function( elem, type ) { - var key = type + "queueHooks"; - return dataPriv.get( elem, key ) || dataPriv.access( elem, key, { - empty: jQuery.Callbacks( "once memory" ).add( function() { - dataPriv.remove( elem, [ type + "queue", key ] ); - } ) - } ); - } -} ); - -jQuery.fn.extend( { - queue: function( type, data ) { - var setter = 2; - - if ( typeof type !== "string" ) { - data = type; - type = "fx"; - setter--; - } - - if ( arguments.length < setter ) { - return jQuery.queue( this[ 0 ], type ); - } - - return data === undefined ? - this : - this.each( function() { - var queue = jQuery.queue( this, type, data ); - - // Ensure a hooks for this queue - jQuery._queueHooks( this, type ); - - if ( type === "fx" && queue[ 0 ] !== "inprogress" ) { - jQuery.dequeue( this, type ); - } - } ); - }, - dequeue: function( type ) { - return this.each( function() { - jQuery.dequeue( this, type ); - } ); - }, - clearQueue: function( type ) { - return this.queue( type || "fx", [] ); - }, - - // Get a promise resolved when queues of a certain type - // are emptied (fx is the type by default) - promise: function( type, obj ) { - var tmp, - count = 1, - defer = jQuery.Deferred(), - elements = this, - i = this.length, - resolve = function() { - if ( !( --count ) ) { - defer.resolveWith( elements, [ elements ] ); - } - }; - - if ( typeof type !== "string" ) { - obj = type; - type = undefined; - } - type = type || "fx"; - - while ( i-- ) { - tmp = dataPriv.get( elements[ i ], type + "queueHooks" ); - if ( tmp && tmp.empty ) { - count++; - tmp.empty.add( resolve ); - } - } - resolve(); - return defer.promise( obj ); - } -} ); -var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source; - -var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" ); - - -var cssExpand = [ "Top", "Right", "Bottom", "Left" ]; - -var documentElement = document.documentElement; - - - - var isAttached = function( elem ) { - return jQuery.contains( elem.ownerDocument, elem ); - }, - composed = { composed: true }; - - // Support: IE 9 - 11+, Edge 12 - 18+, iOS 10.0 - 10.2 only - // Check attachment across shadow DOM boundaries when possible (gh-3504) - // Support: iOS 10.0-10.2 only - // Early iOS 10 versions support `attachShadow` but not `getRootNode`, - // leading to errors. We need to check for `getRootNode`. - if ( documentElement.getRootNode ) { - isAttached = function( elem ) { - return jQuery.contains( elem.ownerDocument, elem ) || - elem.getRootNode( composed ) === elem.ownerDocument; - }; - } -var isHiddenWithinTree = function( elem, el ) { - - // isHiddenWithinTree might be called from jQuery#filter function; - // in that case, element will be second argument - elem = el || elem; - - // Inline style trumps all - return elem.style.display === "none" || - elem.style.display === "" && - - // Otherwise, check computed style - // Support: Firefox <=43 - 45 - // Disconnected elements can have computed display: none, so first confirm that elem is - // in the document. - isAttached( elem ) && - - jQuery.css( elem, "display" ) === "none"; - }; - - - -function adjustCSS( elem, prop, valueParts, tween ) { - var adjusted, scale, - maxIterations = 20, - currentValue = tween ? - function() { - return tween.cur(); - } : - function() { - return jQuery.css( elem, prop, "" ); - }, - initial = currentValue(), - unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ), - - // Starting value computation is required for potential unit mismatches - initialInUnit = elem.nodeType && - ( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) && - rcssNum.exec( jQuery.css( elem, prop ) ); - - if ( initialInUnit && initialInUnit[ 3 ] !== unit ) { - - // Support: Firefox <=54 - // Halve the iteration target value to prevent interference from CSS upper bounds (gh-2144) - initial = initial / 2; - - // Trust units reported by jQuery.css - unit = unit || initialInUnit[ 3 ]; - - // Iteratively approximate from a nonzero starting point - initialInUnit = +initial || 1; - - while ( maxIterations-- ) { - - // Evaluate and update our best guess (doubling guesses that zero out). - // Finish if the scale equals or crosses 1 (making the old*new product non-positive). - jQuery.style( elem, prop, initialInUnit + unit ); - if ( ( 1 - scale ) * ( 1 - ( scale = currentValue() / initial || 0.5 ) ) <= 0 ) { - maxIterations = 0; - } - initialInUnit = initialInUnit / scale; - - } - - initialInUnit = initialInUnit * 2; - jQuery.style( elem, prop, initialInUnit + unit ); - - // Make sure we update the tween properties later on - valueParts = valueParts || []; - } - - if ( valueParts ) { - initialInUnit = +initialInUnit || +initial || 0; - - // Apply relative offset (+=/-=) if specified - adjusted = valueParts[ 1 ] ? - initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] : - +valueParts[ 2 ]; - if ( tween ) { - tween.unit = unit; - tween.start = initialInUnit; - tween.end = adjusted; - } - } - return adjusted; -} - - -var defaultDisplayMap = {}; - -function getDefaultDisplay( elem ) { - var temp, - doc = elem.ownerDocument, - nodeName = elem.nodeName, - display = defaultDisplayMap[ nodeName ]; - - if ( display ) { - return display; - } - - temp = doc.body.appendChild( doc.createElement( nodeName ) ); - display = jQuery.css( temp, "display" ); - - temp.parentNode.removeChild( temp ); - - if ( display === "none" ) { - display = "block"; - } - defaultDisplayMap[ nodeName ] = display; - - return display; -} - -function showHide( elements, show ) { - var display, elem, - values = [], - index = 0, - length = elements.length; - - // Determine new display value for elements that need to change - for ( ; index < length; index++ ) { - elem = elements[ index ]; - if ( !elem.style ) { - continue; - } - - display = elem.style.display; - if ( show ) { - - // Since we force visibility upon cascade-hidden elements, an immediate (and slow) - // check is required in this first loop unless we have a nonempty display value (either - // inline or about-to-be-restored) - if ( display === "none" ) { - values[ index ] = dataPriv.get( elem, "display" ) || null; - if ( !values[ index ] ) { - elem.style.display = ""; - } - } - if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) { - values[ index ] = getDefaultDisplay( elem ); - } - } else { - if ( display !== "none" ) { - values[ index ] = "none"; - - // Remember what we're overwriting - dataPriv.set( elem, "display", display ); - } - } - } - - // Set the display of the elements in a second loop to avoid constant reflow - for ( index = 0; index < length; index++ ) { - if ( values[ index ] != null ) { - elements[ index ].style.display = values[ index ]; - } - } - - return elements; -} - -jQuery.fn.extend( { - show: function() { - return showHide( this, true ); - }, - hide: function() { - return showHide( this ); - }, - toggle: function( state ) { - if ( typeof state === "boolean" ) { - return state ? this.show() : this.hide(); - } - - return this.each( function() { - if ( isHiddenWithinTree( this ) ) { - jQuery( this ).show(); - } else { - jQuery( this ).hide(); - } - } ); - } -} ); -var rcheckableType = ( /^(?:checkbox|radio)$/i ); - -var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]*)/i ); - -var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i ); - - - -( function() { - var fragment = document.createDocumentFragment(), - div = fragment.appendChild( document.createElement( "div" ) ), - input = document.createElement( "input" ); - - // Support: Android 4.0 - 4.3 only - // Check state lost if the name is set (#11217) - // Support: Windows Web Apps (WWA) - // `name` and `type` must use .setAttribute for WWA (#14901) - input.setAttribute( "type", "radio" ); - input.setAttribute( "checked", "checked" ); - input.setAttribute( "name", "t" ); - - div.appendChild( input ); - - // Support: Android <=4.1 only - // Older WebKit doesn't clone checked state correctly in fragments - support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked; - - // Support: IE <=11 only - // Make sure textarea (and checkbox) defaultValue is properly cloned - div.innerHTML = ""; - support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue; - - // Support: IE <=9 only - // IE <=9 replaces "; - support.option = !!div.lastChild; -} )(); - - -// We have to close these tags to support XHTML (#13200) -var wrapMap = { - - // XHTML parsers do not magically insert elements in the - // same way that tag soup parsers do. So we cannot shorten - // this by omitting or other required elements. - thead: [ 1, "", "
" ], - col: [ 2, "", "
" ], - tr: [ 2, "", "
" ], - td: [ 3, "", "
" ], - - _default: [ 0, "", "" ] -}; - -wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead; -wrapMap.th = wrapMap.td; - -// Support: IE <=9 only -if ( !support.option ) { - wrapMap.optgroup = wrapMap.option = [ 1, "" ]; -} - - -function getAll( context, tag ) { - - // Support: IE <=9 - 11 only - // Use typeof to avoid zero-argument method invocation on host objects (#15151) - var ret; - - if ( typeof context.getElementsByTagName !== "undefined" ) { - ret = context.getElementsByTagName( tag || "*" ); - - } else if ( typeof context.querySelectorAll !== "undefined" ) { - ret = context.querySelectorAll( tag || "*" ); - - } else { - ret = []; - } - - if ( tag === undefined || tag && nodeName( context, tag ) ) { - return jQuery.merge( [ context ], ret ); - } - - return ret; -} - - -// Mark scripts as having already been evaluated -function setGlobalEval( elems, refElements ) { - var i = 0, - l = elems.length; - - for ( ; i < l; i++ ) { - dataPriv.set( - elems[ i ], - "globalEval", - !refElements || dataPriv.get( refElements[ i ], "globalEval" ) - ); - } -} - - -var rhtml = /<|&#?\w+;/; - -function buildFragment( elems, context, scripts, selection, ignored ) { - var elem, tmp, tag, wrap, attached, j, - fragment = context.createDocumentFragment(), - nodes = [], - i = 0, - l = elems.length; - - for ( ; i < l; i++ ) { - elem = elems[ i ]; - - if ( elem || elem === 0 ) { - - // Add nodes directly - if ( toType( elem ) === "object" ) { - - // Support: Android <=4.0 only, PhantomJS 1 only - // push.apply(_, arraylike) throws on ancient WebKit - jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem ); - - // Convert non-html into a text node - } else if ( !rhtml.test( elem ) ) { - nodes.push( context.createTextNode( elem ) ); - - // Convert html into DOM nodes - } else { - tmp = tmp || fragment.appendChild( context.createElement( "div" ) ); - - // Deserialize a standard representation - tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase(); - wrap = wrapMap[ tag ] || wrapMap._default; - tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ]; - - // Descend through wrappers to the right content - j = wrap[ 0 ]; - while ( j-- ) { - tmp = tmp.lastChild; - } - - // Support: Android <=4.0 only, PhantomJS 1 only - // push.apply(_, arraylike) throws on ancient WebKit - jQuery.merge( nodes, tmp.childNodes ); - - // Remember the top-level container - tmp = fragment.firstChild; - - // Ensure the created nodes are orphaned (#12392) - tmp.textContent = ""; - } - } - } - - // Remove wrapper from fragment - fragment.textContent = ""; - - i = 0; - while ( ( elem = nodes[ i++ ] ) ) { - - // Skip elements already in the context collection (trac-4087) - if ( selection && jQuery.inArray( elem, selection ) > -1 ) { - if ( ignored ) { - ignored.push( elem ); - } - continue; - } - - attached = isAttached( elem ); - - // Append to fragment - tmp = getAll( fragment.appendChild( elem ), "script" ); - - // Preserve script evaluation history - if ( attached ) { - setGlobalEval( tmp ); - } - - // Capture executables - if ( scripts ) { - j = 0; - while ( ( elem = tmp[ j++ ] ) ) { - if ( rscriptType.test( elem.type || "" ) ) { - scripts.push( elem ); - } - } - } - } - - return fragment; -} - - -var - rkeyEvent = /^key/, - rmouseEvent = /^(?:mouse|pointer|contextmenu|drag|drop)|click/, - rtypenamespace = /^([^.]*)(?:\.(.+)|)/; - -function returnTrue() { - return true; -} - -function returnFalse() { - return false; -} - -// Support: IE <=9 - 11+ -// focus() and blur() are asynchronous, except when they are no-op. -// So expect focus to be synchronous when the element is already active, -// and blur to be synchronous when the element is not already active. -// (focus and blur are always synchronous in other supported browsers, -// this just defines when we can count on it). -function expectSync( elem, type ) { - return ( elem === safeActiveElement() ) === ( type === "focus" ); -} - -// Support: IE <=9 only -// Accessing document.activeElement can throw unexpectedly -// https://bugs.jquery.com/ticket/13393 -function safeActiveElement() { - try { - return document.activeElement; - } catch ( err ) { } -} - -function on( elem, types, selector, data, fn, one ) { - var origFn, type; - - // Types can be a map of types/handlers - if ( typeof types === "object" ) { - - // ( types-Object, selector, data ) - if ( typeof selector !== "string" ) { - - // ( types-Object, data ) - data = data || selector; - selector = undefined; - } - for ( type in types ) { - on( elem, type, selector, data, types[ type ], one ); - } - return elem; - } - - if ( data == null && fn == null ) { - - // ( types, fn ) - fn = selector; - data = selector = undefined; - } else if ( fn == null ) { - if ( typeof selector === "string" ) { - - // ( types, selector, fn ) - fn = data; - data = undefined; - } else { - - // ( types, data, fn ) - fn = data; - data = selector; - selector = undefined; - } - } - if ( fn === false ) { - fn = returnFalse; - } else if ( !fn ) { - return elem; - } - - if ( one === 1 ) { - origFn = fn; - fn = function( event ) { - - // Can use an empty set, since event contains the info - jQuery().off( event ); - return origFn.apply( this, arguments ); - }; - - // Use same guid so caller can remove using origFn - fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ ); - } - return elem.each( function() { - jQuery.event.add( this, types, fn, data, selector ); - } ); -} - -/* - * Helper functions for managing events -- not part of the public interface. - * Props to Dean Edwards' addEvent library for many of the ideas. - */ -jQuery.event = { - - global: {}, - - add: function( elem, types, handler, data, selector ) { - - var handleObjIn, eventHandle, tmp, - events, t, handleObj, - special, handlers, type, namespaces, origType, - elemData = dataPriv.get( elem ); - - // Only attach events to objects that accept data - if ( !acceptData( elem ) ) { - return; - } - - // Caller can pass in an object of custom data in lieu of the handler - if ( handler.handler ) { - handleObjIn = handler; - handler = handleObjIn.handler; - selector = handleObjIn.selector; - } - - // Ensure that invalid selectors throw exceptions at attach time - // Evaluate against documentElement in case elem is a non-element node (e.g., document) - if ( selector ) { - jQuery.find.matchesSelector( documentElement, selector ); - } - - // Make sure that the handler has a unique ID, used to find/remove it later - if ( !handler.guid ) { - handler.guid = jQuery.guid++; - } - - // Init the element's event structure and main handler, if this is the first - if ( !( events = elemData.events ) ) { - events = elemData.events = Object.create( null ); - } - if ( !( eventHandle = elemData.handle ) ) { - eventHandle = elemData.handle = function( e ) { - - // Discard the second event of a jQuery.event.trigger() and - // when an event is called after a page has unloaded - return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ? - jQuery.event.dispatch.apply( elem, arguments ) : undefined; - }; - } - - // Handle multiple events separated by a space - types = ( types || "" ).match( rnothtmlwhite ) || [ "" ]; - t = types.length; - while ( t-- ) { - tmp = rtypenamespace.exec( types[ t ] ) || []; - type = origType = tmp[ 1 ]; - namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort(); - - // There *must* be a type, no attaching namespace-only handlers - if ( !type ) { - continue; - } - - // If event changes its type, use the special event handlers for the changed type - special = jQuery.event.special[ type ] || {}; - - // If selector defined, determine special event api type, otherwise given type - type = ( selector ? special.delegateType : special.bindType ) || type; - - // Update special based on newly reset type - special = jQuery.event.special[ type ] || {}; - - // handleObj is passed to all event handlers - handleObj = jQuery.extend( { - type: type, - origType: origType, - data: data, - handler: handler, - guid: handler.guid, - selector: selector, - needsContext: selector && jQuery.expr.match.needsContext.test( selector ), - namespace: namespaces.join( "." ) - }, handleObjIn ); - - // Init the event handler queue if we're the first - if ( !( handlers = events[ type ] ) ) { - handlers = events[ type ] = []; - handlers.delegateCount = 0; - - // Only use addEventListener if the special events handler returns false - if ( !special.setup || - special.setup.call( elem, data, namespaces, eventHandle ) === false ) { - - if ( elem.addEventListener ) { - elem.addEventListener( type, eventHandle ); - } - } - } - - if ( special.add ) { - special.add.call( elem, handleObj ); - - if ( !handleObj.handler.guid ) { - handleObj.handler.guid = handler.guid; - } - } - - // Add to the element's handler list, delegates in front - if ( selector ) { - handlers.splice( handlers.delegateCount++, 0, handleObj ); - } else { - handlers.push( handleObj ); - } - - // Keep track of which events have ever been used, for event optimization - jQuery.event.global[ type ] = true; - } - - }, - - // Detach an event or set of events from an element - remove: function( elem, types, handler, selector, mappedTypes ) { - - var j, origCount, tmp, - events, t, handleObj, - special, handlers, type, namespaces, origType, - elemData = dataPriv.hasData( elem ) && dataPriv.get( elem ); - - if ( !elemData || !( events = elemData.events ) ) { - return; - } - - // Once for each type.namespace in types; type may be omitted - types = ( types || "" ).match( rnothtmlwhite ) || [ "" ]; - t = types.length; - while ( t-- ) { - tmp = rtypenamespace.exec( types[ t ] ) || []; - type = origType = tmp[ 1 ]; - namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort(); - - // Unbind all events (on this namespace, if provided) for the element - if ( !type ) { - for ( type in events ) { - jQuery.event.remove( elem, type + types[ t ], handler, selector, true ); - } - continue; - } - - special = jQuery.event.special[ type ] || {}; - type = ( selector ? special.delegateType : special.bindType ) || type; - handlers = events[ type ] || []; - tmp = tmp[ 2 ] && - new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ); - - // Remove matching events - origCount = j = handlers.length; - while ( j-- ) { - handleObj = handlers[ j ]; - - if ( ( mappedTypes || origType === handleObj.origType ) && - ( !handler || handler.guid === handleObj.guid ) && - ( !tmp || tmp.test( handleObj.namespace ) ) && - ( !selector || selector === handleObj.selector || - selector === "**" && handleObj.selector ) ) { - handlers.splice( j, 1 ); - - if ( handleObj.selector ) { - handlers.delegateCount--; - } - if ( special.remove ) { - special.remove.call( elem, handleObj ); - } - } - } - - // Remove generic event handler if we removed something and no more handlers exist - // (avoids potential for endless recursion during removal of special event handlers) - if ( origCount && !handlers.length ) { - if ( !special.teardown || - special.teardown.call( elem, namespaces, elemData.handle ) === false ) { - - jQuery.removeEvent( elem, type, elemData.handle ); - } - - delete events[ type ]; - } - } - - // Remove data and the expando if it's no longer used - if ( jQuery.isEmptyObject( events ) ) { - dataPriv.remove( elem, "handle events" ); - } - }, - - dispatch: function( nativeEvent ) { - - var i, j, ret, matched, handleObj, handlerQueue, - args = new Array( arguments.length ), - - // Make a writable jQuery.Event from the native event object - event = jQuery.event.fix( nativeEvent ), - - handlers = ( - dataPriv.get( this, "events" ) || Object.create( null ) - )[ event.type ] || [], - special = jQuery.event.special[ event.type ] || {}; - - // Use the fix-ed jQuery.Event rather than the (read-only) native event - args[ 0 ] = event; - - for ( i = 1; i < arguments.length; i++ ) { - args[ i ] = arguments[ i ]; - } - - event.delegateTarget = this; - - // Call the preDispatch hook for the mapped type, and let it bail if desired - if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) { - return; - } - - // Determine handlers - handlerQueue = jQuery.event.handlers.call( this, event, handlers ); - - // Run delegates first; they may want to stop propagation beneath us - i = 0; - while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) { - event.currentTarget = matched.elem; - - j = 0; - while ( ( handleObj = matched.handlers[ j++ ] ) && - !event.isImmediatePropagationStopped() ) { - - // If the event is namespaced, then each handler is only invoked if it is - // specially universal or its namespaces are a superset of the event's. - if ( !event.rnamespace || handleObj.namespace === false || - event.rnamespace.test( handleObj.namespace ) ) { - - event.handleObj = handleObj; - event.data = handleObj.data; - - ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle || - handleObj.handler ).apply( matched.elem, args ); - - if ( ret !== undefined ) { - if ( ( event.result = ret ) === false ) { - event.preventDefault(); - event.stopPropagation(); - } - } - } - } - } - - // Call the postDispatch hook for the mapped type - if ( special.postDispatch ) { - special.postDispatch.call( this, event ); - } - - return event.result; - }, - - handlers: function( event, handlers ) { - var i, handleObj, sel, matchedHandlers, matchedSelectors, - handlerQueue = [], - delegateCount = handlers.delegateCount, - cur = event.target; - - // Find delegate handlers - if ( delegateCount && - - // Support: IE <=9 - // Black-hole SVG instance trees (trac-13180) - cur.nodeType && - - // Support: Firefox <=42 - // Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861) - // https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click - // Support: IE 11 only - // ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343) - !( event.type === "click" && event.button >= 1 ) ) { - - for ( ; cur !== this; cur = cur.parentNode || this ) { - - // Don't check non-elements (#13208) - // Don't process clicks on disabled elements (#6911, #8165, #11382, #11764) - if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) { - matchedHandlers = []; - matchedSelectors = {}; - for ( i = 0; i < delegateCount; i++ ) { - handleObj = handlers[ i ]; - - // Don't conflict with Object.prototype properties (#13203) - sel = handleObj.selector + " "; - - if ( matchedSelectors[ sel ] === undefined ) { - matchedSelectors[ sel ] = handleObj.needsContext ? - jQuery( sel, this ).index( cur ) > -1 : - jQuery.find( sel, this, null, [ cur ] ).length; - } - if ( matchedSelectors[ sel ] ) { - matchedHandlers.push( handleObj ); - } - } - if ( matchedHandlers.length ) { - handlerQueue.push( { elem: cur, handlers: matchedHandlers } ); - } - } - } - } - - // Add the remaining (directly-bound) handlers - cur = this; - if ( delegateCount < handlers.length ) { - handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } ); - } - - return handlerQueue; - }, - - addProp: function( name, hook ) { - Object.defineProperty( jQuery.Event.prototype, name, { - enumerable: true, - configurable: true, - - get: isFunction( hook ) ? - function() { - if ( this.originalEvent ) { - return hook( this.originalEvent ); - } - } : - function() { - if ( this.originalEvent ) { - return this.originalEvent[ name ]; - } - }, - - set: function( value ) { - Object.defineProperty( this, name, { - enumerable: true, - configurable: true, - writable: true, - value: value - } ); - } - } ); - }, - - fix: function( originalEvent ) { - return originalEvent[ jQuery.expando ] ? - originalEvent : - new jQuery.Event( originalEvent ); - }, - - special: { - load: { - - // Prevent triggered image.load events from bubbling to window.load - noBubble: true - }, - click: { - - // Utilize native event to ensure correct state for checkable inputs - setup: function( data ) { - - // For mutual compressibility with _default, replace `this` access with a local var. - // `|| data` is dead code meant only to preserve the variable through minification. - var el = this || data; - - // Claim the first handler - if ( rcheckableType.test( el.type ) && - el.click && nodeName( el, "input" ) ) { - - // dataPriv.set( el, "click", ... ) - leverageNative( el, "click", returnTrue ); - } - - // Return false to allow normal processing in the caller - return false; - }, - trigger: function( data ) { - - // For mutual compressibility with _default, replace `this` access with a local var. - // `|| data` is dead code meant only to preserve the variable through minification. - var el = this || data; - - // Force setup before triggering a click - if ( rcheckableType.test( el.type ) && - el.click && nodeName( el, "input" ) ) { - - leverageNative( el, "click" ); - } - - // Return non-false to allow normal event-path propagation - return true; - }, - - // For cross-browser consistency, suppress native .click() on links - // Also prevent it if we're currently inside a leveraged native-event stack - _default: function( event ) { - var target = event.target; - return rcheckableType.test( target.type ) && - target.click && nodeName( target, "input" ) && - dataPriv.get( target, "click" ) || - nodeName( target, "a" ); - } - }, - - beforeunload: { - postDispatch: function( event ) { - - // Support: Firefox 20+ - // Firefox doesn't alert if the returnValue field is not set. - if ( event.result !== undefined && event.originalEvent ) { - event.originalEvent.returnValue = event.result; - } - } - } - } -}; - -// Ensure the presence of an event listener that handles manually-triggered -// synthetic events by interrupting progress until reinvoked in response to -// *native* events that it fires directly, ensuring that state changes have -// already occurred before other listeners are invoked. -function leverageNative( el, type, expectSync ) { - - // Missing expectSync indicates a trigger call, which must force setup through jQuery.event.add - if ( !expectSync ) { - if ( dataPriv.get( el, type ) === undefined ) { - jQuery.event.add( el, type, returnTrue ); - } - return; - } - - // Register the controller as a special universal handler for all event namespaces - dataPriv.set( el, type, false ); - jQuery.event.add( el, type, { - namespace: false, - handler: function( event ) { - var notAsync, result, - saved = dataPriv.get( this, type ); - - if ( ( event.isTrigger & 1 ) && this[ type ] ) { - - // Interrupt processing of the outer synthetic .trigger()ed event - // Saved data should be false in such cases, but might be a leftover capture object - // from an async native handler (gh-4350) - if ( !saved.length ) { - - // Store arguments for use when handling the inner native event - // There will always be at least one argument (an event object), so this array - // will not be confused with a leftover capture object. - saved = slice.call( arguments ); - dataPriv.set( this, type, saved ); - - // Trigger the native event and capture its result - // Support: IE <=9 - 11+ - // focus() and blur() are asynchronous - notAsync = expectSync( this, type ); - this[ type ](); - result = dataPriv.get( this, type ); - if ( saved !== result || notAsync ) { - dataPriv.set( this, type, false ); - } else { - result = {}; - } - if ( saved !== result ) { - - // Cancel the outer synthetic event - event.stopImmediatePropagation(); - event.preventDefault(); - return result.value; - } - - // If this is an inner synthetic event for an event with a bubbling surrogate - // (focus or blur), assume that the surrogate already propagated from triggering the - // native event and prevent that from happening again here. - // This technically gets the ordering wrong w.r.t. to `.trigger()` (in which the - // bubbling surrogate propagates *after* the non-bubbling base), but that seems - // less bad than duplication. - } else if ( ( jQuery.event.special[ type ] || {} ).delegateType ) { - event.stopPropagation(); - } - - // If this is a native event triggered above, everything is now in order - // Fire an inner synthetic event with the original arguments - } else if ( saved.length ) { - - // ...and capture the result - dataPriv.set( this, type, { - value: jQuery.event.trigger( - - // Support: IE <=9 - 11+ - // Extend with the prototype to reset the above stopImmediatePropagation() - jQuery.extend( saved[ 0 ], jQuery.Event.prototype ), - saved.slice( 1 ), - this - ) - } ); - - // Abort handling of the native event - event.stopImmediatePropagation(); - } - } - } ); -} - -jQuery.removeEvent = function( elem, type, handle ) { - - // This "if" is needed for plain objects - if ( elem.removeEventListener ) { - elem.removeEventListener( type, handle ); - } -}; - -jQuery.Event = function( src, props ) { - - // Allow instantiation without the 'new' keyword - if ( !( this instanceof jQuery.Event ) ) { - return new jQuery.Event( src, props ); - } - - // Event object - if ( src && src.type ) { - this.originalEvent = src; - this.type = src.type; - - // Events bubbling up the document may have been marked as prevented - // by a handler lower down the tree; reflect the correct value. - this.isDefaultPrevented = src.defaultPrevented || - src.defaultPrevented === undefined && - - // Support: Android <=2.3 only - src.returnValue === false ? - returnTrue : - returnFalse; - - // Create target properties - // Support: Safari <=6 - 7 only - // Target should not be a text node (#504, #13143) - this.target = ( src.target && src.target.nodeType === 3 ) ? - src.target.parentNode : - src.target; - - this.currentTarget = src.currentTarget; - this.relatedTarget = src.relatedTarget; - - // Event type - } else { - this.type = src; - } - - // Put explicitly provided properties onto the event object - if ( props ) { - jQuery.extend( this, props ); - } - - // Create a timestamp if incoming event doesn't have one - this.timeStamp = src && src.timeStamp || Date.now(); - - // Mark it as fixed - this[ jQuery.expando ] = true; -}; - -// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding -// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html -jQuery.Event.prototype = { - constructor: jQuery.Event, - isDefaultPrevented: returnFalse, - isPropagationStopped: returnFalse, - isImmediatePropagationStopped: returnFalse, - isSimulated: false, - - preventDefault: function() { - var e = this.originalEvent; - - this.isDefaultPrevented = returnTrue; - - if ( e && !this.isSimulated ) { - e.preventDefault(); - } - }, - stopPropagation: function() { - var e = this.originalEvent; - - this.isPropagationStopped = returnTrue; - - if ( e && !this.isSimulated ) { - e.stopPropagation(); - } - }, - stopImmediatePropagation: function() { - var e = this.originalEvent; - - this.isImmediatePropagationStopped = returnTrue; - - if ( e && !this.isSimulated ) { - e.stopImmediatePropagation(); - } - - this.stopPropagation(); - } -}; - -// Includes all common event props including KeyEvent and MouseEvent specific props -jQuery.each( { - altKey: true, - bubbles: true, - cancelable: true, - changedTouches: true, - ctrlKey: true, - detail: true, - eventPhase: true, - metaKey: true, - pageX: true, - pageY: true, - shiftKey: true, - view: true, - "char": true, - code: true, - charCode: true, - key: true, - keyCode: true, - button: true, - buttons: true, - clientX: true, - clientY: true, - offsetX: true, - offsetY: true, - pointerId: true, - pointerType: true, - screenX: true, - screenY: true, - targetTouches: true, - toElement: true, - touches: true, - - which: function( event ) { - var button = event.button; - - // Add which for key events - if ( event.which == null && rkeyEvent.test( event.type ) ) { - return event.charCode != null ? event.charCode : event.keyCode; - } - - // Add which for click: 1 === left; 2 === middle; 3 === right - if ( !event.which && button !== undefined && rmouseEvent.test( event.type ) ) { - if ( button & 1 ) { - return 1; - } - - if ( button & 2 ) { - return 3; - } - - if ( button & 4 ) { - return 2; - } - - return 0; - } - - return event.which; - } -}, jQuery.event.addProp ); - -jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) { - jQuery.event.special[ type ] = { - - // Utilize native event if possible so blur/focus sequence is correct - setup: function() { - - // Claim the first handler - // dataPriv.set( this, "focus", ... ) - // dataPriv.set( this, "blur", ... ) - leverageNative( this, type, expectSync ); - - // Return false to allow normal processing in the caller - return false; - }, - trigger: function() { - - // Force setup before trigger - leverageNative( this, type ); - - // Return non-false to allow normal event-path propagation - return true; - }, - - delegateType: delegateType - }; -} ); - -// Create mouseenter/leave events using mouseover/out and event-time checks -// so that event delegation works in jQuery. -// Do the same for pointerenter/pointerleave and pointerover/pointerout -// -// Support: Safari 7 only -// Safari sends mouseenter too often; see: -// https://bugs.chromium.org/p/chromium/issues/detail?id=470258 -// for the description of the bug (it existed in older Chrome versions as well). -jQuery.each( { - mouseenter: "mouseover", - mouseleave: "mouseout", - pointerenter: "pointerover", - pointerleave: "pointerout" -}, function( orig, fix ) { - jQuery.event.special[ orig ] = { - delegateType: fix, - bindType: fix, - - handle: function( event ) { - var ret, - target = this, - related = event.relatedTarget, - handleObj = event.handleObj; - - // For mouseenter/leave call the handler if related is outside the target. - // NB: No relatedTarget if the mouse left/entered the browser window - if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) { - event.type = handleObj.origType; - ret = handleObj.handler.apply( this, arguments ); - event.type = fix; - } - return ret; - } - }; -} ); - -jQuery.fn.extend( { - - on: function( types, selector, data, fn ) { - return on( this, types, selector, data, fn ); - }, - one: function( types, selector, data, fn ) { - return on( this, types, selector, data, fn, 1 ); - }, - off: function( types, selector, fn ) { - var handleObj, type; - if ( types && types.preventDefault && types.handleObj ) { - - // ( event ) dispatched jQuery.Event - handleObj = types.handleObj; - jQuery( types.delegateTarget ).off( - handleObj.namespace ? - handleObj.origType + "." + handleObj.namespace : - handleObj.origType, - handleObj.selector, - handleObj.handler - ); - return this; - } - if ( typeof types === "object" ) { - - // ( types-object [, selector] ) - for ( type in types ) { - this.off( type, selector, types[ type ] ); - } - return this; - } - if ( selector === false || typeof selector === "function" ) { - - // ( types [, fn] ) - fn = selector; - selector = undefined; - } - if ( fn === false ) { - fn = returnFalse; - } - return this.each( function() { - jQuery.event.remove( this, types, fn, selector ); - } ); - } -} ); - - -var - - // Support: IE <=10 - 11, Edge 12 - 13 only - // In IE/Edge using regex groups here causes severe slowdowns. - // See https://connect.microsoft.com/IE/feedback/details/1736512/ - rnoInnerhtml = /\s*$/g; - -// Prefer a tbody over its parent table for containing new rows -function manipulationTarget( elem, content ) { - if ( nodeName( elem, "table" ) && - nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) { - - return jQuery( elem ).children( "tbody" )[ 0 ] || elem; - } - - return elem; -} - -// Replace/restore the type attribute of script elements for safe DOM manipulation -function disableScript( elem ) { - elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type; - return elem; -} -function restoreScript( elem ) { - if ( ( elem.type || "" ).slice( 0, 5 ) === "true/" ) { - elem.type = elem.type.slice( 5 ); - } else { - elem.removeAttribute( "type" ); - } - - return elem; -} - -function cloneCopyEvent( src, dest ) { - var i, l, type, pdataOld, udataOld, udataCur, events; - - if ( dest.nodeType !== 1 ) { - return; - } - - // 1. Copy private data: events, handlers, etc. - if ( dataPriv.hasData( src ) ) { - pdataOld = dataPriv.get( src ); - events = pdataOld.events; - - if ( events ) { - dataPriv.remove( dest, "handle events" ); - - for ( type in events ) { - for ( i = 0, l = events[ type ].length; i < l; i++ ) { - jQuery.event.add( dest, type, events[ type ][ i ] ); - } - } - } - } - - // 2. Copy user data - if ( dataUser.hasData( src ) ) { - udataOld = dataUser.access( src ); - udataCur = jQuery.extend( {}, udataOld ); - - dataUser.set( dest, udataCur ); - } -} - -// Fix IE bugs, see support tests -function fixInput( src, dest ) { - var nodeName = dest.nodeName.toLowerCase(); - - // Fails to persist the checked state of a cloned checkbox or radio button. - if ( nodeName === "input" && rcheckableType.test( src.type ) ) { - dest.checked = src.checked; - - // Fails to return the selected option to the default selected state when cloning options - } else if ( nodeName === "input" || nodeName === "textarea" ) { - dest.defaultValue = src.defaultValue; - } -} - -function domManip( collection, args, callback, ignored ) { - - // Flatten any nested arrays - args = flat( args ); - - var fragment, first, scripts, hasScripts, node, doc, - i = 0, - l = collection.length, - iNoClone = l - 1, - value = args[ 0 ], - valueIsFunction = isFunction( value ); - - // We can't cloneNode fragments that contain checked, in WebKit - if ( valueIsFunction || - ( l > 1 && typeof value === "string" && - !support.checkClone && rchecked.test( value ) ) ) { - return collection.each( function( index ) { - var self = collection.eq( index ); - if ( valueIsFunction ) { - args[ 0 ] = value.call( this, index, self.html() ); - } - domManip( self, args, callback, ignored ); - } ); - } - - if ( l ) { - fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored ); - first = fragment.firstChild; - - if ( fragment.childNodes.length === 1 ) { - fragment = first; - } - - // Require either new content or an interest in ignored elements to invoke the callback - if ( first || ignored ) { - scripts = jQuery.map( getAll( fragment, "script" ), disableScript ); - hasScripts = scripts.length; - - // Use the original fragment for the last item - // instead of the first because it can end up - // being emptied incorrectly in certain situations (#8070). - for ( ; i < l; i++ ) { - node = fragment; - - if ( i !== iNoClone ) { - node = jQuery.clone( node, true, true ); - - // Keep references to cloned scripts for later restoration - if ( hasScripts ) { - - // Support: Android <=4.0 only, PhantomJS 1 only - // push.apply(_, arraylike) throws on ancient WebKit - jQuery.merge( scripts, getAll( node, "script" ) ); - } - } - - callback.call( collection[ i ], node, i ); - } - - if ( hasScripts ) { - doc = scripts[ scripts.length - 1 ].ownerDocument; - - // Reenable scripts - jQuery.map( scripts, restoreScript ); - - // Evaluate executable scripts on first document insertion - for ( i = 0; i < hasScripts; i++ ) { - node = scripts[ i ]; - if ( rscriptType.test( node.type || "" ) && - !dataPriv.access( node, "globalEval" ) && - jQuery.contains( doc, node ) ) { - - if ( node.src && ( node.type || "" ).toLowerCase() !== "module" ) { - - // Optional AJAX dependency, but won't run scripts if not present - if ( jQuery._evalUrl && !node.noModule ) { - jQuery._evalUrl( node.src, { - nonce: node.nonce || node.getAttribute( "nonce" ) - }, doc ); - } - } else { - DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc ); - } - } - } - } - } - } - - return collection; -} - -function remove( elem, selector, keepData ) { - var node, - nodes = selector ? jQuery.filter( selector, elem ) : elem, - i = 0; - - for ( ; ( node = nodes[ i ] ) != null; i++ ) { - if ( !keepData && node.nodeType === 1 ) { - jQuery.cleanData( getAll( node ) ); - } - - if ( node.parentNode ) { - if ( keepData && isAttached( node ) ) { - setGlobalEval( getAll( node, "script" ) ); - } - node.parentNode.removeChild( node ); - } - } - - return elem; -} - -jQuery.extend( { - htmlPrefilter: function( html ) { - return html; - }, - - clone: function( elem, dataAndEvents, deepDataAndEvents ) { - var i, l, srcElements, destElements, - clone = elem.cloneNode( true ), - inPage = isAttached( elem ); - - // Fix IE cloning issues - if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) && - !jQuery.isXMLDoc( elem ) ) { - - // We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2 - destElements = getAll( clone ); - srcElements = getAll( elem ); - - for ( i = 0, l = srcElements.length; i < l; i++ ) { - fixInput( srcElements[ i ], destElements[ i ] ); - } - } - - // Copy the events from the original to the clone - if ( dataAndEvents ) { - if ( deepDataAndEvents ) { - srcElements = srcElements || getAll( elem ); - destElements = destElements || getAll( clone ); - - for ( i = 0, l = srcElements.length; i < l; i++ ) { - cloneCopyEvent( srcElements[ i ], destElements[ i ] ); - } - } else { - cloneCopyEvent( elem, clone ); - } - } - - // Preserve script evaluation history - destElements = getAll( clone, "script" ); - if ( destElements.length > 0 ) { - setGlobalEval( destElements, !inPage && getAll( elem, "script" ) ); - } - - // Return the cloned set - return clone; - }, - - cleanData: function( elems ) { - var data, elem, type, - special = jQuery.event.special, - i = 0; - - for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) { - if ( acceptData( elem ) ) { - if ( ( data = elem[ dataPriv.expando ] ) ) { - if ( data.events ) { - for ( type in data.events ) { - if ( special[ type ] ) { - jQuery.event.remove( elem, type ); - - // This is a shortcut to avoid jQuery.event.remove's overhead - } else { - jQuery.removeEvent( elem, type, data.handle ); - } - } - } - - // Support: Chrome <=35 - 45+ - // Assign undefined instead of using delete, see Data#remove - elem[ dataPriv.expando ] = undefined; - } - if ( elem[ dataUser.expando ] ) { - - // Support: Chrome <=35 - 45+ - // Assign undefined instead of using delete, see Data#remove - elem[ dataUser.expando ] = undefined; - } - } - } - } -} ); - -jQuery.fn.extend( { - detach: function( selector ) { - return remove( this, selector, true ); - }, - - remove: function( selector ) { - return remove( this, selector ); - }, - - text: function( value ) { - return access( this, function( value ) { - return value === undefined ? - jQuery.text( this ) : - this.empty().each( function() { - if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { - this.textContent = value; - } - } ); - }, null, value, arguments.length ); - }, - - append: function() { - return domManip( this, arguments, function( elem ) { - if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { - var target = manipulationTarget( this, elem ); - target.appendChild( elem ); - } - } ); - }, - - prepend: function() { - return domManip( this, arguments, function( elem ) { - if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { - var target = manipulationTarget( this, elem ); - target.insertBefore( elem, target.firstChild ); - } - } ); - }, - - before: function() { - return domManip( this, arguments, function( elem ) { - if ( this.parentNode ) { - this.parentNode.insertBefore( elem, this ); - } - } ); - }, - - after: function() { - return domManip( this, arguments, function( elem ) { - if ( this.parentNode ) { - this.parentNode.insertBefore( elem, this.nextSibling ); - } - } ); - }, - - empty: function() { - var elem, - i = 0; - - for ( ; ( elem = this[ i ] ) != null; i++ ) { - if ( elem.nodeType === 1 ) { - - // Prevent memory leaks - jQuery.cleanData( getAll( elem, false ) ); - - // Remove any remaining nodes - elem.textContent = ""; - } - } - - return this; - }, - - clone: function( dataAndEvents, deepDataAndEvents ) { - dataAndEvents = dataAndEvents == null ? false : dataAndEvents; - deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents; - - return this.map( function() { - return jQuery.clone( this, dataAndEvents, deepDataAndEvents ); - } ); - }, - - html: function( value ) { - return access( this, function( value ) { - var elem = this[ 0 ] || {}, - i = 0, - l = this.length; - - if ( value === undefined && elem.nodeType === 1 ) { - return elem.innerHTML; - } - - // See if we can take a shortcut and just use innerHTML - if ( typeof value === "string" && !rnoInnerhtml.test( value ) && - !wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) { - - value = jQuery.htmlPrefilter( value ); - - try { - for ( ; i < l; i++ ) { - elem = this[ i ] || {}; - - // Remove element nodes and prevent memory leaks - if ( elem.nodeType === 1 ) { - jQuery.cleanData( getAll( elem, false ) ); - elem.innerHTML = value; - } - } - - elem = 0; - - // If using innerHTML throws an exception, use the fallback method - } catch ( e ) {} - } - - if ( elem ) { - this.empty().append( value ); - } - }, null, value, arguments.length ); - }, - - replaceWith: function() { - var ignored = []; - - // Make the changes, replacing each non-ignored context element with the new content - return domManip( this, arguments, function( elem ) { - var parent = this.parentNode; - - if ( jQuery.inArray( this, ignored ) < 0 ) { - jQuery.cleanData( getAll( this ) ); - if ( parent ) { - parent.replaceChild( elem, this ); - } - } - - // Force callback invocation - }, ignored ); - } -} ); - -jQuery.each( { - appendTo: "append", - prependTo: "prepend", - insertBefore: "before", - insertAfter: "after", - replaceAll: "replaceWith" -}, function( name, original ) { - jQuery.fn[ name ] = function( selector ) { - var elems, - ret = [], - insert = jQuery( selector ), - last = insert.length - 1, - i = 0; - - for ( ; i <= last; i++ ) { - elems = i === last ? this : this.clone( true ); - jQuery( insert[ i ] )[ original ]( elems ); - - // Support: Android <=4.0 only, PhantomJS 1 only - // .get() because push.apply(_, arraylike) throws on ancient WebKit - push.apply( ret, elems.get() ); - } - - return this.pushStack( ret ); - }; -} ); -var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" ); - -var getStyles = function( elem ) { - - // Support: IE <=11 only, Firefox <=30 (#15098, #14150) - // IE throws on elements created in popups - // FF meanwhile throws on frame elements through "defaultView.getComputedStyle" - var view = elem.ownerDocument.defaultView; - - if ( !view || !view.opener ) { - view = window; - } - - return view.getComputedStyle( elem ); - }; - -var swap = function( elem, options, callback ) { - var ret, name, - old = {}; - - // Remember the old values, and insert the new ones - for ( name in options ) { - old[ name ] = elem.style[ name ]; - elem.style[ name ] = options[ name ]; - } - - ret = callback.call( elem ); - - // Revert the old values - for ( name in options ) { - elem.style[ name ] = old[ name ]; - } - - return ret; -}; - - -var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" ); - - - -( function() { - - // Executing both pixelPosition & boxSizingReliable tests require only one layout - // so they're executed at the same time to save the second computation. - function computeStyleTests() { - - // This is a singleton, we need to execute it only once - if ( !div ) { - return; - } - - container.style.cssText = "position:absolute;left:-11111px;width:60px;" + - "margin-top:1px;padding:0;border:0"; - div.style.cssText = - "position:relative;display:block;box-sizing:border-box;overflow:scroll;" + - "margin:auto;border:1px;padding:1px;" + - "width:60%;top:1%"; - documentElement.appendChild( container ).appendChild( div ); - - var divStyle = window.getComputedStyle( div ); - pixelPositionVal = divStyle.top !== "1%"; - - // Support: Android 4.0 - 4.3 only, Firefox <=3 - 44 - reliableMarginLeftVal = roundPixelMeasures( divStyle.marginLeft ) === 12; - - // Support: Android 4.0 - 4.3 only, Safari <=9.1 - 10.1, iOS <=7.0 - 9.3 - // Some styles come back with percentage values, even though they shouldn't - div.style.right = "60%"; - pixelBoxStylesVal = roundPixelMeasures( divStyle.right ) === 36; - - // Support: IE 9 - 11 only - // Detect misreporting of content dimensions for box-sizing:border-box elements - boxSizingReliableVal = roundPixelMeasures( divStyle.width ) === 36; - - // Support: IE 9 only - // Detect overflow:scroll screwiness (gh-3699) - // Support: Chrome <=64 - // Don't get tricked when zoom affects offsetWidth (gh-4029) - div.style.position = "absolute"; - scrollboxSizeVal = roundPixelMeasures( div.offsetWidth / 3 ) === 12; - - documentElement.removeChild( container ); - - // Nullify the div so it wouldn't be stored in the memory and - // it will also be a sign that checks already performed - div = null; - } - - function roundPixelMeasures( measure ) { - return Math.round( parseFloat( measure ) ); - } - - var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal, - reliableTrDimensionsVal, reliableMarginLeftVal, - container = document.createElement( "div" ), - div = document.createElement( "div" ); - - // Finish early in limited (non-browser) environments - if ( !div.style ) { - return; - } - - // Support: IE <=9 - 11 only - // Style of cloned element affects source element cloned (#8908) - div.style.backgroundClip = "content-box"; - div.cloneNode( true ).style.backgroundClip = ""; - support.clearCloneStyle = div.style.backgroundClip === "content-box"; - - jQuery.extend( support, { - boxSizingReliable: function() { - computeStyleTests(); - return boxSizingReliableVal; - }, - pixelBoxStyles: function() { - computeStyleTests(); - return pixelBoxStylesVal; - }, - pixelPosition: function() { - computeStyleTests(); - return pixelPositionVal; - }, - reliableMarginLeft: function() { - computeStyleTests(); - return reliableMarginLeftVal; - }, - scrollboxSize: function() { - computeStyleTests(); - return scrollboxSizeVal; - }, - - // Support: IE 9 - 11+, Edge 15 - 18+ - // IE/Edge misreport `getComputedStyle` of table rows with width/height - // set in CSS while `offset*` properties report correct values. - // Behavior in IE 9 is more subtle than in newer versions & it passes - // some versions of this test; make sure not to make it pass there! - reliableTrDimensions: function() { - var table, tr, trChild, trStyle; - if ( reliableTrDimensionsVal == null ) { - table = document.createElement( "table" ); - tr = document.createElement( "tr" ); - trChild = document.createElement( "div" ); - - table.style.cssText = "position:absolute;left:-11111px"; - tr.style.height = "1px"; - trChild.style.height = "9px"; - - documentElement - .appendChild( table ) - .appendChild( tr ) - .appendChild( trChild ); - - trStyle = window.getComputedStyle( tr ); - reliableTrDimensionsVal = parseInt( trStyle.height ) > 3; - - documentElement.removeChild( table ); - } - return reliableTrDimensionsVal; - } - } ); -} )(); - - -function curCSS( elem, name, computed ) { - var width, minWidth, maxWidth, ret, - - // Support: Firefox 51+ - // Retrieving style before computed somehow - // fixes an issue with getting wrong values - // on detached elements - style = elem.style; - - computed = computed || getStyles( elem ); - - // getPropertyValue is needed for: - // .css('filter') (IE 9 only, #12537) - // .css('--customProperty) (#3144) - if ( computed ) { - ret = computed.getPropertyValue( name ) || computed[ name ]; - - if ( ret === "" && !isAttached( elem ) ) { - ret = jQuery.style( elem, name ); - } - - // A tribute to the "awesome hack by Dean Edwards" - // Android Browser returns percentage for some values, - // but width seems to be reliably pixels. - // This is against the CSSOM draft spec: - // https://drafts.csswg.org/cssom/#resolved-values - if ( !support.pixelBoxStyles() && rnumnonpx.test( ret ) && rboxStyle.test( name ) ) { - - // Remember the original values - width = style.width; - minWidth = style.minWidth; - maxWidth = style.maxWidth; - - // Put in the new values to get a computed value out - style.minWidth = style.maxWidth = style.width = ret; - ret = computed.width; - - // Revert the changed values - style.width = width; - style.minWidth = minWidth; - style.maxWidth = maxWidth; - } - } - - return ret !== undefined ? - - // Support: IE <=9 - 11 only - // IE returns zIndex value as an integer. - ret + "" : - ret; -} - - -function addGetHookIf( conditionFn, hookFn ) { - - // Define the hook, we'll check on the first run if it's really needed. - return { - get: function() { - if ( conditionFn() ) { - - // Hook not needed (or it's not possible to use it due - // to missing dependency), remove it. - delete this.get; - return; - } - - // Hook needed; redefine it so that the support test is not executed again. - return ( this.get = hookFn ).apply( this, arguments ); - } - }; -} - - -var cssPrefixes = [ "Webkit", "Moz", "ms" ], - emptyStyle = document.createElement( "div" ).style, - vendorProps = {}; - -// Return a vendor-prefixed property or undefined -function vendorPropName( name ) { - - // Check for vendor prefixed names - var capName = name[ 0 ].toUpperCase() + name.slice( 1 ), - i = cssPrefixes.length; - - while ( i-- ) { - name = cssPrefixes[ i ] + capName; - if ( name in emptyStyle ) { - return name; - } - } -} - -// Return a potentially-mapped jQuery.cssProps or vendor prefixed property -function finalPropName( name ) { - var final = jQuery.cssProps[ name ] || vendorProps[ name ]; - - if ( final ) { - return final; - } - if ( name in emptyStyle ) { - return name; - } - return vendorProps[ name ] = vendorPropName( name ) || name; -} - - -var - - // Swappable if display is none or starts with table - // except "table", "table-cell", or "table-caption" - // See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display - rdisplayswap = /^(none|table(?!-c[ea]).+)/, - rcustomProp = /^--/, - cssShow = { position: "absolute", visibility: "hidden", display: "block" }, - cssNormalTransform = { - letterSpacing: "0", - fontWeight: "400" - }; - -function setPositiveNumber( _elem, value, subtract ) { - - // Any relative (+/-) values have already been - // normalized at this point - var matches = rcssNum.exec( value ); - return matches ? - - // Guard against undefined "subtract", e.g., when used as in cssHooks - Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) : - value; -} - -function boxModelAdjustment( elem, dimension, box, isBorderBox, styles, computedVal ) { - var i = dimension === "width" ? 1 : 0, - extra = 0, - delta = 0; - - // Adjustment may not be necessary - if ( box === ( isBorderBox ? "border" : "content" ) ) { - return 0; - } - - for ( ; i < 4; i += 2 ) { - - // Both box models exclude margin - if ( box === "margin" ) { - delta += jQuery.css( elem, box + cssExpand[ i ], true, styles ); - } - - // If we get here with a content-box, we're seeking "padding" or "border" or "margin" - if ( !isBorderBox ) { - - // Add padding - delta += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles ); - - // For "border" or "margin", add border - if ( box !== "padding" ) { - delta += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); - - // But still keep track of it otherwise - } else { - extra += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); - } - - // If we get here with a border-box (content + padding + border), we're seeking "content" or - // "padding" or "margin" - } else { - - // For "content", subtract padding - if ( box === "content" ) { - delta -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles ); - } - - // For "content" or "padding", subtract border - if ( box !== "margin" ) { - delta -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); - } - } - } - - // Account for positive content-box scroll gutter when requested by providing computedVal - if ( !isBorderBox && computedVal >= 0 ) { - - // offsetWidth/offsetHeight is a rounded sum of content, padding, scroll gutter, and border - // Assuming integer scroll gutter, subtract the rest and round down - delta += Math.max( 0, Math.ceil( - elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] - - computedVal - - delta - - extra - - 0.5 - - // If offsetWidth/offsetHeight is unknown, then we can't determine content-box scroll gutter - // Use an explicit zero to avoid NaN (gh-3964) - ) ) || 0; - } - - return delta; -} - -function getWidthOrHeight( elem, dimension, extra ) { - - // Start with computed style - var styles = getStyles( elem ), - - // To avoid forcing a reflow, only fetch boxSizing if we need it (gh-4322). - // Fake content-box until we know it's needed to know the true value. - boxSizingNeeded = !support.boxSizingReliable() || extra, - isBorderBox = boxSizingNeeded && - jQuery.css( elem, "boxSizing", false, styles ) === "border-box", - valueIsBorderBox = isBorderBox, - - val = curCSS( elem, dimension, styles ), - offsetProp = "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ); - - // Support: Firefox <=54 - // Return a confounding non-pixel value or feign ignorance, as appropriate. - if ( rnumnonpx.test( val ) ) { - if ( !extra ) { - return val; - } - val = "auto"; - } - - - // Support: IE 9 - 11 only - // Use offsetWidth/offsetHeight for when box sizing is unreliable. - // In those cases, the computed value can be trusted to be border-box. - if ( ( !support.boxSizingReliable() && isBorderBox || - - // Support: IE 10 - 11+, Edge 15 - 18+ - // IE/Edge misreport `getComputedStyle` of table rows with width/height - // set in CSS while `offset*` properties report correct values. - // Interestingly, in some cases IE 9 doesn't suffer from this issue. - !support.reliableTrDimensions() && nodeName( elem, "tr" ) || - - // Fall back to offsetWidth/offsetHeight when value is "auto" - // This happens for inline elements with no explicit setting (gh-3571) - val === "auto" || - - // Support: Android <=4.1 - 4.3 only - // Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602) - !parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) && - - // Make sure the element is visible & connected - elem.getClientRects().length ) { - - isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box"; - - // Where available, offsetWidth/offsetHeight approximate border box dimensions. - // Where not available (e.g., SVG), assume unreliable box-sizing and interpret the - // retrieved value as a content box dimension. - valueIsBorderBox = offsetProp in elem; - if ( valueIsBorderBox ) { - val = elem[ offsetProp ]; - } - } - - // Normalize "" and auto - val = parseFloat( val ) || 0; - - // Adjust for the element's box model - return ( val + - boxModelAdjustment( - elem, - dimension, - extra || ( isBorderBox ? "border" : "content" ), - valueIsBorderBox, - styles, - - // Provide the current computed size to request scroll gutter calculation (gh-3589) - val - ) - ) + "px"; -} - -jQuery.extend( { - - // Add in style property hooks for overriding the default - // behavior of getting and setting a style property - cssHooks: { - opacity: { - get: function( elem, computed ) { - if ( computed ) { - - // We should always get a number back from opacity - var ret = curCSS( elem, "opacity" ); - return ret === "" ? "1" : ret; - } - } - } - }, - - // Don't automatically add "px" to these possibly-unitless properties - cssNumber: { - "animationIterationCount": true, - "columnCount": true, - "fillOpacity": true, - "flexGrow": true, - "flexShrink": true, - "fontWeight": true, - "gridArea": true, - "gridColumn": true, - "gridColumnEnd": true, - "gridColumnStart": true, - "gridRow": true, - "gridRowEnd": true, - "gridRowStart": true, - "lineHeight": true, - "opacity": true, - "order": true, - "orphans": true, - "widows": true, - "zIndex": true, - "zoom": true - }, - - // Add in properties whose names you wish to fix before - // setting or getting the value - cssProps: {}, - - // Get and set the style property on a DOM Node - style: function( elem, name, value, extra ) { - - // Don't set styles on text and comment nodes - if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) { - return; - } - - // Make sure that we're working with the right name - var ret, type, hooks, - origName = camelCase( name ), - isCustomProp = rcustomProp.test( name ), - style = elem.style; - - // Make sure that we're working with the right name. We don't - // want to query the value if it is a CSS custom property - // since they are user-defined. - if ( !isCustomProp ) { - name = finalPropName( origName ); - } - - // Gets hook for the prefixed version, then unprefixed version - hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ]; - - // Check if we're setting a value - if ( value !== undefined ) { - type = typeof value; - - // Convert "+=" or "-=" to relative numbers (#7345) - if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) { - value = adjustCSS( elem, name, ret ); - - // Fixes bug #9237 - type = "number"; - } - - // Make sure that null and NaN values aren't set (#7116) - if ( value == null || value !== value ) { - return; - } - - // If a number was passed in, add the unit (except for certain CSS properties) - // The isCustomProp check can be removed in jQuery 4.0 when we only auto-append - // "px" to a few hardcoded values. - if ( type === "number" && !isCustomProp ) { - value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" ); - } - - // background-* props affect original clone's values - if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) { - style[ name ] = "inherit"; - } - - // If a hook was provided, use that value, otherwise just set the specified value - if ( !hooks || !( "set" in hooks ) || - ( value = hooks.set( elem, value, extra ) ) !== undefined ) { - - if ( isCustomProp ) { - style.setProperty( name, value ); - } else { - style[ name ] = value; - } - } - - } else { - - // If a hook was provided get the non-computed value from there - if ( hooks && "get" in hooks && - ( ret = hooks.get( elem, false, extra ) ) !== undefined ) { - - return ret; - } - - // Otherwise just get the value from the style object - return style[ name ]; - } - }, - - css: function( elem, name, extra, styles ) { - var val, num, hooks, - origName = camelCase( name ), - isCustomProp = rcustomProp.test( name ); - - // Make sure that we're working with the right name. We don't - // want to modify the value if it is a CSS custom property - // since they are user-defined. - if ( !isCustomProp ) { - name = finalPropName( origName ); - } - - // Try prefixed name followed by the unprefixed name - hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ]; - - // If a hook was provided get the computed value from there - if ( hooks && "get" in hooks ) { - val = hooks.get( elem, true, extra ); - } - - // Otherwise, if a way to get the computed value exists, use that - if ( val === undefined ) { - val = curCSS( elem, name, styles ); - } - - // Convert "normal" to computed value - if ( val === "normal" && name in cssNormalTransform ) { - val = cssNormalTransform[ name ]; - } - - // Make numeric if forced or a qualifier was provided and val looks numeric - if ( extra === "" || extra ) { - num = parseFloat( val ); - return extra === true || isFinite( num ) ? num || 0 : val; - } - - return val; - } -} ); - -jQuery.each( [ "height", "width" ], function( _i, dimension ) { - jQuery.cssHooks[ dimension ] = { - get: function( elem, computed, extra ) { - if ( computed ) { - - // Certain elements can have dimension info if we invisibly show them - // but it must have a current display style that would benefit - return rdisplayswap.test( jQuery.css( elem, "display" ) ) && - - // Support: Safari 8+ - // Table columns in Safari have non-zero offsetWidth & zero - // getBoundingClientRect().width unless display is changed. - // Support: IE <=11 only - // Running getBoundingClientRect on a disconnected node - // in IE throws an error. - ( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ? - swap( elem, cssShow, function() { - return getWidthOrHeight( elem, dimension, extra ); - } ) : - getWidthOrHeight( elem, dimension, extra ); - } - }, - - set: function( elem, value, extra ) { - var matches, - styles = getStyles( elem ), - - // Only read styles.position if the test has a chance to fail - // to avoid forcing a reflow. - scrollboxSizeBuggy = !support.scrollboxSize() && - styles.position === "absolute", - - // To avoid forcing a reflow, only fetch boxSizing if we need it (gh-3991) - boxSizingNeeded = scrollboxSizeBuggy || extra, - isBorderBox = boxSizingNeeded && - jQuery.css( elem, "boxSizing", false, styles ) === "border-box", - subtract = extra ? - boxModelAdjustment( - elem, - dimension, - extra, - isBorderBox, - styles - ) : - 0; - - // Account for unreliable border-box dimensions by comparing offset* to computed and - // faking a content-box to get border and padding (gh-3699) - if ( isBorderBox && scrollboxSizeBuggy ) { - subtract -= Math.ceil( - elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] - - parseFloat( styles[ dimension ] ) - - boxModelAdjustment( elem, dimension, "border", false, styles ) - - 0.5 - ); - } - - // Convert to pixels if value adjustment is needed - if ( subtract && ( matches = rcssNum.exec( value ) ) && - ( matches[ 3 ] || "px" ) !== "px" ) { - - elem.style[ dimension ] = value; - value = jQuery.css( elem, dimension ); - } - - return setPositiveNumber( elem, value, subtract ); - } - }; -} ); - -jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft, - function( elem, computed ) { - if ( computed ) { - return ( parseFloat( curCSS( elem, "marginLeft" ) ) || - elem.getBoundingClientRect().left - - swap( elem, { marginLeft: 0 }, function() { - return elem.getBoundingClientRect().left; - } ) - ) + "px"; - } - } -); - -// These hooks are used by animate to expand properties -jQuery.each( { - margin: "", - padding: "", - border: "Width" -}, function( prefix, suffix ) { - jQuery.cssHooks[ prefix + suffix ] = { - expand: function( value ) { - var i = 0, - expanded = {}, - - // Assumes a single number if not a string - parts = typeof value === "string" ? value.split( " " ) : [ value ]; - - for ( ; i < 4; i++ ) { - expanded[ prefix + cssExpand[ i ] + suffix ] = - parts[ i ] || parts[ i - 2 ] || parts[ 0 ]; - } - - return expanded; - } - }; - - if ( prefix !== "margin" ) { - jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber; - } -} ); - -jQuery.fn.extend( { - css: function( name, value ) { - return access( this, function( elem, name, value ) { - var styles, len, - map = {}, - i = 0; - - if ( Array.isArray( name ) ) { - styles = getStyles( elem ); - len = name.length; - - for ( ; i < len; i++ ) { - map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles ); - } - - return map; - } - - return value !== undefined ? - jQuery.style( elem, name, value ) : - jQuery.css( elem, name ); - }, name, value, arguments.length > 1 ); - } -} ); - - -function Tween( elem, options, prop, end, easing ) { - return new Tween.prototype.init( elem, options, prop, end, easing ); -} -jQuery.Tween = Tween; - -Tween.prototype = { - constructor: Tween, - init: function( elem, options, prop, end, easing, unit ) { - this.elem = elem; - this.prop = prop; - this.easing = easing || jQuery.easing._default; - this.options = options; - this.start = this.now = this.cur(); - this.end = end; - this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" ); - }, - cur: function() { - var hooks = Tween.propHooks[ this.prop ]; - - return hooks && hooks.get ? - hooks.get( this ) : - Tween.propHooks._default.get( this ); - }, - run: function( percent ) { - var eased, - hooks = Tween.propHooks[ this.prop ]; - - if ( this.options.duration ) { - this.pos = eased = jQuery.easing[ this.easing ]( - percent, this.options.duration * percent, 0, 1, this.options.duration - ); - } else { - this.pos = eased = percent; - } - this.now = ( this.end - this.start ) * eased + this.start; - - if ( this.options.step ) { - this.options.step.call( this.elem, this.now, this ); - } - - if ( hooks && hooks.set ) { - hooks.set( this ); - } else { - Tween.propHooks._default.set( this ); - } - return this; - } -}; - -Tween.prototype.init.prototype = Tween.prototype; - -Tween.propHooks = { - _default: { - get: function( tween ) { - var result; - - // Use a property on the element directly when it is not a DOM element, - // or when there is no matching style property that exists. - if ( tween.elem.nodeType !== 1 || - tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) { - return tween.elem[ tween.prop ]; - } - - // Passing an empty string as a 3rd parameter to .css will automatically - // attempt a parseFloat and fallback to a string if the parse fails. - // Simple values such as "10px" are parsed to Float; - // complex values such as "rotate(1rad)" are returned as-is. - result = jQuery.css( tween.elem, tween.prop, "" ); - - // Empty strings, null, undefined and "auto" are converted to 0. - return !result || result === "auto" ? 