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from fastapi import Depends, HTTPException, FastAPI
from fastapi.responses import FileResponse, Response
from fastapi.security import HTTPAuthorizationCredentials
from contextlib import asynccontextmanager
import uvicorn
from pathlib import Path
from random import shuffle
import io
from PIL import Image
import signal
from pypylon.pylon import TimeoutException
from time import sleep
# logging / timing
from timeit import default_timer
# custom packages
from BaslerCamera import BaslerCamera
from BaslerCameraThread import CameraThread
from utils import default_from_env, setup_logging, set_env_variable
# set_env_variable("LOGGING_LEVEL", "DEBUG") # FIXME: for debugging only
from utils_fastapi import setup_prometheus_metrics, default_fastapi_setup, AccessToken
from DataModels import (
BaslerCameraSettings,
BaslerCameraParams,
ImageParams,
BaslerCameraAtom,
OutputImageFormat,
get_not_none_values, ImageParams
)
from typing import Union
# set_env_variable("TEST_IMAGE", "./test_images") # FIXME: for debugging only
T_SLEEP = 1 / default_from_env("FRAMES_PER_SECOND", 10)
PIXEL_FORMAT = default_from_env("PIXEL_TYPE", None)
# create global camera instance
CAMERA: BaslerCamera = None
CAMERA_THREAD: CameraThread = None
# Setup logging
logger = setup_logging(__name__)
# lifespan
@asynccontextmanager
async def lifespan(app: FastAPI):
logger.info("Starting FastAPI ...")
yield
logger.info("Shutting down ...")
close_cameras()
# define endpoints
ENTRYPOINT_TEST = "/test"
ENTRYPOINT_TEST_IMAGE = ENTRYPOINT_TEST + "/image"
ENTRYPOINT_TEST_NEGATE = ENTRYPOINT_TEST + "/negate"
ENTRYPOINT_BASLER = "/basler"
ENTRYPOINT_TAKE_PHOTO = ENTRYPOINT_BASLER + "/take-photo"
ENTRYPOINT_CAMERA_INFO = ENTRYPOINT_BASLER + "/get-camera-info"
ENTRYPOINT_BASLER_CLOSE = ENTRYPOINT_BASLER + "/close"
# set up fastAPI
title = "BaslerCameraAdapter"
summary = "Minimalistic server providing a REST api to interact with a Basler camera."
description = """
This [*FastAPI*](https://fastapi.tiangolo.com/) server provides REST endpoints to connect to [*Basler*](https://www.baslerweb.com) cameras 📷 using the Python project [*pypylon*](https://pypi.org/project/pypylon/) which wraps the [*Pylon Camera Software Suite*](https://www2.baslerweb.com/en/downloads/software-downloads/) to python. Both, the *Pylon Camera Software Suite* and *pypylon* are officially maintained by *Basler*.
**This project is no official project of *Basler*.**
"""
contact = {
"name": "max-scw",
"url": "https://github.com/max-scw/BaslerCameraAdapter",
}
license_info = {
"name": "BSD 3-Clause License",
"url": "https://github.com/max-scw/BaslerCameraAdapter/blob/main/LICENSE",
}
# setup of fastAPI server
app = default_fastapi_setup(
title,
summary,
description,
license_info,
contact,
lifespan=lifespan,
root_path=default_from_env(["FASTAPI_ROOT_PATH", "ROOT_PATH"], None)
)
# set up /metrics endpoint for prometheus
EXECUTION_COUNTER, EXCEPTION_COUNTER, EXECUTION_TIMING = setup_prometheus_metrics(
app,
entrypoints_to_track=[
ENTRYPOINT_TAKE_PHOTO,
ENTRYPOINT_CAMERA_INFO
]
)
# ----- Interact with the Basler camera
def stop_camera_thread() -> bool:
CAMERA_THREAD.stop()
CAMERA_THREAD.join()
# reset
# CAMERA_THREAD = None
return True
def start_camera_thread(
camera,
exposure_time_microseconds: int = 0
) -> bool:
global CAMERA_THREAD
CAMERA_THREAD = CameraThread(camera, dt_sleep=T_SLEEP)
CAMERA_THREAD.start()
# wait for first image
sleep(max(((exposure_time_microseconds / 1e6 + 0.05), 0.1, T_SLEEP)))
return True
def get_basler_camera(params: BaslerCameraParams) -> BaslerCamera:
t1 = default_timer()
flag_create_camera = False
# "load" global variable
global CAMERA
if CAMERA is None:
logger.debug("No camera object exists yet.")
