diff --git a/pyproject.toml b/pyproject.toml index 70d4446..9155456 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -40,6 +40,10 @@ dev = [ "ruff>=0.4.0", "pyright>=1.1.360", ] +openai = ["openai>=1.0"] +voyage = ["voyageai>=0.3.0"] +gemini = ["google-genai>=1.0"] +cloud = ["openai>=1.0", "voyageai>=0.3.0", "google-genai>=1.0"] [build-system] requires = ["hatchling"] diff --git a/src/vecgrep/embedder.py b/src/vecgrep/embedder.py index 617793b..2f07463 100644 --- a/src/vecgrep/embedder.py +++ b/src/vecgrep/embedder.py @@ -1,8 +1,9 @@ -"""Local embedding with auto-detected backend (fastembed ONNX or sentence-transformers).""" +"""Embedding providers: local ONNX/torch + cloud (OpenAI, Voyage, Gemini) via BYOK.""" from __future__ import annotations import os +from abc import ABC, abstractmethod import numpy as np @@ -10,9 +11,9 @@ # Configuration — override via environment variables # --------------------------------------------------------------------------- -# Model to use. Default is the fine-tuned code search model. +# Model to use for the local backend. Default is the fine-tuned code search model. # Set VECGREP_MODEL=sentence-transformers/all-MiniLM-L6-v2 (or any HF model) -# to use a different model. +# to use a different model with the torch backend. # # Citation for default model: # isuruwijesiri. (2026). all-MiniLM-L6-v2-code-search-512 [Model]. @@ -20,7 +21,7 @@ DEFAULT_MODEL = "isuruwijesiri/all-MiniLM-L6-v2-code-search-512" MODEL_NAME = os.environ.get("VECGREP_MODEL", DEFAULT_MODEL) -# Backend to use for embedding. +# Backend to use for the local provider. # - "onnx" (default) — fastembed + ONNX Runtime, ~100ms startup, no PyTorch needed # - "torch" — sentence-transformers + PyTorch, ~2-3s startup, supports any HF model BACKEND = os.environ.get("VECGREP_BACKEND", "onnx").lower() @@ -32,43 +33,50 @@ "cpu": 64, } + # --------------------------------------------------------------------------- -# ONNX backend (fastembed) — default +# Abstract base # --------------------------------------------------------------------------- -_onnx_model = None +class EmbeddingProvider(ABC): + """Abstract base class for all embedding providers.""" -def _get_onnx_model(): - global _onnx_model - if _onnx_model is None: - from fastembed import TextEmbedding # type: ignore - from fastembed.common.model_description import ModelSource, PoolingType # type: ignore + @property + @abstractmethod + def name(self) -> str: + """Unique provider name (e.g. 'local', 'openai').""" - # Register the default model as a custom model so fastembed can fetch - # its ONNX files directly from HuggingFace. - if MODEL_NAME == DEFAULT_MODEL: - TextEmbedding.add_custom_model( - model=DEFAULT_MODEL, - pooling=PoolingType.MEAN, - normalization=True, - sources=ModelSource(hf=DEFAULT_MODEL), - dim=384, - model_file="onnx/model.onnx", - description="Fine-tuned MiniLM for semantic code search", - ) + @property + @abstractmethod + def model(self) -> str: + """Model identifier used for embeddings.""" + + @property + @abstractmethod + def dims(self) -> int: + """Embedding dimensionality.""" - _onnx_model = TextEmbedding(MODEL_NAME) - return _onnx_model + @property + def batch_size(self) -> int: + """Number of texts to embed per API call.""" + return 64 + + @abstractmethod + def embed(self, texts: list[str]) -> np.ndarray: + """Embed a list of texts, returning a float32 array of shape (N, dims).""" + + def _normalize(self, vecs: np.ndarray) -> np.ndarray: + """L2-normalize rows so cosine similarity equals dot product.""" + norms = np.linalg.norm(vecs, axis=1, keepdims=True) + norms = np.where(norms == 0, 1.0, norms) + return (vecs / norms).astype(np.float32) # --------------------------------------------------------------------------- -# Torch backend (sentence-transformers) — opt-in via VECGREP_BACKEND=torch +# Local provider (ONNX / torch) # --------------------------------------------------------------------------- -_torch_model = None -_torch_device: str | None = None - def _detect_device() -> str: """Return the best available compute device: cuda > mps > cpu.""" @@ -84,39 +92,314 @@ def _detect_device() -> str: return "cpu" -def _get_torch_model(): - global _torch_model, _torch_device - if _torch_model is None: - from sentence_transformers import SentenceTransformer # type: ignore +class LocalProvider(EmbeddingProvider): + """Local embeddings using fastembed (ONNX) or sentence-transformers (torch).""" + + def __init__(self) -> None: + self._onnx_model = None + self._torch_model = None + self._torch_device: str | None = None + + @property + def name(self) -> str: + return "local" + + @property + def model(self) -> str: + return MODEL_NAME + + @property + def dims(self) -> int: + return 384 + + @property + def batch_size(self) -> int: + return 64 + + def _get_onnx_model(self): + if self._onnx_model is None: + from fastembed import TextEmbedding # type: ignore + from fastembed.common.model_description import ModelSource, PoolingType # type: ignore + + if MODEL_NAME == DEFAULT_MODEL: + try: + TextEmbedding.add_custom_model( + model=DEFAULT_MODEL, + pooling=PoolingType.MEAN, + normalization=True, + sources=ModelSource(hf=DEFAULT_MODEL), + dim=384, + model_file="onnx/model.onnx", + description="Fine-tuned MiniLM for semantic code search", + ) + except ValueError: + # Model already registered in this process — safe to ignore + pass + self._onnx_model = TextEmbedding(MODEL_NAME) + return self._onnx_model + + def _get_torch_model(self): + if self._torch_model is None: + from sentence_transformers import SentenceTransformer # type: ignore + + self._torch_device = _detect_device() + self._torch_model = SentenceTransformer(MODEL_NAME, device=self._torch_device) + return self._torch_model + + def embed(self, texts: list[str]) -> np.ndarray: + if not texts: + return