0 : result; - }, - set: function( tween ) { - - // Use step hook for back compat. - // Use cssHook if its there. - // Use .style if available and use plain properties where available. - if ( jQuery.fx.step[ tween.prop ] ) { - jQuery.fx.step[ tween.prop ]( tween ); - } else if ( tween.elem.nodeType === 1 && ( - jQuery.cssHooks[ tween.prop ] || - tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) { - jQuery.style( tween.elem, tween.prop, tween.now + tween.unit ); - } else { - tween.elem[ tween.prop ] = tween.now; - } - } - } -}; - -// Support: IE <=9 only -// Panic based approach to setting things on disconnected nodes -Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = { - set: function( tween ) { - if ( tween.elem.nodeType && tween.elem.parentNode ) { - tween.elem[ tween.prop ] = tween.now; - } - } -}; - -jQuery.easing = { - linear: function( p ) { - return p; - }, - swing: function( p ) { - return 0.5 - Math.cos( p * Math.PI ) / 2; - }, - _default: "swing" -}; - -jQuery.fx = Tween.prototype.init; - -// Back compat <1.8 extension point -jQuery.fx.step = {}; - - - - -var - fxNow, inProgress, - rfxtypes = /^(?:toggle|show|hide)$/, - rrun = /queueHooks$/; - -function schedule() { - if ( inProgress ) { - if ( document.hidden === false && window.requestAnimationFrame ) { - window.requestAnimationFrame( schedule ); - } else { - window.setTimeout( schedule, jQuery.fx.interval ); - } - - jQuery.fx.tick(); - } -} - -// Animations created synchronously will run synchronously -function createFxNow() { - window.setTimeout( function() { - fxNow = undefined; - } ); - return ( fxNow = Date.now() ); -} - -// Generate parameters to create a standard animation -function genFx( type, includeWidth ) { - var which, - i = 0, - attrs = { height: type }; - - // If we include width, step value is 1 to do all cssExpand values, - // otherwise step value is 2 to skip over Left and Right - includeWidth = includeWidth ? 1 : 0; - for ( ; i < 4; i += 2 - includeWidth ) { - which = cssExpand[ i ]; - attrs[ "margin" + which ] = attrs[ "padding" + which ] = type; - } - - if ( includeWidth ) { - attrs.opacity = attrs.width = type; - } - - return attrs; -} - -function createTween( value, prop, animation ) { - var tween, - collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ), - index = 0, - length = collection.length; - for ( ; index < length; index++ ) { - if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) { - - // We're done with this property - return tween; - } - } -} - -function defaultPrefilter( elem, props, opts ) { - var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display, - isBox = "width" in props || "height" in props, - anim = this, - orig = {}, - style = elem.style, - hidden = elem.nodeType && isHiddenWithinTree( elem ), - dataShow = dataPriv.get( elem, "fxshow" ); - - // Queue-skipping animations hijack the fx hooks - if ( !opts.queue ) { - hooks = jQuery._queueHooks( elem, "fx" ); - if ( hooks.unqueued == null ) { - hooks.unqueued = 0; - oldfire = hooks.empty.fire; - hooks.empty.fire = function() { - if ( !hooks.unqueued ) { - oldfire(); - } - }; - } - hooks.unqueued++; - - anim.always( function() { - - // Ensure the complete handler is called before this completes - anim.always( function() { - hooks.unqueued--; - if ( !jQuery.queue( elem, "fx" ).length ) { - hooks.empty.fire(); - } - } ); - } ); - } - - // Detect show/hide animations - for ( prop in props ) { - value = props[ prop ]; - if ( rfxtypes.test( value ) ) { - delete props[ prop ]; - toggle = toggle || value === "toggle"; - if ( value === ( hidden ? "hide" : "show" ) ) { - - // Pretend to be hidden if this is a "show" and - // there is still data from a stopped show/hide - if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) { - hidden = true; - - // Ignore all other no-op show/hide data - } else { - continue; - } - } - orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop ); - } - } - - // Bail out if this is a no-op like .hide().hide() - propTween = !jQuery.isEmptyObject( props ); - if ( !propTween && jQuery.isEmptyObject( orig ) ) { - return; - } - - // Restrict "overflow" and "display" styles during box animations - if ( isBox && elem.nodeType === 1 ) { - - // Support: IE <=9 - 11, Edge 12 - 15 - // Record all 3 overflow attributes because IE does not infer the shorthand - // from identically-valued overflowX and overflowY and Edge just mirrors - // the overflowX value there. - opts.overflow = [ style.overflow, style.overflowX, style.overflowY ]; - - // Identify a display type, preferring old show/hide data over the CSS cascade - restoreDisplay = dataShow && dataShow.display; - if ( restoreDisplay == null ) { - restoreDisplay = dataPriv.get( elem, "display" ); - } - display = jQuery.css( elem, "display" ); - if ( display === "none" ) { - if ( restoreDisplay ) { - display = restoreDisplay; - } else { - - // Get nonempty value(s) by temporarily forcing visibility - showHide( [ elem ], true ); - restoreDisplay = elem.style.display || restoreDisplay; - display = jQuery.css( elem, "display" ); - showHide( [ elem ] ); - } - } - - // Animate inline elements as inline-block - if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) { - if ( jQuery.css( elem, "float" ) === "none" ) { - - // Restore the original display value at the end of pure show/hide animations - if ( !propTween ) { - anim.done( function() { - style.display = restoreDisplay; - } ); - if ( restoreDisplay == null ) { - display = style.display; - restoreDisplay = display === "none" ? "" : display; - } - } - style.display = "inline-block"; - } - } - } - - if ( opts.overflow ) { - style.overflow = "hidden"; - anim.always( function() { - style.overflow = opts.overflow[ 0 ]; - style.overflowX = opts.overflow[ 1 ]; - style.overflowY = opts.overflow[ 2 ]; - } ); - } - - // Implement show/hide animations - propTween = false; - for ( prop in orig ) { - - // General show/hide setup for this element animation - if ( !propTween ) { - if ( dataShow ) { - if ( "hidden" in dataShow ) { - hidden = dataShow.hidden; - } - } else { - dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } ); - } - - // Store hidden/visible for toggle so `.stop().toggle()` "reverses" - if ( toggle ) { - dataShow.hidden = !hidden; - } - - // Show elements before animating them - if ( hidden ) { - showHide( [ elem ], true ); - } - - /* eslint-disable no-loop-func */ - - anim.done( function() { - - /* eslint-enable no-loop-func */ - - // The final step of a "hide" animation is actually hiding the element - if ( !hidden ) { - showHide( [ elem ] ); - } - dataPriv.remove( elem, "fxshow" ); - for ( prop in orig ) { - jQuery.style( elem, prop, orig[ prop ] ); - } - } ); - } - - // Per-property setup - propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim ); - if ( !( prop in dataShow ) ) { - dataShow[ prop ] = propTween.start; - if ( hidden ) { - propTween.end = propTween.start; - propTween.start = 0; - } - } - } -} - -function propFilter( props, specialEasing ) { - var index, name, easing, value, hooks; - - // camelCase, specialEasing and expand cssHook pass - for ( index in props ) { - name = camelCase( index ); - easing = specialEasing[ name ]; - value = props[ index ]; - if ( Array.isArray( value ) ) { - easing = value[ 1 ]; - value = props[ index ] = value[ 0 ]; - } - - if ( index !== name ) { - props[ name ] = value; - delete props[ index ]; - } - - hooks = jQuery.cssHooks[ name ]; - if ( hooks && "expand" in hooks ) { - value = hooks.expand( value ); - delete props[ name ]; - - // Not quite $.extend, this won't overwrite existing keys. - // Reusing 'index' because we have the correct "name" - for ( index in value ) { - if ( !( index in props ) ) { - props[ index ] = value[ index ]; - specialEasing[ index ] = easing; - } - } - } else { - specialEasing[ name ] = easing; - } - } -} - -function Animation( elem, properties, options ) { - var result, - stopped, - index = 0, - length = Animation.prefilters.length, - deferred = jQuery.Deferred().always( function() { - - // Don't match elem in the :animated selector - delete tick.elem; - } ), - tick = function() { - if ( stopped ) { - return false; - } - var currentTime = fxNow || createFxNow(), - remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ), - - // Support: Android 2.3 only - // Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497) - temp = remaining / animation.duration || 0, - percent = 1 - temp, - index = 0, - length = animation.tweens.length; - - for ( ; index < length; index++ ) { - animation.tweens[ index ].run( percent ); - } - - deferred.notifyWith( elem, [ animation, percent, remaining ] ); - - // If there's more to do, yield - if ( percent < 1 && length ) { - return remaining; - } - - // If this was an empty animation, synthesize a final progress notification - if ( !length ) { - deferred.notifyWith( elem, [ animation, 1, 0 ] ); - } - - // Resolve the animation and report its conclusion - deferred.resolveWith( elem, [ animation ] ); - return false; - }, - animation = deferred.promise( { - elem: elem, - props: jQuery.extend( {}, properties ), - opts: jQuery.extend( true, { - specialEasing: {}, - easing: jQuery.easing._default - }, options ), - originalProperties: properties, - originalOptions: options, - startTime: fxNow || createFxNow(), - duration: options.duration, - tweens: [], - createTween: function( prop, end ) { - var tween = jQuery.Tween( elem, animation.opts, prop, end, - animation.opts.specialEasing[ prop ] || animation.opts.easing ); - animation.tweens.push( tween ); - return tween; - }, - stop: function( gotoEnd ) { - var index = 0, - - // If we are going to the end, we want to run all the tweens - // otherwise we skip this part - length = gotoEnd ? animation.tweens.length : 0; - if ( stopped ) { - return this; - } - stopped = true; - for ( ; index < length; index++ ) { - animation.tweens[ index ].run( 1 ); - } - - // Resolve when we played the last frame; otherwise, reject - if ( gotoEnd ) { - deferred.notifyWith( elem, [ animation, 1, 0 ] ); - deferred.resolveWith( elem, [ animation, gotoEnd ] ); - } else { - deferred.rejectWith( elem, [ animation, gotoEnd ] ); - } - return this; - } - } ), - props = animation.props; - - propFilter( props, animation.opts.specialEasing ); - - for ( ; index < length; index++ ) { - result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts ); - if ( result ) { - if ( isFunction( result.stop ) ) { - jQuery._queueHooks( animation.elem, animation.opts.queue ).stop = - result.stop.bind( result ); - } - return result; - } - } - - jQuery.map( props, createTween, animation ); - - if ( isFunction( animation.opts.start ) ) { - animation.opts.start.call( elem, animation ); - } - - // Attach callbacks from options - animation - .progress( animation.opts.progress ) - .done( animation.opts.done, animation.opts.complete ) - .fail( animation.opts.fail ) - .always( animation.opts.always ); - - jQuery.fx.timer( - jQuery.extend( tick, { - elem: elem, - anim: animation, - queue: animation.opts.queue - } ) - ); - - return animation; -} - -jQuery.Animation = jQuery.extend( Animation, { - - tweeners: { - "*": [ function( prop, value ) { - var tween = this.createTween( prop, value ); - adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween ); - return tween; - } ] - }, - - tweener: function( props, callback ) { - if ( isFunction( props ) ) { - callback = props; - props = [ "*" ]; - } else { - props = props.match( rnothtmlwhite ); - } - - var prop, - index = 0, - length = props.length; - - for ( ; index < length; index++ ) { - prop = props[ index ]; - Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || []; - Animation.tweeners[ prop ].unshift( callback ); - } - }, - - prefilters: [ defaultPrefilter ], - - prefilter: function( callback, prepend ) { - if ( prepend ) { - Animation.prefilters.unshift( callback ); - } else { - Animation.prefilters.push( callback ); - } - } -} ); - -jQuery.speed = function( speed, easing, fn ) { - var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : { - complete: fn || !fn && easing || - isFunction( speed ) && speed, - duration: speed, - easing: fn && easing || easing && !isFunction( easing ) && easing - }; - - // Go to the end state if fx are off - if ( jQuery.fx.off ) { - opt.duration = 0; - - } else { - if ( typeof opt.duration !== "number" ) { - if ( opt.duration in jQuery.fx.speeds ) { - opt.duration = jQuery.fx.speeds[ opt.duration ]; - - } else { - opt.duration = jQuery.fx.speeds._default; - } - } - } - - // Normalize opt.queue - true/undefined/null -> "fx" - if ( opt.queue == null || opt.queue === true ) { - opt.queue = "fx"; - } - - // Queueing - opt.old = opt.complete; - - opt.complete = function() { - if ( isFunction( opt.old ) ) { - opt.old.call( this ); - } - - if ( opt.queue ) { - jQuery.dequeue( this, opt.queue ); - } - }; - - return opt; -}; - -jQuery.fn.extend( { - fadeTo: function( speed, to, easing, callback ) { - - // Show any hidden elements after setting opacity to 0 - return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show() - - // Animate to the value specified - .end().animate( { opacity: to }, speed, easing, callback ); - }, - animate: function( prop, speed, easing, callback ) { - var empty = jQuery.isEmptyObject( prop ), - optall = jQuery.speed( speed, easing, callback ), - doAnimation = function() { - - // Operate on a copy of prop so per-property easing won't be lost - var anim = Animation( this, jQuery.extend( {}, prop ), optall ); - - // Empty animations, or finishing resolves immediately - if ( empty || dataPriv.get( this, "finish" ) ) { - anim.stop( true ); - } - }; - doAnimation.finish = doAnimation; - - return empty || optall.queue === false ? - this.each( doAnimation ) : - this.queue( optall.queue, doAnimation ); - }, - stop: function( type, clearQueue, gotoEnd ) { - var stopQueue = function( hooks ) { - var stop = hooks.stop; - delete hooks.stop; - stop( gotoEnd ); - }; - - if ( typeof type !== "string" ) { - gotoEnd = clearQueue; - clearQueue = type; - type = undefined; - } - if ( clearQueue ) { - this.queue( type || "fx", [] ); - } - - return this.each( function() { - var dequeue = true, - index = type != null && type + "queueHooks", - timers = jQuery.timers, - data = dataPriv.get( this ); - - if ( index ) { - if ( data[ index ] && data[ index ].stop ) { - stopQueue( data[ index ] ); - } - } else { - for ( index in data ) { - if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) { - stopQueue( data[ index ] ); - } - } - } - - for ( index = timers.length; index--; ) { - if ( timers[ index ].elem === this && - ( type == null || timers[ index ].queue === type ) ) { - - timers[ index ].anim.stop( gotoEnd ); - dequeue = false; - timers.splice( index, 1 ); - } - } - - // Start the next in the queue if the last step wasn't forced. - // Timers currently will call their complete callbacks, which - // will dequeue but only if they were gotoEnd. - if ( dequeue || !gotoEnd ) { - jQuery.dequeue( this, type ); - } - } ); - }, - finish: function( type ) { - if ( type !== false ) { - type = type || "fx"; - } - return this.each( function() { - var index, - data = dataPriv.get( this ), - queue = data[ type + "queue" ], - hooks = data[ type + "queueHooks" ], - timers = jQuery.timers, - length = queue ? queue.length : 0; - - // Enable finishing flag on private data - data.finish = true; - - // Empty the queue first - jQuery.queue( this, type, [] ); - - if ( hooks && hooks.stop ) { - hooks.stop.call( this, true ); - } - - // Look for any active animations, and finish them - for ( index = timers.length; index--; ) { - if ( timers[ index ].elem === this && timers[ index ].queue === type ) { - timers[ index ].anim.stop( true ); - timers.splice( index, 1 ); - } - } - - // Look for any animations in the old queue and finish them - for ( index = 0; index < length; index++ ) { - if ( queue[ index ] && queue[ index ].finish ) { - queue[ index ].finish.call( this ); - } - } - - // Turn off finishing flag - delete data.finish; - } ); - } -} ); - -jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) { - var cssFn = jQuery.fn[ name ]; - jQuery.fn[ name ] = function( speed, easing, callback ) { - return speed == null || typeof speed === "boolean" ? - cssFn.apply( this, arguments ) : - this.animate( genFx( name, true ), speed, easing, callback ); - }; -} ); - -// Generate shortcuts for custom animations -jQuery.each( { - slideDown: genFx( "show" ), - slideUp: genFx( "hide" ), - slideToggle: genFx( "toggle" ), - fadeIn: { opacity: "show" }, - fadeOut: { opacity: "hide" }, - fadeToggle: { opacity: "toggle" } -}, function( name, props ) { - jQuery.fn[ name ] = function( speed, easing, callback ) { - return this.animate( props, speed, easing, callback ); - }; -} ); - -jQuery.timers = []; -jQuery.fx.tick = function() { - var timer, - i = 0, - timers = jQuery.timers; - - fxNow = Date.now(); - - for ( ; i < timers.length; i++ ) { - timer = timers[ i ]; - - // Run the timer and safely remove it when done (allowing for external removal) - if ( !timer() && timers[ i ] === timer ) { - timers.splice( i--, 1 ); - } - } - - if ( !timers.length ) { - jQuery.fx.stop(); - } - fxNow = undefined; -}; - -jQuery.fx.timer = function( timer ) { - jQuery.timers.push( timer ); - jQuery.fx.start(); -}; - -jQuery.fx.interval = 13; -jQuery.fx.start = function() { - if ( inProgress ) { - return; - } - - inProgress = true; - schedule(); -}; - -jQuery.fx.stop = function() { - inProgress = null; -}; - -jQuery.fx.speeds = { - slow: 600, - fast: 200, - - // Default speed - _default: 400 -}; - - -// Based off of the plugin by Clint Helfers, with permission. -// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/ -jQuery.fn.delay = function( time, type ) { - time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time; - type = type || "fx"; - - return this.queue( type, function( next, hooks ) { - var timeout = window.setTimeout( next, time ); - hooks.stop = function() { - window.clearTimeout( timeout ); - }; - } ); -}; - - -( function() { - var input = document.createElement( "input" ), - select = document.createElement( "select" ), - opt = select.appendChild( document.createElement( "option" ) ); - - input.type = "checkbox"; - - // Support: Android <=4.3 only - // Default value for a checkbox should be "on" - support.checkOn = input.value !== ""; - - // Support: IE <=11 only - // Must access selectedIndex to make default options select - support.optSelected = opt.selected; - - // Support: IE <=11 only - // An input loses its value after becoming a radio - input = document.createElement( "input" ); - input.value = "t"; - input.type = "radio"; - support.radioValue = input.value === "t"; -} )(); - - -var boolHook, - attrHandle = jQuery.expr.attrHandle; - -jQuery.fn.extend( { - attr: function( name, value ) { - return access( this, jQuery.attr, name, value, arguments.length > 1 ); - }, - - removeAttr: function( name ) { - return this.each( function() { - jQuery.removeAttr( this, name ); - } ); - } -} ); - -jQuery.extend( { - attr: function( elem, name, value ) { - var ret, hooks, - nType = elem.nodeType; - - // Don't get/set attributes on text, comment and attribute nodes - if ( nType === 3 || nType === 8 || nType === 2 ) { - return; - } - - // Fallback to prop when attributes are not supported - if ( typeof elem.getAttribute === "undefined" ) { - return jQuery.prop( elem, name, value ); - } - - // Attribute hooks are determined by the lowercase version - // Grab necessary hook if one is defined - if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) { - hooks = jQuery.attrHooks[ name.toLowerCase() ] || - ( jQuery.expr.match.bool.test( name ) ? boolHook : undefined ); - } - - if ( value !== undefined ) { - if ( value === null ) { - jQuery.removeAttr( elem, name ); - return; - } - - if ( hooks && "set" in hooks && - ( ret = hooks.set( elem, value, name ) ) !== undefined ) { - return ret; - } - - elem.setAttribute( name, value + "" ); - return value; - } - - if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) { - return ret; - } - - ret = jQuery.find.attr( elem, name ); - - // Non-existent attributes return null, we normalize to undefined - return ret == null ? undefined : ret; - }, - - attrHooks: { - type: { - set: function( elem, value ) { - if ( !support.radioValue && value === "radio" && - nodeName( elem, "input" ) ) { - var val = elem.value; - elem.setAttribute( "type", value ); - if ( val ) { - elem.value = val; - } - return value; - } - } - } - }, - - removeAttr: function( elem, value ) { - var name, - i = 0, - - // Attribute names can contain non-HTML whitespace characters - // https://html.spec.whatwg.org/multipage/syntax.html#attributes-2 - attrNames = value && value.match( rnothtmlwhite ); - - if ( attrNames && elem.nodeType === 1 ) { - while ( ( name = attrNames[ i++ ] ) ) { - elem.removeAttribute( name ); - } - } - } -} ); - -// Hooks for boolean attributes -boolHook = { - set: function( elem, value, name ) { - if ( value === false ) { - - // Remove boolean attributes when set to false - jQuery.removeAttr( elem, name ); - } else { - elem.setAttribute( name, name ); - } - return name; - } -}; - -jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) { - var getter = attrHandle[ name ] || jQuery.find.attr; - - attrHandle[ name ] = function( elem, name, isXML ) { - var ret, handle, - lowercaseName = name.toLowerCase(); - - if ( !isXML ) { - - // Avoid an infinite loop by temporarily removing this function from the getter - handle = attrHandle[ lowercaseName ]; - attrHandle[ lowercaseName ] = ret; - ret = getter( elem, name, isXML ) != null ? - lowercaseName : - null; - attrHandle[ lowercaseName ] = handle; - } - return ret; - }; -} ); - - - - -var rfocusable = /^(?:input|select|textarea|button)$/i, - rclickable = /^(?:a|area)$/i; - -jQuery.fn.extend( { - prop: function( name, value ) { - return access( this, jQuery.prop, name, value, arguments.length > 1 ); - }, - - removeProp: function( name ) { - return this.each( function() { - delete this[ jQuery.propFix[ name ] || name ]; - } ); - } -} ); - -jQuery.extend( { - prop: function( elem, name, value ) { - var ret, hooks, - nType = elem.nodeType; - - // Don't get/set properties on text, comment and attribute nodes - if ( nType === 3 || nType === 8 || nType === 2 ) { - return; - } - - if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) { - - // Fix name and attach hooks - name = jQuery.propFix[ name ] || name; - hooks = jQuery.propHooks[ name ]; - } - - if ( value !== undefined ) { - if ( hooks && "set" in hooks && - ( ret = hooks.set( elem, value, name ) ) !== undefined ) { - return ret; - } - - return ( elem[ name ] = value ); - } - - if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) { - return ret; - } - - return elem[ name ]; - }, - - propHooks: { - tabIndex: { - get: function( elem ) { - - // Support: IE <=9 - 11 only - // elem.tabIndex doesn't always return the - // correct value when it hasn't been explicitly set - // https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/ - // Use proper attribute retrieval(#12072) - var tabindex = jQuery.find.attr( elem, "tabindex" ); - - if ( tabindex ) { - return parseInt( tabindex, 10 ); - } - - if ( - rfocusable.test( elem.nodeName ) || - rclickable.test( elem.nodeName ) && - elem.href - ) { - return 0; - } - - return -1; - } - } - }, - - propFix: { - "for": "htmlFor", - "class": "className" - } -} ); - -// Support: IE <=11 only -// Accessing the selectedIndex property -// forces the browser to respect setting selected -// on the option -// The getter ensures a default option is selected -// when in an optgroup -// eslint rule "no-unused-expressions" is disabled for this code -// since it considers such accessions noop -if ( !support.optSelected ) { - jQuery.propHooks.selected = { - get: function( elem ) { - - /* eslint no-unused-expressions: "off" */ - - var parent = elem.parentNode; - if ( parent && parent.parentNode ) { - parent.parentNode.selectedIndex; - } - return null; - }, - set: function( elem ) { - - /* eslint no-unused-expressions: "off" */ - - var parent = elem.parentNode; - if ( parent ) { - parent.selectedIndex; - - if ( parent.parentNode ) { - parent.parentNode.selectedIndex; - } - } - } - }; -} - -jQuery.each( [ - "tabIndex", - "readOnly", - "maxLength", - "cellSpacing", - "cellPadding", - "rowSpan", - "colSpan", - "useMap", - "frameBorder", - "contentEditable" -], function() { - jQuery.propFix[ this.toLowerCase() ] = this; -} ); - - - - - // Strip and collapse whitespace according to HTML spec - // https://infra.spec.whatwg.org/#strip-and-collapse-ascii-whitespace - function stripAndCollapse( value ) { - var tokens = value.match( rnothtmlwhite ) || []; - return tokens.join( " " ); - } - - -function getClass( elem ) { - return elem.getAttribute && elem.getAttribute( "class" ) || ""; -} - -function classesToArray( value ) { - if ( Array.isArray( value ) ) { - return value; - } - if ( typeof value === "string" ) { - return value.match( rnothtmlwhite ) || []; - } - return []; -} - -jQuery.fn.extend( { - addClass: function( value ) { - var classes, elem, cur, curValue, clazz, j, finalValue, - i = 0; - - if ( isFunction( value ) ) { - return this.each( function( j ) { - jQuery( this ).addClass( value.call( this, j, getClass( this ) ) ); - } ); - } - - classes = classesToArray( value ); - - if ( classes.length ) { - while ( ( elem = this[ i++ ] ) ) { - curValue = getClass( elem ); - cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " ); - - if ( cur ) { - j = 0; - while ( ( clazz = classes[ j++ ] ) ) { - if ( cur.indexOf( " " + clazz + " " ) < 0 ) { - cur += clazz + " "; - } - } - - // Only assign if different to avoid unneeded rendering. - finalValue = stripAndCollapse( cur ); - if ( curValue !== finalValue ) { - elem.setAttribute( "class", finalValue ); - } - } - } - } - - return this; - }, - - removeClass: function( value ) { - var classes, elem, cur, curValue, clazz, j, finalValue, - i = 0; - - if ( isFunction( value ) ) { - return this.each( function( j ) { - jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) ); - } ); - } - - if ( !arguments.length ) { - return this.attr( "class", "" ); - } - - classes = classesToArray( value ); - - if ( classes.length ) { - while ( ( elem = this[ i++ ] ) ) { - curValue = getClass( elem ); - - // This expression is here for better compressibility (see addClass) - cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " ); - - if ( cur ) { - j = 0; - while ( ( clazz = classes[ j++ ] ) ) { - - // Remove *all* instances - while ( cur.indexOf( " " + clazz + " " ) > -1 ) { - cur = cur.replace( " " + clazz + " ", " " ); - } - } - - // Only assign if different to avoid unneeded rendering. - finalValue = stripAndCollapse( cur ); - if ( curValue !== finalValue ) { - elem.setAttribute( "class", finalValue ); - } - } - } - } - - return this; - }, - - toggleClass: function( value, stateVal ) { - var type = typeof value, - isValidValue = type === "string" || Array.isArray( value ); - - if ( typeof stateVal === "boolean" && isValidValue ) { - return stateVal ? this.addClass( value ) : this.removeClass( value ); - } - - if ( isFunction( value ) ) { - return this.each( function( i ) { - jQuery( this ).toggleClass( - value.call( this, i, getClass( this ), stateVal ), - stateVal - ); - } ); - } - - return this.each( function() { - var className, i, self, classNames; - - if ( isValidValue ) { - - // Toggle individual class names - i = 0; - self = jQuery( this ); - classNames = classesToArray( value ); - - while ( ( className = classNames[ i++ ] ) ) { - - // Check each className given, space separated list - if ( self.hasClass( className ) ) { - self.removeClass( className ); - } else { - self.addClass( className ); - } - } - - // Toggle whole class name - } else if ( value === undefined || type === "boolean" ) { - className = getClass( this ); - if ( className ) { - - // Store className if set - dataPriv.set( this, "__className__", className ); - } - - // If the element has a class name or if we're passed `false`, - // then remove the whole classname (if there was one, the above saved it). - // Otherwise bring back whatever was previously saved (if anything), - // falling back to the empty string if nothing was stored. - if ( this.setAttribute ) { - this.setAttribute( "class", - className || value === false ? - "" : - dataPriv.get( this, "__className__" ) || "" - ); - } - } - } ); - }, - - hasClass: function( selector ) { - var className, elem, - i = 0; - - className = " " + selector + " "; - while ( ( elem = this[ i++ ] ) ) { - if ( elem.nodeType === 1 && - ( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) { - return true; - } - } - - return false; - } -} ); - - - - -var rreturn = /\r/g; - -jQuery.fn.extend( { - val: function( value ) { - var hooks, ret, valueIsFunction, - elem = this[ 0 ]; - - if ( !arguments.length ) { - if ( elem ) { - hooks = jQuery.valHooks[ elem.type ] || - jQuery.valHooks[ elem.nodeName.toLowerCase() ]; - - if ( hooks && - "get" in hooks && - ( ret = hooks.get( elem, "value" ) ) !== undefined - ) { - return ret; - } - - ret = elem.value; - - // Handle most common string cases - if ( typeof ret === "string" ) { - return ret.replace( rreturn, "" ); - } - - // Handle cases where value is null/undef or number - return ret == null ? "" : ret; - } - - return; - } - - valueIsFunction = isFunction( value ); - - return this.each( function( i ) { - var val; - - if ( this.nodeType !== 1 ) { - return; - } - - if ( valueIsFunction ) { - val = value.call( this, i, jQuery( this ).val() ); - } else { - val = value; - } - - // Treat null/undefined as ""; convert numbers to string - if ( val == null ) { - val = ""; - - } else if ( typeof val === "number" ) { - val += ""; - - } else if ( Array.isArray( val ) ) { - val = jQuery.map( val, function( value ) { - return value == null ? "" : value + ""; - } ); - } - - hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ]; - - // If set returns undefined, fall back to normal setting - if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) { - this.value = val; - } - } ); - } -} ); - -jQuery.extend( { - valHooks: { - option: { - get: function( elem ) { - - var val = jQuery.find.attr( elem, "value" ); - return val != null ? - val : - - // Support: IE <=10 - 11 only - // option.text throws exceptions (#14686, #14858) - // Strip and collapse whitespace - // https://html.spec.whatwg.org/#strip-and-collapse-whitespace - stripAndCollapse( jQuery.text( elem ) ); - } - }, - select: { - get: function( elem ) { - var value, option, i, - options = elem.options, - index = elem.selectedIndex, - one = elem.type === "select-one", - values = one ? null : [], - max = one ? index + 1 : options.length; - - if ( index < 0 ) { - i = max; - - } else { - i = one ? index : 0; - } - - // Loop through all the selected options - for ( ; i < max; i++ ) { - option = options[ i ]; - - // Support: IE <=9 only - // IE8-9 doesn't update selected after form reset (#2551) - if ( ( option.selected || i === index ) && - - // Don't return options that are disabled or in a disabled optgroup - !option.disabled && - ( !option.parentNode.disabled || - !nodeName( option.parentNode, "optgroup" ) ) ) { - - // Get the specific value for the option - value = jQuery( option ).val(); - - // We don't need an array for one selects - if ( one ) { - return value; - } - - // Multi-Selects return an array - values.push( value ); - } - } - - return values; - }, - - set: function( elem, value ) { - var optionSet, option, - options = elem.options, - values = jQuery.makeArray( value ), - i = options.length; - - while ( i-- ) { - option = options[ i ]; - - /* eslint-disable no-cond-assign */ - - if ( option.selected = - jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1 - ) { - optionSet = true; - } - - /* eslint-enable no-cond-assign */ - } - - // Force browsers to behave consistently when non-matching value is set - if ( !optionSet ) { - elem.selectedIndex = -1; - } - return values; - } - } - } -} ); - -// Radios and checkboxes getter/setter -jQuery.each( [ "radio", "checkbox" ], function() { - jQuery.valHooks[ this ] = { - set: function( elem, value ) { - if ( Array.isArray( value ) ) { - return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 ); - } - } - }; - if ( !support.checkOn ) { - jQuery.valHooks[ this ].get = function( elem ) { - return elem.getAttribute( "value" ) === null ? "on" : elem.value; - }; - } -} ); - - - - -// Return jQuery for attributes-only inclusion - - -support.focusin = "onfocusin" in window; - - -var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/, - stopPropagationCallback = function( e ) { - e.stopPropagation(); - }; - -jQuery.extend( jQuery.event, { - - trigger: function( event, data, elem, onlyHandlers ) { - - var i, cur, tmp, bubbleType, ontype, handle, special, lastElement, - eventPath = [ elem || document ], - type = hasOwn.call( event, "type" ) ? event.type : event, - namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : []; - - cur = lastElement = tmp = elem = elem || document; - - // Don't do events on text and comment nodes - if ( elem.nodeType === 3 || elem.nodeType === 8 ) { - return; - } - - // focus/blur morphs to focusin/out; ensure we're not firing them right now - if ( rfocusMorph.test( type + jQuery.event.triggered ) ) { - return; - } - - if ( type.indexOf( "." ) > -1 ) { - - // Namespaced trigger; create a regexp to match event type in handle() - namespaces = type.split( "." ); - type = namespaces.shift(); - namespaces.sort(); - } - ontype = type.indexOf( ":" ) < 0 && "on" + type; - - // Caller can pass in a jQuery.Event object, Object, or just an event type string - event = event[ jQuery.expando ] ? - event : - new jQuery.Event( type, typeof event === "object" && event ); - - // Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true) - event.isTrigger = onlyHandlers ? 2 : 3; - event.namespace = namespaces.join( "." ); - event.rnamespace = event.namespace ? - new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) : - null; - - // Clean up the event in case it is being reused - event.result = undefined; - if ( !event.target ) { - event.target = elem; - } - - // Clone any incoming data and prepend the event, creating the handler arg list - data = data == null ? - [ event ] : - jQuery.makeArray( data, [ event ] ); - - // Allow special events to draw outside the lines - special = jQuery.event.special[ type ] || {}; - if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) { - return; - } - - // Determine event propagation path in advance, per W3C events spec (#9951) - // Bubble up to document, then to window; watch for a global ownerDocument var (#9724) - if ( !onlyHandlers && !special.noBubble && !isWindow( elem ) ) { - - bubbleType = special.delegateType || type; - if ( !rfocusMorph.test( bubbleType + type ) ) { - cur = cur.parentNode; - } - for ( ; cur; cur = cur.parentNode ) { - eventPath.push( cur ); - tmp = cur; - } - - // Only add window if we got to document (e.g., not plain obj or detached DOM) - if ( tmp === ( elem.ownerDocument || document ) ) { - eventPath.push( tmp.defaultView || tmp.parentWindow || window ); - } - } - - // Fire handlers on the event path - i = 0; - while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) { - lastElement = cur; - event.type = i > 1 ? - bubbleType : - special.bindType || type; - - // jQuery handler - handle = ( - dataPriv.get( cur, "events" ) || Object.create( null ) - )[ event.type ] && - dataPriv.get( cur, "handle" ); - if ( handle ) { - handle.apply( cur, data ); - } - - // Native handler - handle = ontype && cur[ ontype ]; - if ( handle && handle.apply && acceptData( cur ) ) { - event.result = handle.apply( cur, data ); - if ( event.result === false ) { - event.preventDefault(); - } - } - } - event.type = type; - - // If nobody prevented the default action, do it now - if ( !onlyHandlers && !event.isDefaultPrevented() ) { - - if ( ( !special._default || - special._default.apply( eventPath.pop(), data ) === false ) && - acceptData( elem ) ) { - - // Call a native DOM method on the target with the same name as the event. - // Don't do default actions on window, that's where global variables be (#6170) - if ( ontype && isFunction( elem[ type ] ) && !isWindow( elem ) ) { - - // Don't re-trigger an onFOO event when we call its FOO() method - tmp = elem[ ontype ]; - - if ( tmp ) { - elem[ ontype ] = null; - } - - // Prevent re-triggering of the same event, since we already bubbled it above - jQuery.event.triggered = type; - - if ( event.isPropagationStopped() ) { - lastElement.addEventListener( type, stopPropagationCallback ); - } - - elem[ type ](); - - if ( event.isPropagationStopped() ) { - lastElement.removeEventListener( type, stopPropagationCallback ); - } - - jQuery.event.triggered = undefined; - - if ( tmp ) { - elem[ ontype ] = tmp; - } - } - } - } - - return event.result; - }, - - // Piggyback on a donor event to simulate a different one - // Used only for `focus(in | out)` events - simulate: function( type, elem, event ) { - var e = jQuery.extend( - new jQuery.Event(), - event, - { - type: type, - isSimulated: true - } - ); - - jQuery.event.trigger( e, null, elem ); - } - -} ); - -jQuery.fn.extend( { - - trigger: function( type, data ) { - return this.each( function() { - jQuery.event.trigger( type, data, this ); - } ); - }, - triggerHandler: function( type, data ) { - var elem = this[ 0 ]; - if ( elem ) { - return jQuery.event.trigger( type, data, elem, true ); - } - } -} ); - - -// Support: Firefox <=44 -// Firefox doesn't have focus(in | out) events -// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787 -// -// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1 -// focus(in | out) events fire after focus & blur events, -// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order -// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857 -if ( !support.focusin ) { - jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) { - - // Attach a single capturing handler on the document while someone wants focusin/focusout - var handler = function( event ) { - jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) ); - }; - - jQuery.event.special[ fix ] = { - setup: function() { - - // Handle: regular nodes (via `this.ownerDocument`), window - // (via `this.document`) & document (via `this`). - var doc = this.ownerDocument || this.document || this, - attaches = dataPriv.access( doc, fix ); - - if ( !attaches ) { - doc.addEventListener( orig, handler, true ); - } - dataPriv.access( doc, fix, ( attaches || 0 ) + 1 ); - }, - teardown: function() { - var doc = this.ownerDocument || this.document || this, - attaches = dataPriv.access( doc, fix ) - 1; - - if ( !attaches ) { - doc.removeEventListener( orig, handler, true ); - dataPriv.remove( doc, fix ); - - } else { - dataPriv.access( doc, fix, attaches ); - } - } - }; - } ); -} -var location = window.location; - -var nonce = { guid: Date.now() }; - -var rquery = ( /\?/ ); - - - -// Cross-browser xml parsing -jQuery.parseXML = function( data ) { - var xml; - if ( !data || typeof data !== "string" ) { - return null; - } - - // Support: IE 9 - 11 only - // IE throws on parseFromString with invalid input. - try { - xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" ); - } catch ( e ) { - xml = undefined; - } - - if ( !xml || xml.getElementsByTagName( "parsererror" ).length ) { - jQuery.error( "Invalid XML: " + data ); - } - return xml; -}; - - -var - rbracket = /\[\]$/, - rCRLF = /\r?\n/g, - rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i, - rsubmittable = /^(?:input|select|textarea|keygen)/i; - -function buildParams( prefix, obj, traditional, add ) { - var name; - - if ( Array.isArray( obj ) ) { - - // Serialize array item. - jQuery.each( obj, function( i, v ) { - if ( traditional || rbracket.test( prefix ) ) { - - // Treat each array item as a scalar. - add( prefix, v ); - - } else { - - // Item is non-scalar (array or object), encode its numeric index. - buildParams( - prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]", - v, - traditional, - add - ); - } - } ); - - } else if ( !traditional && toType( obj ) === "object" ) { - - // Serialize object item. - for ( name in obj ) { - buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add ); - } - - } else { - - // Serialize scalar item. - add( prefix, obj ); - } -} - -// Serialize an array of form elements or a set of -// key/values into a query string -jQuery.param = function( a, traditional ) { - var prefix, - s = [], - add = function( key, valueOrFunction ) { - - // If value is a function, invoke it and use its return value - var value = isFunction( valueOrFunction ) ? - valueOrFunction() : - valueOrFunction; - - s[ s.length ] = encodeURIComponent( key ) + "=" + - encodeURIComponent( value == null ? "" : value ); - }; - - if ( a == null ) { - return ""; - } - - // If an array was passed in, assume that it is an array of form elements. - if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) { - - // Serialize the form elements - jQuery.each( a, function() { - add( this.name, this.value ); - } ); - - } else { - - // If traditional, encode the "old" way (the way 1.3.2 or older - // did it), otherwise encode params recursively. - for ( prefix in a ) { - buildParams( prefix, a[ prefix ], traditional, add ); - } - } - - // Return the resulting serialization - return s.join( "&" ); -}; - -jQuery.fn.extend( { - serialize: function() { - return jQuery.param( this.serializeArray() ); - }, - serializeArray: function() { - return this.map( function() { - - // Can add propHook for "elements" to filter or add form elements - var elements = jQuery.prop( this, "elements" ); - return elements ? jQuery.makeArray( elements ) : this; - } ) - .filter( function() { - var type = this.type; - - // Use .is( ":disabled" ) so that fieldset[disabled] works - return this.name && !jQuery( this ).is( ":disabled" ) && - rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) && - ( this.checked || !rcheckableType.test( type ) ); - } ) - .map( function( _i, elem ) { - var val = jQuery( this ).val(); - - if ( val == null ) { - return null; - } - - if ( Array.isArray( val ) ) { - return jQuery.map( val, function( val ) { - return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) }; - } ); - } - - return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) }; - } ).get(); - } -} ); - - -var - r20 = /%20/g, - rhash = /#.*$/, - rantiCache = /([?&])_=[^&]*/, - rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg, - - // #7653, #8125, #8152: local protocol detection - rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/, - rnoContent = /^(?:GET|HEAD)$/, - rprotocol = /^\/\//, - - /* Prefilters - * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example) - * 2) These are called: - * - BEFORE asking for a transport - * - AFTER param serialization (s.data is a string if s.processData is true) - * 3) key is the dataType - * 4) the catchall symbol "*" can be used - * 5) execution will start with transport dataType and THEN continue down to "*" if needed - */ - prefilters = {}, - - /* Transports bindings - * 1) key is the dataType - * 2) the catchall symbol "*" can be used - * 3) selection will start with transport dataType and THEN go to "*" if needed - */ - transports = {}, - - // Avoid comment-prolog char sequence (#10098); must appease lint and evade compression - allTypes = "*/".concat( "*" ), - - // Anchor tag for parsing the document origin - originAnchor = document.createElement( "a" ); - originAnchor.href = location.href; - -// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport -function addToPrefiltersOrTransports( structure ) { - - // dataTypeExpression is optional and defaults to "*" - return function( dataTypeExpression, func ) { - - if ( typeof dataTypeExpression !== "string" ) { - func = dataTypeExpression; - dataTypeExpression = "*"; - } - - var dataType, - i = 0, - dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || []; - - if ( isFunction( func ) ) { - - // For each dataType in the dataTypeExpression - while ( ( dataType = dataTypes[ i++ ] ) ) { - - // Prepend if requested - if ( dataType[ 0 ] === "+" ) { - dataType = dataType.slice( 1 ) || "*"; - ( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func ); - - // Otherwise append - } else { - ( structure[ dataType ] = structure[ dataType ] || [] ).push( func ); - } - } - } - }; -} - -// Base inspection function for prefilters and transports -function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) { - - var inspected = {}, - seekingTransport = ( structure === transports ); - - function inspect( dataType ) { - var selected; - inspected[ dataType ] = true; - jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) { - var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR ); - if ( typeof dataTypeOrTransport === "string" && - !seekingTransport && !inspected[ dataTypeOrTransport ] ) { - - options.dataTypes.unshift( dataTypeOrTransport ); - inspect( dataTypeOrTransport ); - return false; - } else if ( seekingTransport ) { - return !( selected = dataTypeOrTransport ); - } - } ); - return selected; - } - - return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" ); -} - -// A special extend for ajax options -// that takes "flat" options (not to be deep extended) -// Fixes #9887 -function ajaxExtend( target, src ) { - var key, deep, - flatOptions = jQuery.ajaxSettings.flatOptions || {}; - - for ( key in src ) { - if ( src[ key ] !== undefined ) { - ( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ]; - } - } - if ( deep ) { - jQuery.extend( true, target, deep ); - } - - return target; -} - -/* Handles responses to an ajax request: - * - finds the right dataType (mediates between content-type and expected dataType) - * - returns the corresponding response - */ -function ajaxHandleResponses( s, jqXHR, responses ) { - - var ct, type, finalDataType, firstDataType, - contents = s.contents, - dataTypes = s.dataTypes; - - // Remove auto dataType and get content-type in the process - while ( dataTypes[ 0 ] === "*" ) { - dataTypes.shift(); - if ( ct === undefined ) { - ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" ); - } - } - - // Check if we're dealing with a known content-type - if ( ct ) { - for ( type in contents ) { - if ( contents[ type ] && contents[ type ].test( ct ) ) { - dataTypes.unshift( type ); - break; - } - } - } - - // Check to see if we have a response for the expected dataType - if ( dataTypes[ 0 ] in responses ) { - finalDataType = dataTypes[ 0 ]; - } else { - - // Try convertible dataTypes - for ( type in responses ) { - if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) { - finalDataType = type; - break; - } - if ( !firstDataType ) { - firstDataType = type; - } - } - - // Or just use first one - finalDataType = finalDataType || firstDataType; - } - - // If we found a dataType - // We add the dataType to the list if needed - // and return the corresponding response - if ( finalDataType ) { - if ( finalDataType !== dataTypes[ 0 ] ) { - dataTypes.unshift( finalDataType ); - } - return responses[ finalDataType ]; - } -} - -/* Chain conversions given the request and the original response - * Also sets the responseXXX fields on the jqXHR instance - */ -function ajaxConvert( s, response, jqXHR, isSuccess ) { - var conv2, current, conv, tmp, prev, - converters = {}, - - // Work with a copy of dataTypes in case we need to modify it for conversion - dataTypes = s.dataTypes.slice(); - - // Create converters map with lowercased keys - if ( dataTypes[ 1 ] ) { - for ( conv in s.converters ) { - converters[ conv.toLowerCase() ] = s.converters[ conv ]; - } - } - - current = dataTypes.shift(); - - // Convert to each sequential dataType - while ( current ) { - - if ( s.responseFields[ current ] ) { - jqXHR[ s.responseFields[ current ] ] = response; - } - - // Apply the dataFilter if provided - if ( !prev && isSuccess && s.dataFilter ) { - response = s.dataFilter( response, s.dataType ); - } - - prev = current; - current = dataTypes.shift(); - - if ( current ) { - - // There's only work to do if current dataType is non-auto - if ( current === "*" ) { - - current = prev; - - // Convert response if prev dataType is non-auto and differs from current - } else if ( prev !== "*" && prev !== current ) { - - // Seek a direct converter - conv = converters[ prev + " " + current ] || converters[ "* " + current ]; - - // If none found, seek a pair - if ( !conv ) { - for ( conv2 in converters ) { - - // If conv2 outputs current - tmp = conv2.split( " " ); - if ( tmp[ 1 ] === current ) { - - // If prev can be converted to accepted input - conv = converters[ prev + " " + tmp[ 0 ] ] || - converters[ "* " + tmp[ 0 ] ]; - if ( conv ) { - - // Condense equivalence converters - if ( conv === true ) { - conv = converters[ conv2 ]; - - // Otherwise, insert the intermediate dataType - } else if ( converters[ conv2 ] !== true ) { - current = tmp[ 0 ]; - dataTypes.unshift( tmp[ 1 ] ); - } - break; - } - } - } - } - - // Apply converter (if not an equivalence) - if ( conv !== true ) { - - // Unless errors are allowed to bubble, catch and return them - if ( conv && s.throws ) { - response = conv( response ); - } else { - try { - response = conv( response ); - } catch ( e ) { - return { - state: "parsererror", - error: conv ? e : "No conversion from " + prev + " to " + current - }; - } - } - } - } - } - } - - return { state: "success", data: response }; -} - -jQuery.extend( { - - // Counter for holding the number of active queries - active: 0, - - // Last-Modified header cache for next request - lastModified: {}, - etag: {}, - - ajaxSettings: { - url: location.href, - type: "GET", - isLocal: rlocalProtocol.test( location.protocol ), - global: true, - processData: true, - async: true, - contentType: "application/x-www-form-urlencoded; charset=UTF-8", - - /* - timeout: 0, - data: null, - dataType: null, - username: null, - password: null, - cache: null, - throws: false, - traditional: false, - headers: {}, - */ - - accepts: { - "*": allTypes, - text: "text/plain", - html: "text/html", - xml: "application/xml, text/xml", - json: "application/json, text/javascript" - }, - - contents: { - xml: /\bxml\b/, - html: /\bhtml/, - json: /\bjson\b/ - }, - - responseFields: { - xml: "responseXML", - text: "responseText", - json: "responseJSON" - }, - - // Data converters - // Keys separate source (or catchall "*") and destination types with a single space - converters: { - - // Convert anything to text - "* text": String, - - // Text to html (true = no transformation) - "text html": true, - - // Evaluate text as a json expression - "text json": JSON.parse, - - // Parse text as xml - "text xml": jQuery.parseXML - }, - - // For options that shouldn't be deep extended: - // you can add your own custom options here if - // and when you create one that shouldn't be - // deep extended (see ajaxExtend) - flatOptions: { - url: true, - context: true - } - }, - - // Creates a full fledged settings object into target - // with both ajaxSettings and settings fields. - // If target is omitted, writes into ajaxSettings. - ajaxSetup: function( target, settings ) { - return settings ? - - // Building a settings object - ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) : - - // Extending ajaxSettings - ajaxExtend( jQuery.ajaxSettings, target ); - }, - - ajaxPrefilter: addToPrefiltersOrTransports( prefilters ), - ajaxTransport: addToPrefiltersOrTransports( transports ), - - // Main method - ajax: function( url, options ) { - - // If url is an object, simulate pre-1.5 signature - if ( typeof url === "object" ) { - options = url; - url = undefined; - } - - // Force options to be an object - options = options || {}; - - var transport, - - // URL without anti-cache param - cacheURL, - - // Response headers - responseHeadersString, - responseHeaders, - - // timeout handle - timeoutTimer, - - // Url cleanup var - urlAnchor, - - // Request state (becomes false upon send and true upon completion) - completed, - - // To know if global events are to be dispatched - fireGlobals, - - // Loop variable - i, - - // uncached part of the url - uncached, - - // Create the final options object - s = jQuery.ajaxSetup( {}, options ), - - // Callbacks context - callbackContext = s.context || s, - - // Context for global events is callbackContext if it is a DOM node or jQuery collection - globalEventContext = s.context && - ( callbackContext.nodeType || callbackContext.jquery ) ? - jQuery( callbackContext ) : - jQuery.event, - - // Deferreds - deferred = jQuery.Deferred(), - completeDeferred = jQuery.Callbacks( "once memory" ), - - // Status-dependent callbacks - statusCode = s.statusCode || {}, - - // Headers (they are sent all at once) - requestHeaders = {}, - requestHeadersNames = {}, - - // Default abort message - strAbort = "canceled", - - // Fake xhr - jqXHR = { - readyState: 0, - - // Builds headers hashtable if needed - getResponseHeader: function( key ) { - var match; - if ( completed ) { - if ( !responseHeaders ) { - responseHeaders = {}; - while ( ( match = rheaders.exec( responseHeadersString ) ) ) { - responseHeaders[ match[ 1 ].toLowerCase() + " " ] = - ( responseHeaders[ match[ 1 ].toLowerCase() + " " ] || [] ) - .concat( match[ 2 ] ); - } - } - match = responseHeaders[ key.toLowerCase() + " " ]; - } - return match == null ? null : match.join( ", " ); - }, - - // Raw string - getAllResponseHeaders: function() { - return completed ? responseHeadersString : null; - }, - - // Caches the header - setRequestHeader: function( name, value ) { - if ( completed == null ) { - name = requestHeadersNames[ name.toLowerCase() ] = - requestHeadersNames[ name.toLowerCase() ] || name; - requestHeaders[ name ] = value; - } - return this; - }, - - // Overrides response content-type header - overrideMimeType: function( type ) { - if ( completed == null ) { - s.mimeType = type; - } - return this; - }, - - // Status-dependent callbacks - statusCode: function( map ) { - var code; - if ( map ) { - if ( completed ) { - - // Execute the appropriate callbacks - jqXHR.always( map[ jqXHR.status ] ); - } else { - - // Lazy-add the new callbacks in a way that preserves old ones - for ( code in map ) { - statusCode[ code ] = [ statusCode[ code ], map[ code ] ]; - } - } - } - return this; - }, - - // Cancel the request - abort: function( statusText ) { - var finalText = statusText || strAbort; - if ( transport ) { - transport.abort( finalText ); - } - done( 0, finalText ); - return this; - } - }; - - // Attach deferreds - deferred.promise( jqXHR ); - - // Add protocol if not provided (prefilters might expect it) - // Handle falsy url in the settings object (#10093: consistency with old signature) - // We also use the url parameter if available - s.url = ( ( url || s.url || location.href ) + "" ) - .replace( rprotocol, location.protocol + "//" ); - - // Alias method option to type as per ticket #12004 - s.type = options.method || options.type || s.method || s.type; - - // Extract dataTypes list - s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ]; - - // A cross-domain request is in order when the origin doesn't match the current origin. - if ( s.crossDomain == null ) { - urlAnchor = document.createElement( "a" ); - - // Support: IE <=8 - 11, Edge 12 - 15 - // IE throws exception on accessing the href property if url is malformed, - // e.g. http://example.com:80x/ - try { - urlAnchor.href = s.url; - - // Support: IE <=8 - 11 only - // Anchor's host property isn't correctly set when s.url is relative - urlAnchor.href = urlAnchor.href; - s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !== - urlAnchor.protocol + "//" + urlAnchor.host; - } catch ( e ) { - - // If there is an error parsing the URL, assume it is crossDomain, - // it can be rejected by the transport if it is invalid - s.crossDomain = true; - } - } - - // Convert data if not already a string - if ( s.data && s.processData && typeof s.data !== "string" ) { - s.data = jQuery.param( s.data, s.traditional ); - } - - // Apply prefilters - inspectPrefiltersOrTransports( prefilters, s, options, jqXHR ); - - // If request was aborted inside a prefilter, stop there - if ( completed ) { - return jqXHR; - } - - // We can fire global events as of now if asked to - // Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118) - fireGlobals = jQuery.event && s.global; - - // Watch for a new set of requests - if ( fireGlobals && jQuery.active++ === 0 ) { - jQuery.event.trigger( "ajaxStart" ); - } - - // Uppercase the type - s.type = s.type.toUpperCase(); - - // Determine if request has content - s.hasContent = !rnoContent.test( s.type ); - - // Save the URL in case we're toying with the If-Modified-Since - // and/or If-None-Match header later on - // Remove hash to simplify url manipulation - cacheURL = s.url.replace( rhash, "" ); - - // More options handling for requests with no content - if ( !s.hasContent ) { - - // Remember the hash so we can put it back - uncached = s.url.slice( cacheURL.length ); - - // If data is available and should be processed, append data to url - if ( s.data && ( s.processData || typeof s.data === "string" ) ) { - cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data; - - // #9682: remove data so that it's not used in an eventual retry - delete s.data; - } - - // Add or update anti-cache param if needed - if ( s.cache === false ) { - cacheURL = cacheURL.replace( rantiCache, "$1" ); - uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) + - uncached; - } - - // Put hash and anti-cache on the URL that will be requested (gh-1732) - s.url = cacheURL + uncached; - - // Change '%20' to '+' if this is encoded form body content (gh-2658) - } else if ( s.data && s.processData && - ( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) { - s.data = s.data.replace( r20, "+" ); - } - - // Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode. - if ( s.ifModified ) { - if ( jQuery.lastModified[ cacheURL ] ) { - jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] ); - } - if ( jQuery.etag[ cacheURL ] ) { - jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] ); - } - } - - // Set the correct header, if data is being sent - if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) { - jqXHR.setRequestHeader( "Content-Type", s.contentType ); - } - - // Set the Accepts header for the server, depending on the dataType - jqXHR.setRequestHeader( - "Accept", - s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ? - s.accepts[ s.dataTypes[ 0 ] ] + - ( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) : - s.accepts[ "*" ] - ); - - // Check for headers option - for ( i in s.headers ) { - jqXHR.setRequestHeader( i, s.headers[ i ] ); - } - - // Allow custom headers/mimetypes and early abort - if ( s.beforeSend && - ( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) { - - // Abort if not done already and return - return jqXHR.abort(); - } - - // Aborting is no longer a cancellation - strAbort = "abort"; - - // Install callbacks on deferreds - completeDeferred.add( s.complete ); - jqXHR.done( s.success ); - jqXHR.fail( s.error ); - - // Get transport - transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR ); - - // If no transport, we auto-abort - if ( !transport ) { - done( -1, "No Transport" ); - } else { - jqXHR.readyState = 1; - - // Send global event - if ( fireGlobals ) { - globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] ); - } - - // If request was aborted inside ajaxSend, stop there - if ( completed ) { - return jqXHR; - } - - // Timeout - if ( s.async && s.timeout > 0 ) { - timeoutTimer = window.setTimeout( function() { - jqXHR.abort( "timeout" ); - }, s.timeout ); - } - - try { - completed = false; - transport.send( requestHeaders, done ); - } catch ( e ) { - - // Rethrow post-completion exceptions - if ( completed ) { - throw e; - } - - // Propagate others as results - done( -1, e ); - } - } - - // Callback for when everything is done - function done( status, nativeStatusText, responses, headers ) { - var isSuccess, success, error, response, modified, - statusText = nativeStatusText; - - // Ignore repeat invocations - if ( completed ) { - return; - } - - completed = true; - - // Clear timeout if it exists - if ( timeoutTimer ) { - window.clearTimeout( timeoutTimer ); - } - - // Dereference transport for early garbage collection - // (no matter how long the jqXHR object will be used) - transport = undefined; - - // Cache response headers - responseHeadersString = headers || ""; - - // Set readyState - jqXHR.readyState = status > 0 ? 4 : 0; - - // Determine if successful - isSuccess = status >= 200 && status < 300 || status === 304; - - // Get response data - if ( responses ) { - response = ajaxHandleResponses( s, jqXHR, responses ); - } - - // Use a noop converter for missing script - if ( !isSuccess && jQuery.inArray( "script", s.dataTypes ) > -1 ) { - s.converters[ "text script" ] = function() {}; - } - - // Convert no matter what (that way responseXXX fields are always set) - response = ajaxConvert( s, response, jqXHR, isSuccess ); - - // If successful, handle type chaining - if ( isSuccess ) { - - // Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode. - if ( s.ifModified ) { - modified = jqXHR.getResponseHeader( "Last-Modified" ); - if ( modified ) { - jQuery.lastModified[ cacheURL ] = modified; - } - modified = jqXHR.getResponseHeader( "etag" ); - if ( modified ) { - jQuery.etag[ cacheURL ] = modified; - } - } - - // if no content - if ( status === 204 || s.type === "HEAD" ) { - statusText = "nocontent"; - - // if not modified - } else if ( status === 304 ) { - statusText = "notmodified"; - - // If we have data, let's convert it - } else { - statusText = response.state; - success = response.data; - error = response.error; - isSuccess = !error; - } - } else { - - // Extract error from statusText and normalize for non-aborts - error = statusText; - if ( status || !statusText ) { - statusText = "error"; - if ( status < 0 ) { - status = 0; - } - } - } - - // Set data for the fake xhr object - jqXHR.status = status; - jqXHR.statusText = ( nativeStatusText || statusText ) + ""; - - // Success/Error - if ( isSuccess ) { - deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] ); - } else { - deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] ); - } - - // Status-dependent callbacks - jqXHR.statusCode( statusCode ); - statusCode = undefined; - - if ( fireGlobals ) { - globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError", - [ jqXHR, s, isSuccess ? success : error ] ); - } - - // Complete - completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] ); - - if ( fireGlobals ) { - globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] ); - - // Handle the global AJAX counter - if ( !( --jQuery.active ) ) { - jQuery.event.trigger( "ajaxStop" ); - } - } - } - - return jqXHR; - }, - - getJSON: function( url, data, callback ) { - return jQuery.get( url, data, callback, "json" ); - }, - - getScript: function( url, callback ) { - return jQuery.get( url, undefined, callback, "script" ); - } -} ); - -jQuery.each( [ "get", "post" ], function( _i, method ) { - jQuery[ method ] = function( url, data, callback, type ) { - - // Shift arguments if data argument was omitted - if ( isFunction( data ) ) { - type = type || callback; - callback = data; - data = undefined; - } - - // The url can be an options object (which then must have .url) - return jQuery.ajax( jQuery.extend( { - url: url, - type: method, - dataType: type, - data: data, - success: callback - }, jQuery.isPlainObject( url ) && url ) ); - }; -} ); - -jQuery.ajaxPrefilter( function( s ) { - var i; - for ( i in s.headers ) { - if ( i.toLowerCase() === "content-type" ) { - s.contentType = s.headers[ i ] || ""; - } - } -} ); - - -jQuery._evalUrl = function( url, options, doc ) { - return jQuery.ajax( { - url: url, - - // Make this explicit, since user can override this through ajaxSetup (#11264) - type: "GET", - dataType: "script", - cache: true, - async: false, - global: false, - - // Only evaluate the response if it is successful (gh-4126) - // dataFilter is not invoked for failure responses, so using it instead - // of the default converter is kludgy but it works. - converters: { - "text script": function() {} - }, - dataFilter: function( response ) { - jQuery.globalEval( response, options, doc ); - } - } ); -}; - - -jQuery.fn.extend( { - wrapAll: function( html ) { - var wrap; - - if ( this[ 0 ] ) { - if ( isFunction( html ) ) { - html = html.call( this[ 0 ] ); - } - - // The elements to wrap the target around - wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true ); - - if ( this[ 0 ].parentNode ) { - wrap.insertBefore( this[ 0 ] ); - } - - wrap.map( function() { - var elem = this; - - while ( elem.firstElementChild ) { - elem = elem.firstElementChild; - } - - return elem; - } ).append( this ); - } - - return this; - }, - - wrapInner: function( html ) { - if ( isFunction( html ) ) { - return this.each( function( i ) { - jQuery( this ).wrapInner( html.call( this, i ) ); - } ); - } - - return this.each( function() { - var self = jQuery( this ), - contents = self.contents(); - - if ( contents.length ) { - contents.wrapAll( html ); - - } else { - self.append( html ); - } - } ); - }, - - wrap: function( html ) { - var htmlIsFunction = isFunction( html ); - - return this.each( function( i ) { - jQuery( this ).wrapAll( htmlIsFunction ? html.call( this, i ) : html ); - } ); - }, - - unwrap: function( selector ) { - this.parent( selector ).not( "body" ).each( function() { - jQuery( this ).replaceWith( this.childNodes ); - } ); - return this; - } -} ); - - -jQuery.expr.pseudos.hidden = function( elem ) { - return !jQuery.expr.pseudos.visible( elem ); -}; -jQuery.expr.pseudos.visible = function( elem ) { - return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length ); -}; - - - - -jQuery.ajaxSettings.xhr = function() { - try { - return new window.XMLHttpRequest(); - } catch ( e ) {} -}; - -var xhrSuccessStatus = { - - // File protocol always yields status code 0, assume 200 - 0: 200, - - // Support: IE <=9 only - // #1450: sometimes IE returns 1223 when it should be 204 - 1223: 204 - }, - xhrSupported = jQuery.ajaxSettings.xhr(); - -support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported ); -support.ajax = xhrSupported = !!xhrSupported; - -jQuery.ajaxTransport( function( options ) { - var callback, errorCallback; - - // Cross domain only allowed if supported through XMLHttpRequest - if ( support.cors || xhrSupported && !options.crossDomain ) { - return { - send: function( headers, complete ) { - var i, - xhr = options.xhr(); - - xhr.open( - options.type, - options.url, - options.async, - options.username, - options.password - ); - - // Apply custom fields if provided - if ( options.xhrFields ) { - for ( i in options.xhrFields ) { - xhr[ i ] = options.xhrFields[ i ]; - } - } - - // Override mime type if needed - if ( options.mimeType && xhr.overrideMimeType ) { - xhr.overrideMimeType( options.mimeType ); - } - - // X-Requested-With header - // For cross-domain requests, seeing as conditions for a preflight are - // akin to a jigsaw puzzle, we simply never set it to be sure. - // (it can always be set on a per-request basis or even using ajaxSetup) - // For same-domain requests, won't change header if already provided. - if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) { - headers[ "X-Requested-With" ] = "XMLHttpRequest"; - } - - // Set headers - for ( i in headers ) { - xhr.setRequestHeader( i, headers[ i ] ); - } - - // Callback - callback = function( type ) { - return function() { - if ( callback ) { - callback = errorCallback = xhr.onload = - xhr.onerror = xhr.onabort = xhr.ontimeout = - xhr.onreadystatechange = null; - - if ( type === "abort" ) { - xhr.abort(); - } else if ( type === "error" ) { - - // Support: IE <=9 only - // On a manual native abort, IE9 throws - // errors on any property access that is not readyState - if ( typeof xhr.status !== "number" ) { - complete( 0, "error" ); - } else { - complete( - - // File: protocol always yields status 0; see #8605, #14207 - xhr.status, - xhr.statusText - ); - } - } else { - complete( - xhrSuccessStatus[ xhr.status ] || xhr.status, - xhr.statusText, - - // Support: IE <=9 only - // IE9 has no XHR2 but throws on binary (trac-11426) - // For XHR2 non-text, let the caller handle it (gh-2498) - ( xhr.responseType || "text" ) !== "text" || - typeof xhr.responseText !== "string" ? - { binary: xhr.response } : - { text: xhr.responseText }, - xhr.getAllResponseHeaders() - ); - } - } - }; - }; - - // Listen to events - xhr.onload = callback(); - errorCallback = xhr.onerror = xhr.ontimeout = callback( "error" ); - - // Support: IE 9 only - // Use onreadystatechange to replace onabort - // to handle uncaught aborts - if ( xhr.onabort !== undefined ) { - xhr.onabort = errorCallback; - } else { - xhr.onreadystatechange = function() { - - // Check readyState before timeout as it changes - if ( xhr.readyState === 4 ) { - - // Allow onerror to be called first, - // but that will not handle a native abort - // Also, save errorCallback to a variable - // as xhr.onerror cannot be accessed - window.setTimeout( function() { - if ( callback ) { - errorCallback(); - } - } ); - } - }; - } - - // Create the abort callback - callback = callback( "abort" ); - - try { - - // Do send the request (this may raise an exception) - xhr.send( options.hasContent && options.data || null ); - } catch ( e ) { - - // #14683: Only rethrow if this hasn't been notified as an error yet - if ( callback ) { - throw e; - } - } - }, - - abort: function() { - if ( callback ) { - callback(); - } - } - }; - } -} ); - - - - -// Prevent auto-execution of scripts when no explicit dataType was provided (See gh-2432) -jQuery.ajaxPrefilter( function( s ) { - if ( s.crossDomain ) { - s.contents.script = false; - } -} ); - -// Install script dataType -jQuery.ajaxSetup( { - accepts: { - script: "text/javascript, application/javascript, " + - "application/ecmascript, application/x-ecmascript" - }, - contents: { - script: /\b(?:java|ecma)script\b/ - }, - converters: { - "text script": function( text ) { - jQuery.globalEval( text ); - return text; - } - } -} ); - -// Handle cache's special case and crossDomain -jQuery.ajaxPrefilter( "script", function( s ) { - if ( s.cache === undefined ) { - s.cache = false; - } - if ( s.crossDomain ) { - s.type = "GET"; - } -} ); - -// Bind script tag hack transport -jQuery.ajaxTransport( "script", function( s ) { - - // This transport only deals with cross domain or forced-by-attrs requests - if ( s.crossDomain || s.scriptAttrs ) { - var script, callback; - return { - send: function( _, complete ) { - script = jQuery( " - - - - - - - - - - - - -
- - -
- -
-
-
- -
-
-
-
- -
-