flag_create_camera = True
elif isinstance(CAMERA, BaslerCamera):
try:
if not CAMERA:
logger.debug("Camera not yet created and connected.")
flag_create_camera = True
elif any([vl != getattr(CAMERA, ky) for ky, vl in params.model_dump().items() if ky not in ["exposure_time", "exposure_time_microseconds"]]):
changed_params = {
ky: (vl, getattr(CAMERA, ky))
for ky, vl in params.model_dump().items() if vl != getattr(CAMERA, ky)
}
logger.debug(f"Parameter(s) differ: {changed_params}")
flag_create_camera = True
except Exception as ex:
logger.error(f"Retrieving the camera object failed with {ex}")
flag_create_camera = True
if flag_create_camera:
# disconnect camera if existing
if isinstance(CAMERA, BaslerCamera):
CAMERA.disconnect()
t2 = default_timer()
# create new instance
CAMERA = BaslerCamera(**params.model_dump())
t3 = default_timer()
logger.debug(f"Creating BaslerCamera object took {(t3 - t2) * 1000:.4g} ms")
# create camera
CAMERA.create_camera()
t4 = default_timer()
logger.debug(f"Creating a camera reference took {(t4 - t3) * 1000:.4g} ms")
# Connect to the camera
CAMERA.connect()
t5 = default_timer()
logger.debug(f"Connecting to camera took {(t5 - t4) * 1000:.4g} ms")
return CAMERA
def get_test_image() -> Union[Path, None]:
# get path to image or folder / name pattern
image_path = default_from_env("TEST_IMAGE", "/home/app/test")
logger.debug(f"Return test image: TEST_IMAGE={image_path}")
if image_path:
if isinstance(image_path, list):
images_ = [el for el in image_path if Path(el).is_file()]
else:
image_path = Path(image_path)
if image_path.is_dir():
images_ = image_path.glob("*")
else:
images_ = image_path.glob(image_path.name)
images = list(images_)
logger.debug(f"List of images: {', '.join([el.as_posix() for el in images])}")
# shuffle list
shuffle(images)
# return first image that exists
for p2img in images:
if p2img.is_file():
logger.debug(f"Return image: {p2img.as_posix()}")
return p2img
return None
def process_input_variables(
camera_params: BaslerCameraParams,
image_params: ImageParams
):
logger.debug(f"Process input variables: camera={camera_params}, image={image_params}")
# # add functionality to emulate a camera
# if camera_params.emulate_camera:
# camera_params.serial_number = None
# camera_params.ip_address = None
if camera_params.ip_address:
camera_params.ip_address = camera_params.ip_address.strip("'").strip('"')
if camera_params.subnet_mask:
camera_params.subnet_mask = camera_params.subnet_mask.strip("'").strip('"')
if (camera_params.pixel_format == "Undefined") and PIXEL_FORMAT:
camera_params.pixel_format = PIXEL_FORMAT
image_format = image_params.format.strip(".")