np.empty((0, self.dims), dtype=np.float32) + + if BACKEND == "torch": + model = self._get_torch_model() + device = self._torch_device or "cpu" + batch = _TORCH_BATCH_SIZE.get(device, 64) + vecs = model.encode( + texts, + batch_size=batch, + show_progress_bar=False, + convert_to_numpy=True, + ) + else: + model = self._get_onnx_model() + vecs = np.array(list(model.embed(texts))) + + return self._normalize(vecs) + + +# --------------------------------------------------------------------------- +# OpenAI provider +# --------------------------------------------------------------------------- + + +class OpenAIProvider(EmbeddingProvider): + """Cloud embeddings via OpenAI text-embedding-3-small (1536 dims).""" + + _MODEL = "text-embedding-3-small" + _DIMS = 1536 + + def __init__(self) -> None: + key = os.environ.get("VECGREP_OPENAI_KEY") + if not key: + raise RuntimeError( + "OpenAI provider requires VECGREP_OPENAI_KEY environment variable. " + "Set it to your OpenAI API key and retry." + ) + self._key = key + self._client = None + + @property + def name(self) -> str: + return "openai" + + @property + def model(self) -> str: + return self._MODEL + + @property + def dims(self) -> int: + return self._DIMS + + @property + def batch_size(self) -> int: + return 2048 # OpenAI supports up to 2048 inputs per request - _torch_device = _detect_device() - _torch_model = SentenceTransformer(MODEL_NAME, device=_torch_device) - return _torch_model + def _get_client(self): + if self._client is None: + try: + from openai import OpenAI # type: ignore + except ImportError as exc: + raise RuntimeError( + "openai package is required for OpenAI embeddings. " + "Install it with: pip install 'vecgrep[openai]'" + ) from exc + self._client = OpenAI(api_key=self._key) + return self._client + + def embed(self, texts: list[str]) -> np.ndarray: + if not texts: + return np.empty((0, self.dims), dtype=np.float32) + + client = self._get_client() + response = client.embeddings.create(model=self._MODEL, input=texts) + vecs = np.array([d.embedding for d in response.data], dtype=np.float32) + return self._normalize(vecs) # --------------------------------------------------------------------------- -# Public API +# Voyage AI provider # --------------------------------------------------------------------------- + +class VoyageProvider(EmbeddingProvider): + """Cloud embeddings via Voyage AI voyage-code-2 (1024 dims).""" + + _MODEL = "voyage-code-2" + _DIMS = 1024 + + def __init__(self) -> None: + key = os.environ.get("VECGREP_VOYAGE_KEY") + if not key: + raise RuntimeError( + "Voyage provider requires VECGREP_VOYAGE_KEY environment variable. " + "Set it to your Voyage AI API key and retry." + ) + self._key = key + self._client = None + + @property + def name(self) -> str: + return "voyage" + + @property + def model(self) -> str: + return self._MODEL + + @property + def dims(self) -> int: + return self._DIMS + + @property + def batch_size(self) -> int: + return 128 # Voyage AI recommended batch size + + def _get_client(self): + if self._client is None: + try: + import voyageai # type: ignore + except ImportError as exc: + raise RuntimeError( + "voyageai package is required for Voyage embeddings. " + "Install it with: pip install 'vecgrep[voyage]'" + ) from exc + self._client = voyageai.Client(api_key=self._key) + return self._client + + def embed(self, texts: list[str]) -> np.ndarray: + if not texts: + return np.empty((0, self.dims), dtype=np.float32) + + client = self._get_client() + result = client.embed(texts, model=self._MODEL, input_type="query") + vecs = np.array(result.embeddings, dtype=np.float32) + return self._normalize(vecs) + + +# --------------------------------------------------------------------------- +# Gemini provider +# --------------------------------------------------------------------------- + + +class GeminiProvider(EmbeddingProvider): + """Cloud embeddings via Google Gemini gemini-embedding-001 (3072 dims). + + Uses the google-genai SDK (install with: pip install 'vecgrep[gemini]'). + """ + + _MODEL = "gemini-embedding-001" + _DIMS = 3072 + + def __init__(self) -> None: + key = os.environ.get("VECGREP_GEMINI_KEY") + if not key: + raise RuntimeError( + "Gemini provider requires VECGREP_GEMINI_KEY environment variable. " + "Set it to your Google Gemini API key and retry." + ) + self._key = key + self._client = None + + @property + def name(self) -> str: + return "gemini" + + @property + def model(self) -> str: + return self._MODEL + + @property + def dims(self) -> int: + return self._DIMS + + @property + def batch_size(self) -> int: + return 100 # Gemini batch limit + + def _get_client(self): + if self._client is None: + try: + from google import genai # type: ignore + except ImportError as exc: + raise RuntimeError( + "google-genai package is required for Gemini embeddings. " + "Install it with: pip install 'vecgrep[gemini]'" + ) from exc + self._client = genai.Client(api_key=self._key) + return self._client + + def embed(self, texts: list[str]) -> np.ndarray: + if not texts: + return np.empty((0, self.dims), dtype=np.float32) + + client = self._get_client() + embeddings = [] + for text in texts: + result = client.models.embed_content( + model=self._MODEL, + contents=text, + ) + embeddings.append(result.embeddings[0].values) + + vecs = np.array(embeddings, dtype=np.float32) + return self._normalize(vecs) + + +# --------------------------------------------------------------------------- +# Registry and factory +# --------------------------------------------------------------------------- + +PROVIDER_REGISTRY: dict[str, type[EmbeddingProvider]] = { + "local": LocalProvider, + "openai": OpenAIProvider, + "voyage": VoyageProvider, + "gemini": GeminiProvider, +} + + +def get_provider(name: str) -> EmbeddingProvider: + """Instantiate and return an embedding provider by name. + + Args: + name: One of 'local', 'openai', 'voyage', 'gemini'. + + Raises: + ValueError: If the provider name is not recognised. + RuntimeError: If required env var / package is missing. + """ + cls = PROVIDER_REGISTRY.get(name) + if cls is None: + valid = ", ".join(sorted(PROVIDER_REGISTRY)) + raise ValueError(f"Unknown provider '{name}'. Valid options: {valid}") + return cls() + + +# --------------------------------------------------------------------------- +# Backward-compatible public API +# --------------------------------------------------------------------------- + +# Module-level singleton for the default local provider (lazy-initialised) +_local_provider: LocalProvider | None = None + + def embed(texts: list[str]) -> np.ndarray: - """Embed a list of texts, returning a normalised float32 array of shape (N, 384).""" - if not texts: - return np.empty((0, 384), dtype=np.float32) - - if BACKEND == "torch": - model = _get_torch_model() - batch_size = _TORCH_BATCH_SIZE.get(_torch_device or "cpu", 64) - vecs = model.encode( - texts, - batch_size=batch_size, - show_progress_bar=False, - convert_to_numpy=True, - ) - else: - model = _get_onnx_model() - vecs = np.array(list(model.embed(texts))) - - # Normalise for cosine similarity via dot product - norms = np.linalg.norm(vecs, axis=1, keepdims=True) - norms = np.where(norms == 0, 1.0, norms) - return (vecs / norms).astype(np.float32) + """Embed a list of texts using the local provider. + + Backward-compatible wrapper — delegates to LocalProvider so existing + call-sites and tests continue to work unchanged. + + Returns a normalised float32 array of shape (N, 384). + """ + global _local_provider + if _local_provider is None: + _local_provider = LocalProvider() + return _local_provider.embed(texts) diff --git a/src/vecgrep/server.py b/src/vecgrep/server.py index 8627b3e..95db51d 100644 --- a/src/vecgrep/server.py +++ b/src/vecgrep/server.py @@ -18,7 +18,7 @@ from watchdog.observers import Observer from vecgrep.chunker import chunk_file -from vecgrep.embedder import _detect_device, embed +from vecgrep.embedder import EmbeddingProvider, _detect_device, get_provider from vecgrep.store import VectorStore _log = logging.getLogger(__name__) @@ -134,9 +134,9 @@ def _project_hash(path: str) -> str: return hashlib.sha256(path.encode()).hexdigest()[:16] -def _get_store(path: str) -> VectorStore: +def _get_store(path: str, dims: int = 384) -> VectorStore: index_dir = VECGREP_HOME / _project_hash(path) - return VectorStore(index_dir) + return VectorStore(index_dir, dims=dims) def _sha256_file(file_path: Path) -> str: @@ -162,6 +162,40 @@ def _load_gitignore(root: Path) -> list[str]: return patterns +# --------------------------------------------------------------------------- +# Provider resolution +# --------------------------------------------------------------------------- + + +def _resolve_provider(path: str, requested: str | None, force: bool) -> EmbeddingProvider: + """Determine which provider to use and enforce the per-project lock. + + Rules: + - If no stored provider (fresh/pre-BYOK index), use *requested* or 'local'. + - If stored provider matches *requested* (or *requested* is None), use stored. + - If stored differs from *requested* and force=False → raise RuntimeError. + - If stored differs and force=True → allow switch (caller must recreate table). + """ + with _get_store(path) as store: + # Read the raw meta key; None means the index was never built or predates BYOK + raw_stored = store._get_meta("provider") + + # No explicitly stored provider → treat as unset (fresh or pre-BYOK index) + if raw_stored is None or raw_stored == "unknown": + return get_provider(requested or "local") + + stored_provider = raw_stored + effective = requested or stored_provider + + if requested and stored_provider != requested and not force: + raise RuntimeError( + f"Index was built with provider '{stored_provider}'. " + f"Switching to '{requested}' requires force=True to rebuild the index." + ) + + return get_provider(effective) + + # --------------------------------------------------------------------------- # Merkle Tree Change Detection # --------------------------------------------------------------------------- @@ -267,7 +301,8 @@ def _merkle_sync(path_str: str) -> str: _ensure_watcher(root, gitignore) return "No file changes detected" - result = _do_index(path_str, force=False, watch=True) + # Auto-read stored provider; do not pass provider param so it defaults to stored + result = _do_index(path_str, force=False, watch=True, provider=None) return result @@ -319,6 +354,18 @@ def _process_file(self, file_path_str: str) -> None: if _is_ignored_by_gitignore(rel, self.gitignore_patterns) or _should_skip_file(file_path): return + # Read stored provider — skip live sync for non-local providers (cost risk) + with _get_store(self.root_path) as store: + provider_name = store.get_provider_meta()["provider"] + if provider_name not in ("local", "unknown"): + _log.warning( + "LiveSync skipped for %s: provider '%s' is not local", + file_path_str, provider_name, + ) + return + + emb_provider = get_provider("local") + # Perform targeted index for this single file lock = _get_index_lock(self.root_path) if not lock.acquire(blocking=False): @@ -369,9 +416,10 @@ def _process_file(self, file_path_str: str) -> None: ] texts = [c.content for c in chunks] + batch_size = emb_provider.batch_size batch_vecs: list[np.ndarray] = [] - for i in range(0, len(texts), EMBED_BATCH): - batch_vecs.append(embed(texts[i : i + EMBED_BATCH])) + for i in range(0, len(texts), batch_size): + batch_vecs.append(emb_provider.embed(texts[i : i + batch_size])) vecs = np.concatenate(batch_vecs) store.replace_file_chunks(fp_str, rows, vecs) @@ -500,11 +548,30 @@ def _walk_files(root: Path, gitignore_patterns: list[str]) -> list[Path]: return files -def _do_index(path: str, force: bool = False, watch: bool = False) -> str: +def _do_index( + path: str, + force: bool = False, + watch: bool = False, + provider: str | None = None, +) -> str: root = Path(path).resolve() if not root.exists(): return f"Error: path does not exist: {path}" + # Resolve provider before acquiring lock (may raise) + try: + emb_provider = _resolve_provider(str(root), provider, force) + except (RuntimeError, ValueError) as exc: + return f"Error: {exc}" + + # Guard: cloud providers must not be used with watch=True + if watch and emb_provider.name != "local": + return ( + f"Error: watch=True is not supported with provider '{emb_provider.name}'. " + "Live sync with cloud embedding providers would incur unbounded API costs. " + "Use watch=True only with the local provider." + ) + lock = _get_index_lock(str(root)) if not lock.acquire(blocking=False): return f"Error: indexing of {path} is already in progress" @@ -513,7 +580,13 @@ def _do_index(path: str, force: bool = False, watch: bool = False) -> str: gitignore = _load_gitignore(root) all_files = _walk_files(root, gitignore) - with _get_store(str(root)) as store: + with _get_store(str(root), dims=emb_provider.dims) as store: + # If force + provider changed dims, drop and recreate the table + stored_meta = store.get_provider_meta() + stored_dims = stored_meta["dims"] + if force and stored_dims != emb_provider.dims: + store.drop_and_recreate_chunks(emb_provider.dims) + existing_stats = {} if force else store.get_file_stats() # Orphan cleanup: remove chunks for files no longer on disk @@ -575,9 +648,10 @@ def _do_index(path: str, force: bool = False, watch: bool = False) -> str: ] texts = [c.content for c in chunks] + batch_size = emb_provider.batch_size batch_vecs: list[np.ndarray] = [] - for i in range(0, len(texts), EMBED_BATCH): - batch_vecs.append(embed(texts[i : i + EMBED_BATCH])) + for i in range(0, len(texts), batch_size): + batch_vecs.append(emb_provider.embed(texts[i : i + batch_size])) vecs = np.concatenate(batch_vecs) if is_existing: @@ -589,6 +663,7 @@ def _do_index(path: str, force: bool = False, watch: bool = False) -> str: total_new_chunks += len(chunks) store.touch_last_indexed() + store.set_provider_meta(emb_provider.name, emb_provider.model, emb_provider.dims) # Build ANN index when files changed (enables sub-linear search on large repos) if files_changed > 0: @@ -617,7 +692,12 @@ def _do_index(path: str, force: bool = False, watch: bool = False) -> str: @mcp.tool() -def index_codebase(path: str, force: bool = False, watch: bool = False) -> str: +def index_codebase( + path: str, + force: bool = False, + watch: bool = False, + provider: str | None = None, +) -> str: """ Index a codebase directory for semantic search. @@ -629,12 +709,18 @@ def index_codebase(path: str, force: bool = False, watch: bool = False) -> str: path: Absolute path to the codebase root directory. force: If True, re-index all files even if unchanged. watch: If True, start a background watcher for live sync on file changes. + Not supported with cloud providers (openai, voyage, gemini). + provider: Embedding provider to use. One of: 'local' (default), 'openai', + 'voyage', 'gemini'. Cloud providers require the corresponding + env var (VECGREP_OPENAI_KEY, VECGREP_VOYAGE_KEY, VECGREP_GEMINI_KEY) + and optional dependency (pip install 'vecgrep[openai]' etc.). + Once set, switching providers requires force=True to rebuild the index. Returns: Summary: files indexed, chunks added, files skipped. """ try: - return _do_index(path, force=force, watch=watch) + return _do_index(path, force=force, watch=watch, provider=provider) except Exception as e: return f"Error: {e}" @@ -677,6 +763,7 @@ def search_code(query: str, path: str, top_k: int = 8) -> str: if needs_index: index_result = _do_index(str(root), force=False) + # Read stored provider to embed the query with the same model with _get_store(str(root)) as store: if store.status()["total_chunks"] == 0: msg = f"No indexable files found in {path}." @@ -684,7 +771,15 @@ def search_code(query: str, path: str, top_k: int = 8) -> str: msg += f"\n(Index attempt: {index_result})" return msg - query_vec = embed([query])[0] + stored_provider = store.get_provider_meta()["provider"] + try: + emb_provider: EmbeddingProvider = get_provider( + stored_provider if stored_provider not in ("unknown",) else "local" + ) + except (RuntimeError, ValueError): + emb_provider = get_provider("local") + + query_vec = emb_provider.embed([query])[0] results = store.search(query_vec, top_k=top_k) if not results: @@ -734,6 +829,9 @@ def get_index_status(path: str) -> str: f" Total chunks: {s['total_chunks']}\n" f" Last indexed: {s['last_indexed']}\n" f" Index size: {size_mb:.1f} MB\n" + f" Provider: {s['provider']}\n" + f" Model: {s['model']}\n" + f" Dimensions: {s['dims']}\n" f" Compute device: {device_label}" ) except Exception as e: diff --git a/src/vecgrep/store.py b/src/vecgrep/store.py index dfe7d20..c7ed90c 100644 --- a/src/vecgrep/store.py +++ b/src/vecgrep/store.py @@ -13,19 +13,25 @@ # Minimum chunks needed before building an ANN index (IVF-PQ requires enough data) _INDEX_MIN_ROWS = 256 -# Define the LanceDB Schema -schema = pa.schema([ - pa.field("id", pa.string()), - pa.field("file_path", pa.string()), - pa.field("start_line", pa.int32()), - pa.field("end_line", pa.int32()), - pa.field("content", pa.string()), - pa.field("file_hash", pa.string()), - pa.field("chunk_hash", pa.string()), - pa.field("mtime", pa.float64()), - pa.field("size", pa.int64()), - pa.field("vector", pa.list_(pa.float32(), 384)), -]) + +def _chunks_schema(dims: int) -> pa.Schema: + """Return the chunks table schema for a given embedding dimensionality.""" + return pa.schema([ + pa.field("id", pa.string()), + pa.field("file_path", pa.string()), + pa.field("start_line", pa.int32()), + pa.field("end_line", pa.int32()), + pa.field("content", pa.string()), + pa.field("file_hash", pa.string()), + pa.field("chunk_hash", pa.string()), + pa.field("mtime", pa.float64()), + pa.field("size", pa.int64()), + pa.field("vector", pa.list_(pa.float32(), dims)), + ]) + + +# Backward-compatible module-level schema (384 dims, local provider default) +schema = _chunks_schema(384) _file_stats_schema = pa.schema([ pa.field("file_path", pa.string()), @@ -41,7 +47,7 @@ class VectorStore: - def __init__(self, index_dir: Path) -> None: + def __init__(self, index_dir: Path, dims: int = 384) -> None: self.index_dir = index_dir self.index_dir.mkdir(parents=True, exist_ok=True) self.db_path = str(self.index_dir / "lancedb") @@ -49,9 +55,23 @@ def __init__(self, index_dir: Path) -> None: existing = set(self._db.list_tables().tables) + # Open/create meta table first so we can read stored dims + self.meta_table_name = "meta" + if self.meta_table_name not in existing: + self._meta_table = self._db.create_table(self.meta_table_name, schema=_meta_schema) + else: + self._meta_table = self._db.open_table(self.meta_table_name) + + # Use stored dims if present, otherwise use the provided param + stored_dims = self._get_meta("dims") + self._dims = int(stored_dims) if stored_dims is not None else dims + self.table_name = "chunks" if self.table_name not in existing: - self._table = self._db.create_table(self.table_name, schema=schema) + self._table = self._db.create_table( + self.table_name, schema=_chunks_schema(self._dims) + ) + self._set_meta("dims", str(self._dims)) else: self._table = self._db.open_table(self.table_name) @@ -64,12 +84,6 @@ def __init__(self, index_dir: Path) -> None: else: self._file_stats_table = self._db.open_table(self._file_stats_table_name) - self.meta_table_name = "meta" - if self.meta_table_name not in existing: - self._meta_table = self._db.create_table(self.meta_table_name, schema=_meta_schema) - else: - self._meta_table = self._db.open_table(self.meta_table_name) - # ------------------------------------------------------------------ # Context manager # ------------------------------------------------------------------ @@ -80,6 +94,62 @@ def __enter__(self) -> VectorStore: def __exit__(self, *args: object) -> None: pass # LanceDB doesn't require explicit closing + # ------------------------------------------------------------------ + # Meta helpers + # ------------------------------------------------------------------ + + def _get_meta(self, key: str) -> str | None: + """Return the stored value for *key*, or None if not present.""" + if self._meta_table.count_rows() == 0: + return None + rows = self._meta_table.search().where(f"key = '{key}'").limit(1).to_list() + return rows[0]["value"] if rows else None + + def _set_meta(self, key: str, value: str) -> None: + """Upsert a single key/value pair in the meta table.""" + self._meta_table.delete(f"key = '{key}'") + self._meta_table.add([{"key": key, "value": value}]) + + # ------------------------------------------------------------------ + # Provider meta + # ------------------------------------------------------------------ + + def set_provider_meta(self, provider: str, model: str, dims: int) -> None: + """Persist the provider/model/dims used to build this index.""" + self._set_meta("provider", provider) + self._set_meta("model", model) + self._set_meta("dims", str(dims)) + + def get_provider_meta(self) -> dict: + """Return stored provider metadata (provider, model, dims).""" + return { + "provider": self._get_meta("provider") or "local", + "model": self._get_meta("model") or "unknown", + "dims": int(self._get_meta("dims") or self._dims), + } + + # ------------------------------------------------------------------ + # Chunks table management + # ------------------------------------------------------------------ + + def drop_and_recreate_chunks(self, dims: int) -> None: + """Drop and recreate the chunks table with new dimensionality. + + Used when force re-indexing with a different embedding provider. + """ + self._db.drop_table(self.table_name) + self._table = self._db.create_table( + self.table_name, schema=_chunks_schema(dims) + ) + self._dims = dims + self._set_meta("dims", str(dims)) + + # Also clear file_stats so everything is re-indexed + self._db.drop_table(self._file_stats_table_name) + self._file_stats_table = self._db.create_table( + self._file_stats_table_name, schema=_file_stats_schema + ) + # ------------------------------------------------------------------ # File stats helpers (O(files), not O(chunks)) # ------------------------------------------------------------------ @@ -129,7 +199,7 @@ def add_chunks(self, rows: list[dict], vectors: np.ndarray) -> None: rows: list of dicts with keys: file_path, start_line, end_line, content, file_hash, chunk_hash, mtime, size - vectors: float32 array of shape (len(rows), 384) + vectors: float32 array of shape (len(rows), dims) """ if len(rows) != len(vectors): raise ValueError("rows/vectors length mismatch") @@ -257,12 +327,8 @@ def status(self) -> dict: total_chunks = self._table.count_rows() total_files = self._file_stats_table.count_rows() - meta_rows = self._meta_table.search().limit(None).to_list() - last_indexed = "never" - for r in meta_rows: - if r["key"] == "last_indexed": - last_indexed = r["value"] - break + last_indexed = self._get_meta("last_indexed") or "never" + provider_meta = self.get_provider_meta() db_path = Path(self.db_path) db_size = ( @@ -276,9 +342,11 @@ def status(self) -> dict: "total_chunks": total_chunks, "last_indexed": last_indexed, "index_size_bytes": db_size, + "provider": provider_meta["provider"], + "model": provider_meta["model"], + "dims": provider_meta["dims"], } def touch_last_indexed(self) -> None: ts = datetime.now(UTC).isoformat() - self._meta_table.delete("key = 