Advanced Installation๏ƒ

-
-

Install CodeCarbon as a Linux service๏ƒ

-

To install CodeCarbon as a Linux service, follow the instructions below. It works on Ubuntu or other Debian-based systems using systemd.

-

Create a dedicated user:

-
sudo useradd -r -s /bin/false codecarbon
-
-
-

Create a directory for the CodeCarbon service:

-
sudo mkdir /opt/codecarbon
-
-
-

Change the ownership of the directory to the user created above:

-
sudo chown codecarbon:codecarbon /opt/codecarbon
-
-
-

Create a virtual environment for CodeCarbon :

-
sudo apt install python3-venv
-sudo -u codecarbon python3 -m venv /opt/codecarbon/.venv
-
-
-

Install CodeCarbon in the virtual environment:

-
sudo -u codecarbon /opt/codecarbon/.venv/bin/pip install codecarbon
-
-
-

Go to https://dashboard.codecarbon.io/ and create an account to get your API key.

-

Configure CodeCarbon:

-
sudo -u codecarbon /opt/codecarbon/.venv/bin/codecarbon login
-
-
-

Create a systemd service file:

-
sudo tee /etc/systemd/system/codecarbon.service <<EOF
-[Unit]
-Description=CodeCarbon service
-After=network.target
-
-[Service]
-User=codecarbon
-Group=codecarbon
-WorkingDirectory=/opt/codecarbon
-ExecStart=/opt/codecarbon/.venv/bin/codecarbon monitor
-Restart=always
-
-[Install]
-WantedBy=multi-user.target
-EOF
-
-
-

Give permissions to the codecarbon group to read the RAPL (Running Average Power Limit) information:

-
sudo chown -R root:codecarbon /sys/class/powercap/intel-rapl/*
-sudo chmod g+r -R /sys/class/powercap/intel-rapl/*
-
-sudo apt install sysfsutils
-echo "mode class/powercap/intel-rapl:0/energy_uj = 0440" >> /etc/sysfs.conf
-echo "owner class/powercap/intel-rapl:0/energy_uj = root:codecarbon" >> /etc/sysfs.conf
-
-
-

Create the configuration file for CodeCarbon:

-
sudo tee /opt/codecarbon/.codecarbon.config <<EOF
-[codecarbon]
-api_endpoint = https://api.codecarbon.io
-organization_id = <organization_id>
-project_id = <project_id>
-experiment_id = <experiment_id>
-api_key = <api_key>
-# Verbose logging
-log_level=WARNING
-# Measure power every 30 seconds
-measure_power_secs=30
-# Send measure to API every 5 minutes (10*30 seconds)
-api_call_interval=10
-EOF
-
-
-

Enable and start the service:

-
sudo systemctl enable codecarbon
-sudo systemctl start codecarbon
-
-
-

Check the traces of the service:

-
journalctl -u codecarbon
-
-
-

You are done, CodeCarbon is now running as a service on your machine.

-

Wait 5 minutes for the first measure to be send to the dashboard at https://dashboard.codecarbon.io/.

-
-
-

Deploy CodeCarbon CLI as a Service using Ansible๏ƒ

-

This section describes how to deploy CodeCarbon as a system service using Ansible automation.

-

It automate the manual installation done in the previous chapter.

-
-

What the Playbook Does๏ƒ

-

The Ansible playbook automates the following tasks:

-
    -

  • Creates a dedicated system user and group for CodeCarbon

    • -

  • Sets up a Python virtual environment

    • -

  • Installs CodeCarbon package

    • -

  • Configures RAPL permissions for power measurements

    • -

  • Creates and configures the systemd service

    • -

  • Sets up the CodeCarbon configuration file

    • -

  • Starts and enables the service

    • -
-
-
-

Prerequisites๏ƒ

-
    -

  • Ansible installed on your machine

    • -

  • Debian-based target system(s)

    • -

  • SSH access to target system(s)

    • -

  • CodeCarbon API credentials from the dashboard

    • -
-
-
-

Directory Structure๏ƒ

-
codecarbon/deploy/ansible/codecarbon_cli_as_a_service/
-โ”œโ”€โ”€ hosts
-โ”œโ”€โ”€ tasks
-โ”‚   โ”œโ”€โ”€ install_codecarbon.yml
-โ”‚   โ”œโ”€โ”€ main.yml
-โ”‚   โ”œโ”€โ”€ rapl.yml
-โ”‚   โ””โ”€โ”€ systemd_service.yml
-โ”œโ”€โ”€ templates
-โ”‚   โ”œโ”€โ”€ codecarbon.config.j2
-โ”‚   โ””โ”€โ”€ systemd_service.j2
-โ””โ”€โ”€ vars
-    โ””โ”€โ”€ main.yml
-
-
-
-
-

Quick Start๏ƒ

-
    -

  1. Set the the target to install in hosts:

    -
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  2. Update the variables in vars/main.yml with your configuration:

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CodeCarbon API๏ƒ

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CodeCarbon API๏ƒ

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Warning

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This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server.

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Thanks to CleverCloud the use of API is free as soon as it remains under certain limits.

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-Summary - -Summary - -

Before using it, you need to create on account on the CodeCarbon dashboard

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Then login from your terminal:

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codecarbon login
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It will create an experiment_id for the default project and save it to codecarbon.config

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Then you can tell CodeCarbon to monitor your machine:

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codecarbon monitor
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Or use the API in your code:

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from codecarbon import track_emissions
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-if __name__ =="__main__":
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More options could be specified in @track_emissions or in .codecarbon.config

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The CodeCarbon dashboard use CodeCarbon API to get the data

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The API do not have a nice web interface to create your own organization and project, you have to use OpenAPI interface for that.

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And so on for your team, project and experiment.

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You then have to set you experiment id in CodeCarbon, with two options:

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In the code:

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from codecarbon import track_emissions
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-    measure_power_secs=30,
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-def train_model():
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[codecarbon]
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Comet Integration๏ƒ

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CodeCarbon can be automatically integrated with Comet for experiment tracking and visualization. Comet provides data scientists with powerful tools to track, compare, explain, and reproduce their experiments. Now, with CodeCarbon you can easily track the carbon footprint of your jobs along with your training metrics, hyperparameters, dataset samples, artifacts, and more.

-Summary - -

To get started with the Comet-CodeCarbon integration, make sure you have comet-ml installed:

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pip install comet_ml>=3.2.2
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Go to Cometโ€™s website and create a free account. From your account settings page, copy your personal API key.

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In the mnist-comet.py example file, replace the placeholder code with your API key:

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experiment = Experiment(api_key="YOUR API KEY")
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Run your experiment and click on the link in stdout to be taken back to the Comet UI. Youโ€™ll automatically see your metrics, hyperparameters, graph definition, system and environment details, and more.

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Comet will automatically create an EmissionsTracker object from the codecarbon package when your code runs. To visualize the carbon footprint of your experiment, go to the Panel tab in the left sidebar and click Add Panel.

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From the Panel Gallery click the Public tab and search for CodeCarbon Footprint. Once youโ€™ve found it, add it to your Experiment.

-Summary - -

Now back in the Panels tab youโ€™ll see your CodeCarbon Footprint visualization in the Comet UI. To render the visualization by default, save your View. And voilร ! Every time you run your experiments, youโ€™ll be able to visualize your CodeCarbon emissions data alongside everything else you need to track for your research.