if image_format.lower() == "jpg":
image_format = "jpeg"
image_params.format = image_format
return camera_params, image_params
def get_camera(
camera_params: BaslerCameraParams,
image_params: ImageParams
) -> BaslerCamera:
# extract parameter for a CameraParameter object
t0 = default_timer()
cam_params = BaslerCameraParams(
**{ky: getattr(camera_params, ky) for ky in BaslerCameraParams.model_fields}
)
cam = get_basler_camera(cam_params)
if (camera_params.serial_number is None) and (camera_params.ip_address is None):
p2img = get_test_image()
if p2img is not None:
# PNG images are required for pypylon on linux
# convert image if it is the wrong format
if p2img.suffix.lower() != ".png":
# open image
img = Image.open(p2img)
# save as PNG
p2img = Path("./testimage.png")
img.save(p2img, format="PNG", quality=image_params.quality)
# set test picture to camera
cam.test_picture = p2img
logger.debug(f"Getting camera object took {(default_timer() - t0) * 1000:.4g} ms")
return cam
def take_picture(
camera_params: BaslerCameraParams = Depends(),
image_params: ImageParams = Depends(),
):
logger.debug(f"take_picture({camera_params}, {image_params})")
t0 = default_timer()
t = [("start", default_timer())]
camera_params, image_params = process_input_variables(camera_params, image_params)
t.append(("process_input_variables()", default_timer()))
cam = get_camera(camera_params, image_params)
t.append(("get_camera()", default_timer()))
t1 = default_timer()
image_array = None
if camera_params.acquisition_mode == "Continuous":
# initialize control variable
start_thread = False
global CAMERA_THREAD
if (CAMERA_THREAD is None) or \
(isinstance(CAMERA_THREAD, CameraThread) and not CAMERA_THREAD.is_alive()):
start_thread = True
elif cam != CAMERA_THREAD.camera:
logger.debug(f"Restart new camera thread ({cam})")
start_thread = True
# stop camera thread
stop_camera_thread()
if start_thread:
logger.debug(f"Starting new camera thread with {cam}.")
# start camera thread
start_camera_thread(cam, camera_params.exposure_time_microseconds)
# get image
try:
image_array, timestamp = CAMERA_THREAD.get_image()
except TimeoutException as ex:
stop_camera_thread()
logger.error(f"TimeoutException: CAMERA_THREAD.get_image() at {cam} with {ex}")
else:
try:
logger.debug(f"try cam.take_photo({camera_params.exposure_time_microseconds})")
image_array = cam.take_photo(camera_params.exposure_time_microseconds)
except TimeoutException as ex:
cam.reconnect()
logger.error(f"TimeoutException: cam.take_photo({camera_params.exposure_time_microseconds}) at {cam} with {ex}")
except Exception as ex:
cam.disconnect()
logger.error(f"Exception: cam.take_photo({camera_params.exposure_time_microseconds}) at {cam} with {ex}")
logger.debug(f"Taking a photo took {(default_timer() - t1) * 1000:.4g} ms")
t.append(("take photo", default_timer()))
if image_array is None:
logger.error(f"No image was retrieved from camera: {cam}")
raise HTTPException(400, "No image retrieved.")
# save image to an in-memory bytes buffer
im = Image.fromarray(image_array)
logger.debug(f"Image.size: {im.size}")
# crop image to region of interest (before rotating the image)
if (image_params.roi_left > 0) or (image_params.roi_right != 1) or (image_params.roi_top > 0) or (image_params.roi_bottom != 0):
dimensions = [image_params.roi_left, image_params.roi_top, image_params.roi_right, image_params.roi_bottom]
sz = im.size * 2
# to absolute dimensions
dimensions_abs = [
int(0 if d < 0 else d * s if d <= 1 else d)
for d, s in zip(dimensions, sz)
]
logger.debug(f"Cropping image to {dimensions_abs}.")
im = im.crop(dimensions_abs)
# add timing
t.append(("Crop image", default_timer()))
# rotate image
if image_params.rotation_angle != 0:
rotate_map = {
90: Image.ROTATE_90,
180: Image.ROTATE_180,
270: Image.ROTATE_270
}
if image_params.rotation_angle in rotate_map:
im = im.transpose(rotate_map[int(image_params.rotation_angle)])
else:
# general rotation
im = im.rotate(angle=image_params.rotation_angle, expand=image_params.rotation_expand)
logger.debug(f"Image.size (rotate={image_params.rotation_angle}, expand={image_params.rotation_expand}): {im.size}")
# add timing
t.append(("Rotate image", default_timer()))
# image to bytes
with io.BytesIO() as buf:
im.save(buf, format=image_params.format, quality=image_params.quality)
image_bytes = buf.getvalue()
t.append(("Convert bytes to PIL image", default_timer()))
diff = {t[i][0]: f"{(t[i][1] - t[i - 1][1]) * 1000:.4g} ms" for i in range(1, len(t))}
logger.info(
f"take_picture({camera_params}, {image_params}) took {(default_timer() - t0) * 1000:.4g} ms ({diff})."