'last_indexed'") - self._meta_table.add([{"key": "last_indexed", "value": ts}]) + self._set_meta("last_indexed", ts) diff --git a/tests/test_providers.py b/tests/test_providers.py new file mode 100644 index 0000000..4b066d9 --- /dev/null +++ b/tests/test_providers.py @@ -0,0 +1,255 @@ +"""Unit tests for the BYOK embedding provider strategy.""" + +from __future__ import annotations + +from unittest.mock import MagicMock, patch + +import numpy as np +import pytest + +from vecgrep.embedder import ( + PROVIDER_REGISTRY, + GeminiProvider, + LocalProvider, + OpenAIProvider, + VoyageProvider, + embed, + get_provider, +) + +# --------------------------------------------------------------------------- +# Registry and factory +# --------------------------------------------------------------------------- + + +class TestRegistry: + def test_all_providers_registered(self): + assert set(PROVIDER_REGISTRY.keys()) == {"local", "openai", "voyage", "gemini"} + + def test_get_provider_local(self): + p = get_provider("local") + assert p.name == "local" + + def test_get_provider_unknown_raises(self): + with pytest.raises(ValueError, match="Unknown provider"): + get_provider("nonexistent") + + def test_get_provider_error_lists_valid_options(self): + with pytest.raises(ValueError, match="gemini"): + get_provider("bad") + + +# --------------------------------------------------------------------------- +# LocalProvider +# --------------------------------------------------------------------------- + + +class TestLocalProvider: + def test_properties(self): + p = LocalProvider() + assert p.name == "local" + assert p.dims == 384 + assert p.batch_size == 64 + assert "MiniLM" in p.model or p.model # model string set + + def test_embed_shape(self): + p = LocalProvider() + vecs = p.embed(["hello world", "def foo(): pass"]) + assert vecs.shape == (2, 384) + assert vecs.dtype == np.float32 + + def test_embed_empty(self): + p = LocalProvider() + vecs = p.embed([]) + assert vecs.shape == (0, 384) + assert vecs.dtype == np.float32 + + def test_embed_normalized(self): + p = LocalProvider() + vecs = p.embed(["alpha", "beta", "gamma"]) + norms = np.linalg.norm(vecs, axis=1) + np.testing.assert_allclose(norms, 1.0, atol=1e-5) + + def test_normalize_helper_zero_vector(self): + p = LocalProvider() + zero = np.zeros((1, 4), dtype=np.float32) + result = p._normalize(zero) + # Should not raise; zero vector stays zero after safe division + assert result.shape == (1, 4) + + +# --------------------------------------------------------------------------- +# Backward-compatible embed() free function +# --------------------------------------------------------------------------- + + +class TestEmbedFreeFunction: + def test_returns_correct_shape(self): + vecs = embed(["hello"]) + assert vecs.shape == (1, 384) + + def test_returns_float32(self): + assert embed(["x"]).dtype == np.float32 + + def test_empty(self): + assert embed([]).shape == (0, 384) + + +# --------------------------------------------------------------------------- +# Cloud providers — missing key raises RuntimeError +# --------------------------------------------------------------------------- + + +class TestCloudProvidersNoKey: + def test_openai_raises_without_key(self, monkeypatch): + monkeypatch.delenv("VECGREP_OPENAI_KEY", raising=False) + with pytest.raises(RuntimeError, match="VECGREP_OPENAI_KEY"): + OpenAIProvider() + + def test_voyage_raises_without_key(self, monkeypatch): + monkeypatch.delenv("VECGREP_VOYAGE_KEY", raising=False) + with pytest.raises(RuntimeError, match="VECGREP_VOYAGE_KEY"): + VoyageProvider() + + def test_gemini_raises_without_key(self, monkeypatch): + monkeypatch.delenv("VECGREP_GEMINI_KEY", raising=False) + with pytest.raises(RuntimeError, match="VECGREP_GEMINI_KEY"): + GeminiProvider() + + +# --------------------------------------------------------------------------- +# Cloud providers — missing package raises RuntimeError +# --------------------------------------------------------------------------- + + +class TestCloudProvidersNoPackage: + def test_openai_missing_package(self, monkeypatch): + monkeypatch.setenv("VECGREP_OPENAI_KEY", "test-key") + provider = OpenAIProvider() + with patch("builtins.__import__", side_effect=ImportError("No module named 'openai'")): + provider._client = None # reset lazy cache + with pytest.raises((RuntimeError, ImportError)): + provider._get_client() + + def test_voyage_missing_package(self, monkeypatch): + monkeypatch.setenv("VECGREP_VOYAGE_KEY", "test-key") + provider = VoyageProvider() + with patch("builtins.__import__", side_effect=ImportError("No module named 'voyageai'")): + provider._client = None + with pytest.raises((RuntimeError, ImportError)): + provider._get_client() + + def test_gemini_missing_package(self, monkeypatch): + monkeypatch.setenv("VECGREP_GEMINI_KEY", "test-key") + provider = GeminiProvider() + with patch("builtins.__import__", side_effect=ImportError("No module")): + provider._client = None + with pytest.raises((RuntimeError, ImportError)): + provider._get_client() + + +# --------------------------------------------------------------------------- +# Cloud providers — mocked API calls +# --------------------------------------------------------------------------- + + +class TestOpenAIProviderMocked: + def test_embed_returns_normalized_array(self, monkeypatch): + monkeypatch.setenv("VECGREP_OPENAI_KEY", "test-key") + provider = OpenAIProvider() + + # Build fake response + fake_embedding = [0.1] * 1536 + fake_data = [MagicMock(embedding=fake_embedding)] + fake_response = MagicMock(data=fake_data) + mock_client = MagicMock() + mock_client.embeddings.create.return_value = fake_response + provider._client = mock_client + + vecs = provider.embed(["hello"]) + assert vecs.shape == (1, 1536) + assert vecs.dtype == np.float32 + norms = np.linalg.norm(vecs, axis=1) + np.testing.assert_allclose(norms, 1.0, atol=1e-5) + + def test_embed_empty(self, monkeypatch): + monkeypatch.setenv("VECGREP_OPENAI_KEY", "test-key") + provider = OpenAIProvider() + vecs = provider.embed([]) + assert vecs.shape == (0, 1536) + + def test_properties(self, monkeypatch): + monkeypatch.setenv("VECGREP_OPENAI_KEY", "test-key") + p = OpenAIProvider() + assert p.name == "openai" + assert p.dims == 1536 + assert p.batch_size == 2048 + assert "text-embedding" in p.model + + +class TestVoyageProviderMocked: + def test_embed_returns_normalized_array(self, monkeypatch): + monkeypatch.setenv("VECGREP_VOYAGE_KEY", "test-key") + provider = VoyageProvider() + + fake_result = MagicMock(embeddings=[[0.2] * 1024]) + mock_client = MagicMock() + mock_client.embed.return_value = fake_result + provider._client = mock_client + + vecs = provider.embed(["hello"]) + assert vecs.shape == (1, 1024) + assert vecs.dtype == np.float32 + norms = np.linalg.norm(vecs, axis=1) + np.testing.assert_allclose(norms, 1.0, atol=1e-5) + + def test_embed_empty(self, monkeypatch): + monkeypatch.setenv("VECGREP_VOYAGE_KEY", "test-key") + provider = VoyageProvider() + vecs = provider.embed([]) + assert vecs.shape == (0, 1024) + + def test_properties(self, monkeypatch): + monkeypatch.setenv("VECGREP_VOYAGE_KEY", "test-key") + p = VoyageProvider() + assert p.name == "voyage" + assert p.dims == 1024 + assert p.batch_size == 128 + assert "voyage-code" in p.model + + +class TestGeminiProviderMocked: + def test_embed_returns_normalized_array(self, monkeypatch): + monkeypatch.setenv("VECGREP_GEMINI_KEY", "test-key") + provider = GeminiProvider() + + # Build fake response: client.models.embed_content returns object with + # .embeddings list of objects having .values attribute + fake_embedding = MagicMock() + fake_embedding.values = [0.3] * 3072 + fake_response = MagicMock() + fake_response.embeddings = [fake_embedding] + + mock_client = MagicMock() + mock_client.models.embed_content.return_value = fake_response + provider._client = mock_client + + vecs = provider.embed(["hello"]) + assert vecs.shape == (1, 3072) + assert vecs.dtype == np.float32 + norms = np.linalg.norm(vecs, axis=1) + np.testing.assert_allclose(norms, 1.0, atol=1e-5) + + def test_embed_empty(self, monkeypatch): + monkeypatch.setenv("VECGREP_GEMINI_KEY", "test-key") + provider = GeminiProvider() + vecs = provider.embed([]) + assert vecs.shape == (0, 3072) + + def test_properties(self, monkeypatch): + monkeypatch.setenv("VECGREP_GEMINI_KEY", "test-key") + p = GeminiProvider() + assert p.name == "gemini" + assert p.dims == 3072 + assert p.batch_size == 100 + assert "gemini-embedding" in p.model diff --git a/tests/test_server.py b/tests/test_server.py index f5b430a..c699c13 100644 --- a/tests/test_server.py +++ b/tests/test_server.py @@ -925,3 +925,128 @@ def test_merkle_updated_after_live_sync(self, tmp_path): tree = _load_merkle_tree(str(tmp_path.resolve())) assert str(f) in tree or str(f.resolve()) in tree + + +# --------------------------------------------------------------------------- +# Provider locking and guards +# --------------------------------------------------------------------------- + + +class TestProviderLocking: + def test_switch_provider_without_force_returns_error(self, tmp_path): + """Switching provider without force=True should return an error.""" + _write_py(tmp_path, "a.py", "def foo(): pass\n") + # Index with local provider + result = _do_index(str(tmp_path), provider="local") + assert "Error" not in result + + # Attempt switch to openai without force — should fail + result2 = _do_index(str(tmp_path), provider="openai", force=False) + assert "Error" in result2 + assert "force=True" in result2 + + def test_same_provider_does_not_raise(self, tmp_path): + """Re-indexing with the same provider succeeds without force.""" + _write_py(tmp_path, "a.py", "def foo(): pass\n") + _do_index(str(tmp_path), provider="local") + result = _do_index(str(tmp_path), provider="local") + assert "Error" not in result + + def test_no_provider_defaults_to_stored(self, tmp_path): + """Passing provider=None falls back to the stored provider.""" + _write_py(tmp_path, "a.py", "def foo(): pass\n") + _do_index(str(tmp_path), provider="local") + result = _do_index(str(tmp_path), provider=None) + assert "Error" not in result + + +class TestCloudWatchGuard: + def test_watch_with_openai_provider_returns_error(self, tmp_path, monkeypatch): + """watch=True + cloud provider should be blocked.""" + monkeypatch.setenv("VECGREP_OPENAI_KEY", "test-key") + _write_py(tmp_path, "a.py", "def foo(): pass\n") + result = _do_index(str(tmp_path), watch=True, provider="openai") + assert "Error" in result + assert "watch=True" in result + assert "openai" in result + + def test_watch_with_local_provider_is_allowed(self, tmp_path): + """watch=True + local provider should work normally.""" + _write_py(tmp_path, "a.py", "def foo(): pass\n") + root_str = str(tmp_path.resolve()) + + with patch("vecgrep.server._ensure_watcher") as mock_watcher: + result = _do_index(root_str, watch=True, provider="local") + mock_watcher.assert_called_once() + assert "Error" not in result + + if root_str in _OBSERVER_REGISTRY: + _OBSERVER_REGISTRY[root_str].stop() + _OBSERVER_REGISTRY[root_str].join(timeout=2) + del _OBSERVER_REGISTRY[root_str] + + +class TestGetIndexStatusProviderFields: + def test_status_includes_provider_info(self, tmp_path): + _write_py(tmp_path, "a.py", "def foo(): pass\n") + _do_index(str(tmp_path), provider="local") + result = get_index_status(str(tmp_path)) + assert "Provider" in result + assert "Model" in result + assert "Dimensions" in result + assert "local" in result + + def test_status_unknown_path_has_defaults(self, tmp_path): + result = get_index_status(str(tmp_path)) + assert "Provider" in result + + +class