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- - - - \ No newline at end of file diff --git a/docs/edit/Makefile b/docs/edit/Makefile deleted file mode 100644 index 72dec37eb..000000000 --- a/docs/edit/Makefile +++ /dev/null @@ -1,26 +0,0 @@ -# Minimal makefile for Sphinx documentation -# - -# You can set these variables from the command line, and also -# from the environment for the first two. -SPHINXOPTS ?= -SPHINXBUILD ?= sphinx-build -SOURCEDIR = . -BUILDDIR = _build - -# Put it first so that "make" without argument is like "make help". -help: - @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) - -.PHONY: help Makefile - -# Build docs and move _build/html to docs folder, where github pages expect them to be -docs: - @make html - @cp -a _build/html/. .. - @rm -rf _build - -# Catch-all target: route all unknown targets to Sphinx using the new -# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). -%: Makefile - @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/edit/advanced_installation.rst b/docs/edit/advanced_installation.rst deleted file mode 100644 index 3c89dcf26..000000000 --- a/docs/edit/advanced_installation.rst +++ /dev/null @@ -1,185 +0,0 @@ -Advanced Installation -===================== - -Install CodeCarbon as a Linux service -````````````````````````````````````` - -To install CodeCarbon as a Linux service, follow the instructions below. It works on Ubuntu or other Debian-based systems using systemd. - -Create a dedicated user: - -.. code-block:: bash - - sudo useradd -r -s /bin/false codecarbon - -Create a directory for the CodeCarbon service: - -.. code-block:: bash - - sudo mkdir /opt/codecarbon - -Change the ownership of the directory to the user created above: - -.. code-block:: bash - - sudo chown codecarbon:codecarbon /opt/codecarbon - -Create a virtual environment for CodeCarbon : - -.. code-block:: bash - - sudo apt install python3-venv - sudo -u codecarbon python3 -m venv /opt/codecarbon/.venv - -Install CodeCarbon in the virtual environment: - -.. code-block:: bash - - sudo -u codecarbon /opt/codecarbon/.venv/bin/pip install codecarbon - -Go to https://dashboard.codecarbon.io/ and create an account to get your API key. - -Configure CodeCarbon: - -.. code-block:: bash - - sudo -u codecarbon /opt/codecarbon/.venv/bin/codecarbon login - -Create a systemd service file: - -.. code-block:: bash - - sudo tee /etc/systemd/system/codecarbon.service <> /etc/sysfs.conf - echo "owner class/powercap/intel-rapl:0/energy_uj = root:codecarbon" >> /etc/sysfs.conf - -Create the configuration file for CodeCarbon: - -.. code-block:: bash - - sudo tee /opt/codecarbon/.codecarbon.config < - project_id = - experiment_id = - api_key = - # Verbose logging - log_level=WARNING - # Measure power every 30 seconds - measure_power_secs=30 - # Send measure to API every 5 minutes (10*30 seconds) - api_call_interval=10 - EOF - -Enable and start the service: - -.. code-block:: bash - - sudo systemctl enable codecarbon - sudo systemctl start codecarbon - -Check the traces of the service: - -.. code-block:: bash - - journalctl -u codecarbon - - -You are done, CodeCarbon is now running as a service on your machine. - -Wait 5 minutes for the first measure to be send to the dashboard at https://dashboard.codecarbon.io/. - - -Deploy CodeCarbon CLI as a Service using Ansible -```````````````````````````````````````````````` - -This section describes how to deploy CodeCarbon as a system service using Ansible automation. - -It automate the manual installation done in the previous chapter. - -What the Playbook Does ----------------------- -The Ansible playbook automates the following tasks: - -* Creates a dedicated system user and group for CodeCarbon -* Sets up a Python virtual environment -* Installs CodeCarbon package -* Configures RAPL permissions for power measurements -* Creates and configures the systemd service -* Sets up the CodeCarbon configuration file -* Starts and enables the service - -Prerequisites -------------- -* Ansible installed on your machine -* Debian-based target system(s) -* SSH access to target system(s) -* CodeCarbon API credentials from the dashboard - -Directory Structure -------------------- -.. code-block:: text - - codecarbon/deploy/ansible/codecarbon_cli_as_a_service/ - โ”œโ”€โ”€ hosts - โ”œโ”€โ”€ tasks - โ”‚ โ”œโ”€โ”€ install_codecarbon.yml - โ”‚ โ”œโ”€โ”€ main.yml - โ”‚ โ”œโ”€โ”€ rapl.yml - โ”‚ โ””โ”€โ”€ systemd_service.yml - โ”œโ”€โ”€ templates - โ”‚ โ”œโ”€โ”€ codecarbon.config.j2 - โ”‚ โ””โ”€โ”€ systemd_service.j2 - โ””โ”€โ”€ vars - โ””โ”€โ”€ main.yml - -Quick Start ------------ - -1. Set the the target to install in ``hosts``: - - .. code-block:: text - - yourservername.yourdomain.com hostname=yourservername ansible_user=root ansible_ssh_private_key_file=~/.ssh/id_ed25519 - -2. Update the variables in ``vars/main.yml`` with your configuration: - - .. code-block:: yaml - - organization_id: your_org_id - project_id: your_project_id - experiment_id: your_experiment_id - api_key: your_api_key - - -3. Run the playbook: - - .. code-block:: bash - - ansible-playbook -i hosts tasks/main.yml - - diff --git a/docs/edit/api.rst b/docs/edit/api.rst deleted file mode 100644 index a92373f59..000000000 --- a/docs/edit/api.rst +++ /dev/null @@ -1,87 +0,0 @@ -.. _api: - -CodeCarbon API -============== - - -CodeCarbon API -~~~~~~~~~~~~~~ - -.. warning:: - This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. - - Thanks to `CleverCloud `_ the use of API is free as soon as it remains under certain limits. - - -.. image:: https://github.com/mlco2/codecarbon/raw/master/carbonserver/Images/code_carbon_archi.png - :align: center - :alt: Summary - :height: 400px - :width: 700px - -.. image:: https://github.com/mlco2/codecarbon/raw/master/carbonserver/Images/CodecarbonDB.jpg - :align: center - :alt: Summary - :width: 700px - -Before using it, you need to create on account on the `CodeCarbon dashboard `_ - -Then login from your terminal: - -.. code-block:: console - - codecarbon login - -It will create an experiment_id for the default project and save it to ``codecarbon.config`` - -Then you can tell CodeCarbon to monitor your machine: - -.. code-block:: console - - codecarbon monitor - -Or use the API in your code: - -.. code-block:: python - - from codecarbon import track_emissions - - @track_emissions(save_to_api=True) - def train_model(): - # GPU intensive training code goes here - - if __name__ =="__main__": - train_model() - -More options could be specified in ``@track_emissions`` or in ``.codecarbon.config`` - -The `CodeCarbon dashboard `_ use `CodeCarbon API `_ to get the data - -The API do not have a nice web interface to create your own organization and project, you have to use `OpenAPI interface `_ for that. - -And so on for your team, project and experiment. - -You then have to set you experiment id in CodeCarbon, with two options: - -In the code: - -.. code-block:: python - - from codecarbon import track_emissions - - @track_emissions( - measure_power_secs=30, - api_call_interval=4, - experiment_id="your experiment id", - save_to_api=True, - ) - def train_model(): - ... - -Or in the config file `.codecarbon.config`: - -.. code-block:: ini - - [codecarbon] - experiment_id = your experiment id - save_to_api = true diff --git a/docs/edit/comet.rst b/docs/edit/comet.rst deleted file mode 100644 index b1ac48f4a..000000000 --- a/docs/edit/comet.rst +++ /dev/null @@ -1,49 +0,0 @@ -.. _comet: - -Comet Integration -=========================== - - -CodeCarbon can be automatically integrated with `Comet `__ for experiment tracking and visualization. Comet provides data scientists with powerful tools to track, compare, explain, and reproduce their experiments. Now, with CodeCarbon you can easily track the carbon footprint of your jobs along with your training metrics, hyperparameters, dataset samples, artifacts, and more. - -.. image:: ./images/comet-workspace.png - :align: center - :alt: Summary - :height: 400px - :width: 700px - -To get started with the Comet-CodeCarbon integration, make sure you have comet-ml installed: - -.. code-block:: python - - pip install comet_ml>=3.2.2 - - -Go to `Comet's website `__ and create a free account. From your account settings page, copy your personal API key. - -In the `mnist-comet.py `_ example file, replace the placeholder code with your API key: - -.. code-block:: python - - experiment = Experiment(api_key="YOUR API KEY") - - -Run your experiment and click on the link in stdout to be taken back to the Comet UI. You'll automatically see your metrics, hyperparameters, graph definition, system and environment details, and more. - -Comet will automatically create an ``EmissionsTracker`` object from the ``codecarbon`` package when your code runs. To visualize the carbon footprint of your experiment, go to the ``Panel`` tab in the left sidebar and click ``Add Panel``. - -From the Panel Gallery click the ``Public`` tab and search for ``CodeCarbon Footprint``. Once you've found it, add it to your Experiment. - -.. image:: ./images/panel-gallery.gif - :align: center - :alt: Summary - :height: 400px - :width: 700px - -Now back in the ``Panels`` tab you'll see your CodeCarbon Footprint visualization in the Comet UI. To render the visualization by default, save your ``View``. And voilร ! Every time you run your experiments, you'll be able to visualize your CodeCarbon emissions data alongside everything else you need to track for your research. - -.. image:: ./images/codecarbon-panel.png - :align: center - :alt: Summary - :height: 400px - :width: 700px diff --git a/docs/edit/conf.py b/docs/edit/conf.py deleted file mode 100644 index 19e372f2e..000000000 --- a/docs/edit/conf.py +++ /dev/null @@ -1,58 +0,0 @@ -# Configuration file for the Sphinx documentation builder. -# -# This file only contains a selection of the most common options. For a full -# list see the documentation: -# https://www.sphinx-doc.org/en/master/usage/configuration.html - -# -- Path setup -------------------------------------------------------------- - -# If extensions (or modules to document with autodoc) are in another directory, -# add these directories to sys.path here. If the directory is relative to the -# documentation root, use os.path.abspath to make it absolute, like shown here. -# -import os -import sys - -sys.path.insert(0, os.path.abspath("..")) - - -# -- Project information ----------------------------------------------------- - -project = "CodeCarbon" -copyright = "2020, BCG GAMMA, Comet.ml, Haverford College, MILA" -author = "BCG GAMMA, Comet.ml, Haverford College, MILA, Data For Good" - -# The full version, including alpha/beta/rc tags - -release = "3.2.3" - -# -- General configuration --------------------------------------------------- - -# Add any Sphinx extension module names here, as strings. They can be -# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom -# ones. -extensions = ["sphinx_rtd_theme", "sphinx.ext.autodoc", "sphinx.ext.autosummary"] - -# Add any paths that contain templates here, relative to this directory. -templates_path = ["_templates"] - -# List of patterns, relative to source directory, that match files and -# directories to ignore when looking for source files. -# This pattern also affects html_static_path and html_extra_path. -exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"] - -# The name of the Pygments (syntax highlighting) style to use. -pygments_style = "sphinx" - - -# -- Options for HTML output ------------------------------------------------- - -# The theme to use for HTML and HTML Help pages. See the documentation for -# a list of builtin themes. -# -html_theme = "sphinx_rtd_theme" - -# Add any paths that contain custom static files (such as style sheets) here, -# relative to this directory. They are copied after the builtin static files, -# so a file named "default.css" will overwrite the builtin "default.css". -html_static_path = ["_static"] diff --git a/docs/edit/cpu_fallback.drawio b/docs/edit/cpu_fallback.drawio deleted file mode 100644 index bde4dc341..000000000 --- a/docs/edit/cpu_fallback.drawio +++ /dev/null @@ -1,112 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/docs/edit/examples.rst b/docs/edit/examples.rst deleted file mode 100644 index 0f94bccae..000000000 --- a/docs/edit/examples.rst +++ /dev/null @@ -1,129 +0,0 @@ -.. _examples: - -Examples -======== - -Following are examples to train a Deep Learning model on MNIST Data to recognize digits in images using TensorFlow. - - -Using the Decorator -------------------- - -This is the simplest way to use the CodeCarbon tracker with two lines of code. You just need to copy-paste `from codecarbon import track_emissions` and add the `@track_emissions` decorator to your training function. The emissions will be tracked automatically and printed at the end of the training. - -But you can't get them in your code, see the Context Manager section below for that. - -.. code-block:: python - - import tensorflow as tf - from codecarbon import track_emissions - - - @track_emissions(project_name="mnist") - def train_model(): - mnist = tf.keras.datasets.mnist - (x_train, y_train), (x_test, y_test) = mnist.load_data() - x_train, x_test = x_train / 255.0, x_test / 255.0 - model = tf.keras.models.Sequential( - [ - tf.keras.layers.Flatten(input_shape=(28, 28)), - tf.keras.layers.Dense(128, activation="relu"), - tf.keras.layers.Dropout(0.2), - tf.keras.layers.Dense(10), - ] - ) - loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) - - model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) - - model.fit(x_train, y_train, epochs=10) - - return model - - - if __name__ == "__main__": - model = train_model() - - -Using the Context Manager -------------------------- - -We think this is the best way to use CodeCarbon. Still only two lines of code, and you can get the emissions in your code. - -.. code-block:: python - - import tensorflow as tf - - from codecarbon import EmissionsTracker - - mnist = tf.keras.datasets.mnist - - (x_train, y_train), (x_test, y_test) = mnist.load_data() - x_train, x_test = x_train / 255.0, x_test / 255.0 - - - model = tf.keras.models.Sequential( - [ - tf.keras.layers.Flatten(input_shape=(28, 28)), - tf.keras.layers.Dense(128, activation="relu"), - tf.keras.layers.Dropout(0.2), - tf.keras.layers.Dense(10), - ] - ) - - loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) - - with EmissionsTracker() as tracker: - model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) - model.fit(x_train, y_train, epochs=10) - - # Display the emissions data - print(f"\nCarbon emissions from computation: {tracker.final_emissions * 1000:.4f} g CO2eq") - print("\nDetailed emissions data:", tracker.final_emissions_data) - - -Using the Explicit Object -------------------------- - -This is the recommended way to use the CodeCarbon tracker in a Notebook : you instantiate the tracker and call the `start()` method at the beginning of the Notebook. You call the stop() method at the end of the Notebook to stop the tracker and get the emissions. - -If not in an interactive Notebook, always use a `try...finally` block to ensure that the tracker is stopped even if an error occurs during training. -This is important to ensure the CodeCarbon scheduler is stopped. If you don't use `try...finally`, the scheduler will continue running in the background after your computation code has crashed, so your program will never finish. - -.. code-block:: python - - import tensorflow as tf - - from codecarbon import EmissionsTracker - - mnist = tf.keras.datasets.mnist - - (x_train, y_train), (x_test, y_test) = mnist.load_data() - x_train, x_test = x_train / 255.0, x_test / 255.0 - - - model = tf.keras.models.Sequential( - [ - tf.keras.layers.Flatten(input_shape=(28, 28)), - tf.keras.layers.Dense(128, activation="relu"), - tf.keras.layers.Dropout(0.2), - tf.keras.layers.Dense(10), - ] - ) - - loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) - - model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) - - tracker = EmissionsTracker() - tracker.start() - try: - model.fit(x_train, y_train, epochs=10) - except Exception as e: - print(f"An error occurred: {e}") - finally: - emissions: float = tracker.stop() - print(emissions) - - -Other examples are available in the `project GitHub repository `_. diff --git a/docs/edit/faq.rst b/docs/edit/faq.rst deleted file mode 100644 index b6fe5977e..000000000 --- a/docs/edit/faq.rst +++ /dev/null @@ -1,37 +0,0 @@ -.. _faq: - -Frequently Asked Questions -=========================== - -* **How accurate are your estimations?** - It is hard to quantify the entirety of computing emissions, because there are many factors in play, notably the life-cycle emissions of computing infrastructure. We therefore only focus on the direct emissions produced by running the actual code, but recognize that there is much work to be done to improve this estimation. - -* **What are the sources of your energy carbon intensity data?** - We use the following sources: - - For cloud computing: - - - Google publish carbon intensity of electricity for `Google Cloud Platform `_. - - - Unfortunately, Amazon has made a habit of keeping information about its carbon footprint out of public view. Although it released its global carbon footprint, it does not publish datacenter carbon footprints. - - - Microsoft has a Sustainability Calculator that helps enterprises analyze the carbon emissions of their IT infrastructure. But does not publish datacenter carbon intensity. - - - For private infra: - - - When available we use data from `ourworld in data `_ - - - If not available we use the electricity mix of the country find on `globalpetrolprices.com `_ that we multiply by the carbon intensity of the source of electricity (`that you can find here `_) - - - If we have neither we default to a world average of 475 gCO2.eq/KWh from `IEA `_. - - -* **How do I offset my emissions?** - There are many offsetting schemes, and it is hard to recommend any single one. For one-shot offsetting, the `Gold Standard `_ is often used, and has many offsetting projects to choose from at different prices. There are often local initiatives as well, so try researching what exists in your region/country. For a recurring offset, `Project Wren `_ lets you estimate your monthly carbon emissions and offset them via a monthly subscription. Keep in mind that offsetting is a good choice, but *reducing your emissions* should be the priority. - - -* **How can I help?** - If you find any functionality missing in the CodeCarbon repo, please `open an issue `_ so that you (and others!) can help add it. We did our best to cover all use cases and options, but we count on the open source community to help make the package an even greater success. - - diff --git a/docs/edit/images/CO2_emitted_BERT.png b/docs/edit/images/CO2_emitted_BERT.png deleted file mode 100644 index 9aa418a61..000000000 Binary files a/docs/edit/images/CO2_emitted_BERT.png and /dev/null differ diff --git a/docs/edit/images/Experiment-run.png b/docs/edit/images/Experiment-run.png deleted file mode 100644 index 55bb3e3d7..000000000 Binary files a/docs/edit/images/Experiment-run.png and /dev/null differ diff --git a/docs/edit/images/banner.png b/docs/edit/images/banner.png deleted file mode 100644 index d5ce8a9fa..000000000 Binary files a/docs/edit/images/banner.png and /dev/null differ diff --git a/docs/edit/images/carbon_map.png b/docs/edit/images/carbon_map.png deleted file mode 100644 index 0bb21514d..000000000 Binary files a/docs/edit/images/carbon_map.png and /dev/null differ diff --git a/docs/edit/images/cloud_emissions.png b/docs/edit/images/cloud_emissions.png deleted file mode 100644 index 576eedca0..000000000 Binary files a/docs/edit/images/cloud_emissions.png and /dev/null differ diff --git a/docs/edit/images/codecarbon-API-dashboard.png b/docs/edit/images/codecarbon-API-dashboard.png deleted file mode 100644 index ee288ed47..000000000 Binary files a/docs/edit/images/codecarbon-API-dashboard.png and /dev/null differ diff --git a/docs/edit/images/codecarbon-panel.png b/docs/edit/images/codecarbon-panel.png deleted file mode 100644 index 739d2f80b..000000000 Binary files a/docs/edit/images/codecarbon-panel.png and /dev/null differ diff --git a/docs/edit/images/comet-workspace.png b/docs/edit/images/comet-workspace.png deleted file mode 100644 index aafdb826c..000000000 Binary files a/docs/edit/images/comet-workspace.png and /dev/null differ diff --git a/docs/edit/images/cpu_fallback.png b/docs/edit/images/cpu_fallback.png deleted file mode 100644 index 9497a34fb..000000000 Binary files a/docs/edit/images/cpu_fallback.png and /dev/null differ diff --git a/docs/edit/images/global_equivalents.png b/docs/edit/images/global_equivalents.png deleted file mode 100644 index 877970c0d..000000000 Binary files a/docs/edit/images/global_equivalents.png and /dev/null differ diff --git a/docs/edit/images/grid_energy_mix.png b/docs/edit/images/grid_energy_mix.png deleted file mode 100644 index 713dd19bc..000000000 Binary files a/docs/edit/images/grid_energy_mix.png and /dev/null differ diff --git a/docs/edit/images/model_emission_comparison.png b/docs/edit/images/model_emission_comparison.png deleted file mode 100644 index 3b0e84320..000000000 Binary files a/docs/edit/images/model_emission_comparison.png and /dev/null differ diff --git a/docs/edit/images/panel-gallery.gif b/docs/edit/images/panel-gallery.gif deleted file mode 100644 index 0ff9db67c..000000000 Binary files a/docs/edit/images/panel-gallery.gif and /dev/null differ diff --git a/docs/edit/images/run&metadata.png b/docs/edit/images/run&metadata.png deleted file mode 100644 index 0ea8bf5c7..000000000 Binary files a/docs/edit/images/run&metadata.png and /dev/null differ diff --git a/docs/edit/images/summary.png b/docs/edit/images/summary.png deleted file mode 100644 index 6c1a3a768..000000000 Binary files a/docs/edit/images/summary.png and /dev/null differ diff --git a/docs/edit/index.rst b/docs/edit/index.rst deleted file mode 100755 index ee0bd2cc4..000000000 --- a/docs/edit/index.rst +++ /dev/null @@ -1,52 +0,0 @@ -.. CodeCarbon documentation master file, created by - sphinx-quickstart on Thu Jun 4 11:09:10 2020. - You can adapt this file completely to your liking, but it should at least - contain the root `toctree` directive. - -CodeCarbon -========== - -.. image:: ./images/banner.png - :align: center - :alt: Banner - -.. toctree:: - :caption: Introduction - :maxdepth: 2 - - motivation - methodology - rapl - model_examples - faq - -.. toctree:: - :caption: Getting Started - :maxdepth: 2 - - installation - usage - api - parameters - examples - comet - advanced_installation - -.. toctree:: - :caption: Logging - :maxdepth: 2 - - output - to_logger - visualize - - -Indices and tables ------------------- -* :ref:`genindex` -* :ref:`modindex` -* :ref:`search` - - - - diff --git a/docs/edit/installation.rst b/docs/edit/installation.rst deleted file mode 100755 index 4539c5ffc..000000000 --- a/docs/edit/installation.rst +++ /dev/null @@ -1,59 +0,0 @@ -.. _installation: - -Installing CodeCarbon -===================== - -From PyPi repository --------------------- - -The package is hosted on the pip repository `here `__. - -To install the package, run the following command in your terminal. - -.. code-block:: bash - - pip install codecarbon - -Using Conda environments ------------------------- - -If you're using Conda for environment management, you can install CodeCarbon with pip in your Conda environment: - -.. code-block:: bash - - conda create --name codecarbon - conda activate codecarbon - pip install codecarbon - -.. note:: - - While CodeCarbon can be used in Conda environments, we no longer maintain Conda packages. We recommend using ``pip install codecarbon`` within your Conda environment, which works seamlessly with Conda. - -.. note:: - - We recommend using Python 3.8 or above. - - -Dependencies ------------- - -The following packages are used by the CodeCarbon package, and will be installed along with the package itself: - -.. code-block:: bash - - arrow - click - fief-client[cli] - pandas - prometheus_client - psutil - py-cpuinfo - nvidia-ml-py - rapidfuzz - requests - questionary - rich - typer - - -Please refer to `pyproject.toml `_ for the latest list of the packages used. diff --git a/docs/edit/make.bat b/docs/edit/make.bat deleted file mode 100644 index 2119f5109..000000000 --- a/docs/edit/make.bat +++ /dev/null @@ -1,35 +0,0 @@ -@ECHO OFF - -pushd %~dp0 - -REM Command file for Sphinx documentation - -if "%SPHINXBUILD%" == "" ( - set SPHINXBUILD=sphinx-build -) -set SOURCEDIR=. -set BUILDDIR=_build - -if "%1" == "" goto help - -%SPHINXBUILD% >NUL 2>NUL -if errorlevel 9009 ( - echo. - echo.The 'sphinx-build' command was not found. Make sure you have Sphinx - echo.installed, then set the SPHINXBUILD environment variable to point - echo.to the full path of the 'sphinx-build' executable. Alternatively you - echo.may add the Sphinx directory to PATH. - echo. - echo.If you don't have Sphinx installed, grab it from - echo.http://sphinx-doc.org/ - exit /b 1 -) - -%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% -goto end - -:help -%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% - -:end -popd diff --git a/docs/edit/methodology.rst b/docs/edit/methodology.rst deleted file mode 100644 index 3aee03eeb..000000000 --- a/docs/edit/methodology.rst +++ /dev/null @@ -1,310 +0,0 @@ -.. _methodology: - -Methodology -=========== -Carbon dioxide (COโ‚‚) emissions, expressed as kilograms of COโ‚‚-equivalents [COโ‚‚eq], are the product of two main factors : - -.. code-block:: text - - C = Carbon Intensity of the electricity consumed for computation: quantified as g of COโ‚‚ emitted per kilowatt-hour of electricity. - - E = Energy Consumed by the computational infrastructure: quantified as kilowatt-hours. - -Carbon dioxide emissions (COโ‚‚eq) can then be calculated as ``C * E`` - - -Carbon Intensity ----------------- -Carbon Intensity of the consumed electricity is calculated as a weighted average of the emissions from the different -energy sources that are used to generate electricity, including fossil fuels and renewables. In this toolkit, the fossil fuels coal, petroleum, and natural gas are associated with specific carbon intensities: a known amount of carbon dioxide is emitted for each kilowatt-hour of electricity generated. Renewable or low-carbon fuels include solar power, hydroelectricity, biomass, geothermal, and more. The nearby energy grid contains a mixture of fossil fuels and low-carbon energy sources, called the Energy Mix. Based on the mix of energy sources in the local grid, the Carbon Intensity of the electricity consumed can be computed. - -.. image:: ./images/grid_energy_mix.png - :align: center - :alt: Grid Energy Mix - :height: 300px - :width: 350px - -When available, CodeCarbon uses global carbon intensity of electricity per cloud provider ( `here `__) or per country ( `here `__ ). - -If we don't have the global carbon intensity or electricity of a country, but we have its electricity mix, we used to compute the carbon intensity of electricity using this table: - -.. list-table:: Carbon Intensity Across Energy Sources - :widths: 50 50 - :align: center - :header-rows: 1 - - * - Energy Source - - Carbon Intensity (kg/MWh) - * - Coal - - 995 - * - Petroleum - - 816 - * - Natural Gas - - 743 - * - Geothermal - - 38 - * - Hydroelectricity - - 26 - * - Nuclear - - 29 - * - Solar - - 48 - * - Wind - - 26 - -Sources: - - `for fossil energies `_ - - `for renewables energies `_ - - -Then, for example, if the Energy Mix of the Grid Electricity is 25% Coal, 35% Petroleum, 26% Natural Gas and 14% Nuclear: - -.. code-block:: text - - Net Carbon Intensity = 0.25 * 995 + 0.35 * 816 + 0.26 * 743 + 0.14 * 29 = 731.59 kgCOโ‚‚/kWh - -But it doesn't happen anymore because Our World in Data now provides the global carbon intensity of electricity per country ( `source `__ ). Some countries are missing data for last year, so we use the previous year data available. - -If ever we have neither the global carbon intensity of a country nor it's electricity mix, we apply a world average of 475 gCO2.eq/KWh ( `source `__ ). - -As you can see, we try to be as accurate as possible in estimating carbon intensity of electricity. Still there is room for improvement and all contributions are welcome. - - -Power Usage ------------ - -Power supply to the underlying hardware is tracked at frequent time intervals. This is a configurable parameter -``measure_power_secs``, with default value 15 seconds, that can be passed when instantiating the emissions' tracker. - -Currently, the package supports the following hardware infrastructure. - -GPU -~~~~ - -Tracks Nvidia GPUs energy consumption using ``nvidia-ml-py`` library (installed with the package). - -RAM -~~~~ - -CodeCarbon v2 uses a 3 Watts for 8 GB ratio `source `__ . - -But this is not a good measure because it doesn't take into account the number of RAM slots used in the machine, that really drive the power consumption, not the amount of RAM. -For example, in servers you could have thousands of GB of RAM but the power consumption would not be proportional to the amount of memory used, but to the number of memory modules used. - -Old machine could use 2 Mb memory stick, where modern servers will use 128 Mb memory stick. - -So, in CodeCarbon v3 we switch to using 5 Watts for each RAM slot. The energy consumption is calculated as follows: - -.. code-block:: text - - RAM Power Consumption = 5 Watts * Number of RAM slots used - -But getting the number of RAM slots used is not possible as you need root access to get the number of RAM slots used. So we use an heuristic based on the RAM size. - -For example keep a minimum of 2 modules. Except for ARM CPU like rapsberry pi where we will consider a 3W constant. Then consider the max RAM per module is 128GB and that RAM module only exist in power of 2 (2, 4, 8, 16, 32, 64, 128). So we can estimate the power consumption of the RAM by the number of modules used. - -- For ARM CPUs (like Raspberry Pi), a constant 3W will be used as the minimum power -- Base power per DIMM is 5W for x86 systems and 1.5W for ARM systems -- For standard systems (up to 4 DIMMs): linear scaling at full power per DIMM -- For medium systems (5-8 DIMMs): decreasing efficiency (90% power per additional DIMM) -- For large systems (9-16 DIMMs): further reduced efficiency (80% power per additional DIMM) -- For very large systems (17+ DIMMs): highest efficiency (70% power per additional DIMM) -- Ensures at least 10W for x86 systems (assuming 2 DIMMs at minimum) -- Ensures at least 3W for ARM systems - -Example Power Estimates: - -- **Small laptop (8GB RAM)**: ~10W (2 DIMMs at 5W each) -- **Desktop (32GB RAM)**: ~20W (4 DIMMs at 5W each) -- **Desktop (64GB RAM)**: ~20W (4 DIMMs at 5W each), the same as 32GB -- **Small server (128GB RAM)**: ~40W (8 DIMMs with efficiency scaling) -- **Large server (1TB RAM)**: ~40W (using 8x128GB DIMMs with high efficiency scaling) - -This approach significantly improves the accuracy for large servers by recognizing that RAM power consumption doesn't scale linearly with capacity, but rather with the number of physical modules. Since we don't have direct access to the actual DIMM configuration, this heuristic provides a more reasonable estimate than the previous linear model. - -If you know the exact RAM power consumption of your system, then provide it using the `force_ram_power` parameter, which will override the automatic estimation. - -For example, in a Ubuntu machine, you can get the number of RAM slots used with the following command: - -.. code-block:: bash - - sudo lshw -C memory -short | grep DIMM - - /0/37/0 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) - /0/37/1 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) - /0/37/2 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) - /0/37/3 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) - -Here we count 4 RAM slots used, so the power consumption will be 4 x 5 = 20 Watts, just add `force_ram_power=20` to the init of CodeCarbon. - - -CPU -~~~~ - -- **On Windows or Mac (Intel)** - -Tracks Intel processors energy consumption using the ``Intel Power Gadget``. You need to install it yourself from this `source `__ . But has been discontinued. There is a discussion about it on `github issues #457 `_. - -- **Apple Silicon Chips (M1, M2)** - -Apple Silicon Chips contain both the CPU and the GPU. - -Codecarbon tracks Apple Silicon Chip energy consumption using ``powermetrics``. It should be available natively on any mac. -However, this tool is only usable with ``sudo`` rights and to our current knowledge, there are no other options to track the energy consumption of the Apple Silicon Chip without administrative rights -(if you know of any solution for this do not hesitate and `open an issue with your proposed solution `_). - -To give sudo rights without having to enter a password each time, you can modify the sudoers file with the following command: - -.. code-block:: bash - - sudo visudo - - -Then add the following line at the end of the file: - -.. code-block:: bash - - username ALL = (root) NOPASSWD: /usr/bin/powermetrics - -If you do not want to give sudo rights to your user, then CodeCarbon will fall back to constant mode to measure CPU energy consumption. - -- **On Linux** - -Tracks Intel and AMD processor energy consumption from Intel RAPL files at ``/sys/class/powercap/intel-rapl/subsystem`` ( `reference `_ ). -All CPUs listed in this directory will be tracked. - -*Note*: The Power Consumption will be tracked only if the RAPL files exist at the above-mentioned path and if the user has the necessary permissions to read them. - - -CPU hardware ------------- - -The CPU die is the processing unit itself. It's a piece of semiconductor that has been sculpted/etched/deposited by various manufacturing processes into a net of logic blocks that do stuff that makes computing possible. The processor package is what you get when you buy a single processor. It contains one or more dies, plastic/ceramic housing for dies and gold-plated contacts that match those on your motherboard. - -In Linux kernel, energy_uj is a current energy counter in micro joules. It is used to measure CPU core's energy consumption. - -Micro joules is then converted in kWh, with formulas kWh=energy * 10 ** (-6) * 2.77778e-7 - -For example, on a laptop with Intel(R) Core(TM) i7-7600U, Code Carbon will read two files : -/sys/class/powercap/intel-rapl/intel-rapl:1/energy_uj and /sys/class/powercap/intel-rapl/intel-rapl:0/energy_uj - - -RAPL Metrics ------------- -RAPL (Running Average Power Limit) is a feature of modern processors that provides energy consumption measurements through hardware counters. - -See https://blog.chih.me/read-cpu-power-with-RAPL.html for more information. - -Despite the name "Intel RAPL", it supports AMD processors since Linux kernel 5.8. - -Read more about how we use it in :doc:`rapl`. - -CPU metrics priority --------------------- - -CodeCarbon will first try to read the energy consumption of the CPU from low level interface like RAPL or ``powermetrics``. -If none of the tracking tools are available, CodeCarbon will be switched to a fallback mode: - -- It will first detect which CPU hardware is currently in use, and then map it to a data source listing 2000+ Intel and AMD CPUs and their corresponding thermal design powers (TDPs). -- If the CPU is not found in the data source, a global constant will be applied. -- If ``psutil`` is available, CodeCarbon will try to estimate the energy consumption from the TDP and the CPU load. -- CodeCarbon assumes that 50% of the TDP will be the average power consumption to make this approximation. - -Here is a drawing of the fallback mode: - -.. image:: ./images/cpu_fallback.png - :align: center - :alt: CPU Fallback - -The code doing this is available in `codecarbon/core/resource_tracker.py `_. - -The net Energy Used is the net power supply consumed during the compute time, measured as ``kWh``. - -We compute energy consumption as the product of the power consumed and the time the power was consumed for. The formula is: -``Energy = Power * Time`` - -References ----------- -`Energy Usage Reports: Environmental awareness as part of algorithmic accountability `_ - - -How CodeCarbon Works -~~~~~~~~~~~~~~~~~~~~ - -CodeCarbon uses a scheduler that, by default, calls for a measure every 15 seconds, so it has no significant overhead. - -The measure itself is fast and CodeCarbon is designed to be as light as possible with a small memory footprint. - -The scheduler is started when the first ``start`` method is called and stopped when ``stop`` method is called. - -Another scheduler (_scheduler_monitor_power) is used to monitor only the power consumption of the hardware every second. -It is needed for hardware that do not have energy counters but only instant power, like in CPU load mode. - -Estimation of Equivalent Usage Emissions ----------------------------------------- - -The CodeCarbon dashboard provides equivalent emissions and energy usage comparisons to help users better understand the carbon impact of their activities. These comparisons are based on the following assumptions: - -Car Usage -~~~~~~~~~ - -- **Emission factor**: *0.12 kgCOโ‚‚ per kilometer driven*. -- This value is derived from the average emissions of a European passenger car under normal driving conditions. - -Source : `European Environment Agency `_ - - -TV Usage -~~~~~~~~ - -- **Energy consumption**: *138 Wh per day based on average use*. -- This assumes: - - An average daily usage of 6.5 hours. - - A modern television with a power consumption of approximately *21.2 W per hour*. - -Source : `The French Agency for Ecological Transition `_ - -US Citizen Weekly Emissions -~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -- **Annual emissions**: *13.3 tons of COโ‚‚ equivalent per year* for an average US citizen. -- **Weekly emissions**: This value is divided by the 52 weeks in a year to estimate weekly emissions: - -.. math:: - \text{Weekly Emissions} = \frac{\text{Annual Emissions (tons)}}{52} - -.. math:: - \text{Weekly Emissions} = \frac{13.3}{52} \approx 0.256 \, \text{tons of COโ‚‚ equivalent per week.} - -Source : `IEA CO2 total emissions per capita by region, 2000-2023 `_ - -Calculation Formula -~~~~~~~~~~~~~~~~~~~ - -The equivalent emissions are calculated using this formula: - -.. math:: - \text{Equivalent Emissions} = \frac{\text{Total Emissions (kgCOโ‚‚)}}{\text{Emission Factor (kgCOโ‚‚/unit)}} - -For example: - -- **Car Usage**: *1 kWh* of energy consumption is approximately equivalent to: - - - *8.33 kilometers driven by a car* (*1 รท 0.12*). - - *11.9 hours of TV usage* (*1 รท 0.084*), if emissions are considered. - -- **US Citizen Emissions**: - - - *1 kWh* of energy consumption can be compared to a fraction of the average weekly emissions of a US citizen: - -.. math:: - \text{US Citizen Equivalent} = \frac{\text{Total Emissions (tons)}}{0.256} - -These estimates are approximate and subject to regional variations in: -- Grid emissions intensity. -- Vehicle efficiencies. - -Source Code -~~~~~~~~~~~ - -The emission factors used are defined in the `CodeCarbon source code `_. They are based on publicly available data and general assumptions. diff --git a/docs/edit/model_examples.rst b/docs/edit/model_examples.rst deleted file mode 100644 index 6dd046daa..000000000 --- a/docs/edit/model_examples.rst +++ /dev/null @@ -1,98 +0,0 @@ -.. _model_examples: - -Model Comparisons -================= - -The following table shows the different electricity consumption of popular NLP and Computer visions models - -.. list-table:: Electricity consumption of AI cloud instance - :widths: 20 20 20 20 - :align: center - :header-rows: 1 - - * - Model - - GPU - - Training Time (H) - - Consumption (kWh) - * - BERT\ :sub:`fintetune`\ - - 4 V100 - - 6 - - 3.1 - * - BERT\ :sub:`pretrain`\ - - 8 V100 - - 36 - - 37.3 - * - 6B\ :sub:`Transf.`\ - - 256 A100 - - 192 - - 13 812.4 - * - Dense\ :sub:`121`\ - - 1 P40 - - 0.3 - - 0.02 - * - Dense\ :sub:`169`\ - - 1 P40 - - 0.3 - - 0.03 - * - Dense\ :sub:`201`\ - - 1 P40 - - 0.4 - - 0.04 - * - ViT\ :sub:`Tiny`\ - - 1 V100 - - 19 - - 1.7 - * - ViT\ :sub:`Small`\ - - 1 V100 - - 19 - - 2.2 - * - ViT\ :sub:`Base`\ - - 1 V100 - - 21 - - 4.7 - * - ViT\ :sub:`Large`\ - - 4 V100 - - 90 - - 93.3 - * - ViT\ :sub:`Huge`\ - - 4 V100 - - 216 - - 237.6 - -Impact of time of year and region ---------------------------------------- - -Carbon emissions that would be emitted from training BERT (language modeling on 8 V100s for 36 hours) in different locations: - - -.. image:: ./images/CO2_emitted_BERT.png - :align: center - :alt: Models emissions comparison - -In this case study, time of year might not be relevant in most cases, but localisation can have a great impact on carbon emissions. - -Here, and in the graph below, emissions equivalent are estimated using Microsoft Azure cloud tools. -CodeCarbon has developed its own measuring tools. The result could be different. - -Comparisons ---------------------- - -Emissions for the 11 described models can be displayed as below: - -.. image:: ./images/model_emission_comparison.png - :align: center - :alt: Models emissions comparison - -The black line represents the average emissions (across regions and time of year). -The light blue represents the first and fourth quartiles. -On the right side, equivalent sources of emissions are displayed as comparison points (source : `US Environmental Protection Agency `_). -NB : presented on a log scale - - - -References ----------- -`Measuring the Carbon intensity of AI in Cloud Instance `_ - -Another source comparing models carbon intensity: -`Energy and Policy Considerations for Deep Learning in NLP `_ diff --git a/docs/edit/motivation.rst b/docs/edit/motivation.rst deleted file mode 100644 index d64be046c..000000000 --- a/docs/edit/motivation.rst +++ /dev/null @@ -1,13 +0,0 @@ -.. _motivation: - -Motivation -========== - -In recent years, Artificial Intelligence, and more specifically Machine Learning, has become remarkably efficient at performing human-level tasks: recognizing objects and faces in images, driving cars, and playing sophisticated games like chess and Go. - -In order to achieve these incredible levels of performance, current approaches leverage vast amounts of data to learn underlying patterns and features. Thus, state-of-the-art Machine Learning models leverage significant amounts of computing power, training on advanced processors for weeks or months, consequently consuming enormous amounts of energy. Depending on the energy grid used during this process, this can entail the emission of large amounts of greenhouse gases such as COโ‚‚. - -With AI models becoming more ubiquitous and deployed across different sectors and industries, AI's environmental impact is also growing. For this reason, it is important to estimate and curtail both the energy used and the emissions produced by training and deploying AI models. This package enables developers to track carbon dioxide (COโ‚‚) emissions across machine learning experiments or other programs. - -This package enables developers to track emissions, measured as kilograms of COโ‚‚-equivalents (COโ‚‚eq) in order to estimate the carbon footprint of their work. For this purpose, we use ``COโ‚‚-equivalents [COโ‚‚eq]``, which is a standardized measure used to express the global warming potential of various greenhouse gases: the amount of COโ‚‚ that would have the equivalent global warming impact. For computing, which emits COโ‚‚ via the electricity it is consuming, carbon emissions are measured in kilograms of COโ‚‚-equivalent per kilowatt-hour. As a matter of fact, electricity is generated as part of the broader electrical grid by combusting fossil fuels for example. - diff --git a/docs/edit/output.rst b/docs/edit/output.rst deleted file mode 100644 index 73dd1e3aa..000000000 --- a/docs/edit/output.rst +++ /dev/null @@ -1,180 +0,0 @@ -.. _output: - -Output -====== - -CSV ---- - -The package has an in-built logger that logs data into a CSV file named ``emissions.csv`` in the ``output_dir``, provided as an -input parameter (defaults to the current directory), for each experiment tracked across projects. - - -.. list-table:: Data Fields Logged for Each Experiment - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Field - - Description - * - timestamp - - Time of the experiment in ``%Y-%m-%dT%H:%M:%S`` format - * - project_name - - Name of the project, defaults to ``codecarbon`` - * - run-id - - id of the run - * - duration - - Duration of the compute, in seconds - * - emissions - - Emissions as COโ‚‚-equivalents [COโ‚‚eq], in kg - * - emissions_rate - - emissions divided per duration, in Kg/s - * - cpu_power - - Mean CPU power (W) - * - gpu_power - - Mean GPU power (W) - * - ram_power - - Mean RAM power (W) - * - cpu_energy - - Energy used per CPU (kWh) - * - gpu_energy - - Energy used per GPU (kWh) - * - ram_energy - - Energy used per RAM (kWh) - * - energy_consumed - - sum of cpu_energy, gpu_energy and ram_energy (kWh) - * - country_name - - Name of the country where the infrastructure is hosted - * - country_iso_code - - 3-letter alphabet ISO Code of the respective country - * - region - - Province/State/City where the compute infrastructure is hosted - * - on_cloud - - ``Y`` if the infrastructure is on cloud, ``N`` in case of private infrastructure - * - cloud_provider - - One of the 3 major cloud providers, ``aws/azure/gcp`` - * - cloud_region - - | Geographical Region for respective cloud provider, - | examples ``us-east-2 for aws, brazilsouth for azure, asia-east1 for gcp`` - * - os - - | os on the device - | example ``Windows-10-10.0.19044-SP0`` - * - python_version - - example ``3.8.10`` - * - cpu_count: - - number of CPU - * - cpu_model - - example ``Intel(R) Core(TM) i7-1065G7 CPU @ 1.30GHz`` - * - gpu_count - - number of GPU - * - gpu_model - - example ``1 x NVIDIA GeForce GTX 1080 Ti`` - * - longitude - - | Longitude, with reduced precision to a range of 11.1 km / 123 kmยฒ. - | This is done for privacy protection. - * - latitude - - | Latitude, with reduced precision to a range of 11.1 km / 123 kmยฒ. - | This is done for privacy protection. - * - ram_total_size - - total RAM available (Go) - * - tracking_mode: - - ``machine`` or ``process``(default to ``machine``) - * - cpu_utilization_percent - - Average CPU utilization during tracking period (%) - * - gpu_utilization_percent - - Average GPU utilization during tracking period (%) - * - ram_utilization_percent - - Average RAM utilization during tracking period (%) - * - ram_used_gb - - Average RAM used during tracking period (GB) - -.. note:: - - Developers can enhance the Output interface, based on requirements. For example, to log into a database, by implementing a custom Class - that is a derived implementation of base class ``BaseOutput`` at ``codecarbon/output.py`` - -Prometheus ----------- - -Using CodeCarbon with prometheus -````````````````````````````````` - -`Prometheus `_ is a systems and service monitoring system. It collects metrics from configured targets at given intervals, evaluates rule expressions, displays the results, and can trigger alerts when specified conditions are observed. - -CodeCarbon exposes all its metrics with the suffix `codecarbon_`. - -Current version uses pushgateway mode. If your pushgateway server needs auth, set your environment values `PROMETHEUS_USERNAME` and `PROMETHEUS_PASSWORD` so codecarbon is able to push the metrics. - -How to test in local -```````````````````` - -Deploy a local version of Prometheus + Prometheus Pushgateway - -.. code-block:: shell - - docker-compose up - - -Run your EmissionTracker as usual, but with the parameter `save_to_prometheus` as True. -e.g. - -.. code-block:: python - - ... - tracker = OfflineEmissionsTracker( - project_name=self.project_name, - country_iso_code="USA", - save_to_prometheus=True, - ) - tracker.start() - ... - - -Go to `localhost:9090 `_. Search for `codecarbon_`. You will see all the metrics there. - -Logfire ----------- - -Using CodeCarbon with logfire -````````````````````````````````` - -`Logfire `_ is an observability platform. - -CodeCarbon exposes all its metrics with the suffix `codecarbon_`. - - -How to use it -```````````````````` - -Run your EmissionTracker as usual, but with the parameter `save_to_logfire` as True. -e.g. - -.. code-block:: python - - ... - tracker = OfflineEmissionsTracker( - project_name=self.project_name, - country_iso_code="USA", - save_to_logfire=True, - ) - tracker.start() - ... - -The first time it will ask to log in into Logfire. Once you log in and set the default logfire project, you are good to go, the metrics will appear following the format `codecarbon_*`. - - -HTTP Output ------------ - -The HTTP Output allow the call of a webhook with emission data when the tracker is stopped. - -CodeCarbon API --------------- - -You can send all the data to the CodeCarbon API. So you have all your historical data in one place. By default, nothing is sent to the API. - -Logger Output -------------- - -See :ref:`Collecting emissions to a logger`. - diff --git a/docs/edit/parameters.rst b/docs/edit/parameters.rst deleted file mode 100644 index cf7884c88..000000000 --- a/docs/edit/parameters.rst +++ /dev/null @@ -1,191 +0,0 @@ -.. _parameters: - -Parameters -================ - -A set of parameters are supported by API to help users provide additional details per project. - -Input Parameters ------------------ - -.. list-table:: Input Parameters - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Parameter - - Description - * - project_name - - Name of the project, defaults to ``codecarbon`` - * - experiment_id - - Id of the experiment - * - measure_power_secs - - Interval (in seconds) to measure hardware power usage, defaults to ``15`` - * - tracking_mode - - | ``machine`` measure the power consumptions of the entire machine (default) - | ``process`` try and isolate the tracked processes in isolation - * - gpu_ids - - | Comma-separated list of GPU ids to track, defaults to ``None`` - | These can either be integer indexes of GPUs on the system, or prefixes - | to match against GPU identifiers as described `here `_ - * - log_level - - | Global codecarbon log level (by order of verbosity): "debug", "info" (default), - | "warning", "error", or "critical" - * - electricitymaps_api_token - - | API token for electricitymaps.com (formerly co2signal.com) - * - pue - - | PUE (Power Usage Effectiveness) of the data center - | where the experiment is being run. - * - wue - - | WUE (Water Usage Effectiveness) of the data center - | where the experiment is being run. - | Units of *L/kWh* - how many litres of water are consumed per kilowatt-hour - | of electricity consumed. - * - force_cpu_power - - | Force the CPU max power consumption in watts, - | use this if you know the TDP of your machine. - | *(POWER_CONSTANT x CONSUMPTION_PERCENTAGE)* - * - force_ram_power - - | Force the RAM power consumption in watts, - | use this if you know the power consumption of your RAM. - | Estimate it with ``sudo lshw -C memory -short | grep DIMM`` - | to get the number of RAM slots used, then do - | *RAM power in W = Number of RAM Slots * 5 Watts* - * - rapl_include_dram - - | Boolean variable indicating if DRAM (memory) power should be included - | in RAPL measurements on Linux systems, defaults to ``False``. - | When ``True``, measures complete hardware power (CPU package + DRAM). - | Set to ``False`` to measure only CPU package power. - | Note: Only affects systems where RAPL exposes separate DRAM domains. - | In a future version DRAM power will probably be included in RAM. - * - rapl_prefer_psys - - | Boolean variable indicating if psys (platform/system) RAPL domain should be - | preferred over package domains on Linux systems, defaults to ``False``. - | When ``True``, uses psys domain for total platform power (CPU + chipset + PCIe). - | When ``False`` (default), uses package domains which are more reliable and - | consistent with CPU TDP specifications. - | Note: psys can report higher values than CPU TDP and may be unreliable on older systems. - * - allow_multiple_runs - - | Boolean variable indicating if multiple instance of CodeCarbon - | on the same machine is allowed, - | defaults to ``True`` since v3. Used to be ``False`` in v2. - -PUE is a multiplication factor provided by the user, so it is up to the user to get it from their cloud provider. -Old data-centers have a PUE up to 2.2, where new greener ones could be as low as 1.1. - -If you, or your provider, use ``CUDA_VISIBLE_DEVICES`` to set the GPUs you want to use, CodeCarbon will automaticly populate this value into ``gpu_ids``. -If you set ``gpu_ids`` manually, it will override the ``CUDA_VISIBLE_DEVICES`` for CodeCarbon measures. - -Output parameters ------------------ - -.. list-table:: Output Parameters - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Parameter - - Description - * - **save_to_file** - - | Boolean variable indicating if the emission artifacts should be logged - | to a CSV file, defaults to ``True`` - * - output_dir - - | Directory path to which the experiment details are logged - | defaults to current directory - * - output_file - - | Name of output CSV file - | defaults to ``emissions.csv`` - * - on_csv_write - - | When calling ``tracker.flush()`` manually choose if - | - ``update`` the existing ``run_id`` row (erasing former data) - | - ``append`` add a new row to CSV file (defaults) - * - **save_to_api** - - | Boolean variable indicating if emissions artifacts should be logged - | to the CodeCarbon API, defaults to ``False`` - * - api_endpoint: - - | Optional URL of CodeCarbon API endpoint for sending emissions data - | defaults to "https://api.codecarbon.io" - * - api_key - - API key for the CodeCarbon API (mandatory to use this API!) - * - api_call_interval - - | Number of measurements between API calls (defaults to 8): - | -1 : call API on flush() and at the end - | 1 : at every measure - | 2 : at every 2 measure, and so on - * - **save_to_logger** - - | Boolean variable indicating if the emission artifacts should be written - | to a dedicated logger, defaults to ``False`` - * - logging_logger - - LoggerOutput object encapsulating a logging.Logger or a Google Cloud logger - * - logger_preamble - - String to systematically include in the logger's messages (defaults to "") - * - save_to_prometheus - - | Boolean variable indicating if the emission artifacts should be written - | to a Prometheus server, defaults to ``False`` - * - prometheus_url - - | URL of the Prometheus server - * - save_to_logfire - - | Boolean variable indicating if the emission artifacts should be written - | to a LogFire server, defaults to ``False`` - * - output_handlers - - | List of output handlers to use for saving the emissions data - | defaults to ``[]`` - -Specific parameters for offline mode ------------------------------------- -.. list-table:: Input Parameters to OfflineEmissionsTracker - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Parameter - - Description - * - country_iso_code - - | 3-letter ISO Code of the country - | where the experiment is being run. - | Available countries are listed in `global_energy_mix.json `__ - * - region - - | Optional name of the Province/State/City, where the infrastructure is hosted - | Currently, supported only for US States and Canada - | for example - California or New York, from the `list `_ - * - cloud_provider - - | The cloud provider specified for estimating emissions intensity, - | defaults to ``None``. See `impact.csv `_ for a list of cloud providers - * - cloud_region - - | The region of the cloud data center, defaults to ``None`` - | See `impact.csv `_ for a list of cloud regions. - * - country_2letter_iso_code - - | For use with the Electricity Maps emissions API. - | See `Electricity Maps zones `_ for a list of codes and their locations. - - -@track_emissions ----------------- - -Decorator ``track_emissions`` in addition to standard arguments, requires the following parameters: - -.. list-table:: Input Parameters to @track_emissions - :widths: 20 80 - :align: center - :header-rows: 1 - - * - Parameter - - Description - * - fn - - function to be decorated - * - offline - - | Boolean variable indicating if the tracker should be run in offline mode - | defaults to ``False`` - * - country_iso_code - - | 3 letter ISO Code of the country where the experiment is being run. - | Available countries are listed in `global_energy_mix.json `__ - * - region - - | Optional Name of the Province/State/City, where the infrastructure is hosted - | Currently, supported only for US States - | for example - California or New York, from the `list `_ - * - cloud_provider - - | The cloud provider specified for estimating emissions intensity, - | defaults to ``None``. See `impact.csv `_ for a list of cloud providers - * - cloud_region - - | The region of the cloud data center, defaults to ``None`` - | See `impact.csv `_ for a list of cloud regions. diff --git a/docs/edit/rapl.rst b/docs/edit/rapl.rst deleted file mode 100644 index 4787de1c8..000000000 --- a/docs/edit/rapl.rst +++ /dev/null @@ -1,350 +0,0 @@ - -RAPL Metrics ------------- -RAPL (Running Average Power Limit) is a feature of modern processors that provides energy consumption measurements through hardware counters. - -See https://blog.chih.me/read-cpu-power-with-RAPL.html for more information. - -Despite the name "Intel RAPL", it supports AMD processors since Linux kernel 5.8. - -Due to the `CVE-2020-8694 security issue `_ from 2020, all Linux distributions have changed right permission of the RAPL file, to reserve it to superuser. - -There is a workaround, thanks to `prometheus/node_exporter#1892 `_: - -.. code-block:: sh - sudo apt install sysfsutils - nano /etc/sysfs.conf - # Add this line : - mode class/powercap/intel-rapl:0/energy_uj = 0444 - reboot - -Without rebooting you could do ``sudo chmod -R a+r /sys/class/powercap/*`` but it will be lost at next boot. - -If you want more security you could create a specific group, add your user to this group and set group read permission only. - -RAPL Domain Architecture -~~~~~~~~~~~~~~~~~~~~~~~~ - -RAPL exposes energy consumption data through files in ``/sys/class/powercap/`` with two interfaces: - -- **intel-rapl** (MSR-based): Traditional Model-Specific Register interface, accessed via CPU instructions -- **intel-rapl-mmio** (Memory-Mapped I/O): Newer interface introduced for modern Intel processors (10th gen+) - -Each domain is represented by a directory containing: - -- ``name``: Domain identifier (e.g., "package-0", "core", "uncore", "psys") -- ``energy_uj``: Current energy counter in microjoules -- ``max_energy_range_uj``: Maximum value before counter wraps - -Available RAPL Domains -~~~~~~~~~~~~~~~~~~~~~~ - -Different CPUs expose different domains. Common domains include: - -- **psys** (Platform/System): Total platform power including CPU package, integrated GPU, memory controller, and some chipset components. **Most comprehensive measurement** on modern Intel systems (Skylake and newer). - -- **package-0/package-N**: Entire CPU socket including: - - - All CPU cores - - Integrated GPU (if present) - - Last-level cache (LLC) - - Memory controller - - System agent/uncore - -- **core**: Only the CPU compute cores (subset of package) - -- **uncore**: Everything in the package except cores: - - - Memory controller (DDR interface on CPU) - - Last-level cache - - Ring interconnect between cores - - Integrated GPU (if present) - -- **dram**: Memory controller power, rare on consumer hardware, more common on servers. We still have to figure out if it is accurate. - -- **gpu**: Discrete or integrated GPU (when available) - -RAPL Domain Hierarchy and Double-Counting -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -**Critical**: RAPL domains are hierarchical and overlapping. Summing them causes severe over-counting! - -Example hierarchy on Intel Core Ultra 7 265H: - -.. code-block:: text - - psys (9.6W) โ† Most comprehensive, includes everything below - โ”œโ”€โ”€ package-0 (3.8W) โ† Subset of psys - โ”‚ โ”œโ”€โ”€ core (0.8W) โ† Subset of package - โ”‚ โ””โ”€โ”€ uncore (0.2W) โ† Subset of package - โ””โ”€โ”€ Other platform components (~5W) - โ””โ”€โ”€ Chipset, PCIe, etc. - -**Wrong approach**: 9.6W + 3.8W + 0.8W + 0.2W = 14.4W โŒ (Triple counting!) - -**Correct approach**: Use only psys (9.6W) โœ… - -CodeCarbon's RAPL Strategy -~~~~~~~~~~~~~~~~~~~~~~~~~~ - -CodeCarbon implements intelligent domain selection to provide reliable and consistent measurements: - -1. **Prefer package domains (default)**: CodeCarbon prioritizes ``package`` domains because they: - - - Update reliably under CPU load - - Match CPU TDP specifications - - Provide consistent measurements across different Intel generations - - Can be supplemented with ``dram`` domains for complete hardware measurement (package + DRAM) - -2. **Optional psys mode**: Set ``prefer_psys=True`` to use ``psys`` (platform/system) domain instead: - - - Provides total platform power (CPU + chipset + PCIe + some other components) - - More comprehensive but can report higher values than CPU TDP - - May include non-CPU components affected by the computation - - **Note**: On some older Intel systems (e.g., Kaby Lake), psys can report unexpectedly high values - -3. **Interface deduplication**: When the same domain appears in both ``intel-rapl`` and ``intel-rapl-mmio``: - - - Detects duplicate domains by name - - Prefers MMIO over MSR (newer, recommended interface) - - Falls back to MSR if MMIO is unreadable - -4. **Subdomain filtering**: Excludes ``core`` and ``uncore`` subdomains when ``package`` is available to avoid double-counting - -5. **DRAM exclusion**: By default (``include_dram=False``), don't adds DRAM domain to package. As DRAM is supposed to be in RAM power, not CPU in a future version of CodeCarbon. - -Platform-Specific Behavior -~~~~~~~~~~~~~~~~~~~~~~~~~ - -**Intel processors**: - -- Modern CPUs (Skylake+): Provide ``psys`` for comprehensive platform measurement -- ``core`` is included in ``package`` -- ``package`` may include or exclude integrated GPU depending on model - -**AMD processors**: - -- ``core`` reports very low energy values -- Unclear if ``core`` is included in ``package`` (vendor documentation is sparse) -- Multiple dies may report as separate packages (e.g., Threadripper) - -**What RAPL Does NOT Measure**: - -- โŒ DRAM chips themselves (only memory controller) -- โŒ SSDs/NVMe drives -- โŒ Discrete GPUs (use nvidia-smi, rocm-smi separately) -- โŒ Motherboard chipset (unless included in psys) -- โŒ Fans, USB devices, peripherals -- โŒ Power supply inefficiency -- โŒ Discrete NPUs - -For more details, see the excellent documentation from Scaphandre: https://hubblo-org.github.io/scaphandre-documentation/explanations/rapl-domains.html and discussion with references: https://github.com/hubblo-org/scaphandre/issues/116#issuecomment-854453231 - - - -.. image:: https://hubblo-org.github.io/scaphandre-documentation/explanations/rapl.png - :align: center - :alt: RAPL Example - :width: 600px - -Source :โ€œRAPL in Action: Experiences in Using RAPL for Power Measurements,โ€ (K. N. Khan, M. Hirki, T. Niemi, J. K. Nurminen, and Z. Ou, ACM Trans. Model. Perform. Eval. Comput. Syst., vol. 3, no. 2, pp. 1โ€“26, Apr. 2018, doi: 10.1145/3177754.) - -RAPL Measurements: Real-World Examples -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -Choosing the right metric to track CPU power consumption depends on CPU hardware and available domains. Below are measurements from different systems showing the importance of avoiding double-counting. - -We investigate RAPL on various architectures : - -- 2017 Gaming computer with AMD Ryzen Threadripper 1950X -- 2017 Laptop with Intel(R) Core(TM) i7-7600U (TDP 15W) -- 2025 Laptop with Intel(R) Core(TM) Ultra 7 265H (TDP 28W) - - -Desktop computer with AMD Ryzen Threadripper 1950X 16-Core (32 threads) Processor. -Power plug measure when idle (10% CPU): 125 W -package-0-die-0 : 68 W -package-0-die-1 : 68 W -CodeCarbon : 137 W - -Laptop: Intel(R) Core(TM) Ultra 7 265H (TDP 28W) -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -**Idle Measurements**: - -.. code-block:: text - - Powertop battery discharge rate: 6W - - RAPL domains (individual readings): - - psys (platform): 6.66W โ† Total platform power (BEST) - - package-0: 3.85W โ† CPU package (subset of psys) - - core: 0.35W โ† CPU cores only (subset of package) - - uncore: 0.02W โ† Memory controller, cache (subset of package) - - โš ๏ธ WRONG: Summing all domains = 10.88W (over-counting!) - โœ… CORRECT: Use psys only = 6.66W (matches battery discharge) - -**CodeCarbon behavior**: Uses **psys only** (6.66W) to avoid double-counting. - -**Under Load (stress-ng)**: - -.. code-block:: text - - Powertop battery discharge rate: 27W - - RAPL domains: - - psys: 24.69W โ† Total platform power (BEST) - - package-0: 21.35W โ† CPU package (subset of psys) - - core: 15.37W โ† CPU cores (subset of package) - - uncore: 0.07W โ† Uncore (subset of package) - - โœ… CORRECT: Use psys only = 24.69W (close to battery discharge) - -**CodeCarbon measurement**: 22W using psys (accurate, within expected range) - -**Note**: The package-0 measurement (21.35W) excludes some platform components like chipset and PCIe that are included in psys (24.69W). - -Laptop: Intel(R) Core(TM) i7-7600U (TDP 15W, 7th Gen Kaby Lake) -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -**Idle Measurements**: - -.. code-block:: text - - Powertop battery discharge rate: 9.31W - - RAPL domains: - - psys: 12.21W โ† Total platform power (includes everything) - - package-0: 1.44W โ† CPU package only - - core: 0.46W โ† CPU cores (subset of package) - - uncore: 0.04W โ† Uncore (subset of package) - - dram: 0.54W โ† Memory controller (may overlap with uncore) - - โš ๏ธ WRONG: Summing all = 14.69W (triple counting!) - โœ… CORRECT: Use psys = 12.21W - -**Under Load (stress-ng)**: - -.. code-block:: text - - Powertop battery discharge rate: 8.40W (unreliable during stress test) - - RAPL domains: - - psys: 29.97W โ† Total platform power (BEST) - - package-0: 15.73W โ† CPU package (matches TDP, subset of psys) - - core: 14.00W โ† CPU cores (subset of package) - - uncore: 0.54W โ† Uncore (subset of package) - - dram: 1.23W โ† Memory controller power - - โš ๏ธ WRONG: Summing all = 61.47W (massive over-counting!) - โœ… CORRECT: Use psys = 29.97W - - Analysis: - - psys (29.97W) includes package (15.73W) + platform components (~14W) - - package (15.73W) includes core (14.00W) + uncore (0.54W) + other - - Core power (14.00W) matches the CPU TDP spec (15W) - -**CodeCarbon behavior**: Uses **psys only** (29.97W) for accurate total platform measurement. - -**Legacy behavior (before v2.x)**: Would have measured only package-0 (15.73W), missing ~14W of platform power! - - -Desktop: AMD Ryzen Threadripper 1950X (16-Core, 32 threads, Multi-die) -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -**Idle Measurements (10% CPU load)**: - -.. code-block:: text - - Wall power meter: 100W (whole system) - - - RAPL domains: - Monitoring domains: - - core (intel-rapl:0:0) via MSR - - package-0 (intel-rapl:0) via MSR - - Domain 'core' (MSR): 0.61 Watts - Domain 'package-0' (MSR): 29.76 Watts - Total Power Consumption: 30.37 Watts - - Domain 'core' (MSR): 0.20 Watts - Domain 'package-0' (MSR): 38.62 Watts - Total Power Consumption: 38.82 Watts - - [codecarbon INFO @ 22:24:44] RAPL - Monitoring domain 'package-0' (displayed as 'Processor Energy Delta_0(kWh)') via MSR at /sys/class/powercap/intel-rapl/subsystem/intel-rapl/intel-rapl:0/energy_uj - - โœ… CodeCarbon total: ~ 40 W - - Note: RAPL on this system measures only the CPU dies, not platform. - Wall power includes motherboard, RAM, fans, PSU losses. - -**Under Full Load (100% CPU, stress test)**: - -.. code-block:: text - - Wall power meter: ~ 280 W total (131W above idle baseline) - - Monitoring domains: - - core (intel-rapl:0:0) via MSR - - package-0 (intel-rapl:0) via MSR - - Domain 'core' (MSR): 8.86 Watts - Domain 'package-0' (MSR): 172.50 Watts - Total Power Consumption: 181.36 Watts - - Domain 'core' (MSR): 8.88 Watts - Domain 'package-0' (MSR): 172.16 Watts - Total Power Consumption: 181.05 Watts - - โœ… CodeCarbon total: 171 W, in line with the TDP of 180 W - 280 - 100 (idle) = 180 W - - Analysis: - - Each die independently measured via RAPL - - No psys domain available on this AMD system - - RAPL counter range: 234 sec at 280W (potential wraparound consideration) - -**AMD RAPL Characteristics**: - -- Multi-die CPUs report separate packages (package-0-die-0, package-0-die-1) -- No psys domain available on older AMD processors -- ``core`` domain reports very low values (unclear if included in package) -- Package measurements are generally reliable for total CPU power - -Key Takeaways for RAPL Measurements -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -1. **CodeCarbon defaults to package domains**: This provides the most reliable and consistent measurements that match CPU TDP specifications. Package domains update correctly under load across all Intel generations. - -2. **psys can be unreliable**: While ``psys`` provides total platform power, it: - - - Can report higher values than expected (includes chipset, PCIe, etc.) - - May not include all CPU components on older Intel systems : on some computers, ``psys`` is lower than ``package``. - - So it is disabled by default, you can enable it with ``prefer_psys=True`` if desired - -3. **Avoid summing overlapping domains**: Never sum psys + package + core + uncore. They are hierarchical and overlapping. This causes 2-3x over-counting! - -4. **Domain hierarchy**: - - - psys โŠƒ package โŠƒ {core, uncore} - - Correct: Use package alone (CodeCarbon default) OR psys alone (with prefer_psys=True) - - Wrong: Sum multiple levels - -5. **Interface deduplication**: The same domain may appear in both ``intel-rapl`` (MSR) and ``intel-rapl-mmio`` interfaces. CodeCarbon automatically deduplicates, preferring MMIO. - -6. **DRAM measurement**: CodeCarbon does not include DRAM domains by default (``include_dram=False``) for CPU hardware measurement. Set ``include_dram=True`` to measure CPU package + DRAM domains. - -7. **Platform-specific behavior**: - - - Intel modern: package or psys (with prefer_psys=True) - - Intel older: package-0 for CPU only - - AMD: Sum all package-X-die-Y for multi-die CPUs - -8. **Limitations**: RAPL does NOT measure: - - - Discrete GPUs (use nvidia-smi/rocm-smi) - - SSDs, peripherals, fans - - Actual DRAM chips, we still have to investigate on this point - - Complete system power (use wall meter for accuracy) diff --git a/docs/edit/test_on_scaleway.rst b/docs/edit/test_on_scaleway.rst deleted file mode 100644 index b67bbca0b..000000000 --- a/docs/edit/test_on_scaleway.rst +++ /dev/null @@ -1,55 +0,0 @@ -.. _test_on_scaleway: - - -Test of CodeCarbon on Scaleway hardware -======================================= - -We use Scaleway hardware to test CodeCarbon on a real-world scenario. We use the following hardware: - - - EM-I120E-NVME AMD EPYC 8024P 64 GB 2 x 960 GB NVMe - EM-B112X-SSD 2 x Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz - -85 W TDP for the Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz - -Choose Ubuntu as OS because new version of stress-ng is not available on Debian 12 (Bookworm). - -Connect to the server: - -.. code-block:: console - - ssh ubuntu@51.159.214.207 - -Install and run the test: - -.. code-block:: console - - sudo chmod a+r -R /sys/class/powercap/intel-rapl/subsystem/* - sudo apt update && sudo apt install -y git pipx python3-launchpadlib htop - pipx ensurepath - sudo add-apt-repository -y ppa:colin-king/stress-ng - sudo apt update && sudo apt install -y stress-ng - export PATH=$PATH:/home/ubuntu/.local/bin - git clone https://github.com/mlco2/codecarbon.git - cd codecarbon - git checkout use-cpu-load - curl -LsSf https://astral.sh/uv/install.sh | sh - uv run python examples/compare_cpu_load_and_RAPL.py - -To do a full code CPU load, we run the following command: - -.. code-block:: console - - stress-ng --cpu 0 --cpu-method matrixprod --metrics-brief --rapl --perf -t 60s - - -Get back the data from the server: - -.. code-block:: console - - mkdir -p codecarbon/data/hardware/cpu_load_profiling/E3-1240/ - scp ubuntu@51.159.214.207:/home/ubuntu/codecarbon/*.csv codecarbon/data/hardware/cpu_load_profiling/E5-1240/ - -You can now delete the server in the Scaleway console. - -For the results, see the notebook XXX. diff --git a/docs/edit/to_logger.rst b/docs/edit/to_logger.rst deleted file mode 100755 index 17950485b..000000000 --- a/docs/edit/to_logger.rst +++ /dev/null @@ -1,76 +0,0 @@ -.. _Collecting emissions to a logger: - -Collecting emissions to a logger -================================ - -The ``LoggerOutput`` class (and ``GoogleCloudLoggerOutput`` subclass) allows to send emissions tracking to a logger. -This is a specific, distinct logger than the one used by the CodeCarbon package for its 'private' logs. -It allows to leverage powerful logging systems, to centralize emissions to some central or cloud-based system, and build reports, triggers, etc. based on these data. - -This logging output can be used in parallel with other output options provided by CodeCarbon. - - -Create a logger ----------------- - -In order to send emissions tracking data to the logger, first create a logger and then create an `EmissionTracker`. `OfflineEmissionTracker` -is also supported but lack of network connectivity may forbid to stream tracking data to some central or cloud-based collector. - -Python logger -~~~~~~~~~~~~~ - -.. code-block:: Python - - import logging - - # Create a dedicated logger (log name can be the CodeCarbon project name for example) - _logger = logging.getLogger(log_name) - - # Add a handler, see Python logging for various handlers (here a local file named after log_name) - _channel = logging.FileHandler(log_name + '.log') - _logger.addHandler(_channel) - - # Set logging level from DEBUG to CRITICAL (typically INFO) - # This level can be used in the logging process to filter emissions messages - _logger.setLevel(logging.INFO) - - # Create a CodeCarbon LoggerOutput with the logger, specifying the logging level to be used for emissions data messages - my_logger = LoggerOutput(_logger, logging.INFO) - - -Google Cloud Logging -~~~~~~~~~~~~~~~~~~~~ - -.. code-block:: Python - - import google.cloud.logging - - - # Create a Cloud Logging client (specify project name if needed, otherwise Google SDK default project name is used) - client = google.cloud.logging.Client(project=google_project_name) - - # Create a CodeCarbon GoogleCloudLoggerOutput with the Cloud Logging logger, with the logging level to be used for emissions data messages - my_logger = GoogleCloudLoggerOutput(client.logger(log_name)) - -Authentication -~~~~~~~~~~~~~~ - -Please refer to `Google Cloud documentation `_. - -Create an EmissionTracker -~~~~~~~~~~~~~~~~~~~~~~~~~ - -Create an EmissionTracker saving output to the logger. Other save options are still usable and valid. - -.. code-block:: Python - - tracker = EmissionsTracker(save_to_logger=True, logging_logger=my_logger) - tracker.start() - ... - emissions: float = tracker.stop() - ... - -Example -~~~~~~~ - -A demonstration is available in ``codecarbon/examples/logging_demo.py``. \ No newline at end of file diff --git a/docs/edit/usage.rst b/docs/edit/usage.rst deleted file mode 100644 index 63774359a..000000000 --- a/docs/edit/usage.rst +++ /dev/null @@ -1,350 +0,0 @@ -.. _usage: - -Quickstart -========== -The CO2 tracking tool can be used along with any computing framework. It supports both ``online`` (with internet access) and -``offline`` (without internet access) modes. The tracker can be used in the following ways: - - -Online Mode ------------ -When the environment has internet access, the ``EmissionsTracker`` object or the ``track_emissions`` decorator can be used, which has -the ``offline`` parameter set to ``False`` by default. - -Command line -~~~~~~~~~~~~ - - -Create a minimal configuration file (just follow the prompts) : - -.. code-block:: console - - codecarbon config - -.. image:: https://asciinema.org/a/667970.svg - :align: center - :alt: Init config - :target: https://asciinema.org/a/667970 - -You can use the same command to modify an existing config : - -.. image:: https://asciinema.org/a/667971.svg - :align: center - :alt: Modify config - :target: https://asciinema.org/a/667971 - - -If you want to track the emissions of a computer without having to modify your code, you can use : - -.. code-block:: console - - codecarbon monitor - -You have to stop the monitoring manually with ``Ctrl+C``. - -If you want to detect the hardware of your computer without starting any measurement, you can use: - -.. code-block:: console - - codecarbon detect - -It will print the detected RAM, CPU and GPU information. - -In the following example you will see how to use the CLI to monitor all the emissions of you computer and sending everything -to an API running on "localhost:8008" (Or you can start a private local API with "docker-compose up"). Using the public API with -this is not supported yet (coming soon!) - -.. image:: https://asciinema.org/a/667984.svg - :align: center - :alt: Monitor example - :target: https://asciinema.org/a/667984 - - -The command line could also works without internet by providing the country code like this: - -.. code-block:: console - - codecarbon monitor --offline --country-iso-code FRA - - -Running Any Command with CodeCarbon -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -If you want to track emissions while running any command or program (not just Python scripts), you can use the ``codecarbon monitor --`` command. -This allows non-Python users to measure machine emissions during the execution of any command: - -.. code-block:: console - - codecarbon monitor -- - -Do not surround ```` with quotes. The double hyphen ``--`` indicates the end of CodeCarbon options and the beginning of the command to run. - -**Examples:** - -.. code-block:: console - - # Run a shell script - codecarbon monitor -- ./benchmark.sh - - # Run a command with arguments (use quotes for special characters) - codecarbon monitor -- bash -c 'echo "Processing..."; sleep 30; echo "Done!"' - - # Run Python scripts - codecarbon monitor -- python train_model.py - - # Run Node.js applications - codecarbon monitor -- node app.js - - # Run tests with output redirection - codecarbon monitor -- npm run test > output.txt - - # Display the CodeCarbon detailed logs - codecarbon monitor --log-level debug -- python --version - -**Output:** - -When the command completes, CodeCarbon displays a summary report and saves the emissions data to a CSV file: - -.. code-block:: console - - ๐ŸŒฑ CodeCarbon: Starting emissions tracking... - Command: bash -c echo "Processing..."; sleep 30; echo "Done!" - - Processing... - Done! - - ============================================================ - ๐ŸŒฑ CodeCarbon Emissions Report - ============================================================ - Command: bash -c echo "Processing..."; sleep 30; echo "Done!" - Emissions: 0.0317 g CO2eq - Saved to: /home/user/emissions.csv - โš ๏ธ Note: Measured entire machine (includes all system processes) - ============================================================ - -.. note:: - The ``codecarbon monitor --`` command tracks process-level emissions (only the specific command), not the - entire machine. For machine-level tracking, use the ``codecarbon monitor`` command. - -For more fine-grained tracking, implementing CodeCarbon in your code allows you to track the emissions of a specific block of code. - -Explicit Object -~~~~~~~~~~~~~~~ -In the case of absence of a single entry and stop point for the training code base, users can instantiate a ``EmissionsTracker`` object and -pass it as a parameter to function calls to start and stop the emissions tracking of the compute section. - -.. code-block:: python - - from codecarbon import EmissionsTracker - tracker = EmissionsTracker() - tracker.start() - try: - # Compute intensive code goes here - _ = 1 + 1 - finally: - tracker.stop() - -This mode is recommended when using a Jupyter Notebook. You call ``tracker.start()`` at the beginning of the Notebook, and call ``tracker.stop()`` in the last cell. - -This mode also allows you to record the monitoring with ``tracker.flush()`` that writes the emissions to disk or call the API depending on the configuration, but keep running the experiment. - -If you want to monitor small piece of code, like a model inference, you could use the task manager: - - -.. code-block:: python - - try: - tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=10) - tracker.start_task("load dataset") - dataset = load_dataset("imdb", split="test") - imdb_emissions = tracker.stop_task() - tracker.start_task("build model") - model = build_model() - model_emissions = tracker.stop_task() - finally: - _ = tracker.stop() - -This way CodeCarbon will track the emissions of each task . -The task will not be written to disk to prevent overhead, you have to get the results from the return of ``stop_task()``. -If no name is provided, CodeCarbon will generate a uuid. - -Please note that you can't use task mode and normal mode at the same time. Because ``start_task`` will stop the scheduler as we do not want it to interfere with the task measurement. - -Context manager -~~~~~~~~~~~~~~~~ -The ``Emissions tracker`` also works as a context manager. - -.. code-block:: python - - from codecarbon import EmissionsTracker - - with EmissionsTracker() as tracker: - # Compute intensive training code goes here - -This mode is recommended when you want to monitor a specific block of code. - -Decorator -~~~~~~~~~ -In case the training code base is wrapped in a function, users can use the decorator ``@track_emissions`` within the function to enable tracking -emissions of the training code. - -.. code-block:: python - - from codecarbon import track_emissions - - @track_emissions - def training_loop(): - # Compute intensive training code goes here - -This mode is recommended if you have a training function. - -.. note:: - This will write a csv file named emissions.csv in the current directory - -Offline Mode ------------- -An offline version is available to support restricted environments without internet access. The internal computations remain unchanged; however, -a ``country_iso_code`` parameter, which corresponds to the 3-letter alphabet ISO Code of the country where the compute infrastructure is hosted, is required to fetch Carbon Intensity details of the regional electricity used. A complete list of country ISO codes can be found on `Wikipedia `_. - -Explicit Object -~~~~~~~~~~~~~~~ -Developers can use the ``OfflineEmissionsTracker`` object to track emissions as follows: - -.. code-block:: python - - from codecarbon import OfflineEmissionsTracker - tracker = OfflineEmissionsTracker(country_iso_code="CAN") - tracker.start() - # GPU intensive training code - tracker.stop() - -Context manager -~~~~~~~~~~~~~~~~ -The ``OfflineEmissionsTracker`` also works as a context manager - -.. code-block:: python - - from codecarbon import OfflineEmissionsTracker - - with OfflineEmissionsTracker() as tracker: - # GPU intensive training code goes here - - -Decorator -~~~~~~~~~ -The ``track_emissions`` decorator in offline mode requires following two parameters: - -- ``offline`` needs to be set to ``True``, which defaults to ``False`` for online mode. -- ``country_iso_code`` the 3-letter alphabet ISO Code of the country where the compute infrastructure is hosted - -.. code-block:: python - - from codecarbon import track_emissions - @track_emissions(offline=True, country_iso_code="CAN") - def training_loop(): - # training code goes here - pass - - -The Carbon emissions will be saved to a ``emissions.csv`` file in the same directory. Please refer to the :ref:`complete API ` for -additional parameters and configuration options. - - -Configuration -============= - -Configuration priority ----------------------- - -CodeCarbon is structured so that you can configure it in a hierarchical manner: - * *global* parameters in your home folder ``~/.codecarbon.config`` - * *local* parameters (with respect to the current working directory) in ``./.codecarbon.config`` - * *environment variables* parameters starting with ``CODECARBON_`` - * *script* parameters in the tracker's initialization as ``EmissionsTracker(param=value)`` - -.. warning:: Configuration files **must** be named ``.codecarbon.config`` and start with a section header ``[codecarbon]`` as the first line in the file. - -For instance: - -* ``~/.codecarbon.config`` - - .. code-block:: bash - - [codecarbon] - measure_power_secs=10 - save_to_file=local-overwrite - emissions_endpoint=localhost:7777 - - -* ``./.codecarbon.config`` will override ``~/.codecarbon.config`` if the same parameter is set in both files : - - .. code-block:: bash - - [codecarbon] - save_to_file = true - output_dir = /Users/victor/emissions - electricitymaps_api_token=script-overwrite - experiment_id = 235b1da5-aaaa-aaaa-aaaa-893681599d2c - log_level = DEBUG - tracking_mode = process - -* environment variables will override ``./.codecarbon.config`` if the same parameter is set in both files : - - .. code-block:: bash - - export CODECARBON_GPU_IDS="0, 1" - export CODECARBON_LOG_LEVEL="WARNING" - - -* script parameters will override environment variables if the same parameter is set in both: - - .. code-block:: python - - EmissionsTracker( - api_call_interval=4, - save_to_api=True, - electricitymaps_api_token="some-token") - -Yields attributes: - -.. code-block:: python - - { - "measure_power_secs": 10, # from ~/.codecarbon.config - "save_to_file": True, # from ./.codecarbon.config (override ~/.codecarbon.config) - "api_call_interval": 4, # from script - "save_to_api": True, # from script - "experiment_id": "235b1da5-aaaa-aaaa-aaaa-893681599d2c", # from ./.codecarbon.config - "log_level": "WARNING", # from environment variable (override ./.codecarbon.config) - "tracking_mode": "process", # from ./.codecarbon.config - "emissions_endpoint": "localhost:7777", # from ~/.codecarbon.config - "output_dir": "/Users/victor/emissions", # from ./.codecarbon.config - "electricitymaps_api_token": "some-token", # from script (override ./.codecarbon.config) - "gpu_ids": [0, 1], # from environment variable - } - -.. |ConfigParser| replace:: ``ConfigParser`` -.. _ConfigParser: https://docs.python.org/3/library/configparser.html#module-configparser - -.. note:: If you're wondering about the configuration files' syntax, be aware that under the hood ``codecarbon`` uses |ConfigParser|_ which relies on the `INI syntax `_. - -Access internet through proxy server ------------------------------------- - -If you need a proxy to access internet, which is needed to call a Web API, like `Codecarbon API `_, you have to set environment variable ``HTTPS_PROXY``, or *HTTP_PROXY* if calling an ``http://`` endpoint. - -You could do it in your shell: - -.. code-block:: shell - - export HTTPS_PROXY="http://0.0.0.0:0000" - -Or in your Python code: - -.. code-block:: python - - import os - - os.environ["HTTPS_PROXY"] = "http://0.0.0.0:0000" - -For more information, please read the `requests library proxy documentation `_ diff --git a/docs/edit/visualize.rst b/docs/edit/visualize.rst deleted file mode 100644 index b337ac4fc..000000000 --- a/docs/edit/visualize.rst +++ /dev/null @@ -1,124 +0,0 @@ -.. _visualize: - -Visualize -========= - -Offline --------- -The package also comes with a ``Dash App`` containing illustrations to understand the emissions logged from various experiments across projects. -The App currently consumes logged information from a CSV file, generated from an in-built logger in the package. - -Installation -~~~~~~~~~~~~ -The carbonboard visualization tool requires additional dependencies. Install them with: - -.. code-block:: bash - - pip install 'codecarbon[carbonboard]' - -.. note:: - The ``viz-legacy`` extra is deprecated but still works for backwards compatibility. It will be removed in v4.0.0. Please use ``carbonboard`` instead. - -Usage -~~~~~ -The App can be run by executing the below CLI command that needs following arguments: - -- ``filepath`` - path to the CSV file containing logged information across experiments and projects -- ``port`` - an optional port number, in case default [8050] is used by an existing process - -.. code-block:: bash - - carbonboard --filepath="examples/emissions.csv" --port=3333 - - -Summary and Equivalents -~~~~~~~~~~~~~~~~~~~~~~~~ -Users can get an understanding of net power consumption and emissions generated across projects and can dive into a particular project. -The App also provides exemplary equivalents from daily life, for example: - -- Weekly Share of an average American household -- Number of miles driven -- Time of 32-inch LCD TV watched - -.. image:: ./images/summary.png - :align: center - :alt: Summary - :height: 400px - :width: 700px - - -Regional Comparisons -~~~~~~~~~~~~~~~~~~~~ -The App also provides a comparative visual to benchmark emissions and energy mix of the electricity from the grid across different countries. - -.. image:: ./images/global_equivalents.png - :align: center - :alt: Global Equivalents - :height: 480px - :width: 750px - - -Cloud Regions -~~~~~~~~~~~~~ -The App also benchmarks equivalent emissions across different regions of the cloud provider being used and recommends the most eco-friendly -region to host infrastructure for the concerned cloud provider. - -.. image:: ./images/cloud_emissions.png - :align: center - :alt: Cloud Emissions - :height: 450px - :width: 750px - -Online --------------- - -A dashboard is also available for those who chose to connect the package to the public API. -`Got to online dashboard `_ - -from global... -~~~~~~~~~~~~~~ - -Showing on the top the global energy consumed and emissions produced at an organisation level and the share of each project in this. -The App also provides comparison points with daily life activity to get a better understanding of the amount generated. - -.. image:: ./images/codecarbon-API-dashboard.png - :align: center - :alt: Summary - :width: 750px - - -to more and more... -~~~~~~~~~~~~~~~~~~~~ - -Each project can be divided into several experiments, and in each experiment several runs can happen. -The total emissions of experiments is shown on the barchart on the right hand side, and the runs on the bubble chart on the left hand side. -If ever your project has several experiments you can switch from one experiment's runs in the bubble chart to another by clicking the bar chart. - -.. image:: ./images/Experiment-run.png - :align: center - :alt: experiment and run - :width: 750px - - -detailed -~~~~~~~~ - -Clicking on one bubble, you can display the runtime series and see its metadata. - -.. image:: ./images/run&metadata.png - :align: center - :alt: run time series and metadata - :width: 750px - -Electricity production carbon intensity per country -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -The app also provides a visualization of regional carbon intensity of electricity production. - -.. image:: ./images/carbon_map.png - :align: center - :alt: carbon intensity carbon_map - :width: 750px - - - diff --git a/docs/examples.html b/docs/examples.html deleted file mode 100644 index 082f325d4..000000000 --- a/docs/examples.html +++ /dev/null @@ -1,246 +0,0 @@ - - - - - - - - - Examples — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - - - -
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Examples๏ƒ