)
return Response(
content=image_bytes,
media_type=f"image/{image_params.format}"
)
# ----- define entrypoints
@app.get(ENTRYPOINT_TAKE_PHOTO)
@EXECUTION_TIMING[ENTRYPOINT_TAKE_PHOTO].time()
@EXCEPTION_COUNTER[ENTRYPOINT_TAKE_PHOTO].count_exceptions()
def take_photo(
camera_params: BaslerCameraSettings = Depends(),
image_params: ImageParams = Depends(),
token = AccessToken
):
camera_params_ = BaslerCameraParams(
**get_not_none_values(camera_params),
)
# increment counter for /metrics endpoint
EXECUTION_COUNTER[ENTRYPOINT_TAKE_PHOTO].inc()
# function return
return take_picture(camera_params_, image_params)
@app.get(ENTRYPOINT_CAMERA_INFO)
# @EXECUTION_TIMING[ENTRYPOINT_CAMERA_INFO].time()
# @EXCEPTION_COUNTER[ENTRYPOINT_CAMERA_INFO].count_exceptions()
def get_camera_info(
camera_params: BaslerCameraAtom = Depends(),
token = AccessToken
):
with (EXECUTION_TIMING[ENTRYPOINT_CAMERA_INFO].time() and
EXCEPTION_COUNTER[ENTRYPOINT_CAMERA_INFO].count_exceptions()):
add_params = dict()
global CAMERA
if CAMERA is not None:
add_params = {
ky: getattr(CAMERA, ky) for ky in BaslerCameraParams.model_fields
if ky not in BaslerCameraAtom.model_fields
}
cam = get_basler_camera(
BaslerCameraParams(
**camera_params.model_dump(),
**add_params
)
)
# increment counter for /metrics endpoint
EXECUTION_COUNTER[ENTRYPOINT_CAMERA_INFO].inc()
# function return
return cam.get_camera_info()
@app.get(ENTRYPOINT_BASLER_CLOSE)
def close_cameras(token = AccessToken):
global CAMERA
if isinstance(CAMERA, BaslerCamera) and CAMERA.is_open:
logger.debug("Camera was open.")
CAMERA.disconnect()
CAMERA = None
global CAMERA_THREAD
if isinstance(CAMERA, CameraThread) and CAMERA_THREAD.is_alive():
logger.debug("Camera thread was open.")
stop_camera_thread()
# reset camera thread
CAMERA_THREAD = None
return True
# ----- TEST FUNCTIONS
@app.get(ENTRYPOINT_TEST_NEGATE)
def negate(boolean: bool, token = AccessToken):
# global COUNTER
EXECUTION_COUNTER[ENTRYPOINT_TEST_NEGATE].inc()
return not boolean
@app.get(ENTRYPOINT_TEST_IMAGE)
def return_test_image(token = AccessToken):
p2img = get_test_image()
if isinstance(p2img, Path):
return FileResponse(
p2img.as_posix(),
media_type=f"image/{p2img.suffix.strip('.')}"
)
else:
# return None otherwise
return None
# ---------- graceful stop
# Signal handler to ensure cleanup on kill signals
def signal_handler(signal, frame):
logger.info("Signal received, closing camera.")
close_cameras()
# Setup signal handlers
signal.signal(signal.SIGINT, signal_handler)
signal.signal(signal.SIGTERM, signal_handler)
if __name__ == "__main__":
try:
uvicorn.run(
app=app,
port=5050,
host="0.0.0.0",
access_log=True,
log_config=None, # Uses the logging configuration in the application
ssl_keyfile=default_from_env("SSL_KEYFILE", None), # "server.key"
ssl_certfile=default_from_env("SSL_CERTIFICATE", None), # "server.crt"
)
except Exception as ex:
close_cameras()
raise ex