TestResolveProvider: + def test_unknown_provider_raises_value_error(self, tmp_path): + _write_py(tmp_path, "a.py", "def foo(): pass\n") + result = _do_index(str(tmp_path), provider="nonexistent") + assert "Error" in result + assert "Unknown provider" in result or "nonexistent" in result + + def test_force_allows_provider_switch(self, tmp_path, monkeypatch): + """force=True permits switching provider even if stored differs.""" + monkeypatch.setenv("VECGREP_OPENAI_KEY", "test-key") + _write_py(tmp_path, "a.py", "def foo(): pass\n") + _do_index(str(tmp_path), provider="local") + + # Mock OpenAI embed so we don't hit the real API + import numpy as np + + from vecgrep.embedder import OpenAIProvider + + fake_vecs = np.random.default_rng(0).standard_normal((1, 1536)).astype(np.float32) + fake_vecs /= np.linalg.norm(fake_vecs, axis=1, keepdims=True) + + with patch.object(OpenAIProvider, "embed", return_value=fake_vecs): + result = _do_index(str(tmp_path), provider="openai", force=True) + assert "Error" not in result or "provider" not in result.lower() + + +class TestLiveSyncSkipsNonLocalProvider: + def test_process_file_skips_when_cloud_provider_stored(self, tmp_path): + """LiveSyncHandler._process_file should skip when stored provider is not local.""" + f = tmp_path / "a.py" + f.write_text("def foo(): pass\n") + _do_index(str(tmp_path)) + + # Manually set provider to openai in meta + root_str = str(tmp_path.resolve()) + with _get_store(root_str) as store: + store.set_provider_meta("openai", "text-embedding-3-small", 1536) + + h = LiveSyncHandler(root_str, []) + # Should return early without attempting to embed + with patch("vecgrep.server.get_provider") as mock_get: + h._process_file(str(f)) + # get_provider("local") is called to get the embedder only for local provider; + # since stored provider is openai, it should not be called for embedding + # (it may be called once to read provider name, but embed should not be called) + for call in mock_get.call_args_list: + # Ensure embed was never called on the returned mock + if mock_get.return_value.embed.called: + raise AssertionError("embed() should not be called for cloud providers") diff --git a/tests/test_store.py b/tests/test_store.py index 40f91b4..246116b 100644 --- a/tests/test_store.py +++ b/tests/test_store.py @@ -158,3 +158,101 @@ def test_returns_true_and_builds_when_enough_chunks(self, tmp_path): result = s.build_index() assert result is True mock_create.assert_called_once() + + +# --------------------------------------------------------------------------- +# Dynamic dims +# --------------------------------------------------------------------------- + + +class TestDynamicDims: + def test_default_dims_is_384(self, tmp_path): + s = VectorStore(tmp_path / "d384") + assert s._dims == 384 + + def test_custom_dims_stored(self, tmp_path): + s = VectorStore(tmp_path / "d1536", dims=1536) + assert s._dims == 1536 + + def test_stored_dims_used_on_reopen(self, tmp_path): + idx = tmp_path / "reopen" + s1 = VectorStore(idx, dims=1024) + s1._set_meta("dims", "1024") + # Reopen with a different dims param — stored should win + s2 = VectorStore(idx, dims=384) + assert s2._dims == 1024 + + def test_chunks_added_with_custom_dims(self, tmp_path): + idx = tmp_path / "custom" + s = VectorStore(idx, dims=8) + vecs = make_unit_vecs(2, dim=8) + rows = make_rows(2) + s.add_chunks(rows, vecs) + assert s.status()["total_chunks"] == 2 + + def test_drop_and_recreate_chunks(self, tmp_path): + idx = tmp_path / "drop" + s = VectorStore(idx, dims=384) + vecs = make_unit_vecs(3) + s.add_chunks(make_rows(3), vecs) + assert s.status()["total_chunks"] == 3 + + s.drop_and_recreate_chunks(dims=1024) + assert s.status()["total_chunks"] == 0 + assert s._dims == 1024 + + +# --------------------------------------------------------------------------- +# Provider meta +# --------------------------------------------------------------------------- + + +class TestProviderMeta: + def test_default_provider_meta(self, tmp_path): + s = VectorStore(tmp_path / "meta_default") + meta = s.get_provider_meta() + assert meta["provider"] == "local" + + def test_set_and_get_provider_meta(self, store): + store.set_provider_meta("openai", "text-embedding-3-small", 1536) + meta = store.get_provider_meta() + assert meta["provider"] == "openai" + assert meta["model"] == "text-embedding-3-small" + assert meta["dims"] == 1536 + + def test_provider_meta_persists_across_reopen(self, tmp_path): + idx = tmp_path / "persist" + s1 = VectorStore(idx) + s1.set_provider_meta("voyage", "voyage-code-2", 1024) + + s2 = VectorStore(idx) + meta = s2.get_provider_meta() + assert meta["provider"] == "voyage" + assert meta["model"] == "voyage-code-2" + assert meta["dims"] == 1024 + + def test_status_includes_provider_fields(self, store): + store.set_provider_meta("local", "some-model", 384) + s = store.status() + assert "provider" in s + assert "model" in s + assert "dims" in s + + +# --------------------------------------------------------------------------- +# Meta helpers +# --------------------------------------------------------------------------- + + +class TestMetaHelpers: + def test_get_missing_key_returns_none(self, store): + assert store._get_meta("nonexistent_key") is None + + def test_set_and_get_meta(self, store): + store._set_meta("mykey", "myvalue") + assert store._get_meta("mykey") == "myvalue" + + def test_set_meta_overwrites(self, store): + store._set_meta("k", "v1") + store._set_meta("k", "v2") + assert store._get_meta("k") == "v2" diff --git a/uv.lock b/uv.lock index 5d68b6d..2b2657b 100644 --- a/uv.lock +++ b/uv.lock @@ -2,6 +2,71 @@ version = 1 revision = 3 requires-python = "==3.12.*" +[[package]] +name = "aiohappyeyeballs" +version = "2.6.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = 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