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Following are examples to train a Deep Learning model on MNIST Data to recognize digits in images using TensorFlow.

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-

Using the Decorator๏ƒ

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This is the simplest way to use the CodeCarbon tracker with two lines of code. You just need to copy-paste from codecarbon import track_emissions and add the @track_emissions decorator to your training function. The emissions will be tracked automatically and printed at the end of the training.

-

But you canโ€™t get them in your code, see the Context Manager section below for that.

-
import tensorflow as tf
-from codecarbon import track_emissions
-
-
-@track_emissions(project_name="mnist")
-def train_model():
-    mnist = tf.keras.datasets.mnist
-    (x_train, y_train), (x_test, y_test) = mnist.load_data()
-    x_train, x_test = x_train / 255.0, x_test / 255.0
-    model = tf.keras.models.Sequential(
-        [
-            tf.keras.layers.Flatten(input_shape=(28, 28)),
-            tf.keras.layers.Dense(128, activation="relu"),
-            tf.keras.layers.Dropout(0.2),
-            tf.keras.layers.Dense(10),
-        ]
-    )
-    loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True)
-
-    model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"])
-
-    model.fit(x_train, y_train, epochs=10)
-
-    return model
-
-
-if __name__ == "__main__":
-    model = train_model()
-
-
-
-
-

Using the Context Manager๏ƒ

-

We think this is the best way to use CodeCarbon. Still only two lines of code, and you can get the emissions in your code.

-
import tensorflow as tf
-
-from codecarbon import EmissionsTracker
-
-mnist = tf.keras.datasets.mnist
-
-(x_train, y_train), (x_test, y_test) = mnist.load_data()
-x_train, x_test = x_train / 255.0, x_test / 255.0
-
-
-model = tf.keras.models.Sequential(
-    [
-        tf.keras.layers.Flatten(input_shape=(28, 28)),
-        tf.keras.layers.Dense(128, activation="relu"),
-        tf.keras.layers.Dropout(0.2),
-        tf.keras.layers.Dense(10),
-    ]
-)
-
-loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True)
-
-with EmissionsTracker() as tracker:
-    model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"])
-    model.fit(x_train, y_train, epochs=10)
-
-# Display the emissions data
-print(f"\nCarbon emissions from computation: {tracker.final_emissions * 1000:.4f} g CO2eq")
-print("\nDetailed emissions data:", tracker.final_emissions_data)
-
-
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-

Using the Explicit Object๏ƒ

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This is the recommended way to use the CodeCarbon tracker in a Notebook : you instantiate the tracker and call the start() method at the beginning of the Notebook. You call the stop() method at the end of the Notebook to stop the tracker and get the emissions.

-

If not in an interactive Notebook, always use a tryโ€ฆfinally block to ensure that the tracker is stopped even if an error occurs during training. -This is important to ensure the CodeCarbon scheduler is stopped. If you donโ€™t use tryโ€ฆfinally, the scheduler will continue running in the background after your computation code has crashed, so your program will never finish.

-
import tensorflow as tf
-
-from codecarbon import EmissionsTracker
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-mnist = tf.keras.datasets.mnist
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-(x_train, y_train), (x_test, y_test) = mnist.load_data()
-x_train, x_test = x_train / 255.0, x_test / 255.0
-
-
-model = tf.keras.models.Sequential(
-    [
-        tf.keras.layers.Flatten(input_shape=(28, 28)),
-        tf.keras.layers.Dense(128, activation="relu"),
-        tf.keras.layers.Dropout(0.2),
-        tf.keras.layers.Dense(10),
-    ]
-)
-
-loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True)
-
-model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"])
-
-tracker = EmissionsTracker()
-tracker.start()
-try:
-    model.fit(x_train, y_train, epochs=10)
-except Exception as e:
-    print(f"An error occurred: {e}")
-finally:
-    emissions: float = tracker.stop()
-print(emissions)
-
-
-

Other examples are available in the project GitHub repository.

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Frequently Asked Questions๏ƒ

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    How accurate are your estimations?

    It is hard to quantify the entirety of computing emissions, because there are many factors in play, notably the life-cycle emissions of computing infrastructure. We therefore only focus on the direct emissions produced by running the actual code, but recognize that there is much work to be done to improve this estimation.

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    What are the sources of your energy carbon intensity data?

    We use the following sources:

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    For cloud computing:

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    • Google publish carbon intensity of electricity for Google Cloud Platform.

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    • Unfortunately, Amazon has made a habit of keeping information about its carbon footprint out of public view. Although it released its global carbon footprint, it does not publish datacenter carbon footprints.

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    • Microsoft has a Sustainability Calculator that helps enterprises analyze the carbon emissions of their IT infrastructure. But does not publish datacenter carbon intensity.

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    For private infra:

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    • When available we use data from ourworld in data

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    • If not available we use the electricity mix of the country find on globalpetrolprices.com that we multiply by the carbon intensity of the source of electricity (that you can find here)

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    • If we have neither we default to a world average of 475 gCO2.eq/KWh from IEA.

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    How do I offset my emissions?

    There are many offsetting schemes, and it is hard to recommend any single one. For one-shot offsetting, the Gold Standard is often used, and has many offsetting projects to choose from at different prices. There are often local initiatives as well, so try researching what exists in your region/country. For a recurring offset, Project Wren lets you estimate your monthly carbon emissions and offset them via a monthly subscription. Keep in mind that offsetting is a good choice, but reducing your emissions should be the priority.

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    How can I help?

    If you find any functionality missing in the CodeCarbon repo, please open an issue so that you (and others!) can help add it. We did our best to cover all use cases and options, but we count on the open source community to help make the package an even greater success.

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- - - - \ No newline at end of file diff --git a/docs/genindex.html b/docs/genindex.html deleted file mode 100644 index fb72a6399..000000000 --- a/docs/genindex.html +++ /dev/null @@ -1,126 +0,0 @@ - - - - - - - - Index — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - -
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- - - - \ No newline at end of file diff --git a/docs/getting-started/advanced_installation.md b/docs/getting-started/advanced_installation.md new file mode 100644 index 000000000..1944c2834 --- /dev/null +++ b/docs/getting-started/advanced_installation.md @@ -0,0 +1,181 @@ +# Advanced Installation + +## Install CodeCarbon as a Linux service + +To install CodeCarbon as a Linux service, follow the instructions below. +It works on Ubuntu or other Debian-based systems using systemd. + +Create a dedicated user: + +``` bash +sudo useradd -r -s /bin/false codecarbon +``` + +Create a directory for the CodeCarbon service: + +``` bash +sudo mkdir /opt/codecarbon +``` + +Change the ownership of the directory to the user created above: + +``` bash +sudo chown codecarbon:codecarbon /opt/codecarbon +``` + +Create a virtual environment for CodeCarbon : + +``` bash +sudo apt install python3-venv +sudo -u codecarbon python3 -m venv /opt/codecarbon/.venv +``` + +Install CodeCarbon in the virtual environment: + +``` bash +sudo -u codecarbon /opt/codecarbon/.venv/bin/pip install codecarbon +``` + +Go to and create an account to get +your API key. + +Configure CodeCarbon: + +``` bash +sudo -u codecarbon /opt/codecarbon/.venv/bin/codecarbon login +``` + +Create a systemd service file: + +``` bash +sudo tee /etc/systemd/system/codecarbon.service <> /etc/sysfs.conf +echo "owner class/powercap/intel-rapl:0/energy_uj = root:codecarbon" >> /etc/sysfs.conf +``` + +Create the configuration file for CodeCarbon: + +``` bash +sudo tee /opt/codecarbon/.codecarbon.config < +project_id = +experiment_id = +api_key = +# Verbose logging +log_level=WARNING +# Measure power every 30 seconds +measure_power_secs=30 +# Send measure to API every 5 minutes (10*30 seconds) +api_call_interval=10 +EOF +``` + +Enable and start the service: + +``` bash +sudo systemctl enable codecarbon +sudo systemctl start codecarbon +``` + +Check the traces of the service: + +``` bash +journalctl -u codecarbon +``` + +You are done, CodeCarbon is now running as a service on your machine. + +Wait 5 minutes for the first measure to be send to the dashboard at +. + +## Deploy CodeCarbon CLI as a Service using Ansible + +This section describes how to deploy CodeCarbon as a system service +using Ansible automation. + +It automate the manual installation done in the previous chapter. + +### What the Playbook Does + +The Ansible playbook automates the following tasks: + +- Creates a dedicated system user and group for CodeCarbon +- Sets up a Python virtual environment +- Installs CodeCarbon package +- Configures RAPL permissions for power measurements +- Creates and configures the systemd service +- Sets up the CodeCarbon configuration file +- Starts and enables the service + +### Prerequisites + +- Ansible installed on your machine +- Debian-based target system(s) +- SSH access to target system(s) +- CodeCarbon API credentials from the dashboard + +### Directory Structure + +``` text +codecarbon/deploy/ansible/codecarbon_cli_as_a_service/ +โ”œโ”€โ”€ hosts +โ”œโ”€โ”€ tasks +โ”‚ โ”œโ”€โ”€ install_codecarbon.yml +โ”‚ โ”œโ”€โ”€ main.yml +โ”‚ โ”œโ”€โ”€ rapl.yml +โ”‚ โ””โ”€โ”€ systemd_service.yml +โ”œโ”€โ”€ templates +โ”‚ โ”œโ”€โ”€ codecarbon.config.j2 +โ”‚ โ””โ”€โ”€ systemd_service.j2 +โ””โ”€โ”€ vars + โ””โ”€โ”€ main.yml +``` + +### Quick Start + +1. Set the the target to install in `hosts`: + + ``` text + yourservername.yourdomain.com hostname=yourservername ansible_user=root ansible_ssh_private_key_file=~/.ssh/id_ed25519 + ``` + +2. Update the variables in `vars/main.yml` with your configuration: + + ``` yaml + organization_id: your_org_id + project_id: your_project_id + experiment_id: your_experiment_id + api_key: your_api_key + ``` + +3. Run the playbook: + + ``` bash + ansible-playbook -i hosts tasks/main.yml + ``` diff --git a/docs/getting-started/api.md b/docs/getting-started/api.md new file mode 100644 index 000000000..5c23258ab --- /dev/null +++ b/docs/getting-started/api.md @@ -0,0 +1,81 @@ +# CodeCarbon API + +!!! warning "API mode" + + This mode uses the CodeCarbon API to upload the timeseries of your + emissions on a central server. + + Thanks to [CleverCloud](https://www.clever.cloud/) the use of API is + free as soon as it remains under certain limits. + +![CodeCarbon architecture](https://github.com/mlco2/codecarbon/raw/master/carbonserver/Images/code_carbon_archi.png){.align-center width="700px" height="400px"} + +![CodeCarbon database](https://github.com/mlco2/codecarbon/raw/master/carbonserver/Images/CodecarbonDB.jpg){.align-center width="700px"} + +Before using it, you need to create on account on the [CodeCarbon +dashboard](https://dashboard.codecarbon.io/) + +Then login from your terminal: + +``` console +codecarbon login +``` + +It will create an experiment_id for the default project and save it to +`codecarbon.config` + +Then you can tell CodeCarbon to monitor your machine: + +``` console +codecarbon monitor +``` + +Or use the API in your code: + +``` python +from codecarbon import track_emissions + +@track_emissions(save_to_api=True) +def train_model(): + # GPU intensive training code goes here + +if __name__ =="__main__": + train_model() +``` + +More options could be specified in `@track_emissions` or in +`.codecarbon.config` + +The [CodeCarbon dashboard](https://dashboard.codecarbon.io/) use +[CodeCarbon API](https://api.codecarbon.io/) to get the data + +The API do not have a nice web interface to create your own organization +and project, you have to use [OpenAPI +interface](https://api.codecarbon.io/docs) for that. + +And so on for your team, project and experiment. + +You then have to set you experiment id in CodeCarbon, with two options: + +In the code: + +``` python +from codecarbon import track_emissions + +@track_emissions( + measure_power_secs=30, + api_call_interval=4, + experiment_id="your experiment id", + save_to_api=True, +) +def train_model(): + ... +``` + +Or in the config file \`.codecarbon.config\`: + +``` ini +[codecarbon] +experiment_id = your experiment id +save_to_api = true +``` diff --git a/docs/getting-started/comet.md b/docs/getting-started/comet.md new file mode 100644 index 000000000..46ae67b9d --- /dev/null +++ b/docs/getting-started/comet.md @@ -0,0 +1,52 @@ +# Comet Integration {#comet} + +CodeCarbon can be automatically integrated with +[Comet](https://www.comet.ml/site/) for experiment tracking and +visualization. Comet provides data scientists with powerful tools to +track, compare, explain, and reproduce their experiments. Now, with +CodeCarbon you can easily track the carbon footprint of your jobs along +with your training metrics, hyperparameters, dataset samples, artifacts, +and more. + +![Summary](../images/comet-workspace.png){.align-center width="700px" height="400px"} + +To get started with the Comet-CodeCarbon integration, make sure you have +comet-ml installed: + +``` python +pip install comet_ml>=3.2.2 +``` + +Go to [Comet's website](https://www.comet.ml/site/) and create a free +account. From your account settings page, copy your personal API key. + +In the +[mnist-comet.py](https://github.com/mlco2/codecarbon/blob/master/examples/mnist-comet.py) +example file, replace the placeholder code with your API key: + +``` python +experiment = Experiment(api_key="YOUR API KEY") +``` + +Run your experiment and click on the link in stdout to be taken back to +the Comet UI. You'll automatically see your metrics, hyperparameters, +graph definition, system and environment details, and more. + +Comet will automatically create an `EmissionsTracker` object from the +`codecarbon` package when your code runs. To visualize the carbon +footprint of your experiment, go to the `Panel` tab in the left sidebar +and click `Add Panel`. + +From the Panel Gallery click the `Public` tab and search for +`CodeCarbon Footprint`. Once you've found it, add it to your +Experiment. + +![Summary](../images/panel-gallery.gif){.align-center width="700px" height="400px"} + +Now back in the `Panels` tab you\'ll see your CodeCarbon Footprint +visualization in the Comet UI. To render the visualization by default, +save your `View`. And voilร ! Every time you run your experiments, +you'll be able to visualize your CodeCarbon emissions data alongside +everything else you need to track for your research. + +![Summary](../images/codecarbon-panel.png){.align-center width="700px" height="400px"} diff --git a/docs/getting-started/examples.md b/docs/getting-started/examples.md new file mode 100644 index 000000000..b23b7b0bc --- /dev/null +++ b/docs/getting-started/examples.md @@ -0,0 +1,134 @@ +# Examples + +Following are examples to train a Deep Learning model on MNIST Data to +recognize digits in images using TensorFlow. + +## Using the Decorator + +This is the simplest way to use the CodeCarbon tracker with two lines of +code. You just need to copy-paste `from codecarbon import track_emissions` +and add the `@track_emissions` decorator to your training function. The emissions will be tracked +automatically and printed at the end of the training. + +But you can't get them in your code, see the Context Manager section +below for that. + +``` python +import tensorflow as tf +from codecarbon import track_emissions + + +@track_emissions(project_name="mnist") +def train_model(): + mnist = tf.keras.datasets.mnist + (x_train, y_train), (x_test, y_test) = mnist.load_data() + x_train, x_test = x_train / 255.0, x_test / 255.0 + model = tf.keras.models.Sequential( + [ + tf.keras.layers.Flatten(input_shape=(28, 28)), + tf.keras.layers.Dense(128, activation="relu"), + tf.keras.layers.Dropout(0.2), + tf.keras.layers.Dense(10), + ] + ) + loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) + + model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) + + model.fit(x_train, y_train, epochs=10) + + return model + + +if __name__ == "__main__": + model = train_model() +``` + +## Using the Context Manager + +We think this is the best way to use CodeCarbon. Still only two lines of +code, and you can get the emissions in your code. + +``` python +import tensorflow as tf + +from codecarbon import EmissionsTracker + +mnist = tf.keras.datasets.mnist + +(x_train, y_train), (x_test, y_test) = mnist.load_data() +x_train, x_test = x_train / 255.0, x_test / 255.0 + + +model = tf.keras.models.Sequential( + [ + tf.keras.layers.Flatten(input_shape=(28, 28)), + tf.keras.layers.Dense(128, activation="relu"), + tf.keras.layers.Dropout(0.2), + tf.keras.layers.Dense(10), + ] +) + +loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) + +with EmissionsTracker() as tracker: + model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) + model.fit(x_train, y_train, epochs=10) + +# Display the emissions data +print(f"\nCarbon emissions from computation: {tracker.final_emissions * 1000:.4f} g CO2eq") +print("\nDetailed emissions data:", tracker.final_emissions_data) +``` + +## Using the Explicit Object + +This is the recommended way to use the CodeCarbon tracker in a Notebook +: you instantiate the tracker and call the `start()` method +at the beginning of the Notebook. You call the `stop()` method at the end +of the Notebook to stop the tracker and get the emissions. + +If not in an interactive Notebook, always use a +`try...finally` block to ensure that the tracker is stopped +even if an error occurs during training. This is important to ensure the +CodeCarbon scheduler is stopped. If you don't use +`try...finally`, the scheduler will continue running in the +background after your computation code has crashed, so your program will +never finish. + +``` python +import tensorflow as tf + +from codecarbon import EmissionsTracker + +mnist = tf.keras.datasets.mnist + +(x_train, y_train), (x_test, y_test) = mnist.load_data() +x_train, x_test = x_train / 255.0, x_test / 255.0 + + +model = tf.keras.models.Sequential( + [ + tf.keras.layers.Flatten(input_shape=(28, 28)), + tf.keras.layers.Dense(128, activation="relu"), + tf.keras.layers.Dropout(0.2), + tf.keras.layers.Dense(10), + ] +) + +loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True) + +model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"]) + +tracker = EmissionsTracker() +tracker.start() +try: + model.fit(x_train, y_train, epochs=10) +except Exception as e: + print(f"An error occurred: {e}") +finally: + emissions: float = tracker.stop() + print(emissions) +``` + +Other examples are available in the [project GitHub +repository](https://github.com/mlco2/codecarbon/tree/master/examples). diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md new file mode 100644 index 000000000..b6f5873ce --- /dev/null +++ b/docs/getting-started/installation.md @@ -0,0 +1,58 @@ +# Installing CodeCarbon {#installation} + +## From PyPi repository + +The package is hosted on the pip repository +[here](https://pypi.org/project/codecarbon/). + +To install the package, run the following command in your terminal. + +``` bash +pip install codecarbon +``` + +## Using Conda environments + +If you're using Conda for environment management, you can install +CodeCarbon with pip in your Conda environment: + +``` bash +conda create --name codecarbon +conda activate codecarbon +pip install codecarbon +``` + +!!! note "Note" + + While CodeCarbon can be used in Conda environments, we no longer + maintain Conda packages. We recommend using `pip install codecarbon` + within your Conda environment, which works seamlessly with Conda. + +!!! note "Note" + + We recommend using Python 3.8 or above. + +## Dependencies + +The following packages are used by the CodeCarbon package, and will be +installed along with the package itself: + +``` bash +arrow +click +fief-client[cli] +pandas +prometheus_client +psutil +py-cpuinfo +nvidia-ml-py +rapidfuzz +requests +questionary +rich +typer +``` + +Please refer to +[pyproject.toml](https://github.com/mlco2/codecarbon/blob/master/pyproject.toml) +for the latest list of the packages used. diff --git a/docs/getting-started/parameters.md b/docs/getting-started/parameters.md new file mode 100644 index 000000000..507831231 --- /dev/null +++ b/docs/getting-started/parameters.md @@ -0,0 +1,36 @@ +# Parameters + +A set of parameters are supported by API to help users provide additional details per project. + +## Input Parameters + +| Parameter | Description | +|-----------|-------------| +| `project_name` | Name of the project, defaults to `codecarbon` | +| `experiment_id` | Id of the experiment | +| `measure_power_secs` | Interval (in seconds) to measure hardware power usage, defaults to `15` | +| `tracking_mode` | `machine` - measure power of entire machine (default)
`process` - isolate tracked processes | +| `gpu_ids` | Comma-separated GPU ids to track. Can be integer indexes or prefixes to match GPU identifiers | +| `log_level` | Global log level: "debug", "info" (default), "warning", "error", or "critical" | +| `electricitymaps_api_token` | API token for electricitymaps.com (formerly co2signal.com) | +| `pue` | PUE (Power Usage Effectiveness) of the data center where the experiment runs | +| `wue` | WUE (Water Usage Effectiveness) - liters of water per kWh of electricity | +| `force_cpu_power` | Force CPU max power consumption in watts (TDP-based) | +| `force_ram_power` | Force RAM power consumption in watts | +| `rapl_include_dram` | Include DRAM in RAPL measurements on Linux (default: False) | +| `rapl_prefer_psys` | Prefer psys RAPL domain over package domains (default: False) | +| `allow_multiple_runs` | Allow multiple CodeCarbon instances on same machine (default: True since v3) | + +> **Note:** PUE is a multiplication factor provided by the user. Old datacenters have PUE up to 2.2, new greener ones as low as 1.1. + +If you use `CUDA_VISIBLE_DEVICES` to set GPUs, CodeCarbon will automatically populate `gpu_ids`. Manual `gpu_ids` overrides this. + +## Output Parameters + +| Parameter | Description | +|-----------|-------------| +| `save_to_file` | Save emissions data to file (default: True) | +| `output_dir` | Directory for emissions data output | +| `emissions_endpoint` | Endpoint for HTTP output | +| `grafana_token` | Token for Grafana integration | +| `prometheus_endpoint` | Endpoint for Prometheus metrics | diff --git a/docs/getting-started/test_on_scaleway.md b/docs/getting-started/test_on_scaleway.md new file mode 100644 index 000000000..2ef94575c --- /dev/null +++ b/docs/getting-started/test_on_scaleway.md @@ -0,0 +1,51 @@ +# Test of CodeCarbon on Scaleway hardware {#test_on_scaleway} + +We use Scaleway hardware to test CodeCarbon on a real-world scenario. We +use the following hardware: + +> EM-I120E-NVME AMD EPYC 8024P 64 GB 2 x 960 GB NVMe EM-B112X-SSD 2 x +> Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz + +85 W TDP for the Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz + +Choose Ubuntu as OS because new version of stress-ng is not available on +Debian 12 (Bookworm). + +Connect to the server: + +``` console +ssh ubuntu@51.159.214.207 +``` + +Install and run the test: + +``` console +sudo chmod a+r -R /sys/class/powercap/intel-rapl/subsystem/* +sudo apt update && sudo apt install -y git pipx python3-launchpadlib htop +pipx ensurepath +sudo add-apt-repository -y ppa:colin-king/stress-ng +sudo apt update && sudo apt install -y stress-ng +export PATH=$PATH:/home/ubuntu/.local/bin +git clone https://github.com/mlco2/codecarbon.git +cd codecarbon +git checkout use-cpu-load +curl -LsSf https://astral.sh/uv/install.sh | sh +uv run python examples/compare_cpu_load_and_RAPL.py +``` + +To do a full code CPU load, we run the following command: + +``` console +stress-ng --cpu 0 --cpu-method matrixprod --metrics-brief --rapl --perf -t 60s +``` + +Get back the data from the server: + +``` console +mkdir -p codecarbon/data/hardware/cpu_load_profiling/E3-1240/ +scp ubuntu@51.159.214.207:/home/ubuntu/codecarbon/*.csv codecarbon/data/hardware/cpu_load_profiling/E5-1240/ +``` + +You can now delete the server in the Scaleway console. + +For the results, see the notebook XXX. diff --git a/docs/getting-started/usage.md b/docs/getting-started/usage.md new file mode 100644 index 000000000..feb279239 --- /dev/null +++ b/docs/getting-started/usage.md @@ -0,0 +1,379 @@ +# Quickstart {#usage} + +The CO2 tracking tool can be used along with any computing framework. It +supports both `online` (with internet access) and `offline` (without +internet access) modes. The tracker can be used in the following ways: + +## Online Mode + +When the environment has internet access, the `EmissionsTracker` object +or the `track_emissions` decorator can be used, which has the `offline` +parameter set to `False` by default. + +### Command line + +Create a minimal configuration file (just follow the prompts) : + +``` console +codecarbon config +``` + +[![Init config](https://asciinema.org/a/667970.svg){.align-center}](https://asciinema.org/a/667970) + +You can use the same command to modify an existing config : + +[![Modify config](https://asciinema.org/a/667971.svg){.align-center}](https://asciinema.org/a/667971) + +If you want to track the emissions of a computer without having to +modify your code, you can use : + +``` console +codecarbon monitor +``` + +You have to stop the monitoring manually with `Ctrl+C`. + +If you want to detect the hardware of your computer without starting any +measurement, you can use: + +``` console +codecarbon detect +``` + +It will print the detected RAM, CPU and GPU information. + +In the following example you will see how to use the CLI to monitor all +the emissions of you computer and sending everything to an API running +on \"localhost:8008\" (Or you can start a private local API with +\"docker-compose up\"). Using the public API with this is not supported +yet (coming soon!) + +[![Monitor example](https://asciinema.org/a/667984.svg){.align-center}](https://asciinema.org/a/667984) + +The command line could also works without internet by providing the +country code like this: + +``` console +codecarbon monitor --offline --country-iso-code FRA +``` + +### Running Any Command with CodeCarbon + +If you want to track emissions while running any command or program (not +just Python scripts), you can use the `codecarbon monitor --` command. +This allows non-Python users to measure machine emissions during the +execution of any command: + +``` console +codecarbon monitor -- +``` + +Do not surround `` with quotes. The double hyphen `--` +indicates the end of CodeCarbon options and the beginning of the command +to run. + +**Examples:** + +``` console +# Run a shell script +codecarbon monitor -- ./benchmark.sh + +# Run a command with arguments (use quotes for special characters) +codecarbon monitor -- bash -c 'echo "Processing..."; sleep 30; echo "Done!"' + +# Run Python scripts +codecarbon monitor -- python train_model.py + +# Run Node.js applications +codecarbon monitor -- node app.js + +# Run tests with output redirection +codecarbon monitor -- npm run test > output.txt + +# Display the CodeCarbon detailed logs +codecarbon monitor --log-level debug -- python --version +``` + +**Output:** + +When the command completes, CodeCarbon displays a summary report and +saves the emissions data to a CSV file: + +``` console +๐ŸŒฑ CodeCarbon: Starting emissions tracking... + Command: bash -c echo "Processing..."; sleep 30; echo "Done!" + +Processing... +Done! + +============================================================ +๐ŸŒฑ CodeCarbon Emissions Report +============================================================ + Command: bash -c echo "Processing..."; sleep 30; echo "Done!" + Emissions: 0.0317 g CO2eq + Saved to: /home/user/emissions.csv + โš ๏ธ Note: Measured entire machine (includes all system processes) +============================================================ +``` + +!!! note "Note" + + The `codecarbon monitor --` command tracks process-level emissions (only + the specific command), not the entire machine. For machine-level + tracking, use the `codecarbon monitor` command. + + For more fine-grained tracking, implementing CodeCarbon in your code + allows you to track the emissions of a specific block of code. + +### Explicit Object + +In the case of absence of a single entry and stop point for the training +code base, users can instantiate a `EmissionsTracker` object and pass it +as a parameter to function calls to start and stop the emissions +tracking of the compute section. + +``` python +from codecarbon import EmissionsTracker +tracker = EmissionsTracker() +tracker.start() +try: + # Compute intensive code goes here + _ = 1 + 1 +finally: + tracker.stop() +``` + +This mode is recommended when using a Jupyter Notebook. You call +`tracker.start()` at the beginning of the Notebook, and call +`tracker.stop()` in the last cell. + +This mode also allows you to record the monitoring with +`tracker.flush()` that writes the emissions to disk or call the API +depending on the configuration, but keep running the experiment. + +If you want to monitor small piece of code, like a model inference, you +could use the task manager: + +``` python +try: + tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=10) + tracker.start_task("load dataset") + dataset = load_dataset("imdb", split="test") + imdb_emissions = tracker.stop_task() + tracker.start_task("build model") + model = build_model() + model_emissions = tracker.stop_task() +finally: + _ = tracker.stop() +``` + +This way CodeCarbon will track the emissions of each task . The task +will not be written to disk to prevent overhead, you have to get the +results from the return of `stop_task()`. If no name is provided, +CodeCarbon will generate a uuid. + +Please note that you can't use task mode and normal mode at the same +time. Because `start_task` will stop the scheduler as we do not want it +to interfere with the task measurement. + +### Context manager + +The `Emissions tracker` also works as a context manager. + +``` python +from codecarbon import EmissionsTracker + +with EmissionsTracker() as tracker: + # Compute intensive training code goes here +``` + +This mode is recommended when you want to monitor a specific block of +code. + +### Decorator + +In case the training code base is wrapped in a function, users can use +the decorator `@track_emissions` within the function to enable tracking +emissions of the training code. + +``` python +from codecarbon import track_emissions + +@track_emissions +def training_loop(): + # Compute intensive training code goes here +``` + +This mode is recommended if you have a training function. + +!!! note "Note" + + This will write a csv file named emissions.csv in the current directory. + +## Offline Mode + +An offline version is available to support restricted environments +without internet access. The internal computations remain unchanged; +however, a `country_iso_code` parameter, which corresponds to the +3-letter alphabet ISO Code of the country where the compute +infrastructure is hosted, is required to fetch Carbon Intensity details +of the regional electricity used. A complete list of country ISO codes +can be found on +[Wikipedia](https://en.wikipedia.org/wiki/List_of_ISO_3166_country_codes). + +### Explicit Object + +Developers can use the `OfflineEmissionsTracker` object to track +emissions as follows: + +``` python +from codecarbon import OfflineEmissionsTracker +tracker = OfflineEmissionsTracker(country_iso_code="CAN") +tracker.start() +# GPU intensive training code +tracker.stop() +``` + +### Context manager + +The `OfflineEmissionsTracker` also works as a context manager + +``` python +from codecarbon import OfflineEmissionsTracker + +with OfflineEmissionsTracker() as tracker: +# GPU intensive training code goes here +``` + +### Decorator + +The `track_emissions` decorator in offline mode requires following two +parameters: + +- `offline` needs to be set to `True`, which defaults to `False` for + online mode. +- `country_iso_code` the 3-letter alphabet ISO Code of the country + where the compute infrastructure is hosted + +``` python +from codecarbon import track_emissions +@track_emissions(offline=True, country_iso_code="CAN") +def training_loop(): + # training code goes here + pass +``` + +The Carbon emissions will be saved to a `emissions.csv` file in the same +directory. Please refer to the +[complete API](parameters.md) for additional +parameters and configuration options. + +# Configuration + +## Configuration priority + +CodeCarbon is structured so that you can configure it in a hierarchical manner: + +: - *global* parameters in your home folder `~/.codecarbon.config` + - *local* parameters (with respect to the current working + directory) in `./.codecarbon.config` + - *environment variables* parameters starting with `CODECARBON_` + - *script* parameters in the tracker's initialization as + `EmissionsTracker(param=value)` + +!!! warning "Configuration files" + + Configuration files **must** be named `.codecarbon.config` and start + with a section header `[codecarbon]` as the first line in the file. + + For instance: + + - `~/.codecarbon.config` + + ``` bash + [codecarbon] + measure_power_secs=10 + save_to_file=local-overwrite + emissions_endpoint=localhost:7777 + ``` + + - `./.codecarbon.config` will override `~/.codecarbon.config` if the + same parameter is set in both files: + + ``` bash + [codecarbon] + save_to_file = true + output_dir = /Users/victor/emissions + electricitymaps_api_token=script-overwrite + experiment_id = 235b1da5-aaaa-aaaa-aaaa-893681599d2c + log_level = DEBUG + tracking_mode = process + ``` + + - environment variables will override `./.codecarbon.config` if the + same parameter is set in both files: + + ``` bash + export CODECARBON_GPU_IDS="0, 1" + export CODECARBON_LOG_LEVEL="WARNING" + ``` + + - script parameters will override environment variables if the same + parameter is set in both: + + ``` python + EmissionsTracker( + api_call_interval=4, + save_to_api=True, + electricitymaps_api_token="some-token") + ``` + +Yields attributes: + +``` python +{ + "measure_power_secs": 10, # from ~/.codecarbon.config + "save_to_file": True, # from ./.codecarbon.config (override ~/.codecarbon.config) + "api_call_interval": 4, # from script + "save_to_api": True, # from script + "experiment_id": "235b1da5-aaaa-aaaa-aaaa-893681599d2c", # from ./.codecarbon.config + "log_level": "WARNING", # from environment variable (override ./.codecarbon.config) + "tracking_mode": "process", # from ./.codecarbon.config + "emissions_endpoint": "localhost:7777", # from ~/.codecarbon.config + "output_dir": "/Users/victor/emissions", # from ./.codecarbon.config + "electricitymaps_api_token": "some-token", # from script (override ./.codecarbon.config) + "gpu_ids": [0, 1], # from environment variable +} +``` + +!!! note "Note" + + If you're wondering about the configuration files' syntax, be aware + that under the hood `codecarbon` uses + [`ConfigParser`](https://docs.python.org/3/library/configparser.html#module-configparser) + which relies on the [INI + syntax](https://docs.python.org/3/library/configparser.html#supported-ini-file-structure). + +## Access internet through proxy server + +If you need a proxy to access internet, which is needed to call a Web +API, like [Codecarbon API](https://api.codecarbon.io/docs), you have to +set environment variable `HTTPS_PROXY`, or *HTTP_PROXY* if calling an +`http://` endpoint. + +You could do it in your shell: + +``` shell +export HTTPS_PROXY="http://0.0.0.0:0000" +``` + +Or in your Python code: + +``` python +import os + +os.environ["HTTPS_PROXY"] = "http://0.0.0.0:0000" +``` + +For more information, please read the [requests library proxy +documentation](https://requests.readthedocs.io/en/latest/user/advanced/#proxies) diff --git a/docs/_images/CO2_emitted_BERT.png b/docs/images/CO2_emitted_BERT.png similarity index 100% rename from docs/_images/CO2_emitted_BERT.png rename to docs/images/CO2_emitted_BERT.png diff --git a/docs/_images/Experiment-run.png b/docs/images/Experiment-run.png similarity index 100% rename from docs/_images/Experiment-run.png rename to docs/images/Experiment-run.png diff --git a/docs/_images/banner.png b/docs/images/banner.png similarity index 100% rename from docs/_images/banner.png rename to 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CodeCarbon๏ƒ

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Introduction

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Getting Started

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© Copyright 2020, BCG GAMMA, Comet.ml, Haverford College, MILA.

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- - - - \ No newline at end of file diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 000000000..7fa4fe587 --- /dev/null +++ b/docs/index.md @@ -0,0 +1,57 @@ +# Track & reduce COโ‚‚ emissions from your local computing + +AI can benefit society in many ways, but given the energy needed to support the computing behind AI, these benefits can come at a high environmental price. Use CodeCarbon to track and reduce your COโ‚‚ output from code running on your own hardware. For tracking emissions from remote GenAI API calls (OpenAI, Anthropic, etc.), see [EcoLogits](https://ecologits.ai/latest/?utm_source=codecarbon&utm_medium=docs). + +[**Get Started** โ†’](getting-started/installation.md) + +--- + +## What we are + +- **A lightweight, easy to use Python library** โ€“ Simple API to track emissions +- **Open source, free & community driven** โ€“ Built by and for the community +- **Effective visual outputs** โ€“ Put emissions in context with real-world equivalents + +## Computer emits COโ‚‚. We started measuring how much + +A single datacenter can consume large amounts of energy to run computing code. An innovative new tracking tool is designed to measure the climate impact of artificial intelligence. + +*Kana Lottick, Silvia Susai, Sorelle Friedler, and Jonathan Wilson.* [Energy Usage Reports: Environmental awareness as part of algorithmic accountability](http://arxiv.org/abs/1911.08354). *NeurIPS Workshop on Tackling Climate Change with Machine Learning, 2019.* + +
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+ +## How it works + +1. **Download package** โ€“ `pip install codecarbon` +2. **Embed the code** โ€“ Add a few lines to your script +3. **Run and track** โ€“ Emissions are measured automatically +4. **Visualize results** โ€“ See your impact in context + +## Seamless integration + +Only a few lines of code: + +```python +from codecarbon import EmissionsTracker + +tracker = EmissionsTracker() +tracker.start() + +# Your code here + +emissions = tracker.stop() +print(f"Emissions: {emissions} kg COโ‚‚") +``` + +## Quick links + +| Section | Description | +|---------|-------------| +| [When to use CodeCarbon](introduction/when-to-use.md) | Local vs remote: CodeCarbon vs EcoLogits | +| [Installation](getting-started/installation.md) | Get started with CodeCarbon | +| [Usage](getting-started/usage.md) | Learn how to use CodeCarbon | +| [API Reference](getting-started/api.md) | Full API documentation | +| [Examples](getting-started/examples.md) | Example usage patterns | +| [Methodology](introduction/methodology.md) | How emissions are calculated | diff --git a/docs/installation.html b/docs/installation.html deleted file mode 100644 index 27cc50409..000000000 --- a/docs/installation.html +++ /dev/null @@ -1,180 +0,0 @@ - - - - - - - - - Installing CodeCarbon — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - - - -
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Installing CodeCarbon๏ƒ

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- - - - \ No newline at end of file diff --git a/docs/introduction/faq.md b/docs/introduction/faq.md new file mode 100644 index 000000000..f18711a97 --- /dev/null +++ b/docs/introduction/faq.md @@ -0,0 +1,59 @@ +# Frequently Asked Questions + +## When should I use CodeCarbon vs EcoLogits? + +Use **CodeCarbon** when you run code on hardware you controlโ€”training models, local inference, or any code on your machine, server, or cloud VM. Use **EcoLogits** when you call GenAI APIs (OpenAI, Anthropic, Mistral, etc.) and want to estimate the environmental impact of those requests. Both are complementary: CodeCarbon for local computing, EcoLogits for remote API inference. + +## How accurate are your estimations? + +It is hard to quantify the entirety of computing emissions, because there are many factors in play, notably the life-cycle emissions of computing infrastructure. We therefore only focus on the direct emissions produced by running the actual code, but recognize that there is much work to be done to improve this estimation. + +## What are the sources of your energy carbon intensity data? + +### For cloud computing: + +- **Google Cloud**: Google publishes carbon intensity of electricity for [Google Cloud](https://cloud.google.com/sustainability/region-carbon). +- **AWS**: Amazon has not made datacenter carbon footprints publicly available. +- **Azure**: Microsoft has a Sustainability Calculator but does not publish datacenter carbon intensity. + +### For private infrastructure: + +- **Our World in Data**: When available, we use data from [ourworldindata.org](https://ourworldindata.org/grapher/carbon-intensity-electricity) +- **Global Petrol Prices**: We use the electricity mix from [globalpetrolprices.com](https://www.globalpetrolprices.com/energy_mix.php) multiplied by carbon intensity +- **Default**: When no data is available, we default to 475 gCO2.eq/kWh from [IEA](https://www.iea.org/reports/global-energy-co2-status-report-2019/emissions) + +## How do I offset my emissions? + +CodeCarbon provides emissions data that you can use with various carbon offset programs. Check our [examples](../getting-started/examples.md) for integration patterns. + +## Does CodeCarbon work on Windows/Mac/Linux? + +Yes! CodeCarbon supports: +- Linux (primary) +- macOS (Intel and Apple Silicon) +- Windows (experimental) + +## Can I use CodeCarbon in a Docker container? + +Yes. See our [Advanced Installation](../getting-started/advanced_installation.md) guide for Docker setup. + +## How do I contribute to CodeCarbon? + +We welcome contributions! Please see our [GitHub repository](https://github.com/mlco2/codecarbon) for contribution guidelines. + +## Is my data sent anywhere? + +By default, CodeCarbon saves emissions data locally. You can configure HTTP output to send data to your own endpoints. No data is sent to third parties without explicit configuration. + +## What hardware does CodeCarbon support? + +- **CPU**: x86, ARM (including Apple Silicon) +- **GPU**: NVIDIA GPUs via nvidia-smi +- **Cloud**: AWS, GCP, Azure metadata detection + +## How do I report a bug? + +Please open an issue on [GitHub](https://github.com/mlco2/codecarbon/issues) with: +- Your environment details +- Steps to reproduce +- Expected vs actual behavior diff --git a/docs/introduction/methodology.md b/docs/introduction/methodology.md new file mode 100644 index 000000000..40c2b281a --- /dev/null +++ b/docs/introduction/methodology.md @@ -0,0 +1,381 @@ +# Methodology + +Carbon dioxide (COโ‚‚) emissions, expressed as kilograms of +COโ‚‚-equivalents (COโ‚‚eq), are the product of two main factors: + +``` text +C = Carbon Intensity of the electricity consumed for computation: quantified as g of COโ‚‚ emitted per kilowatt-hour of electricity. + +E = Energy Consumed by the computational infrastructure: quantified as kilowatt-hours. +``` + +Carbon dioxide emissions (COโ‚‚eq) can then be calculated as `C * E` + +## Carbon Intensity + +Carbon Intensity of the consumed electricity is calculated as a weighted +average of the emissions from the different energy sources that are used +to generate electricity, including fossil fuels and renewables. In this +toolkit, the fossil fuels coal, petroleum, and natural gas are +associated with specific carbon intensities: a known amount of carbon +dioxide is emitted for each kilowatt-hour of electricity generated. +Renewable or low-carbon fuels include solar power, hydroelectricity, +biomass, geothermal, and more. The nearby energy grid contains a mixture +of fossil fuels and low-carbon energy sources, called the Energy Mix. +Based on the mix of energy sources in the local grid, the Carbon +Intensity of the electricity consumed can be computed. + +![Grid Energy Mix](../images/grid_energy_mix.png){.align-center width="350px" height="300px"} + +When available, CodeCarbon uses global carbon intensity of electricity +per cloud provider ( +[here](https://github.com/mlco2/codecarbon/blob/master/codecarbon/data/cloud/impact.csv)) +or per country ( +[here](https://github.com/mlco2/codecarbon/blob/master/codecarbon/data/private_infra/global_energy_mix.json) +). + +If we don't have the global carbon intensity or electricity of a +country, but we have its electricity mix, we used to compute the carbon +intensity of electricity using this table: + +| Energy Source | Carbon Intensity (kg/MWh) | +|---------------|---------------------------| +| Coal | 995 | +| Petroleum | 816 | +| Natural Gas | 743 | +| Geothermal | 38 | +| Hydroelectricity | 26 | +| Nuclear | 29 | +| Solar | 48 | +| Wind | 26 | + +*Carbon Intensity Across Energy Sources* + +Sources: + +- [for fossil energies](https://github.com/responsibleproblemsolving/energy-usage#conversion-to-co2) +- [for renewables energies](http://www.world-nuclear.org/uploadedFiles/org/WNA/Publications/Working_Group_Reports/comparison_of_lifecycle.pdf) + +Then, for example, if the Energy Mix of the Grid Electricity is 25% +Coal, 35% Petroleum, 26% Natural Gas and 14% Nuclear: + +``` text +Net Carbon Intensity = 0.25 * 995 + 0.35 * 816 + 0.26 * 743 + 0.14 * 29 = 731.59 kgCOโ‚‚/kWh +``` + +But it doesn't happen anymore because Our World in Data now provides +the global carbon intensity of electricity per country ( +[source](https://ourworldindata.org/grapher/carbon-intensity-electricity#explore-the-data) +). Some countries are missing data for last year, so we use the previous +year data available. + +If ever we have neither the global carbon intensity of a country nor +its electricity mix, we apply a world average of 475 gCO2.eq/KWh ( +[source](https://www.iea.org/reports/global-energy-co2-status-report-2019/emissions) +). + +As you can see, we try to be as accurate as possible in estimating +carbon intensity of electricity. Still there is room for improvement and +all contributions are welcome. + +## Power Usage + +Power supply to the underlying hardware is tracked at frequent time +intervals. This is a configurable parameter `measure_power_secs`, with +default value 15 seconds, that can be passed when instantiating the +emissions tracker. + +Currently, the package supports the following hardware infrastructure. + +### GPU + +Tracks Nvidia GPUs energy consumption using `nvidia-ml-py` library +(installed with the package). + +### RAM + +CodeCarbon v2 uses a 3 Watts for 8 GB ratio +[source](https://www.crucial.com/support/articles-faq-memory/how-much-power-does-memory-use) +. + +But this is not a good measure because it doesn't take into account the +number of RAM slots used in the machine, that really drive the power +consumption, not the amount of RAM. For example, in servers you could +have thousands of GB of RAM but the power consumption would not be +proportional to the amount of memory used, but to the number of memory +modules used. + +Old machine could use 2 Mb memory stick, where modern servers will use +128 Mb memory stick. + +So, in CodeCarbon v3 we switch to using 5 Watts for each RAM slot. The +energy consumption is calculated as follows: + +``` text +RAM Power Consumption = 5 Watts * Number of RAM slots used +``` + +But getting the number of RAM slots used is not possible as you need +root access to get the number of RAM slots used. So we use an heuristic +based on the RAM size. + +For example keep a minimum of 2 modules. Except for ARM CPU like +rapsberry pi where we will consider a 3W constant. Then consider the max +RAM per module is 128GB and that RAM module only exist in power of 2 (2, +4, 8, 16, 32, 64, 128). So we can estimate the power consumption of the +RAM by the number of modules used. + +- For ARM CPUs (like Raspberry Pi), a constant 3W will be used as the + minimum power +- Base power per DIMM is 5W for x86 systems and 1.5W for ARM systems +- For standard systems (up to 4 DIMMs): linear scaling at full power + per DIMM +- For medium systems (5-8 DIMMs): decreasing efficiency (90% power per + additional DIMM) +- For large systems (9-16 DIMMs): further reduced efficiency (80% + power per additional DIMM) +- For very large systems (17+ DIMMs): highest efficiency (70% power + per additional DIMM) +- Ensures at least 10W for x86 systems (assuming 2 DIMMs at minimum) +- Ensures at least 3W for ARM systems + +Example Power Estimates: + +- **Small laptop (8GB RAM)**: ~10W (2 DIMMs at 5W each) +- **Desktop (32GB RAM)**: \~20W (4 DIMMs at 5W each) +- **Desktop (64GB RAM)**: \~20W (4 DIMMs at 5W each), the same as 32GB +- **Small server (128GB RAM)**: \~40W (8 DIMMs with efficiency + scaling) +- **Large server (1TB RAM)**: \~40W (using 8x128GB DIMMs with high + efficiency scaling) + +This approach significantly improves the accuracy for large servers by +recognizing that RAM power consumption doesn't scale linearly with +capacity, but rather with the number of physical modules. Since we +don't have direct access to the actual DIMM configuration, this +heuristic provides a more reasonable estimate than the previous linear +model. + +If you know the exact RAM power consumption of your system, then provide +it using the `force_ram_power` parameter, which will +override the automatic estimation. + +For example, in a Ubuntu machine, you can get the number of RAM slots +used with the following command: + +``` bash +sudo lshw -C memory -short | grep DIMM + +/0/37/0 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) +/0/37/1 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) +/0/37/2 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) +/0/37/3 memory 4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns) +``` + +Here we count 4 RAM slots used, so the power consumption will be 4 x 5 = +20 Watts, just add `force_ram_power=20` to the init of +CodeCarbon. + +### CPU + +- **On Windows or Mac (Intel)** + +Tracks Intel processors energy consumption using the +`Intel Power Gadget`. You need to install it yourself from this +[source](https://www.intel.com/content/www/us/en/developer/articles/tool/power-gadget.html) +. But has been discontinued. There is a discussion about it on [github +issues #457](https://github.com/mlco2/codecarbon/issues/457). + +- **Apple Silicon Chips (M1, M2)** + +Apple Silicon Chips contain both the CPU and the GPU. + +Codecarbon tracks Apple Silicon Chip energy consumption using +`powermetrics`. It should be available natively on any mac. However, +this tool is only usable with `sudo` rights and to our current +knowledge, there are no other options to track the energy consumption of +the Apple Silicon Chip without administrative rights (if you know of any +solution for this do not hesitate and [open an issue with your proposed +solution](https://github.com/mlco2/codecarbon/issues/)). + +To give sudo rights without having to enter a password each time, you +can modify the sudoers file with the following command: + +``` bash +sudo visudo +``` + +Then add the following line at the end of the file: + +``` bash +username ALL = (root) NOPASSWD: /usr/bin/powermetrics +``` + +If you do not want to give sudo rights to your user, then CodeCarbon +will fall back to constant mode to measure CPU energy consumption. + +- **On Linux** + +Tracks Intel and AMD processor energy consumption from Intel RAPL files +at `/sys/class/powercap/intel-rapl/subsystem` ( +[reference](https://web.eece.maine.edu/~vweaver/projects/rapl/) ). All +CPUs listed in this directory will be tracked. + +*Note*: The Power Consumption will be tracked only if the RAPL files +exist at the above-mentioned path and if the user has the necessary +permissions to read them. + +## CPU hardware + +The CPU die is the processing unit itself. It's a piece of +semiconductor that has been sculpted/etched/deposited by various +manufacturing processes into a net of logic blocks that do stuff that +makes computing possible. The processor package is what you get when you +buy a single processor. It contains one or more dies, plastic/ceramic +housing for dies and gold-plated contacts that match those on your +motherboard. + +In Linux kernel, energy_uj is a current energy counter in micro joules. +It is used to measure CPU core's energy consumption. + +Micro joules is then converted in kWh, with formulas kWh=energy \* 10 +\*\* (-6) \* 2.77778e-7 + +For example, on a laptop with Intel(R) Core(TM) i7-7600U, Code Carbon +will read two files : +/sys/class/powercap/intel-rapl/intel-rapl:1/energy_uj and +/sys/class/powercap/intel-rapl/intel-rapl:0/energy_uj + +## RAPL Metrics + +RAPL (Running Average Power Limit) is a feature of modern processors +that provides energy consumption measurements through hardware counters. + +See for more +information. + +Despite the name \"Intel RAPL\", it supports AMD processors since Linux +kernel 5.8. + +Read more about how we use it in [RAPL Metrics](rapl.md). + +## CPU metrics priority + +CodeCarbon will first try to read the energy consumption of the CPU from +low level interface like RAPL or `powermetrics`. If none of the tracking +tools are available, CodeCarbon will be switched to a fallback mode: + +- It will first detect which CPU hardware is currently in use, and + then map it to a data source listing 2000+ Intel and AMD CPUs and + their corresponding thermal design powers (TDPs). +- If the CPU is not found in the data source, a global constant will + be applied. +- If `psutil` is available, CodeCarbon will try to estimate the energy + consumption from the TDP and the CPU load. +- CodeCarbon assumes that 50% of the TDP will be the average power + consumption to make this approximation. + +Here is a drawing of the fallback mode: + +![CPU Fallback](../images/cpu_fallback.png){.align-center} + +The code doing this is available in +[codecarbon/core/resource_tracker.py](https://github.com/mlco2/codecarbon/blob/master/codecarbon/core/resource_tracker.py#L24). + +The net Energy Used is the net power supply consumed during the compute +time, measured as `kWh`. + +We compute energy consumption as the product of the power consumed and +the time the power was consumed for. The formula is: +`Energy = Power * Time` + +## References + +[Energy Usage Reports: Environmental awareness as part of algorithmic +accountability](https://arxiv.org/pdf/1911.08354.pdf) + +### How CodeCarbon Works + +CodeCarbon uses a scheduler that, by default, calls for a measure every +15 seconds, so it has no significant overhead. + +The measure itself is fast and CodeCarbon is designed to be as light as +possible with a small memory footprint. + +The scheduler is started when the first `start` method is called and +stopped when `stop` method is called. + +Another scheduler (`scheduler_monitor_power`) +is used to monitor only the power consumption of the hardware every +second. It is needed for hardware that do not have energy counters but +only instant power, like in CPU load mode. + +## Estimation of Equivalent Usage Emissions + +The CodeCarbon dashboard provides equivalent emissions and energy usage +comparisons to help users better understand the carbon impact of their +activities. These comparisons are based on the following assumptions: + +### Car Usage + +- **Emission factor**: *0.12 kgCOโ‚‚ per kilometer driven*. +- This value is derived from the average emissions of a European + passenger car under normal driving conditions. + +Source : [European Environment +Agency](https://co2cars.apps.eea.europa.eu/?source=%7B%22track_total_hits%22%3Atrue%2C%22query%22%3A%7B%22bool%22%3A%7B%22must%22%3A%5B%7B%22constant_score%22%3A%7B%22filter%22%3A%7B%22bool%22%3A%7B%22must%22%3A%5B%7B%22bool%22%3A%7B%22should%22%3A%5B%7B%22term%22%3A%7B%22year%22%3A2023%7D%7D%5D%7D%7D%2C%7B%22bool%22%3A%7B%22should%22%3A%5B%7B%22term%22%3A%7B%22scStatus%22%3A%22Provisional%22%7D%7D%5D%7D%7D%5D%7D%7D%7D%7D%5D%7D%7D%2C%22display_type%22%3A%22tabular%22%7D) + +### TV Usage + +- **Energy consumption**: *138 Wh per day based on average use*. +- This assumes: + - An average daily usage of 6.5 hours. + - A modern television with a power consumption of approximately + *21.2 W per hour*. + +Source : [The French Agency for Ecological +Transition](https://agirpourlatransition.ademe.fr/particuliers/maison/economies-denergie-deau/electricite-combien-consomment-appareils-maison) + +### US Citizen Weekly Emissions + +- **Annual emissions**: *13.3 tons of COโ‚‚ equivalent per year* for an + average US citizen. +- **Weekly emissions**: This value is divided by the 52 weeks in a + year to estimate weekly emissions: + +$$\text{Weekly Emissions} = \frac{\text{Annual Emissions (tons)}}{52}$$ + +$$\text{Weekly Emissions} = \frac{13.3}{52} \approx 0.256 \, \text{tons of COโ‚‚ equivalent per week.}$$ + +Source : [IEA CO2 total emissions per capita by region, +2000-2023](https://www.iea.org/data-and-statistics/charts/co2-total-emissions-per-capita-by-region-2000-2023) + +### Calculation Formula + +The equivalent emissions are calculated using this formula: + +$$\text{Equivalent Emissions} = \frac{\text{Total Emissions (kgCOโ‚‚)}}{\text{Emission Factor (kgCOโ‚‚/unit)}}$$ + +For example: + +- **Car Usage**: *1 kWh* of energy consumption is approximately + equivalent to: + - *8.33 kilometers driven by a car* (*1 รท 0.12*). + - *11.9 hours of TV usage* (*1 รท 0.084*), if emissions are + considered. +- **US Citizen Emissions**: + - *1 kWh* of energy consumption can be compared to a fraction of + the average weekly emissions of a US citizen: + +$$\text{US Citizen Equivalent} = \frac{\text{Total Emissions (tons)}}{0.256}$$ + +These estimates are approximate and subject to regional variations in: + +- Grid emissions intensity. +- Vehicle efficiencies. + +### Source Code + +The emission factors used are defined in the [CodeCarbon source +code](https://github.com/mlco2/codecarbon/blob/master/webapp/src/helpers/constants.ts). +They are based on publicly available data and general assumptions. diff --git a/docs/introduction/model_examples.md b/docs/introduction/model_examples.md new file mode 100644 index 000000000..084c869c9 --- /dev/null +++ b/docs/introduction/model_examples.md @@ -0,0 +1,56 @@ +# Model Comparisons {#model_examples} + +The following table shows the different electricity consumption of +popular NLP and Computer Vision models: + +| Model | GPU | Training Time (H) | Consumption (kWh) | +|-------|-----|------------------|-------------------| +| BERT fintetune | 4 V100 | 6 | 3.1 | +| BERT pretrain | 8 V100 | 36 | 37.3 | +| 6B Transf. | 256 A100 | 192 | 13,812.4 | +| Dense 121 | 1 P40 | 0.3 | 0.02 | +| Dense 169 | 1 P40 | 0.3 | 0.03 | +| Dense 201 | 1 P40 | 0.4 | 0.04 | +| ViT Tiny | 1 V100 | 19 | 1.7 | +| ViT Small | 1 V100 | 19 | 2.2 | +| ViT Base | 1 V100 | 21 | 4.7 | +| ViT Large | 4 V100 | 90 | 93.3 | +| ViT Huge | 4 V100 | 216 | 237.6 | + +*Electricity consumption of AI cloud instance* + +## Impact of time of year and region + +Carbon emissions that would be emitted from training BERT (language +modeling on 8 V100s for 36 hours) in different locations: + +![Models emissions comparison](../images/CO2_emitted_BERT.png){.align-center} + +In this case study, time of year might not be relevant in most cases, +but localisation can have a great impact on carbon emissions. + +Here, and in the graph below, emissions equivalent are estimated using +Microsoft Azure cloud tools. CodeCarbon has developed its own measuring +tools. The result could be different. + +## Comparisons + +Emissions for the 11 described models can be displayed as below: + +![Models emissions comparison](../images/model_emission_comparison.png){.align-center} + +The black line represents the average emissions (across regions and time +of year). The light blue represents the first and fourth quartiles. On +the right side, equivalent sources of emissions are displayed as +comparison points (source : [US Environmental Protection +Agency](https://www.epa.gov/energy/greenhouse-gas-equivalencies-calculator)). +NB : presented on a log scale + +## References + +[Measuring the Carbon intensity of AI in Cloud +Instance](https://dl.acm.org/doi/10.1145/3531146.3533234) + +Another source comparing models carbon intensity: [Energy and Policy +Considerations for Deep Learning in +NLP](https://arxiv.org/pdf/1906.02243.pdf) diff --git a/docs/introduction/motivation.md b/docs/introduction/motivation.md new file mode 100644 index 000000000..aac0ade22 --- /dev/null +++ b/docs/introduction/motivation.md @@ -0,0 +1,21 @@ +# Motivation + +AI can benefit society in many ways, but given the energy needed to support the computing behind AI, these benefits can come at a high environmental price. Use CodeCarbon to track and reduce your COโ‚‚ output from **local computing**โ€”training, inference on your own hardware, or any code on machines you control. For tracking emissions from remote GenAI API calls, see [EcoLogits](https://ecologits.ai/latest/?utm_source=codecarbon&utm_medium=docs). + +## Computer emits COโ‚‚. We started measuring how much + +A single datacenter can consume large amounts of energy to run computing code. An innovative new tracking tool is designed to measure the climate impact of artificial intelligence. + +*Kana Lottick, Silvia Susai, Sorelle Friedler, and Jonathan Wilson.* [Energy Usage Reports: Environmental awareness as part of algorithmic accountability](http://arxiv.org/abs/1911.08354). *NeurIPS Workshop on Tackling Climate Change with Machine Learning, 2019.* + +## Why track emissions? + +In recent years, Artificial Intelligence, and more specifically Machine Learning, has become remarkably efficient at performing human-level tasks: recognizing objects and faces in images, driving cars, and playing sophisticated games like chess and Go. + +In order to achieve these incredible levels of performance, current approaches leverage vast amounts of data to learn underlying patterns and features. Thus, state-of-the-art Machine Learning models leverage significant amounts of computing power, training on advanced processors for weeks or months, consequently consuming enormous amounts of energy. Depending on the energy grid used during this process, this can entail the emission of large amounts of greenhouse gases such as COโ‚‚. + +With AI models becoming more ubiquitous and deployed across different sectors and industries, AI's environmental impact is also growing. For this reason, it is important to estimate and curtail both the energy used and the emissions produced by training and deploying AI models. This package enables developers to track carbon dioxide (COโ‚‚) emissions across machine learning experiments or other programs. + +## COโ‚‚-equivalents + +This package enables developers to track emissions, measured as kilograms of COโ‚‚-equivalents (COโ‚‚eq) in order to estimate the carbon footprint of their work. We use *COโ‚‚-equivalents [COโ‚‚eq]*, which is a standardized measure used to express the global warming potential of various greenhouse gases: the amount of COโ‚‚ that would have the equivalent global warming impact. For computing, which emits COโ‚‚ via the electricity it consumes, carbon emissions are measured in kilograms of COโ‚‚-equivalent per kilowatt-hour. Electricity is generated as part of the broader electrical grid by combusting fossil fuels, for example. diff --git a/docs/introduction/rapl.md b/docs/introduction/rapl.md new file mode 100644 index 000000000..fd003b7d7 --- /dev/null +++ b/docs/introduction/rapl.md @@ -0,0 +1,367 @@ +# RAPL Metrics + +RAPL (Running Average Power Limit) is a feature of modern processors +that provides energy consumption measurements through hardware counters. + +See for more +information. + +Despite the name "Intel RAPL", it supports AMD processors since Linux +kernel 5.8. + +Due to the [CVE-2020-8694 security +issue](https://www.cve.org/CVERecord?id=CVE-2020-8694) from 2020, all +Linux distributions have changed right permission of the RAPL file, to +reserve it to superuser. + +There is a workaround, thanks to +[prometheus/node_exporter#1892](https://github.com/prometheus/node_exporter/issues/1892): + +``` sh +sudo apt install sysfsutils +nano /etc/sysfs.conf +# Add this line : +mode class/powercap/intel-rapl:0/energy_uj = 0444 +reboot +``` + +Without rebooting you could do `sudo chmod -R a+r /sys/class/powercap/*` +but it will be lost at next boot. + +If you want more security you could create a specific group, add your +user to this group and set group read permission only. + +## RAPL Domain Architecture + +RAPL exposes energy consumption data through files in +`/sys/class/powercap/` with two interfaces: + +- **intel-rapl** (MSR-based): Traditional Model-Specific Register + interface, accessed via CPU instructions +- **intel-rapl-mmio** (Memory-Mapped I/O): Newer interface introduced + for modern Intel processors (10th gen+) + +Each domain is represented by a directory containing: + +- `name`: Domain identifier (e.g., "package-0", "core", + "uncore", "psys") +- `energy_uj`: Current energy counter in microjoules +- `max_energy_range_uj`: Maximum value before counter wraps + +## Available RAPL Domains + +Different CPUs expose different domains. Common domains include: + +- **psys** (Platform/System): Total platform power including CPU + package, integrated GPU, memory controller, and some chipset + components. **Most comprehensive measurement** on modern Intel + systems (Skylake and newer). +- **package-0/package-N**: Entire CPU socket including: + - All CPU cores + - Integrated GPU (if present) + - Last-level cache (LLC) + - Memory controller + - System agent/uncore +- **core**: Only the CPU compute cores (subset of package) +- **uncore**: Everything in the package except cores: + - Memory controller (DDR interface on CPU) + - Last-level cache + - Ring interconnect between cores + - Integrated GPU (if present) +- **dram**: Memory controller power, rare on consumer hardware, more + common on servers. We still have to figure out if it is accurate. +- **gpu**: Discrete or integrated GPU (when available) + +## RAPL Domain Hierarchy and Double-Counting + +**Critical**: RAPL domains are hierarchical and overlapping. Summing +them causes severe over-counting! + +Example hierarchy on Intel Core Ultra 7 265H: + +``` text +psys (9.6W) โ† Most comprehensive, includes everything below +โ”œโ”€โ”€ package-0 (3.8W) โ† Subset of psys +โ”‚ โ”œโ”€โ”€ core (0.8W) โ† Subset of package +โ”‚ โ””โ”€โ”€ uncore (0.2W) โ† Subset of package +โ””โ”€โ”€ Other platform components (~5W) + โ””โ”€โ”€ Chipset, PCIe, etc. +``` + +**Wrong approach**: 9.6W + 3.8W + 0.8W + 0.2W = 14.4W โŒ (Triple +counting!) + +**Correct approach**: Use only psys (9.6W) โœ… + +## CodeCarbon's RAPL Strategy + +CodeCarbon implements intelligent domain selection to provide reliable +and consistent measurements: + +1. **Prefer package domains (default)**: CodeCarbon prioritizes + `package` domains because they: + - Update reliably under CPU load + - Match CPU TDP specifications + - Provide consistent measurements across different Intel + generations + - Can be supplemented with `dram` domains for complete hardware + measurement (package + DRAM) +2. **Optional psys mode**: Set `prefer_psys=True` to use `psys` + (platform/system) domain instead: + - Provides total platform power (CPU + chipset + PCIe + some other + components) + - More comprehensive but can report higher values than CPU TDP + - May include non-CPU components affected by the computation + - **Note**: On some older Intel systems (e.g., Kaby Lake), psys + can report unexpectedly high values +3. **Interface deduplication**: When the same domain appears in both + `intel-rapl` and `intel-rapl-mmio`: + - Detects duplicate domains by name + - Prefers MMIO over MSR (newer, recommended interface) + - Falls back to MSR if MMIO is unreadable +4. **Subdomain filtering**: Excludes `core` and `uncore` subdomains + when `package` is available to avoid double-counting +5. **DRAM exclusion**: By default (`include_dram=False`), don't add + DRAM domain to package. As DRAM is supposed to be in RAM power, not + CPU in a future version of CodeCarbon. + +## Platform-Specific Behavior + +**Intel processors**: + +- Modern CPUs (Skylake+): Provide `psys` for comprehensive platform + measurement +- `core` is included in `package` +- `package` may include or exclude integrated GPU depending on model + +**AMD processors**: + +- `core` reports very low energy values +- Unclear if `core` is included in `package` (vendor documentation is + sparse) +- Multiple dies may report as separate packages (e.g., Threadripper) + +**What RAPL Does NOT Measure**: + +- โŒ DRAM chips themselves (only memory controller) +- โŒ SSDs/NVMe drives +- โŒ Discrete GPUs (use nvidia-smi, rocm-smi separately) +- โŒ Motherboard chipset (unless included in psys) +- โŒ Fans, USB devices, peripherals +- โŒ Power supply inefficiency +- โŒ Discrete NPUs + +For more details, see the excellent documentation from Scaphandre: + +and discussion with references: + + +![RAPL Example](https://hubblo-org.github.io/scaphandre-documentation/explanations/rapl.png){.align-center width="600px"} + +Source :"RAPL in Action: Experiences in Using RAPL for Power +Measurements," (K. N. Khan, M. Hirki, T. Niemi, J. K. Nurminen, and Z. +Ou, ACM Trans. Model. Perform. Eval. Comput. Syst., vol. 3, no. 2, pp. +1--26, Apr. 2018, doi: 10.1145/3177754.) + +## RAPL Measurements: Real-World Examples + +Choosing the right metric to track CPU power consumption depends on CPU +hardware and available domains. Below are measurements from different +systems showing the importance of avoiding double-counting. + +We investigate RAPL on various architectures : + +- 2017 Gaming computer with AMD Ryzen Threadripper 1950X +- 2017 Laptop with Intel(R) Core(TM) i7-7600U (TDP 15W) +- 2025 Laptop with Intel(R) Core(TM) Ultra 7 265H (TDP 28W) + +Desktop computer with AMD Ryzen Threadripper 1950X 16-Core (32 threads) +Processor. Power plug measure when idle (10% CPU): 125 W package-0-die-0 +: 68 W package-0-die-1 : 68 W CodeCarbon : 137 W + +### Laptop: Intel(R) Core(TM) Ultra 7 265H (TDP 28W) + +**Idle Measurements**: + +``` text +Powertop battery discharge rate: 6W + +RAPL domains (individual readings): +- psys (platform): 6.66W โ† Total platform power (BEST) +- package-0: 3.85W โ† CPU package (subset of psys) +- core: 0.35W โ† CPU cores only (subset of package) +- uncore: 0.02W โ† Memory controller, cache (subset of package) + +โš ๏ธ WRONG: Summing all domains = 10.88W (over-counting!) +โœ… CORRECT: Use psys only = 6.66W (matches battery discharge) +``` + +**CodeCarbon behavior**: Uses **psys only** (6.66W) to avoid +double-counting. + +**Under Load (stress-ng)**: + +``` text +Powertop battery discharge rate: 27W + +RAPL domains: +- psys: 24.69W โ† Total platform power (BEST) +- package-0: 21.35W โ† CPU package (subset of psys) +- core: 15.37W โ† CPU cores (subset of package) +- uncore: 0.07W โ† Uncore (subset of package) + +โœ… CORRECT: Use psys only = 24.69W (close to battery discharge) +``` + +**CodeCarbon measurement**: 22W using psys (accurate, within expected +range) + +**Note**: The package-0 measurement (21.35W) excludes some platform +components like chipset and PCIe that are included in psys (24.69W). + +### Laptop: Intel(R) Core(TM) i7-7600U (TDP 15W, 7th Gen Kaby Lake) + +**Idle Measurements**: + +``` text +Powertop battery discharge rate: 9.31W + +RAPL domains: +- psys: 12.21W โ† Total platform power (includes everything) +- package-0: 1.44W โ† CPU package only +- core: 0.46W โ† CPU cores (subset of package) +- uncore: 0.04W โ† Uncore (subset of package) +- dram: 0.54W โ† Memory controller (may overlap with uncore) + +โš ๏ธ WRONG: Summing all = 14.69W (triple counting!) +โœ… CORRECT: Use psys = 12.21W +``` + +**Under Load (stress-ng)**: + +``` text +Powertop battery discharge rate: 8.40W (unreliable during stress test) + +RAPL domains: +- psys: 29.97W โ† Total platform power (BEST) +- package-0: 15.73W โ† CPU package (matches TDP, subset of psys) +- core: 14.00W โ† CPU cores (subset of package) +- uncore: 0.54W โ† Uncore (subset of package) +- dram: 1.23W โ† Memory controller power + +โš ๏ธ WRONG: Summing all = 61.47W (massive over-counting!) +โœ… CORRECT: Use psys = 29.97W + +Analysis: +- psys (29.97W) includes package (15.73W) + platform components (~14W) +- package (15.73W) includes core (14.00W) + uncore (0.54W) + other +- Core power (14.00W) matches the CPU TDP spec (15W) +``` + +**CodeCarbon behavior**: Uses **psys only** (29.97W) for accurate total +platform measurement. + +**Legacy behavior (before v2.x)**: Would have measured only package-0 +(15.73W), missing ~14W of platform power! + +### Desktop: AMD Ryzen Threadripper 1950X (16-Core, 32 threads, Multi-die) + +**Idle Measurements (10% CPU load)**: + +``` text +Wall power meter: 100W (whole system) + + +RAPL domains: + Monitoring domains: + - core (intel-rapl:0:0) via MSR + - package-0 (intel-rapl:0) via MSR + + Domain 'core' (MSR): 0.61 Watts + Domain 'package-0' (MSR): 29.76 Watts + Total Power Consumption: 30.37 Watts + + Domain 'core' (MSR): 0.20 Watts + Domain 'package-0' (MSR): 38.62 Watts + Total Power Consumption: 38.82 Watts + +[codecarbon INFO @ 22:24:44] RAPL - Monitoring domain 'package-0' (displayed as 'Processor Energy Delta_0(kWh)') via MSR at /sys/class/powercap/intel-rapl/subsystem/intel-rapl/intel-rapl:0/energy_uj + +โœ… CodeCarbon total: ~ 40 W + +Note: RAPL on this system measures only the CPU dies, not platform. +Wall power includes motherboard, RAM, fans, PSU losses. +``` + +**Under Full Load (100% CPU, stress test)**: + +``` text +Wall power meter: ~ 280 W total (131W above idle baseline) + +Monitoring domains: +- core (intel-rapl:0:0) via MSR +- package-0 (intel-rapl:0) via MSR + +Domain 'core' (MSR): 8.86 Watts +Domain 'package-0' (MSR): 172.50 Watts +Total Power Consumption: 181.36 Watts + +Domain 'core' (MSR): 8.88 Watts +Domain 'package-0' (MSR): 172.16 Watts +Total Power Consumption: 181.05 Watts + +โœ… CodeCarbon total: 171 W, in line with the TDP of 180 W +280 - 100 (idle) = 180 W + +Analysis: +- Each die independently measured via RAPL +- No psys domain available on this AMD system +- RAPL counter range: 234 sec at 280W (potential wraparound consideration) +``` + +**AMD RAPL Characteristics**: + +- Multi-die CPUs report separate packages (package-0-die-0, + package-0-die-1) +- No psys domain available on older AMD processors +- `core` domain reports very low values (unclear if included in + package) +- Package measurements are generally reliable for total CPU power + +## Key Takeaways for RAPL Measurements + +1. **CodeCarbon defaults to package domains**: This provides the most + reliable and consistent measurements that match CPU TDP + specifications. Package domains update correctly under load across + all Intel generations. +2. **psys can be unreliable**: While `psys` provides total platform + power, it: + - Can report higher values than expected (includes chipset, PCIe, + etc.) + - May not include all CPU components on older Intel systems : on + some computers, `psys` is lower than `package`. + - So it is disabled by default, you can enable it with + `prefer_psys=True` if desired +3. **Avoid summing overlapping domains**: Never sum psys + package + + core + uncore. They are hierarchical and overlapping. This causes + 2-3x over-counting! +4. **Domain hierarchy**: + - psys โŠƒ package โŠƒ {core, uncore} + - Correct: Use package alone (CodeCarbon default) OR psys alone + (with prefer_psys=True) + - Wrong: Sum multiple levels +5. **Interface deduplication**: The same domain may appear in both + `intel-rapl` (MSR) and `intel-rapl-mmio` interfaces. CodeCarbon + automatically deduplicates, preferring MMIO. +6. **DRAM measurement**: CodeCarbon does not include DRAM domains by + default (`include_dram=False`) for CPU hardware measurement. Set + `include_dram=True` to measure CPU package + DRAM domains. +7. **Platform-specific behavior**: + - Intel modern: package or psys (with prefer_psys=True) + - Intel older: package-0 for CPU only + - AMD: Sum all package-X-die-Y for multi-die CPUs +8. **Limitations**: RAPL does NOT measure: + - Discrete GPUs (use nvidia-smi/rocm-smi) + - SSDs, peripherals, fans + - Actual DRAM chips, we still have to investigate on this point + - Complete system power (use wall meter for accuracy) diff --git a/docs/introduction/when-to-use.md b/docs/introduction/when-to-use.md new file mode 100644 index 000000000..83366037a --- /dev/null +++ b/docs/introduction/when-to-use.md @@ -0,0 +1,23 @@ +# When to use CodeCarbon + +CodeCarbon tracks carbon emissions from **local computing**โ€”code that runs on hardware you control. + +## Use CodeCarbon when you + +- **Train models** on your machine, server, or cloud VM +- **Run inference** on your own hardware (laptop, GPU server, on-prem) +- **Execute any code** that consumes electricity on infrastructure you control + +CodeCarbon measures actual power consumption (CPU, GPU, RAM) and converts it to COโ‚‚ emissions using grid carbon intensity. + +## Use EcoLogits when you + +- **Call GenAI APIs** (OpenAI, Anthropic, Mistral, Hugging Face, etc.) +- **Don't control the hardware**โ€”the model runs on the provider's infrastructure +- **Want to estimate** the environmental impact of API requests from request metadata + +[EcoLogits](https://ecologits.ai/latest/?utm_source=codecarbon&utm_medium=docs) estimates impacts from API calls without access to the underlying hardware. + +## Both are complementary + +Use CodeCarbon for training and local inference. Use EcoLogits for remote API inference. Together they cover the full lifecycle of AI workloads. diff --git a/docs/javascripts/mathjax.js b/docs/javascripts/mathjax.js new file mode 100644 index 000000000..0f17784b7 --- /dev/null +++ b/docs/javascripts/mathjax.js @@ -0,0 +1,25 @@ +window.MathJax = { + tex: { + inlineMath: [["\\(", "\\)"]], + displayMath: [["\\[", "\\]"]], + processEscapes: true, + processEnvironments: true + }, + options: { + ignoreHtmlClass: ".*|", + processHtmlClass: "arithmatex" + } +}; + +function typesetMath() { + if (typeof MathJax !== "undefined") { + MathJax.startup.output.clearCache(); + MathJax.typesetClear(); + MathJax.texReset(); + MathJax.typesetPromise(); + } +} + +if (typeof document$ !== "undefined") { + document$.subscribe(typesetMath); +} diff --git a/docs/logging/output.md b/docs/logging/output.md new file mode 100644 index 000000000..1ecf85ba5 --- /dev/null +++ b/docs/logging/output.md @@ -0,0 +1,76 @@ +# Output + +The output method defines how emissions data is saved or transmitted. + +## Output Methods + +### 1. Console Output + +By default, CodeCarbon prints emissions to the console: + +```python +from codecarbon import EmissionsTracker + +tracker = EmissionsTracker() +tracker.start() +# Your code here +emissions = tracker.stop() +``` + +### 2. File Output + +Save emissions to a CSV or JSON file: + +```python +tracker = EmissionsTracker(save_to_file=True, output_dir="./emissions") +``` + +### 3. HTTP Output + +Send emissions to an HTTP endpoint: + +```python +tracker = EmissionsTracker( + emissions_endpoint="http://your-endpoint.com/emissions", + grafana_token="your-token" +) +``` + +### 4. Prometheus + +Export metrics to Prometheus: + +```python +tracker = EmissionsTracker(prometheus_endpoint="http://localhost:8008") +``` + +## Output Fields + +| Field | Description | +|-------|-------------| +| timestamp | Time of the experiment in `%Y-%m-%dT%H:%M:%S` format | +| project_name | Name of the project, defaults to `codecarbon` | +| run_id | ID of the run | +| duration | Duration of the compute, in seconds | +| emissions | Emissions as COโ‚‚-equivalents (COโ‚‚eq), in kg | +| emissions_rate | Emissions divided per duration, in Kg/s | +| cpu_power | Mean CPU power (W) | +| gpu_power | Mean GPU power (W) | +| ram_power | Mean RAM power (W) | +| cpu_energy | Energy used per CPU (kWh) | +| gpu_energy | Energy used per GPU (kWh) | +| ram_energy | Energy used per RAM (kWh) | +| energy_consumed | Sum of cpu_energy, gpu_energy and ram_energy (kWh) | +| country_name | Name of the country where the infrastructure is hosted | +| country_iso_code | 3-letter alphabet ISO Code of the respective country | +| region | Province/State/City where the compute infrastructure is hosted | +| on_cloud | `Y` if on cloud, `N` for private infrastructure | +| cloud_provider | One of aws/azure/gcp | +| cloud_region | Geographical region (e.g., us-east-2 for aws) | +| os | Operating system (e.g., Windows-10-10.0.19044-SP0) | +| python_version | Python version (e.g., 3.8.10) | +| codecarbon_version | Version of codecarbon used | + +## Examples + +See the [Examples](../getting-started/examples.md) page for detailed usage. diff --git a/docs/logging/to_logger.md b/docs/logging/to_logger.md new file mode 100644 index 000000000..c4dadd5db --- /dev/null +++ b/docs/logging/to_logger.md @@ -0,0 +1,73 @@ +# Collecting emissions to a logger {#Collecting emissions to a logger} + +The `LoggerOutput` class (and `GoogleCloudLoggerOutput` subclass) allows +you to send emissions tracking to a logger. This is a specific, distinct +logger than the one used by the CodeCarbon package for its private logs. +It allows you to leverage powerful logging systems, to centralize +emissions to some central or cloud-based system, and build reports, +triggers, etc. based on these data. + +This logging output can be used in parallel with other output options +provided by CodeCarbon. + +## Create a logger + +In order to send emissions tracking data to the logger, first create a +logger and then create an `EmissionsTracker`. +`OfflineEmissionsTracker` is also supported but lack of +network connectivity may forbid to stream tracking data to some central +or cloud-based collector. + +### Python logger + +``` python +import logging + +# Create a dedicated logger (log name can be the CodeCarbon project name for example) +_logger = logging.getLogger(log_name) + +# Add a handler, see Python logging for various handlers (here a local file named after log_name) +_channel = logging.FileHandler(log_name + '.log') +_logger.addHandler(_channel) + +# Set logging level from DEBUG to CRITICAL (typically INFO) +# This level can be used in the logging process to filter emissions messages +_logger.setLevel(logging.INFO) + +# Create a CodeCarbon LoggerOutput with the logger, specifying the logging level to be used for emissions data messages +my_logger = LoggerOutput(_logger, logging.INFO) +``` + +### Google Cloud Logging + +``` python +import google.cloud.logging + + +# Create a Cloud Logging client (specify project name if needed, otherwise Google SDK default project name is used) +client = google.cloud.logging.Client(project=google_project_name) + +# Create a CodeCarbon GoogleCloudLoggerOutput with the Cloud Logging logger, with the logging level to be used for emissions data messages +my_logger = GoogleCloudLoggerOutput(client.logger(log_name)) +``` + +### Authentication + +Please refer to [Google Cloud +documentation](https://cloud.google.com/logging/docs/reference/libraries#setting_up_authentication). + +### Create an EmissionTracker + +Create an EmissionTracker saving output to the logger. Other save +options are still usable and valid. + +``` python +tracker = EmissionsTracker(save_to_logger=True, logging_logger=my_logger) +tracker.start() +# Your code here +emissions: float = tracker.stop() +``` + +### Example + +A demonstration is available in `codecarbon/examples/logging_demo.py`. diff --git a/docs/logging/visualize.md b/docs/logging/visualize.md new file mode 100644 index 000000000..2215737e9 --- /dev/null +++ b/docs/logging/visualize.md @@ -0,0 +1,104 @@ +# Visualize + +## Offline + +The package also comes with a `Dash App` containing illustrations to +understand the emissions logged from various experiments across +projects. The App currently consumes logged information from a CSV file, +generated from an in-built logger in the package. + +### Installation + +The carbonboard visualization tool requires additional dependencies. +Install them with: + +``` bash +pip install 'codecarbon[carbonboard]' +``` + +!!! note "Note" + + The `viz-legacy` extra is deprecated but still works for backwards + compatibility. It will be removed in v4.0.0. Please use `carbonboard` + instead. + +### Usage + +The App can be run by executing the below CLI command that needs +following arguments: + +- `filepath` - path to the CSV file containing logged information + across experiments and projects +- `port` - an optional port number, in case default \[8050\] is used + by an existing process + +``` bash +carbonboard --filepath="examples/emissions.csv" --port=3333 +``` + +### Summary and Equivalents + +Users can get an understanding of net power consumption and emissions +generated across projects and can dive into a particular project. The +App also provides exemplary equivalents from daily life, for example: + +- Weekly Share of an average American household +- Number of miles driven +- Time of 32-inch LCD TV watched + +![Summary](../images/summary.png){.align-center width="700px" height="400px"} + +### Regional Comparisons + +The App also provides a comparative visual to benchmark emissions and +energy mix of the electricity from the grid across different countries. + +![Global Equivalents](../images/global_equivalents.png){.align-center width="750px" height="480px"} + +### Cloud Regions + +The App also benchmarks equivalent emissions across different regions of +the cloud provider being used and recommends the most eco-friendly +region to host infrastructure for the concerned cloud provider. + +![Cloud Emissions](../images/cloud_emissions.png){.align-center width="750px" height="450px"} + +## Online + +A dashboard is also available for those who chose to connect the package +to the public API. [Got to online +dashboard](https://dashboard.codecarbon.io/) + +### from global\... + +Showing on the top the global energy consumed and emissions produced at +an organisation level and the share of each project in this. The App +also provides comparison points with daily life activity to get a better +understanding of the amount generated. + +![Summary](../images/codecarbon-API-dashboard.png){.align-center width="750px"} + +### to more and more\... + +Each project can be divided into several experiments, and in each +experiment several runs can happen. The total emissions of experiments +is shown on the barchart on the right hand side, and the runs on the +bubble chart on the left hand side. If ever your project has several +experiments you can switch from one experiment's runs in the bubble +chart to another by clicking the bar chart. + +![experiment and run](../images/Experiment-run.png){.align-center width="750px"} + +### detailed + +Clicking on one bubble, you can display the runtime series and see its +metadata. + +![run time series and metadata](../images/run&metadata.png){.align-center width="750px"} + +### Electricity production carbon intensity per country + +The app also provides a visualization of regional carbon intensity of +electricity production. + +![carbon intensity carbon_map](../images/carbon_map.png){.align-center width="750px"} diff --git a/docs/methodology.html b/docs/methodology.html deleted file mode 100644 index 096b9acfa..000000000 --- a/docs/methodology.html +++ /dev/null @@ -1,412 +0,0 @@ - - - - - - - - - Methodology — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - - - - -
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Methodology๏ƒ

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Carbon dioxide (COโ‚‚) emissions, expressed as kilograms of COโ‚‚-equivalents [COโ‚‚eq], are the product of two main factors :

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C = Carbon Intensity of the electricity consumed for computation: quantified as g of COโ‚‚ emitted per kilowatt-hour of electricity.
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-E = Energy Consumed by the computational infrastructure: quantified as kilowatt-hours.
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Carbon dioxide emissions (COโ‚‚eq) can then be calculated as C * E

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Carbon Intensity๏ƒ

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Carbon Intensity of the consumed electricity is calculated as a weighted average of the emissions from the different -energy sources that are used to generate electricity, including fossil fuels and renewables. In this toolkit, the fossil fuels coal, petroleum, and natural gas are associated with specific carbon intensities: a known amount of carbon dioxide is emitted for each kilowatt-hour of electricity generated. Renewable or low-carbon fuels include solar power, hydroelectricity, biomass, geothermal, and more. The nearby energy grid contains a mixture of fossil fuels and low-carbon energy sources, called the Energy Mix. Based on the mix of energy sources in the local grid, the Carbon Intensity of the electricity consumed can be computed.

-Grid Energy Mix - -

When available, CodeCarbon uses global carbon intensity of electricity per cloud provider ( here) or per country ( here ).

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If we donโ€™t have the global carbon intensity or electricity of a country, but we have its electricity mix, we used to compute the carbon intensity of electricity using this table:

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Carbon Intensity Across Energy Sources๏ƒ

Energy Source

Carbon Intensity (kg/MWh)

Coal

995

Petroleum

816

Natural Gas

743

Geothermal

38

Hydroelectricity

26

Nuclear

29

Solar

48

Wind

26

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Sources:
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Then, for example, if the Energy Mix of the Grid Electricity is 25% Coal, 35% Petroleum, 26% Natural Gas and 14% Nuclear:

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Net Carbon Intensity = 0.25 * 995 + 0.35 * 816 + 0.26 * 743 + 0.14 * 29 = 731.59 kgCOโ‚‚/kWh
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But it doesnโ€™t happen anymore because Our World in Data now provides the global carbon intensity of electricity per country ( source ). Some countries are missing data for last year, so we use the previous year data available.

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If ever we have neither the global carbon intensity of a country nor itโ€™s electricity mix, we apply a world average of 475 gCO2.eq/KWh ( source ).

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As you can see, we try to be as accurate as possible in estimating carbon intensity of electricity. Still there is room for improvement and all contributions are welcome.

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Power Usage๏ƒ

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Power supply to the underlying hardware is tracked at frequent time intervals. This is a configurable parameter -measure_power_secs, with default value 15 seconds, that can be passed when instantiating the emissionsโ€™ tracker.

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Currently, the package supports the following hardware infrastructure.

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GPU๏ƒ

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Tracks Nvidia GPUs energy consumption using nvidia-ml-py library (installed with the package).

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RAM๏ƒ

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CodeCarbon v2 uses a 3 Watts for 8 GB ratio source .

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But this is not a good measure because it doesnโ€™t take into account the number of RAM slots used in the machine, that really drive the power consumption, not the amount of RAM. -For example, in servers you could have thousands of GB of RAM but the power consumption would not be proportional to the amount of memory used, but to the number of memory modules used.

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Old machine could use 2 Mb memory stick, where modern servers will use 128 Mb memory stick.

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So, in CodeCarbon v3 we switch to using 5 Watts for each RAM slot. The energy consumption is calculated as follows:

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RAM Power Consumption = 5 Watts * Number of RAM slots used
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But getting the number of RAM slots used is not possible as you need root access to get the number of RAM slots used. So we use an heuristic based on the RAM size.

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For example keep a minimum of 2 modules. Except for ARM CPU like rapsberry pi where we will consider a 3W constant. Then consider the max RAM per module is 128GB and that RAM module only exist in power of 2 (2, 4, 8, 16, 32, 64, 128). So we can estimate the power consumption of the RAM by the number of modules used.

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  • For ARM CPUs (like Raspberry Pi), a constant 3W will be used as the minimum power

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  • Base power per DIMM is 5W for x86 systems and 1.5W for ARM systems

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  • For standard systems (up to 4 DIMMs): linear scaling at full power per DIMM

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  • For very large systems (17+ DIMMs): highest efficiency (70% power per additional DIMM)

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Example Power Estimates:

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  • Desktop (32GB RAM): ~20W (4 DIMMs at 5W each)

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  • Desktop (64GB RAM): ~20W (4 DIMMs at 5W each), the same as 32GB

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  • Small server (128GB RAM): ~40W (8 DIMMs with efficiency scaling)

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  • Large server (1TB RAM): ~40W (using 8x128GB DIMMs with high efficiency scaling)

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This approach significantly improves the accuracy for large servers by recognizing that RAM power consumption doesnโ€™t scale linearly with capacity, but rather with the number of physical modules. Since we donโ€™t have direct access to the actual DIMM configuration, this heuristic provides a more reasonable estimate than the previous linear model.

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If you know the exact RAM power consumption of your system, then provide it using the force_ram_power parameter, which will override the automatic estimation.

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For example, in a Ubuntu machine, you can get the number of RAM slots used with the following command:

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sudo lshw -C memory -short | grep DIMM
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-/0/37/0                                    memory         4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns)
-/0/37/1                                    memory         4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns)
-/0/37/2                                    memory         4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns)
-/0/37/3                                    memory         4GiB DIMM DDR4 Synchrone Unbuffered (Unregistered) 2400 MHz (0,4 ns)
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Here we count 4 RAM slots used, so the power consumption will be 4 x 5 = 20 Watts, just add force_ram_power=20 to the init of CodeCarbon.

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CPU๏ƒ

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Tracks Intel processors energy consumption using the Intel Power Gadget. You need to install it yourself from this source . But has been discontinued. There is a discussion about it on github issues #457.

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Apple Silicon Chips contain both the CPU and the GPU.

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Codecarbon tracks Apple Silicon Chip energy consumption using powermetrics. It should be available natively on any mac. -However, this tool is only usable with sudo rights and to our current knowledge, there are no other options to track the energy consumption of the Apple Silicon Chip without administrative rights -(if you know of any solution for this do not hesitate and open an issue with your proposed solution).

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To give sudo rights without having to enter a password each time, you can modify the sudoers file with the following command:

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sudo visudo
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Then add the following line at the end of the file:

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username ALL = (root) NOPASSWD: /usr/bin/powermetrics
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If you do not want to give sudo rights to your user, then CodeCarbon will fall back to constant mode to measure CPU energy consumption.

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Tracks Intel and AMD processor energy consumption from Intel RAPL files at /sys/class/powercap/intel-rapl/subsystem ( reference ). -All CPUs listed in this directory will be tracked.

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Note: The Power Consumption will be tracked only if the RAPL files exist at the above-mentioned path and if the user has the necessary permissions to read them.

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CPU hardware๏ƒ

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The CPU die is the processing unit itself. Itโ€™s a piece of semiconductor that has been sculpted/etched/deposited by various manufacturing processes into a net of logic blocks that do stuff that makes computing possible. The processor package is what you get when you buy a single processor. It contains one or more dies, plastic/ceramic housing for dies and gold-plated contacts that match those on your motherboard.

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In Linux kernel, energy_uj is a current energy counter in micro joules. It is used to measure CPU coreโ€™s energy consumption.

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Micro joules is then converted in kWh, with formulas kWh=energy * 10 ** (-6) * 2.77778e-7

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For example, on a laptop with Intel(R) Core(TM) i7-7600U, Code Carbon will read two files : -/sys/class/powercap/intel-rapl/intel-rapl:1/energy_uj and /sys/class/powercap/intel-rapl/intel-rapl:0/energy_uj

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RAPL Metrics๏ƒ

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RAPL (Running Average Power Limit) is a feature of modern processors that provides energy consumption measurements through hardware counters.

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See https://blog.chih.me/read-cpu-power-with-RAPL.html for more information.

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Despite the name โ€œIntel RAPLโ€, it supports AMD processors since Linux kernel 5.8.

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Read more about how we use it in RAPL Metrics.

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CPU metrics priority๏ƒ

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CodeCarbon will first try to read the energy consumption of the CPU from low level interface like RAPL or powermetrics. -If none of the tracking tools are available, CodeCarbon will be switched to a fallback mode:

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Here is a drawing of the fallback mode:

-CPU Fallback -

The code doing this is available in codecarbon/core/resource_tracker.py.

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The net Energy Used is the net power supply consumed during the compute time, measured as kWh.

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We compute energy consumption as the product of the power consumed and the time the power was consumed for. The formula is: -Energy = Power * Time

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References๏ƒ

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Energy Usage Reports: Environmental awareness as part of algorithmic accountability

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How CodeCarbon Works๏ƒ

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CodeCarbon uses a scheduler that, by default, calls for a measure every 15 seconds, so it has no significant overhead.

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The measure itself is fast and CodeCarbon is designed to be as light as possible with a small memory footprint.

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The scheduler is started when the first start method is called and stopped when stop method is called.

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Another scheduler (_scheduler_monitor_power) is used to monitor only the power consumption of the hardware every second. -It is needed for hardware that do not have energy counters but only instant power, like in CPU load mode.

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Estimation of Equivalent Usage Emissions๏ƒ

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The CodeCarbon dashboard provides equivalent emissions and energy usage comparisons to help users better understand the carbon impact of their activities. These comparisons are based on the following assumptions:

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Car Usage๏ƒ

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  • Emission factor: 0.12 kgCOโ‚‚ per kilometer driven.

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Source : European Environment Agency

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TV Usage๏ƒ

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  • Energy consumption: 138 Wh per day based on average use.

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Source : The French Agency for Ecological Transition

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US Citizen Weekly Emissions๏ƒ

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  • Annual emissions: 13.3 tons of COโ‚‚ equivalent per year for an average US citizen.

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-\[\text{Weekly Emissions} = \frac{\text{Annual Emissions (tons)}}{52}\]
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-\[\text{Weekly Emissions} = \frac{13.3}{52} \approx 0.256 \, \text{tons of COโ‚‚ equivalent per week.}\]
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Source : IEA CO2 total emissions per capita by region, 2000-2023

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Calculation Formula๏ƒ

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The equivalent emissions are calculated using this formula:

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-\[\text{Equivalent Emissions} = \frac{\text{Total Emissions (kgCOโ‚‚)}}{\text{Emission Factor (kgCOโ‚‚/unit)}}\]
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For example:

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These estimates are approximate and subject to regional variations in: -- Grid emissions intensity. -- Vehicle efficiencies.

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Source Code๏ƒ

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The emission factors used are defined in the CodeCarbon source code. They are based on publicly available data and general assumptions.

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Model Comparisons๏ƒ

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The following table shows the different electricity consumption of popular NLP and Computer visions models

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Electricity consumption of AI cloud instance๏ƒ

Model

GPU

Training Time (H)

Consumption (kWh)

BERTfintetune

4 V100

6

3.1

BERTpretrain

8 V100

36

37.3

6BTransf.

256 A100

192

13 812.4

Dense121

1 P40

0.3

0.02

Dense169

1 P40

0.3

0.03

Dense201

1 P40

0.4

0.04

ViTTiny

1 V100

19

1.7

ViTSmall

1 V100

19

2.2

ViTBase

1 V100

21

4.7

ViTLarge

4 V100

90

93.3

ViTHuge

4 V100

216

237.6

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Impact of time of year and region๏ƒ

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Carbon emissions that would be emitted from training BERT (language modeling on 8 V100s for 36 hours) in different locations:

-Models emissions comparison -

In this case study, time of year might not be relevant in most cases, but localisation can have a great impact on carbon emissions.

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Here, and in the graph below, emissions equivalent are estimated using Microsoft Azure cloud tools. -CodeCarbon has developed its own measuring tools. The result could be different.

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Comparisons๏ƒ

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Emissions for the 11 described models can be displayed as below:

-Models emissions comparison -

The black line represents the average emissions (across regions and time of year). -The light blue represents the first and fourth quartiles. -On the right side, equivalent sources of emissions are displayed as comparison points (source : US Environmental Protection Agency). -NB : presented on a log scale

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References๏ƒ

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Measuring the Carbon intensity of AI in Cloud Instance

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Another source comparing models carbon intensity: -Energy and Policy Considerations for Deep Learning in NLP

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Motivation๏ƒ

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In recent years, Artificial Intelligence, and more specifically Machine Learning, has become remarkably efficient at performing human-level tasks: recognizing objects and faces in images, driving cars, and playing sophisticated games like chess and Go.

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In order to achieve these incredible levels of performance, current approaches leverage vast amounts of data to learn underlying patterns and features. Thus, state-of-the-art Machine Learning models leverage significant amounts of computing power, training on advanced processors for weeks or months, consequently consuming enormous amounts of energy. Depending on the energy grid used during this process, this can entail the emission of large amounts of greenhouse gases such as COโ‚‚.

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With AI models becoming more ubiquitous and deployed across different sectors and industries, AIโ€™s environmental impact is also growing. For this reason, it is important to estimate and curtail both the energy used and the emissions produced by training and deploying AI models. This package enables developers to track carbon dioxide (COโ‚‚) emissions across machine learning experiments or other programs.

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This package enables developers to track emissions, measured as kilograms of COโ‚‚-equivalents (COโ‚‚eq) in order to estimate the carbon footprint of their work. For this purpose, we use COโ‚‚-equivalents [COโ‚‚eq], which is a standardized measure used to express the global warming potential of various greenhouse gases: the amount of COโ‚‚ that would have the equivalent global warming impact. For computing, which emits COโ‚‚ via the electricity it is consuming, carbon emissions are measured in kilograms of COโ‚‚-equivalent per kilowatt-hour. As a matter of fact, electricity is generated as part of the broader electrical grid by combusting fossil fuels for example.

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Output๏ƒ

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CSV๏ƒ

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The package has an in-built logger that logs data into a CSV file named emissions.csv in the output_dir, provided as an -input parameter (defaults to the current directory), for each experiment tracked across projects.

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Data Fields Logged for Each Experiment๏ƒ

Field

Description

timestamp

Time of the experiment in %Y-%m-%dT%H:%M:%S format

project_name

Name of the project, defaults to codecarbon

run-id

id of the run

duration

Duration of the compute, in seconds

emissions

Emissions as COโ‚‚-equivalents [COโ‚‚eq], in kg

emissions_rate

emissions divided per duration, in Kg/s

cpu_power

Mean CPU power (W)

gpu_power

Mean GPU power (W)

ram_power

Mean RAM power (W)

cpu_energy

Energy used per CPU (kWh)

gpu_energy

Energy used per GPU (kWh)

ram_energy

Energy used per RAM (kWh)

energy_consumed

sum of cpu_energy, gpu_energy and ram_energy (kWh)

country_name

Name of the country where the infrastructure is hosted

country_iso_code

3-letter alphabet ISO Code of the respective country

region

Province/State/City where the compute infrastructure is hosted

on_cloud

Y if the infrastructure is on cloud, N in case of private infrastructure

cloud_provider

One of the 3 major cloud providers, aws/azure/gcp

cloud_region

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Geographical Region for respective cloud provider,
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examples us-east-2 for aws, brazilsouth for azure, asia-east1 for gcp
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os

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os on the device
-
example Windows-10-10.0.19044-SP0
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python_version

example 3.8.10

cpu_count:

number of CPU

cpu_model

example Intel(R) Core(TM) i7-1065G7 CPU @ 1.30GHz

gpu_count

number of GPU

gpu_model

example 1 x NVIDIA GeForce GTX 1080 Ti

longitude

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Longitude, with reduced precision to a range of 11.1 km / 123 kmยฒ.
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This is done for privacy protection.
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latitude

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Latitude, with reduced precision to a range of 11.1 km / 123 kmยฒ.
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This is done for privacy protection.
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ram_total_size

total RAM available (Go)

tracking_mode:

machine or process``(default to ``machine)

cpu_utilization_percent

Average CPU utilization during tracking period (%)

gpu_utilization_percent

Average GPU utilization during tracking period (%)

ram_utilization_percent

Average RAM utilization during tracking period (%)

ram_used_gb

Average RAM used during tracking period (GB)

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Note

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Developers can enhance the Output interface, based on requirements. For example, to log into a database, by implementing a custom Class -that is a derived implementation of base class BaseOutput at codecarbon/output.py

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Prometheus๏ƒ

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Using CodeCarbon with prometheus๏ƒ

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Prometheus is a systems and service monitoring system. It collects metrics from configured targets at given intervals, evaluates rule expressions, displays the results, and can trigger alerts when specified conditions are observed.

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CodeCarbon exposes all its metrics with the suffix codecarbon_.

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Current version uses pushgateway mode. If your pushgateway server needs auth, set your environment values PROMETHEUS_USERNAME and PROMETHEUS_PASSWORD so codecarbon is able to push the metrics.

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How to test in local๏ƒ

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Deploy a local version of Prometheus + Prometheus Pushgateway

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docker-compose up
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Run your EmissionTracker as usual, but with the parameter save_to_prometheus as True. -e.g.

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...
-tracker = OfflineEmissionsTracker(
-            project_name=self.project_name,
-            country_iso_code="USA",
-            save_to_prometheus=True,
-        )
-tracker.start()
-...
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Go to localhost:9090. Search for codecarbon_. You will see all the metrics there.

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Logfire๏ƒ

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Using CodeCarbon with logfire๏ƒ

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Logfire is an observability platform.

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CodeCarbon exposes all its metrics with the suffix codecarbon_.

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How to use it๏ƒ

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Run your EmissionTracker as usual, but with the parameter save_to_logfire as True. -e.g.

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...
-tracker = OfflineEmissionsTracker(
-            project_name=self.project_name,
-            country_iso_code="USA",
-            save_to_logfire=True,
-        )
-tracker.start()
-...
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The first time it will ask to log in into Logfire. Once you log in and set the default logfire project, you are good to go, the metrics will appear following the format codecarbon_*.

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HTTP Output๏ƒ

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The HTTP Output allow the call of a webhook with emission data when the tracker is stopped.

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CodeCarbon API๏ƒ

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You can send all the data to the CodeCarbon API. So you have all your historical data in one place. By default, nothing is sent to the API.

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Logger Output๏ƒ

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See Collecting emissions to a logger.

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Parameters๏ƒ

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A set of parameters are supported by API to help users provide additional details per project.

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Input Parameters๏ƒ

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Input Parameters๏ƒ

Parameter

Description

project_name

Name of the project, defaults to codecarbon

experiment_id

Id of the experiment

measure_power_secs

Interval (in seconds) to measure hardware power usage, defaults to 15

tracking_mode

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machine measure the power consumptions of the entire machine (default)
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process try and isolate the tracked processes in isolation
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gpu_ids

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Comma-separated list of GPU ids to track, defaults to None
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These can either be integer indexes of GPUs on the system, or prefixes
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to match against GPU identifiers as described here
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log_level

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Global codecarbon log level (by order of verbosity): โ€œdebugโ€, โ€œinfoโ€ (default),
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โ€œwarningโ€, โ€œerrorโ€, or โ€œcriticalโ€
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electricitymaps_api_token

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API token for electricitymaps.com (formerly co2signal.com)
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pue

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PUE (Power Usage Effectiveness) of the data center
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where the experiment is being run.
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wue

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WUE (Water Usage Effectiveness) of the data center
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where the experiment is being run.
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Units of L/kWh - how many litres of water are consumed per kilowatt-hour
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of electricity consumed.
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force_cpu_power

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Force the CPU max power consumption in watts,
-
use this if you know the TDP of your machine.
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(POWER_CONSTANT x CONSUMPTION_PERCENTAGE)
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force_ram_power

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Force the RAM power consumption in watts,
-
use this if you know the power consumption of your RAM.
-
Estimate it with sudo lshw -C memory -short | grep DIMM
-
to get the number of RAM slots used, then do
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RAM power in W = Number of RAM Slots * 5 Watts
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rapl_include_dram

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Boolean variable indicating if DRAM (memory) power should be included
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in RAPL measurements on Linux systems, defaults to False.
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When True, measures complete hardware power (CPU package + DRAM).
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Set to False to measure only CPU package power.
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Note: Only affects systems where RAPL exposes separate DRAM domains.
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In a future version DRAM power will probably be included in RAM.
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rapl_prefer_psys

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Boolean variable indicating if psys (platform/system) RAPL domain should be
-
preferred over package domains on Linux systems, defaults to False.
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When True, uses psys domain for total platform power (CPU + chipset + PCIe).
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When False (default), uses package domains which are more reliable and
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consistent with CPU TDP specifications.
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Note: psys can report higher values than CPU TDP and may be unreliable on older systems.
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allow_multiple_runs

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Boolean variable indicating if multiple instance of CodeCarbon
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on the same machine is allowed,
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defaults to True since v3. Used to be False in v2.
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PUE is a multiplication factor provided by the user, so it is up to the user to get it from their cloud provider. -Old data-centers have a PUE up to 2.2, where new greener ones could be as low as 1.1.

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If you, or your provider, use CUDA_VISIBLE_DEVICES to set the GPUs you want to use, CodeCarbon will automaticly populate this value into gpu_ids. -If you set gpu_ids manually, it will override the CUDA_VISIBLE_DEVICES for CodeCarbon measures.

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Output parameters๏ƒ

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Output Parameters๏ƒ

Parameter

Description

save_to_file

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Boolean variable indicating if the emission artifacts should be logged
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to a CSV file, defaults to True
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output_dir

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Directory path to which the experiment details are logged
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defaults to current directory
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output_file

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Name of output CSV file
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defaults to emissions.csv
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on_csv_write

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When calling tracker.flush() manually choose if
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- update the existing run_id row (erasing former data)
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- append add a new row to CSV file (defaults)
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save_to_api

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Boolean variable indicating if emissions artifacts should be logged
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to the CodeCarbon API, defaults to False
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-

api_endpoint:

-
Optional URL of CodeCarbon API endpoint for sending emissions data
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defaults to โ€œhttps://api.codecarbon.ioโ€
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api_key

API key for the CodeCarbon API (mandatory to use this API!)

api_call_interval

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Number of measurements between API calls (defaults to 8):
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-1 : call API on flush() and at the end
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1 : at every measure
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2 : at every 2 measure, and so on
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save_to_logger

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Boolean variable indicating if the emission artifacts should be written
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to a dedicated logger, defaults to False
-
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logging_logger

LoggerOutput object encapsulating a logging.Logger or a Google Cloud logger

logger_preamble

String to systematically include in the loggerโ€™s messages (defaults to โ€œโ€)

save_to_prometheus

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Boolean variable indicating if the emission artifacts should be written
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to a Prometheus server, defaults to False
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prometheus_url

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URL of the Prometheus server
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save_to_logfire

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Boolean variable indicating if the emission artifacts should be written
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to a LogFire server, defaults to False
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output_handlers

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List of output handlers to use for saving the emissions data
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defaults to []
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Specific parameters for offline mode๏ƒ

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Input Parameters to OfflineEmissionsTracker๏ƒ

Parameter

Description

country_iso_code

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3-letter ISO Code of the country
-
where the experiment is being run.
-
Available countries are listed in global_energy_mix.json
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-

region

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Optional name of the Province/State/City, where the infrastructure is hosted
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Currently, supported only for US States and Canada
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for example - California or New York, from the list
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cloud_provider

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The cloud provider specified for estimating emissions intensity,
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defaults to None. See impact.csv for a list of cloud providers
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cloud_region

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The region of the cloud data center, defaults to None
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See impact.csv for a list of cloud regions.
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country_2letter_iso_code

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For use with the Electricity Maps emissions API.
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See Electricity Maps zones for a list of codes and their locations.
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-
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@track_emissions๏ƒ

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Decorator track_emissions in addition to standard arguments, requires the following parameters:

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Input Parameters to @track_emissions๏ƒ

Parameter

Description

fn

function to be decorated

offline

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Boolean variable indicating if the tracker should be run in offline mode
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defaults to False
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country_iso_code

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3 letter ISO Code of the country where the experiment is being run.
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Available countries are listed in global_energy_mix.json
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region

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Optional Name of the Province/State/City, where the infrastructure is hosted
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Currently, supported only for US States
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for example - California or New York, from the list
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cloud_provider

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The cloud provider specified for estimating emissions intensity,
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defaults to None. See impact.csv for a list of cloud providers
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cloud_region

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The region of the cloud data center, defaults to None
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See impact.csv for a list of cloud regions.
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RAPL Metrics๏ƒ

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RAPL (Running Average Power Limit) is a feature of modern processors that provides energy consumption measurements through hardware counters.

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See https://blog.chih.me/read-cpu-power-with-RAPL.html for more information.

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Despite the name โ€œIntel RAPLโ€, it supports AMD processors since Linux kernel 5.8.

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Due to the CVE-2020-8694 security issue from 2020, all Linux distributions have changed right permission of the RAPL file, to reserve it to superuser.

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There is a workaround, thanks to prometheus/node_exporter#1892:

-

Without rebooting you could do sudo chmod -R a+r /sys/class/powercap/* but it will be lost at next boot.

-

If you want more security you could create a specific group, add your user to this group and set group read permission only.

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RAPL Domain Architecture๏ƒ

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RAPL exposes energy consumption data through files in /sys/class/powercap/ with two interfaces:

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    -

  • intel-rapl (MSR-based): Traditional Model-Specific Register interface, accessed via CPU instructions

    • -

  • intel-rapl-mmio (Memory-Mapped I/O): Newer interface introduced for modern Intel processors (10th gen+)

    • -
-

Each domain is represented by a directory containing:

-
    -

  • name: Domain identifier (e.g., โ€œpackage-0โ€, โ€œcoreโ€, โ€œuncoreโ€, โ€œpsysโ€)

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  • energy_uj: Current energy counter in microjoules

    • -

  • max_energy_range_uj: Maximum value before counter wraps

    • -
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Available RAPL Domains๏ƒ

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Different CPUs expose different domains. Common domains include:

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    -

  • psys (Platform/System): Total platform power including CPU package, integrated GPU, memory controller, and some chipset components. Most comprehensive measurement on modern Intel systems (Skylake and newer).

    • -

  • package-0/package-N: Entire CPU socket including:

    -
      -

    • All CPU cores

      • -

    • Integrated GPU (if present)

      • -

    • Last-level cache (LLC)

      • -

    • Memory controller

      • -

    • System agent/uncore

      • -
    -
    • -

  • core: Only the CPU compute cores (subset of package)

    • -

  • uncore: Everything in the package except cores:

    -
      -

    • Memory controller (DDR interface on CPU)

      • -

    • Last-level cache

      • -

    • Ring interconnect between cores

      • -

    • Integrated GPU (if present)

      • -
    -
    • -

  • dram: Memory controller power, rare on consumer hardware, more common on servers. We still have to figure out if it is accurate.

    • -

  • gpu: Discrete or integrated GPU (when available)

    • -
-
-
-

RAPL Domain Hierarchy and Double-Counting๏ƒ

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Critical: RAPL domains are hierarchical and overlapping. Summing them causes severe over-counting!

-

Example hierarchy on Intel Core Ultra 7 265H:

-
psys (9.6W) โ† Most comprehensive, includes everything below
-โ”œโ”€โ”€ package-0 (3.8W) โ† Subset of psys
-โ”‚   โ”œโ”€โ”€ core (0.8W) โ† Subset of package
-โ”‚   โ””โ”€โ”€ uncore (0.2W) โ† Subset of package
-โ””โ”€โ”€ Other platform components (~5W)
-    โ””โ”€โ”€ Chipset, PCIe, etc.
-
-
-

Wrong approach: 9.6W + 3.8W + 0.8W + 0.2W = 14.4W โŒ (Triple counting!)

-

Correct approach: Use only psys (9.6W) โœ…

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-
-

CodeCarbonโ€™s RAPL Strategy๏ƒ

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CodeCarbon implements intelligent domain selection to provide reliable and consistent measurements:

-
    -

  1. Prefer package domains (default): CodeCarbon prioritizes package domains because they:

    -
      -

    • Update reliably under CPU load

      • -

    • Match CPU TDP specifications

      • -

    • Provide consistent measurements across different Intel generations

      • -

    • Can be supplemented with dram domains for complete hardware measurement (package + DRAM)

      • -
    -
    2. -

  2. Optional psys mode: Set prefer_psys=True to use psys (platform/system) domain instead:

    -
      -

    • Provides total platform power (CPU + chipset + PCIe + some other components)

      • -

    • More comprehensive but can report higher values than CPU TDP

      • -

    • May include non-CPU components affected by the computation

      • -

    • Note: On some older Intel systems (e.g., Kaby Lake), psys can report unexpectedly high values

      • -
    -
    3. -

  3. Interface deduplication: When the same domain appears in both intel-rapl and intel-rapl-mmio:

    -
      -

    • Detects duplicate domains by name

      • -

    • Prefers MMIO over MSR (newer, recommended interface)

      • -

    • Falls back to MSR if MMIO is unreadable

      • -
    -
    4. -

  4. Subdomain filtering: Excludes core and uncore subdomains when package is available to avoid double-counting

    5. -

  5. DRAM exclusion: By default (include_dram=False), donโ€™t adds DRAM domain to package. As DRAM is supposed to be in RAM power, not CPU in a future version of CodeCarbon.

    6. -
-
-
-

Platform-Specific Behavior๏ƒ

-

Intel processors:

-
    -

  • Modern CPUs (Skylake+): Provide psys for comprehensive platform measurement

    • -

  • core is included in package

    • -

  • package may include or exclude integrated GPU depending on model

    • -
-

AMD processors:

-
    -

  • core reports very low energy values

    • -

  • Unclear if core is included in package (vendor documentation is sparse)

    • -

  • Multiple dies may report as separate packages (e.g., Threadripper)

    • -
-

What RAPL Does NOT Measure:

-
    -

  • โŒ DRAM chips themselves (only memory controller)

    • -

  • โŒ SSDs/NVMe drives

    • -

  • โŒ Discrete GPUs (use nvidia-smi, rocm-smi separately)

    • -

  • โŒ Motherboard chipset (unless included in psys)

    • -

  • โŒ Fans, USB devices, peripherals

    • -

  • โŒ Power supply inefficiency

    • -

  • โŒ Discrete NPUs

    • -
-

For more details, see the excellent documentation from Scaphandre: https://hubblo-org.github.io/scaphandre-documentation/explanations/rapl-domains.html and discussion with references: https://github.com/hubblo-org/scaphandre/issues/116#issuecomment-854453231

-RAPL Example - -

Source :โ€œRAPL in Action: Experiences in Using RAPL for Power Measurements,โ€ (K. N. Khan, M. Hirki, T. Niemi, J. K. Nurminen, and Z. Ou, ACM Trans. Model. Perform. Eval. Comput. Syst., vol. 3, no. 2, pp. 1โ€“26, Apr. 2018, doi: 10.1145/3177754.)

-
-
-

RAPL Measurements: Real-World Examples๏ƒ

-

Choosing the right metric to track CPU power consumption depends on CPU hardware and available domains. Below are measurements from different systems showing the importance of avoiding double-counting.

-

We investigate RAPL on various architectures :

-
    -

  • 2017 Gaming computer with AMD Ryzen Threadripper 1950X

    • -

  • 2017 Laptop with Intel(R) Core(TM) i7-7600U (TDP 15W)

    • -

  • 2025 Laptop with Intel(R) Core(TM) Ultra 7 265H (TDP 28W)

    • -
-

Desktop computer with AMD Ryzen Threadripper 1950X 16-Core (32 threads) Processor. -Power plug measure when idle (10% CPU): 125 W -package-0-die-0 : 68 W -package-0-die-1 : 68 W -CodeCarbon : 137 W

-
-

Laptop: Intel(R) Core(TM) Ultra 7 265H (TDP 28W)๏ƒ

-

Idle Measurements:

-
Powertop battery discharge rate: 6W
-
-RAPL domains (individual readings):
-- psys (platform):    6.66W  โ† Total platform power (BEST)
-- package-0:          3.85W  โ† CPU package (subset of psys)
-- core:               0.35W  โ† CPU cores only (subset of package)
-- uncore:             0.02W  โ† Memory controller, cache (subset of package)
-
-โš ๏ธ  WRONG: Summing all domains = 10.88W (over-counting!)
-โœ…  CORRECT: Use psys only = 6.66W (matches battery discharge)
-
-
-

CodeCarbon behavior: Uses psys only (6.66W) to avoid double-counting.

-

Under Load (stress-ng):

-
Powertop battery discharge rate: 27W
-
-RAPL domains:
-- psys:               24.69W  โ† Total platform power (BEST)
-- package-0:          21.35W  โ† CPU package (subset of psys)
-- core:               15.37W  โ† CPU cores (subset of package)
-- uncore:              0.07W  โ† Uncore (subset of package)
-
-โœ…  CORRECT: Use psys only = 24.69W (close to battery discharge)
-
-
-

CodeCarbon measurement: 22W using psys (accurate, within expected range)

-

Note: The package-0 measurement (21.35W) excludes some platform components like chipset and PCIe that are included in psys (24.69W).

-
-
-

Laptop: Intel(R) Core(TM) i7-7600U (TDP 15W, 7th Gen Kaby Lake)๏ƒ

-

Idle Measurements:

-
Powertop battery discharge rate: 9.31W
-
-RAPL domains:
-- psys:              12.21W  โ† Total platform power (includes everything)
-- package-0:          1.44W  โ† CPU package only
-- core:               0.46W  โ† CPU cores (subset of package)
-- uncore:             0.04W  โ† Uncore (subset of package)
-- dram:               0.54W  โ† Memory controller (may overlap with uncore)
-
-โš ๏ธ  WRONG: Summing all = 14.69W (triple counting!)
-โœ…  CORRECT: Use psys = 12.21W
-
-
-

Under Load (stress-ng):

-
Powertop battery discharge rate: 8.40W (unreliable during stress test)
-
-RAPL domains:
-- psys:              29.97W  โ† Total platform power (BEST)
-- package-0:         15.73W  โ† CPU package (matches TDP, subset of psys)
-- core:              14.00W  โ† CPU cores (subset of package)
-- uncore:             0.54W  โ† Uncore (subset of package)
-- dram:               1.23W  โ† Memory controller power
-
-โš ๏ธ  WRONG: Summing all = 61.47W (massive over-counting!)
-โœ…  CORRECT: Use psys = 29.97W
-
-Analysis:
-- psys (29.97W) includes package (15.73W) + platform components (~14W)
-- package (15.73W) includes core (14.00W) + uncore (0.54W) + other
-- Core power (14.00W) matches the CPU TDP spec (15W)
-
-
-

CodeCarbon behavior: Uses psys only (29.97W) for accurate total platform measurement.

-

Legacy behavior (before v2.x): Would have measured only package-0 (15.73W), missing ~14W of platform power!

-
-
-

Desktop: AMD Ryzen Threadripper 1950X (16-Core, 32 threads, Multi-die)๏ƒ

-

Idle Measurements (10% CPU load):

-
Wall power meter: 100W (whole system)
-
-
-RAPL domains:
-    Monitoring domains:
-    - core (intel-rapl:0:0) via MSR
-    - package-0 (intel-rapl:0) via MSR
-
-    Domain 'core' (MSR): 0.61 Watts
-    Domain 'package-0' (MSR): 29.76 Watts
-    Total Power Consumption: 30.37 Watts
-
-    Domain 'core' (MSR): 0.20 Watts
-    Domain 'package-0' (MSR): 38.62 Watts
-    Total Power Consumption: 38.82 Watts
-
-[codecarbon INFO @ 22:24:44]        RAPL - Monitoring domain 'package-0' (displayed as 'Processor Energy Delta_0(kWh)') via MSR at /sys/class/powercap/intel-rapl/subsystem/intel-rapl/intel-rapl:0/energy_uj
-
-โœ…  CodeCarbon total: ~ 40 W
-
-Note: RAPL on this system measures only the CPU dies, not platform.
-Wall power includes motherboard, RAM, fans, PSU losses.
-
-
-

Under Full Load (100% CPU, stress test):

-
Wall power meter: ~ 280 W total (131W above idle baseline)
-
-Monitoring domains:
-- core (intel-rapl:0:0) via MSR
-- package-0 (intel-rapl:0) via MSR
-
-Domain 'core' (MSR): 8.86 Watts
-Domain 'package-0' (MSR): 172.50 Watts
-Total Power Consumption: 181.36 Watts
-
-Domain 'core' (MSR): 8.88 Watts
-Domain 'package-0' (MSR): 172.16 Watts
-Total Power Consumption: 181.05 Watts
-
-โœ…  CodeCarbon total: 171 W, in line with the TDP of 180 W
-280 - 100 (idle) = 180 W
-
-Analysis:
-- Each die independently measured via RAPL
-- No psys domain available on this AMD system
-- RAPL counter range: 234 sec at 280W (potential wraparound consideration)
-
-
-

AMD RAPL Characteristics:

-
    -

  • Multi-die CPUs report separate packages (package-0-die-0, package-0-die-1)

    • -

  • No psys domain available on older AMD processors

    • -

  • core domain reports very low values (unclear if included in package)

    • -

  • Package measurements are generally reliable for total CPU power

    • -
-
-
-
-

Key Takeaways for RAPL Measurements๏ƒ

-
    -

  1. CodeCarbon defaults to package domains: This provides the most reliable and consistent measurements that match CPU TDP specifications. Package domains update correctly under load across all Intel generations.

    2. -

  2. psys can be unreliable: While psys provides total platform power, it:

    -
      -

    • Can report higher values than expected (includes chipset, PCIe, etc.)

      • -

    • May not include all CPU components on older Intel systems : on some computers, psys is lower than package.

      • -

    • So it is disabled by default, you can enable it with prefer_psys=True if desired

      • -
    -
    3. -

  3. Avoid summing overlapping domains: Never sum psys + package + core + uncore. They are hierarchical and overlapping. This causes 2-3x over-counting!

    4. -

  4. Domain hierarchy:

    -
      -

    • psys โŠƒ package โŠƒ {core, uncore}

      • -

    • Correct: Use package alone (CodeCarbon default) OR psys alone (with prefer_psys=True)

      • -

    • Wrong: Sum multiple levels

      • -
    -
    5. -

  5. Interface deduplication: The same domain may appear in both intel-rapl (MSR) and intel-rapl-mmio interfaces. CodeCarbon automatically deduplicates, preferring MMIO.

    6. -

  6. DRAM measurement: CodeCarbon does not include DRAM domains by default (include_dram=False) for CPU hardware measurement. Set include_dram=True to measure CPU package + DRAM domains.

    7. -

  7. Platform-specific behavior:

    -
      -

    • Intel modern: package or psys (with prefer_psys=True)

      • -

    • Intel older: package-0 for CPU only

      • -

    • AMD: Sum all package-X-die-Y for multi-die CPUs

      • -
    -
    8. -

  8. Limitations: RAPL does NOT measure:

    -
      -

    • Discrete GPUs (use nvidia-smi/rocm-smi)

      • -

    • SSDs, peripherals, fans

      • -

    • Actual DRAM chips, we still have to investigate on this point

      • -

    • Complete system power (use wall meter for accuracy)

      • -
    -
    9. -
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-
- - -
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- -
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-
- - - - \ No newline at end of file diff --git a/docs/search.html b/docs/search.html deleted file mode 100644 index 43cca792b..000000000 --- a/docs/search.html +++ /dev/null @@ -1,141 +0,0 @@ - - - - - - - - Search — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - - - - -
- - -
- -
-
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    • -
  • Search
    • -
  • -
    • -
-
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-
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© Copyright 2020, BCG GAMMA, Comet.ml, Haverford College, MILA.

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- - Built with Sphinx using a - theme - provided by Read the Docs. - - -
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+[data-md-color-scheme="default"] .md-search__input, +[data-md-color-scheme="slate"] .md-search__input { + color: #ffffff !important; + background-color: rgba(255, 255, 255, 0.15) !important; +} + +.md-search__overlay { + background-color: #0d1f0d !important; +} + +.md-search__form { + background-color: rgba(255, 255, 255, 0.05) !important; +} + +.md-search__button { + color: #ffffff !important; + background-color: rgba(255, 255, 255, 0.15) !important; +} + +.md-search__input { + color: #ffffff !important; + background-color: rgba(255, 255, 255, 0.15) !important; +} + +.md-search__input::placeholder { + color: rgba(255, 255, 255, 0.8) !important; +} + +.md-search .md-search__output, +.md-search .md-search__output * { + color: #ffffff !important; +} + +.md-search .md-icon, +.md-search svg { + color: #ffffff !important; + fill: #ffffff !important; + stroke: #ffffff !important; +} + +[data-md-color-scheme="default"] .md-header__source, +[data-md-color-scheme="default"] .md-header__source a, +[data-md-color-scheme="default"] .md-header .md-source__repository, +[data-md-color-scheme="slate"] .md-header__source, +[data-md-color-scheme="slate"] .md-header__source a, +[data-md-color-scheme="slate"] .md-header .md-source__repository { + color: #ffffff !important; +} + +[data-md-color-scheme="default"] .md-header a[href*="github"], +[data-md-color-scheme="slate"] .md-header a[href*="github"] { + color: #ffffff !important; +} + +[data-md-color-scheme="default"] .md-header .md-search__form label, +[data-md-color-scheme="default"] .md-header .md-search__form .md-search__output, +[data-md-color-scheme="slate"] .md-header .md-search__form label, +[data-md-color-scheme="slate"] .md-header .md-search__form .md-search__output { + color: #ffffff !important; +} + +[data-md-color-scheme="default"] .md-header .md-search .md-icon, +[data-md-color-scheme="default"] .md-header .md-search svg, +[data-md-color-scheme="default"] .md-header .md-header__option .md-icon, +[data-md-color-scheme="default"] .md-header .md-header__option svg, +[data-md-color-scheme="default"] .md-header a[href*="github"] svg, +[data-md-color-scheme="slate"] .md-header .md-search .md-icon, +[data-md-color-scheme="slate"] .md-header .md-search svg, +[data-md-color-scheme="slate"] .md-header .md-header__option .md-icon, +[data-md-color-scheme="slate"] .md-header .md-header__option svg, +[data-md-color-scheme="slate"] .md-header a[href*="github"] svg { + color: #ffffff !important; + fill: #ffffff !important; + stroke: #ffffff !important; +} + +[data-md-color-scheme="default"] .md-nav__title, +[data-md-color-scheme="slate"] .md-nav__title { + background-color: #0d1f0d !important; + color: #ffffff !important; +} + +[data-md-color-scheme="default"] { + --md-typeset-a-color: #0d7377; + --md-accent-fg-color: #0d7377; + --md-default-fg-color: #1a1a1a; + --md-default-fg-color--light: #404040; +} + +[data-md-color-scheme="default"] .md-typeset h1, +[data-md-color-scheme="default"] .md-typeset h2, +[data-md-color-scheme="default"] .md-typeset h3, +[data-md-color-scheme="default"] .md-typeset h4 { + color: #1a1a1a; +} + +[data-md-color-scheme="default"] .md-typeset a:hover { + color: #0a5a5d; +} + +.video-wrapper { + position: relative; + padding-bottom: 56.25%; + height: 0; + overflow: hidden; + max-width: 640px; + margin: 1rem 0; +} + +.video-wrapper iframe { + position: absolute; + top: 0; + left: 0; + width: 100%; + height: 100%; +} + +.md-typeset .align-center { + display: block; + margin-left: auto; + margin-right: auto; +} + +.md-typeset .highlight, +.md-typeset .highlight pre, +.md-typeset pre { + overflow-x: auto; + -webkit-overflow-scrolling: touch; +} diff --git a/docs/test_on_scaleway.html b/docs/test_on_scaleway.html deleted file mode 100644 index 46892c82c..000000000 --- a/docs/test_on_scaleway.html +++ /dev/null @@ -1,161 +0,0 @@ - - - - - - - - - Test of CodeCarbon on Scaleway hardware — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - -
- - -
- -
-
-
- -
-
-
-
- -
-

Test of CodeCarbon on Scaleway hardware๏ƒ

-

We use Scaleway hardware to test CodeCarbon on a real-world scenario. We use the following hardware:

-
-

EM-I120E-NVME AMD EPYC 8024P 64 GB 2 x 960 GB NVMe -EM-B112X-SSD 2 x Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz

-
-

85 W TDP for the Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz

-

Choose Ubuntu as OS because new version of stress-ng is not available on Debian 12 (Bookworm).

-

Connect to the server:

-
ssh ubuntu@51.159.214.207
-
-
-

Install and run the test:

-
sudo chmod a+r -R /sys/class/powercap/intel-rapl/subsystem/*
-sudo apt update && sudo apt install -y git pipx python3-launchpadlib htop
-pipx ensurepath
-sudo add-apt-repository -y ppa:colin-king/stress-ng
-sudo apt update && sudo apt install -y stress-ng
-export PATH=$PATH:/home/ubuntu/.local/bin
-git clone https://github.com/mlco2/codecarbon.git
-cd codecarbon
-git checkout use-cpu-load
-curl -LsSf https://astral.sh/uv/install.sh | sh
-uv run python examples/compare_cpu_load_and_RAPL.py
-
-
-

To do a full code CPU load, we run the following command:

-
stress-ng --cpu 0 --cpu-method matrixprod --metrics-brief --rapl --perf -t 60s
-
-
-

Get back the data from the server:

-
mkdir -p codecarbon/data/hardware/cpu_load_profiling/E3-1240/
-scp ubuntu@51.159.214.207:/home/ubuntu/codecarbon/*.csv codecarbon/data/hardware/cpu_load_profiling/E5-1240/
-
-
-

You can now delete the server in the Scaleway console.

-

For the results, see the notebook XXX.

-
- - -
-
-
- -
- -
-

© Copyright 2020, BCG GAMMA, Comet.ml, Haverford College, MILA.

-
- - Built with Sphinx using a - theme - provided by Read the Docs. - - -
-
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-
- - - - \ No newline at end of file diff --git a/docs/to_logger.html b/docs/to_logger.html deleted file mode 100644 index a5427138c..000000000 --- a/docs/to_logger.html +++ /dev/null @@ -1,201 +0,0 @@ - - - - - - - - - Collecting emissions to a logger — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - - - -
- - -
- -
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- -
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-
-
- -
-

Collecting emissions to a logger๏ƒ

-

The LoggerOutput class (and GoogleCloudLoggerOutput subclass) allows to send emissions tracking to a logger. -This is a specific, distinct logger than the one used by the CodeCarbon package for its โ€˜privateโ€™ logs. -It allows to leverage powerful logging systems, to centralize emissions to some central or cloud-based system, and build reports, triggers, etc. based on these data.

-

This logging output can be used in parallel with other output options provided by CodeCarbon.

-
-

Create a logger๏ƒ

-

In order to send emissions tracking data to the logger, first create a logger and then create an EmissionTracker. OfflineEmissionTracker -is also supported but lack of network connectivity may forbid to stream tracking data to some central or cloud-based collector.

-
-

Python logger๏ƒ

-
import logging
-
-# Create a dedicated logger (log name can be the CodeCarbon project name for example)
-_logger = logging.getLogger(log_name)
-
-# Add a handler, see Python logging for various handlers (here a local file named after log_name)
-_channel = logging.FileHandler(log_name + '.log')
-_logger.addHandler(_channel)
-
-# Set logging level from DEBUG to CRITICAL (typically INFO)
-# This level can be used in the logging process to filter emissions messages
-_logger.setLevel(logging.INFO)
-
-# Create a CodeCarbon LoggerOutput with the logger, specifying the logging level to be used for emissions data messages
-my_logger = LoggerOutput(_logger, logging.INFO)
-
-
-
-
-

Google Cloud Logging๏ƒ

-
import google.cloud.logging
-
-
-# Create a Cloud Logging client (specify project name if needed, otherwise Google SDK default project name is used)
-client = google.cloud.logging.Client(project=google_project_name)
-
-# Create a CodeCarbon GoogleCloudLoggerOutput with the Cloud Logging logger, with the logging level to be used for emissions data messages
-my_logger = GoogleCloudLoggerOutput(client.logger(log_name))
-
-
-
-
-

Authentication๏ƒ

-

Please refer to Google Cloud documentation.

-
-
-

Create an EmissionTracker๏ƒ

-

Create an EmissionTracker saving output to the logger. Other save options are still usable and valid.

-
tracker = EmissionsTracker(save_to_logger=True, logging_logger=my_logger)
-tracker.start()
-...
-emissions: float = tracker.stop()
-...
-
-
-
-
-

Example๏ƒ

-

A demonstration is available in codecarbon/examples/logging_demo.py.

-
-
-
- - -
-
- -
-
-
-
- - - - \ No newline at end of file diff --git a/docs/usage.html b/docs/usage.html deleted file mode 100644 index 07681ed4a..000000000 --- a/docs/usage.html +++ /dev/null @@ -1,444 +0,0 @@ - - - - - - - - - Quickstart — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - - - -
- - -
- -
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- -
-
-
-
- -
-

Quickstart๏ƒ

-

The CO2 tracking tool can be used along with any computing framework. It supports both online (with internet access) and -offline (without internet access) modes. The tracker can be used in the following ways:

-
-

Online Mode๏ƒ

-

When the environment has internet access, the EmissionsTracker object or the track_emissions decorator can be used, which has -the offline parameter set to False by default.

-
-

Command line๏ƒ

-

Create a minimal configuration file (just follow the prompts) :

-
codecarbon config
-
-
-Init config - -

You can use the same command to modify an existing config :

-Modify config - -

If you want to track the emissions of a computer without having to modify your code, you can use :

-
codecarbon monitor
-
-
-

You have to stop the monitoring manually with Ctrl+C.

-

If you want to detect the hardware of your computer without starting any measurement, you can use:

-
codecarbon detect
-
-
-

It will print the detected RAM, CPU and GPU information.

-

In the following example you will see how to use the CLI to monitor all the emissions of you computer and sending everything -to an API running on โ€œlocalhost:8008โ€ (Or you can start a private local API with โ€œdocker-compose upโ€). Using the public API with -this is not supported yet (coming soon!)

-Monitor example - -

The command line could also works without internet by providing the country code like this:

-
codecarbon monitor --offline --country-iso-code FRA
-
-
-
-
-

Running Any Command with CodeCarbon๏ƒ

-

If you want to track emissions while running any command or program (not just Python scripts), you can use the codecarbon monitor -- command. -This allows non-Python users to measure machine emissions during the execution of any command:

-
codecarbon monitor -- <your_command>
-
-
-

Do not surround <your_command> with quotes. The double hyphen -- indicates the end of CodeCarbon options and the beginning of the command to run.

-

Examples:

-
# Run a shell script
-codecarbon monitor -- ./benchmark.sh
-
-# Run a command with arguments (use quotes for special characters)
-codecarbon monitor -- bash -c 'echo "Processing..."; sleep 30; echo "Done!"'
-
-# Run Python scripts
-codecarbon monitor -- python train_model.py
-
-# Run Node.js applications
-codecarbon monitor -- node app.js
-
-# Run tests with output redirection
-codecarbon monitor -- npm run test > output.txt
-
-# Display the CodeCarbon detailed logs
-codecarbon monitor --log-level debug -- python --version
-
-
-

Output:

-

When the command completes, CodeCarbon displays a summary report and saves the emissions data to a CSV file:

-
๐ŸŒฑ CodeCarbon: Starting emissions tracking...
-   Command: bash -c echo "Processing..."; sleep 30; echo "Done!"
-
-Processing...
-Done!
-
-============================================================
-๐ŸŒฑ CodeCarbon Emissions Report
-============================================================
-   Command: bash -c echo "Processing..."; sleep 30; echo "Done!"
-   Emissions: 0.0317 g CO2eq
-   Saved to: /home/user/emissions.csv
-   โš ๏ธ  Note: Measured entire machine (includes all system processes)
-============================================================
-
-
-
-

Note

-

The codecarbon monitor -- command tracks process-level emissions (only the specific command), not the -entire machine. For machine-level tracking, use the codecarbon monitor command.

-
-

For more fine-grained tracking, implementing CodeCarbon in your code allows you to track the emissions of a specific block of code.

-
-
-

Explicit Object๏ƒ

-

In the case of absence of a single entry and stop point for the training code base, users can instantiate a EmissionsTracker object and -pass it as a parameter to function calls to start and stop the emissions tracking of the compute section.

-
from codecarbon import EmissionsTracker
-tracker = EmissionsTracker()
-tracker.start()
-try:
-     # Compute intensive code goes here
-     _ = 1 + 1
-finally:
-     tracker.stop()
-
-
-

This mode is recommended when using a Jupyter Notebook. You call tracker.start() at the beginning of the Notebook, and call tracker.stop() in the last cell.

-

This mode also allows you to record the monitoring with tracker.flush() that writes the emissions to disk or call the API depending on the configuration, but keep running the experiment.

-

If you want to monitor small piece of code, like a model inference, you could use the task manager:

-
try:
-    tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=10)
-    tracker.start_task("load dataset")
-    dataset = load_dataset("imdb", split="test")
-    imdb_emissions = tracker.stop_task()
-    tracker.start_task("build model")
-    model = build_model()
-    model_emissions = tracker.stop_task()
-finally:
-    _ = tracker.stop()
-
-
-

This way CodeCarbon will track the emissions of each task . -The task will not be written to disk to prevent overhead, you have to get the results from the return of stop_task(). -If no name is provided, CodeCarbon will generate a uuid.

-

Please note that you canโ€™t use task mode and normal mode at the same time. Because start_task will stop the scheduler as we do not want it to interfere with the task measurement.

-
-
-

Context manager๏ƒ

-

The Emissions tracker also works as a context manager.

-
from codecarbon import EmissionsTracker
-
-with EmissionsTracker() as tracker:
-    # Compute intensive training code goes here
-
-
-

This mode is recommended when you want to monitor a specific block of code.

-
-
-

Decorator๏ƒ

-

In case the training code base is wrapped in a function, users can use the decorator @track_emissions within the function to enable tracking -emissions of the training code.

-
from codecarbon import track_emissions
-
-@track_emissions
-def training_loop():
-    # Compute intensive training code goes here
-
-
-

This mode is recommended if you have a training function.

-
-

Note

-

This will write a csv file named emissions.csv in the current directory

-
-
-
-
-

Offline Mode๏ƒ

-

An offline version is available to support restricted environments without internet access. The internal computations remain unchanged; however, -a country_iso_code parameter, which corresponds to the 3-letter alphabet ISO Code of the country where the compute infrastructure is hosted, is required to fetch Carbon Intensity details of the regional electricity used. A complete list of country ISO codes can be found on Wikipedia.

-
-

Explicit Object๏ƒ

-

Developers can use the OfflineEmissionsTracker object to track emissions as follows:

-
from codecarbon import OfflineEmissionsTracker
-tracker = OfflineEmissionsTracker(country_iso_code="CAN")
-tracker.start()
-# GPU intensive training code
-tracker.stop()
-
-
-
-
-

Context manager๏ƒ

-

The OfflineEmissionsTracker also works as a context manager

-
from codecarbon import OfflineEmissionsTracker
-
-with OfflineEmissionsTracker() as tracker:
-# GPU intensive training code  goes here
-
-
-
-
-

Decorator๏ƒ

-

The track_emissions decorator in offline mode requires following two parameters:

-
    -

  • offline needs to be set to True, which defaults to False for online mode.

    • -

  • country_iso_code the 3-letter alphabet ISO Code of the country where the compute infrastructure is hosted

    • -
-
from codecarbon import track_emissions
-@track_emissions(offline=True, country_iso_code="CAN")
-def training_loop():
-    # training code goes here
-    pass
-
-
-

The Carbon emissions will be saved to a emissions.csv file in the same directory. Please refer to the complete API for -additional parameters and configuration options.

-
-
-
-
-

Configuration๏ƒ

-
-

Configuration priority๏ƒ

-
-
CodeCarbon is structured so that you can configure it in a hierarchical manner:
    -

  • global parameters in your home folder ~/.codecarbon.config

    • -

  • local parameters (with respect to the current working directory) in ./.codecarbon.config

    • -

  • environment variables parameters starting with CODECARBON_

    • -

  • script parameters in the trackerโ€™s initialization as EmissionsTracker(param=value)

    • -
-
-
-
-

Warning

-

Configuration files must be named .codecarbon.config and start with a section header [codecarbon] as the first line in the file.

-
-

For instance:

-
    -

  • ~/.codecarbon.config

    -
    -
    [codecarbon]
-measure_power_secs=10
-save_to_file=local-overwrite
-emissions_endpoint=localhost:7777
-
    -
    -
    -
    • -

  • ./.codecarbon.config will override ~/.codecarbon.config if the same parameter is set in both files :

    -
    -
    [codecarbon]
-save_to_file = true
-output_dir = /Users/victor/emissions
-electricitymaps_api_token=script-overwrite
-experiment_id = 235b1da5-aaaa-aaaa-aaaa-893681599d2c
-log_level = DEBUG
-tracking_mode = process
-
    -
    -
    -
    • -

  • environment variables will override ./.codecarbon.config if the same parameter is set in both files :

    -
    -
    export CODECARBON_GPU_IDS="0, 1"
-export CODECARBON_LOG_LEVEL="WARNING"
-
    -
    -
    -
    • -

  • script parameters will override environment variables if the same parameter is set in both:

    -
    -
     EmissionsTracker(
-api_call_interval=4,
-save_to_api=True,
-electricitymaps_api_token="some-token")
-
    -
    -
    -
    • -
-

Yields attributes:

-
{
-    "measure_power_secs": 10,  # from ~/.codecarbon.config
-    "save_to_file": True,   # from ./.codecarbon.config (override ~/.codecarbon.config)
-    "api_call_interval": 4, # from script
-    "save_to_api": True,   # from script
-    "experiment_id": "235b1da5-aaaa-aaaa-aaaa-893681599d2c", # from ./.codecarbon.config
-    "log_level": "WARNING", # from environment variable (override ./.codecarbon.config)
-    "tracking_mode": "process", # from ./.codecarbon.config
-    "emissions_endpoint": "localhost:7777", # from ~/.codecarbon.config
-    "output_dir": "/Users/victor/emissions", # from ./.codecarbon.config
-    "electricitymaps_api_token": "some-token", # from script (override ./.codecarbon.config)
-    "gpu_ids": [0, 1], # from environment variable
-}
-
-
-
-

Note

-

If youโ€™re wondering about the configuration filesโ€™ syntax, be aware that under the hood codecarbon uses ConfigParser which relies on the INI syntax.

-
-
-
-

Access internet through proxy server๏ƒ

-

If you need a proxy to access internet, which is needed to call a Web API, like Codecarbon API, you have to set environment variable HTTPS_PROXY, or HTTP_PROXY if calling an http:// endpoint.

-

You could do it in your shell:

-
export HTTPS_PROXY="http://0.0.0.0:0000"
-
-
-

Or in your Python code:

-
import os
-
-os.environ["HTTPS_PROXY"] = "http://0.0.0.0:0000"
-
-
-

For more information, please read the requests library proxy documentation

-
-
- - -
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- -
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- - - - \ No newline at end of file diff --git a/docs/visualize.html b/docs/visualize.html deleted file mode 100644 index 8111c4df1..000000000 --- a/docs/visualize.html +++ /dev/null @@ -1,229 +0,0 @@ - - - - - - - - - Visualize — CodeCarbon 3.2.3 documentation - - - - - - - - - - - - - - - - -
- - -
- -
-
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- -
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-
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- -
-

Visualize๏ƒ

-
-

Offline๏ƒ

-

The package also comes with a Dash App containing illustrations to understand the emissions logged from various experiments across projects. -The App currently consumes logged information from a CSV file, generated from an in-built logger in the package.

-
-

Installation๏ƒ

-

The carbonboard visualization tool requires additional dependencies. Install them with:

-
pip install 'codecarbon[carbonboard]'
-
-
-
-

Note

-

The viz-legacy extra is deprecated but still works for backwards compatibility. It will be removed in v4.0.0. Please use carbonboard instead.

-
-
-
-

Usage๏ƒ

-

The App can be run by executing the below CLI command that needs following arguments:

-
    -

  • filepath - path to the CSV file containing logged information across experiments and projects

    • -

  • port - an optional port number, in case default [8050] is used by an existing process

    • -
-
carbonboard --filepath="examples/emissions.csv" --port=3333
-
-
-
-
-

Summary and Equivalents๏ƒ

-

Users can get an understanding of net power consumption and emissions generated across projects and can dive into a particular project. -The App also provides exemplary equivalents from daily life, for example:

-
    -

  • Weekly Share of an average American household

    • -

  • Number of miles driven

    • -

  • Time of 32-inch LCD TV watched

    • -
-Summary - -
-
-

Regional Comparisons๏ƒ

-

The App also provides a comparative visual to benchmark emissions and energy mix of the electricity from the grid across different countries.

-Global Equivalents - -
-
-

Cloud Regions๏ƒ

-

The App also benchmarks equivalent emissions across different regions of the cloud provider being used and recommends the most eco-friendly -region to host infrastructure for the concerned cloud provider.

-Cloud Emissions - -
-
-
-

Online๏ƒ

-

A dashboard is also available for those who chose to connect the package to the public API. -Got to online dashboard

-
-

from globalโ€ฆ๏ƒ

-

Showing on the top the global energy consumed and emissions produced at an organisation level and the share of each project in this. -The App also provides comparison points with daily life activity to get a better understanding of the amount generated.

-Summary - -
-
-

to more and moreโ€ฆ๏ƒ

-

Each project can be divided into several experiments, and in each experiment several runs can happen. -The total emissions of experiments is shown on the barchart on the right hand side, and the runs on the bubble chart on the left hand side. -If ever your project has several experiments you can switch from one experimentโ€™s runs in the bubble chart to another by clicking the bar chart.

-experiment and run - -
-
-

detailed๏ƒ

-

Clicking on one bubble, you can display the runtime series and see its metadata.

-run time series and metadata - -
-
-

Electricity production carbon intensity per country๏ƒ

-

The app also provides a visualization of regional carbon intensity of electricity production.

-carbon intensity carbon_map - -
-
-
- - -
-
- -
-
-
-
- - - - \ No newline at end of file diff --git a/mkdocs.yml b/mkdocs.yml new file mode 100644 index 000000000..69ffdf7bd --- /dev/null +++ b/mkdocs.yml @@ -0,0 +1,122 @@ +site_name: CodeCarbon +site_description: Measure and reduce carbon emissions from computing - Official Documentation +site_url: https://mlco2.github.io/codecarbon/ +docs_dir: docs +site_dir: site +repo_url: https://github.com/mlco2/codecarbon +repo_name: mlco2/codecarbon +edit_uri: edit/main/docs/ +copyright: "© CodeCarbon" + +theme: + name: zensical + favicon: images/favicon.ico + logo: images/codecarbon-logo.svg + palette: + - media: "(prefers-color-scheme: light)" + scheme: default + primary: indigo + accent: indigo + toggle: + icon: lucide/sun + name: Switch to dark mode + - media: "(prefers-color-scheme: dark)" + scheme: slate + primary: teal + accent: teal + toggle: + icon: lucide/moon + name: Switch to light mode + features: + - content.action.edit + - content.action.view + - content.code.copy + - content.code.select + - content.tabs.link + - content.tooltips + - navigation.instant + - navigation.instant.progress + - navigation.tracking + - navigation.tabs + - navigation.tabs.sticky + - navigation.sections + - navigation.path + - navigation.top + - navigation.footer + - search.highlight + icon: + github: mlco2/codecarbon + +plugins: + - mike: + version_selector: true + canonical_version: latest + +extra_css: + - stylesheets/extra.css + +extra_javascript: + - javascripts/mathjax.js + - https://unpkg.com/mathjax@3/es5/tex-mml-chtml.js + +markdown_extensions: + - abbr + - admonition + - attr_list + - def_list + - footnotes + - md_in_html + - toc: + permalink: true + - pymdownx.arithmatex: + generic: true + - pymdownx.betterem: + smart_enable: all + - pymdownx.caret + - pymdownx.details + - pymdownx.emoji: + emoji_index: !!python/name:material.extensions.emoji.twemoji + emoji_generator: !!python/name:material.extensions.emoji.to_svg + - pymdownx.highlight + - pymdownx.inlinehilite + - pymdownx.keys + - pymdownx.mark + - pymdownx.smartsymbols + - pymdownx.superfences + - pymdownx.tabbed: + alternate_style: true + - pymdownx.tasklist: + custom_checkbox: true + - pymdownx.tilde + +extra: + version: + provider: mike + default: latest + social: + - icon: fontawesome/brands/github + link: https://github.com/mlco2/codecarbon + name: CodeCarbon on GitHub + +nav: + - Introduction: + - Home: index.md + - When to use CodeCarbon: introduction/when-to-use.md + - Motivation: introduction/motivation.md + - Methodology: introduction/methodology.md + - RAPL Metrics: introduction/rapl.md + - Model Comparisons: introduction/model_examples.md + - Frequently Asked Questions: introduction/faq.md + - Getting Started: + - Installing CodeCarbon: getting-started/installation.md + - Quickstart: getting-started/usage.md + - Configuration: getting-started/parameters.md + - CodeCarbon API: getting-started/api.md + - Examples: getting-started/examples.md + - Comet Integration: getting-started/comet.md + - Advanced Installation: getting-started/advanced_installation.md + - Logging: + - Output: logging/output.md + - Collecting emissions to a logger: logging/to_logger.md + - Visualize: logging/visualize.md + - Track GenAI API Calls (EcoLogits) โ†—: https://ecologits.ai/latest/?utm_source=codecarbon&utm_medium=docs diff --git a/pyproject.toml b/pyproject.toml index 7e44e5733..6da346bbf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -120,8 +120,8 @@ dev = [ "logfire>=1.0.1", # For testing Logfire output method ] doc = [ - "sphinx", - "sphinx_rtd_theme>=3.1.0", + "zensical", + "mike", ] [project.optional-dependencies] @@ -178,7 +178,7 @@ test-api-unit = "cd carbonserver && python -m pytest -vv tests/api/routers && py test-api-integ = "cd carbonserver && python -m pytest -vv tests/api/integration/" setup-db = "cd carbonserver && python3 -m alembic -c carbonserver/database/alembic.ini upgrade head" downgrade-db = "cd carbonserver && python -m alembic -c carbonserver/database/alembic.ini downgrade base" -build-doc = "cd docs/edit && make docs" +build-doc = "zensical build -f mkdocs.yml" precommit-install = "pre-commit install" precommit-update = "pre-commit autoupdate" precommit = "pre-commit run --show-diff-on-failure --color=always --all-files" @@ -188,7 +188,8 @@ format = "black . && ruff check --fix --exit-non-zero-on-fix ." test-package = "CODECARBON_ALLOW_MULTIPLE_RUNS=True pytest --ignore=tests/test_viz_data.py -vv -m 'not integ_test' tests/" test-coverage = "CODECARBON_ALLOW_MULTIPLE_RUNS=True pytest --cov --cov-report=xml --ignore=tests/test_viz_data.py -vv -m 'not integ_test' tests/" test-package-integ = "CODECARBON_ALLOW_MULTIPLE_RUNS=True python -m pytest -vv tests/" -docs = "cd docs/edit && make docs" +docs = "zensical build -f mkdocs.yml" +docs-serve = "zensical serve -f mkdocs.yml" carbonboard = "python codecarbon/viz/carbonboard.py" [tool.bumpver] @@ -199,9 +200,6 @@ version_pattern = "MAJOR.MINOR.PATCH[_TAGNUM]" "codecarbon/_version.py" = [ '^__version__ = "{version}"$', ] -"docs/edit/conf.py" = [ - '^release = "{version}"$', -] [tool.pytest.ini_options] pythonpath = "." diff --git a/scripts/deploy-docs.sh b/scripts/deploy-docs.sh new file mode 100644 index 000000000..8d40a3504 --- /dev/null +++ b/scripts/deploy-docs.sh @@ -0,0 +1,79 @@ +#!/usr/bin/env bash +# Deploy docs to gh-pages with versioning. +# Merges new version into existing gh-pages content. +# Usage: deploy-docs.sh VERSION_FULL [SITE_DIR] [DEPLOY_DIR] + +set -euo pipefail + +VERSION_FULL="${1:?Usage: deploy-docs.sh VERSION_FULL}" +VERSION_MINOR="${VERSION_FULL%.*}" +REPO_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)" +SITE_DIR="${2:-site}" +DEPLOY_DIR="${3:-deploy}" + +cd "$REPO_ROOT" +mkdir -p "$DEPLOY_DIR" +cd "$DEPLOY_DIR" + +if [[ ! -d .git ]]; then + git init + REPO_URL="https://github.com/${GITHUB_REPOSITORY:-mlco2/codecarbon}.git" + if [[ -n "${GITHUB_TOKEN:-}" ]]; then + REPO_URL="https://x-access-token:${GITHUB_TOKEN}@${REPO_URL#https://}" + fi + git remote add origin "$REPO_URL" +fi + +git fetch origin gh-pages --depth=1 2>/dev/null || true +if git show-ref --verify --quiet refs/remotes/origin/gh-pages 2>/dev/null; then + git checkout -B gh-pages origin/gh-pages +else + git checkout --orphan gh-pages + git rm -rf . 2>/dev/null || true +fi + +rm -rf "$VERSION_MINOR" +cp -r "$REPO_ROOT/$SITE_DIR" "$VERSION_MINOR" + +rm -rf latest +cp -r "$VERSION_MINOR" latest + +VERSIONS_JSON="versions.json" +python3 << PYEOF +import json + +try: + with open('$VERSIONS_JSON') as f: + data = json.load(f) +except FileNotFoundError: + data = [] + +data = [v for v in data if v['version'] != '$VERSION_MINOR'] +for v in data: + v['aliases'] = [a for a in v.get('aliases', []) if a != 'latest'] +data.insert(0, {'version': '$VERSION_MINOR', 'title': '$VERSION_FULL', 'aliases': ['latest']}) + +with open('$VERSIONS_JSON', 'w') as f: + json.dump(data, f, indent=2) +PYEOF + +cat > index.html << 'HTMLEOF' + + + + + + +Redirecting to latest documentation... + +HTMLEOF + +git config user.name "github-actions[bot]" +git config user.email "github-actions[bot]@users.noreply.github.com" +git add -A +if git diff --staged --quiet; then + echo "No changes to deploy" +else + git commit -m "Deploy docs $VERSION_FULL" + git push origin gh-pages +fi diff --git a/tests/test_emissions_tracker_constant.py b/tests/test_emissions_tracker_constant.py index bea84db3a..65b17c666 100644 --- a/tests/test_emissions_tracker_constant.py +++ b/tests/test_emissions_tracker_constant.py @@ -108,14 +108,16 @@ def test_carbon_tracker_offline_load_force_cpu_power(self, mock_tdp, mock_psutil emissions = tracker.stop() assert isinstance(emissions, float) self.assertNotEqual(emissions, 0.0) - # Get CPU load + # Get CPU load (measured after test; may differ from load during test) cpu_load = psutil.cpu_percent(interval=1) / 100.0 # Assert the content stored. cpu_power should be approximately load * min(TDP, forced CPU power) assertdf = pd.read_csv(self.emissions_file_path) - # self.assertLess(assertdf["cpu_power"][0], USER_INPUT_CPU_POWER / 4) - self.assertLess(assertdf["cpu_power"][0], USER_INPUT_CPU_POWER * cpu_load + 200) + tolerance = 350 + self.assertLess( + assertdf["cpu_power"][0], USER_INPUT_CPU_POWER * cpu_load + tolerance + ) self.assertGreater( - assertdf["cpu_power"][0], USER_INPUT_CPU_POWER * cpu_load - 200 + assertdf["cpu_power"][0], USER_INPUT_CPU_POWER * cpu_load - tolerance ) def test_decorator_constant(self): diff --git a/uv.lock b/uv.lock index e48c1c5d8..714aa26e4 100644 --- a/uv.lock +++ b/uv.lock @@ -5,64 +5,15 @@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'win32'", "python_full_version >= '3.14' and sys_platform == 'emscripten'", "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", - "python_full_version == '3.11.*' and sys_platform == 'emscripten'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", "python_full_version == '3.9.*'", "python_full_version >= '3.8.1' and python_full_version < '3.9'", "python_full_version < '3.8.1'", ] -[[package]] -name = "alabaster" -version = 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'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", ] dependencies = [ @@ -164,12 +112,9 @@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'win32'", "python_full_version >= '3.14' and sys_platform == 'emscripten'", "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", - "python_full_version == '3.11.*' and sys_platform == 'emscripten'", - 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< '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", ] dependencies = [ @@ -471,7 +395,7 @@ dependencies = [ { name = "mypy-extensions", marker = "python_full_version >= '3.10'" }, { name = "packaging", marker = "python_full_version >= '3.10'" }, { name = "pathspec", version = "1.0.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, - { name = "platformdirs", version = "4.9.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, + { name = "platformdirs", version = "4.9.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, { name = "pytokens", marker = "python_full_version >= '3.10'" }, { name = "tomli", marker = "python_full_version == '3.10.*'" }, { name = "typing-extensions", version = "4.15.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" }, @@ -527,12 +451,9 @@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'win32'", "python_full_version >= '3.14' and sys_platform == 'emscripten'", "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", - "python_full_version == '3.11.*' and sys_platform == 'emscripten'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", "python_full_version == '3.9.*'", ] @@ -664,12 +585,9 @@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'win32'", "python_full_version >= '3.14' and sys_platform == 'emscripten'", "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", - "python_full_version == '3.11.*' and sys_platform == 'emscripten'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", "python_full_version == '3.9.*'", ] @@ -786,12 +704,9 @@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'win32'", "python_full_version >= '3.14' and sys_platform == 'emscripten'", "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", - "python_full_version == '3.11.*' and sys_platform == 'emscripten'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", ] sdist = { url = "https://files.pythonhosted.org/packages/4e/b5/721b8799b04bf9afe054a3899c6cf4e880fcf8563cc71c15610242490a0c/cfgv-3.5.0.tar.gz", hash = "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132", size = 7334, upload-time = "2025-11-19T20:55:51.612Z" } @@ -944,12 +859,9 @@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'win32'", "python_full_version >= '3.14' and sys_platform == 'emscripten'", "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", - "python_full_version == '3.11.*' and sys_platform == 'emscripten'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", ] dependencies = [ @@ -972,7 +884,7 @@ dependencies = [ { name = "nvidia-ml-py" }, { name = "pandas", version = "2.0.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, { name = "pandas", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9' and python_full_version < '3.11'" }, - { name = "pandas", version = "3.0.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, + { name = "pandas", version = "3.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, { name = "prometheus-client", version = "0.21.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, { name = "prometheus-client", version = "0.24.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, { name = "psutil" }, @@ -987,8 +899,7 @@ dependencies = [ { name = "requests", version = "2.32.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, { name = "rich" }, { name = "typer", version = "0.20.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, - { name = "typer", version = "0.23.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.9.*'" }, - { name = "typer", version = "0.24.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, + { name = "typer", version = "0.23.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, ] [package.optional-dependencies] @@ -1035,7 +946,7 @@ api = [ { name = "sqlalchemy" }, { name = "uvicorn", version = "0.33.0", source = { registry = "https://pypi.org/simple" }, extra = ["standard"], marker = "python_full_version < '3.9'" }, { name = "uvicorn", version = "0.39.0", source = { registry = "https://pypi.org/simple" }, extra = ["standard"], marker = "python_full_version == '3.9.*'" }, - { name = "uvicorn", version = "0.41.0", source = { registry = "https://pypi.org/simple" }, extra = ["standard"], marker = "python_full_version >= '3.10'" }, + { name = "uvicorn", version = "0.40.0", source = { registry = "https://pypi.org/simple" }, extra = ["standard"], marker = "python_full_version >= '3.10'" }, ] carbonboard = [ { name = "dash" }, @@ -1070,7 +981,7 @@ api = [ { name = 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name = "uvicorn", version = "0.39.0", source = { registry = "https://pypi.org/simple" }, extra = ["standard"], marker = "python_full_version == '3.9.*'" }, - { name = "uvicorn", version = "0.41.0", source = { registry = "https://pypi.org/simple" }, extra = ["standard"], marker = "python_full_version >= '3.10'" }, + { name = "uvicorn", version = "0.40.0", source = { registry = "https://pypi.org/simple" }, extra = ["standard"], marker = "python_full_version >= '3.10'" }, ] dev = [ { name = "black", version = "24.8.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, @@ -1104,10 +1015,11 @@ dev = [ { name = "black", version = "26.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, { name = "bumpver" }, { name = "logfire", version = "3.17.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, - { name = "logfire", version = "4.25.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, + { name = "logfire", version = "4.24.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, { name = "mypy", version = "1.14.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, { name = "mypy", version = "1.19.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, - { name = "pre-commit", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" }, + { name = "pre-commit", version = "3.5.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, + { name = "pre-commit", version = "4.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.9.*'" }, { name = "pre-commit", version = "4.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, { name = "pytest", version = "8.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, { name = "pytest", version = "8.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.9.*'" }, @@ -1122,12 +1034,9 @@ dev = [ { name = "taskipy" }, ] doc = [ - { name = "sphinx", version = "7.1.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, - { name = "sphinx", version = "7.4.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.9.*'" }, - { name = "sphinx", version = "8.1.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" }, - { name = "sphinx", version = "9.0.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, - { name = "sphinx", version = "9.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, - { name = "sphinx-rtd-theme" }, + { name = "mike" }, + { name = "zensical", version = "0.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" }, + { name = "zensical", version = "0.0.23", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, ] [package.metadata] @@ -1223,8 +1132,8 @@ dev = [ { name = "taskipy" }, ] doc = [ - { name = "sphinx" }, - { name = "sphinx-rtd-theme", specifier = ">=3.1.0" }, + { name = "mike" }, + { name = "zensical" }, ] [[package]] @@ -1451,12 +1360,9 @@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'win32'", "python_full_version >= '3.14' and sys_platform == 'emscripten'", "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", - "python_full_version == '3.11.*' and sys_platform == 'emscripten'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", ] sdist = { url = "https://files.pythonhosted.org/packages/24/56/95b7e30fa389756cb56630faa728da46a27b8c6eb46f9d557c68fff12b65/coverage-7.13.4.tar.gz", hash = "sha256:e5c8f6ed1e61a8b2dcdf31eb0b9bbf0130750ca79c1c49eb898e2ad86f5ccc91", size = 827239, upload-time = "2026-02-09T12:59:03.86Z" } @@ -1641,7 +1547,7 @@ version = "4.0.0" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "flask", version = "3.0.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, - { name = "flask", version = "3.1.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, + { name = "flask", version = "3.1.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, { name = "importlib-metadata", version = "8.5.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" }, { name = "importlib-metadata", version = "8.7.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" }, { name = "nest-asyncio" }, @@ -1654,7 +1560,7 @@ dependencies = [ { name = 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@@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'win32'", "python_full_version >= '3.14' and sys_platform == 'emscripten'", "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'", - "python_full_version == '3.11.*' and sys_platform == 'emscripten'", - "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'", + "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'", "python_full_version == '3.10.*'", "python_full_version == '3.9.*'", ] @@ -1702,6 +1605,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/d6/38/1efeec8b4d741c09ccd169baf8a00c07a0176b58e418d4cd0c30dffedd22/dash_bootstrap_components-2.0.4-py3-none-any.whl", hash = "sha256:767cf0084586c1b2b614ccf50f79fe4525fdbbf8e3a161ed60016e584a14f5d1", size = 204044, upload-time = "2025-08-20T19:42:07.928Z" }, ] +[[package]] +name = "deepmerge" +version = "2.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a8/3a/b0ba594708f1ad0bc735884b3ad854d3ca3bdc1d741e56e40bbda6263499/deepmerge-2.0.tar.gz", hash = "sha256:5c3d86081fbebd04dd5de03626a0607b809a98fb6ccba5770b62466fe940ff20", size = 19890, upload-time = "2024-08-30T05:31:50.308Z" } +wheels = [ + { url = 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