diff --git a/MLService/extractor/requirements.txt b/MLService/extractor/requirements.txt index e62c0e7..22e7473 100644 --- a/MLService/extractor/requirements.txt +++ b/MLService/extractor/requirements.txt @@ -2,7 +2,7 @@ redis==5.0.8 boto3==1.35.0 qdrant-client==1.9.1 requests==2.33.0 -Pillow==12.2.0 +Pillow==12.3.0 ffmpeg-python==0.2.0 urllib3==2.7.0 -idna==3.10 +idna==3.15 diff --git a/MLService/inference/embedder/app.py b/MLService/inference/embedder/app.py index 6700c6a..dba5245 100644 --- a/MLService/inference/embedder/app.py +++ b/MLService/inference/embedder/app.py @@ -56,11 +56,17 @@ def health(): return {"status": "ok", "model": MODEL_NAME, "device": DEVICE} +def _pooled(output): + # transformers>=5's get_text_features/get_image_features return the raw + # BaseModelOutputWithPooling instead of the pooled tensor directly. + return output.pooler_output if hasattr(output, "pooler_output") else output + + @app.post("/embed/text") def embed_text(req: TextRequest): inputs = processor(text=[req.text], return_tensors="pt", padding=True).to(DEVICE) with torch.no_grad(): - features = model.get_text_features(**inputs) + features = _pooled(model.get_text_features(**inputs)) features = features / features.norm(dim=-1, keepdim=True) return {"embedding": features[0].cpu().tolist(), "model": MODEL_NAME} @@ -70,7 +76,7 @@ def embed_image(req: ImageRequest): image = decode_image(req.image) inputs = processor(images=[image], return_tensors="pt").to(DEVICE) with torch.no_grad(): - features = model.get_image_features(**inputs) + features = _pooled(model.get_image_features(**inputs)) features = features / features.norm(dim=-1, keepdim=True) return {"embedding": features[0].cpu().tolist(), "model": MODEL_NAME} @@ -82,6 +88,6 @@ def embed_images(req: BatchImageRequest): images = [decode_image(b64) for b64 in req.images] inputs = processor(images=images, return_tensors="pt", padding=True).to(DEVICE) with torch.no_grad(): - features = model.get_image_features(**inputs) + features = _pooled(model.get_image_features(**inputs)) features = features / features.norm(dim=-1, keepdim=True) return {"embeddings": features.cpu().tolist(), "model": MODEL_NAME} diff --git a/MLService/inference/embedder/requirements.txt b/MLService/inference/embedder/requirements.txt index 947bf53..61794e4 100644 --- a/MLService/inference/embedder/requirements.txt +++ b/MLService/inference/embedder/requirements.txt @@ -1,14 +1,14 @@ -fastapi==0.121.0 +fastapi==0.135.0 uvicorn[standard]==0.32.1 -starlette==0.49.1 +starlette==1.3.1 h11==0.16.0 -transformers==5.5.0 -torch==2.7.1 -Pillow==12.2.0 +transformers==5.3.0 +torch==2.9.1 +Pillow==12.3.0 pydantic==2.9.2 sentencepiece==0.2.1 protobuf==6.33.5 accelerate==1.0.1 -filelock==3.16.1 +filelock==3.20.3 urllib3==2.7.0 requests==2.33.0 diff --git a/MLService/requirements.txt b/MLService/requirements.txt index 2ebe6f8..96199db 100644 --- a/MLService/requirements.txt +++ b/MLService/requirements.txt @@ -1,13 +1,14 @@ falcon==3.1.3 boto3==1.35.0 -torch==2.7.1 +torch==2.9.1 numpy==1.26.4 -Pillow==12.2.0 -transformers==4.50.0 +Pillow==12.3.0 +transformers==5.5.0 moviepy==1.0.3 -torchvision==0.22.1 +torchvision==0.24.1 loralib==0.1.2 openai==1.54.0 accelerate==1.0.1 urllib3==2.7.0 requests==2.33.0 +idna==3.15 diff --git a/tests/requirements.txt b/tests/requirements.txt index ac020bb..79bfea9 100644 --- a/tests/requirements.txt +++ b/tests/requirements.txt @@ -1,6 +1,6 @@ -pytest==8.4.2 +pytest==9.0.3 httpx==0.27.2 -Pillow==12.2.0 +Pillow==12.3.0 redis==5.0.8 boto3==1.35.0 qdrant-client==1.9.1 diff --git a/web/next-env.d.ts b/web/next-env.d.ts index 40c3d68..830fb59 100644 --- a/web/next-env.d.ts +++ b/web/next-env.d.ts @@ -1,5 +1,6 @@ /// /// +/// // NOTE: This file should not be edited -// see https://nextjs.org/docs/app/building-your-application/configuring/typescript for more information. +// see https://nextjs.org/docs/app/api-reference/config/typescript for more information. diff --git a/web/package-lock.json b/web/package-lock.json index defb63d..9b90432 100644 --- a/web/package-lock.json +++ b/web/package-lock.json @@ -9,7 +9,7 @@ "version": "0.1.0", "dependencies": { "clsx": "^2.1.1", - "next": "15.5.19", + "next": "15.5.21", "react": "^18.3.1", "react-dom": "^18.3.1", "tailwind-merge": "^2.5.4" @@ -19,7 +19,7 @@ "@types/react": "^18", "@types/react-dom": "^18", "autoprefixer": "^10.4.20", - "postcss": "^8.5.10", + "postcss": "^8.5.25", "tailwindcss": "^3.4.14", "typescript": "^5" } @@ -38,9 +38,9 @@ } }, "node_modules/@emnapi/runtime": { - "version": "1.11.1", - "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.11.1.tgz", - "integrity": "sha512-vgj7R3y3Wgx24IQaGPA/R6YFXLHVMOZ0uVEyIQPaWs+rd1AzfEMXlAC22FYwO1XkKR6NPsq7mUandH8oIRdZFw==", + "version": "1.11.3", + "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.11.3.tgz", + "integrity": "sha512-Xz4Tpyki7XyrpbUK1jR1AhdAdaXyhhY4lZ3neLodmhpuWfy2PAQN5B46sAiU4liOXGLkHypn/qU+jvfWSCYYLA==", "license": "MIT", "optional": true, "dependencies": { @@ -58,9 +58,9 @@ } }, "node_modules/@img/sharp-darwin-arm64": { - "version": "0.34.5", - "resolved": "https://registry.npmjs.org/@img/sharp-darwin-arm64/-/sharp-darwin-arm64-0.34.5.tgz", - "integrity": "sha512-imtQ3WMJXbMY4fxb/Ndp6HBTNVtWCUI0WdobyheGf5+ad6xX8VIDO8u2xE4qc/fr08CKG/7dDseFtn6M6g/r3w==", + "version": "0.35.3", + "resolved": "https://registry.npmjs.org/@img/sharp-darwin-arm64/-/sharp-darwin-arm64-0.35.3.tgz", + "integrity": "sha512-RMnFX7YQsMoh7lWfcM4NEHHymBX/rLuKNPVM84XE9ONPcaSCDgE7CHIHpSgPcO2xcRthgBy1HfNO319mwhIAkg==", "cpu": [ "arm64" ], @@ -70,19 +70,19 @@ "darwin" ], "engines": { - "node": "^18.17.0 || ^20.3.0 || >=21.0.0" + "node": ">=20.9.0" }, "funding": { "url": "https://opencollective.com/libvips" }, "optionalDependencies": { - "@img/sharp-libvips-darwin-arm64": "1.2.4" + "@img/sharp-libvips-darwin-arm64": "1.3.2" } }, "node_modules/@img/sharp-darwin-x64": { - "version": "0.34.5", - "resolved": "https://registry.npmjs.org/@img/sharp-darwin-x64/-/sharp-darwin-x64-0.34.5.tgz", - "integrity": "sha512-YNEFAF/4KQ/PeW0N+r+aVVsoIY0/qxxikF2SWdp+NRkmMB7y9LBZAVqQ4yhGCm/H3H270OSykqmQMKLBhBJDEw==", + "version": "0.35.3", + "resolved": "https://registry.npmjs.org/@img/sharp-darwin-x64/-/sharp-darwin-x64-0.35.3.tgz", + "integrity": "sha512-Xo+5uFBtLN0BKqieTxiFzFPQAUlBbbH5iBKyRX/z1JrbnYsHTfKJnUfL8+p2TPXr1pXqao4eeL4Rl144uDpK9w==", "cpu": [ "x64" ], @@ -92,19 +92,38 @@ "darwin" ], "engines": { - "node": "^18.17.0 || ^20.3.0 || >=21.0.0" + "node": ">=20.9.0" }, "funding": { "url": "https://opencollective.com/libvips" }, "optionalDependencies": { - "@img/sharp-libvips-darwin-x64": "1.2.4" + "@img/sharp-libvips-darwin-x64": "1.3.2" + } + }, + "node_modules/@img/sharp-freebsd-wasm32": { + "version": "0.35.3", + "resolved": "https://registry.npmjs.org/@img/sharp-freebsd-wasm32/-/sharp-freebsd-wasm32-0.35.3.tgz", + "integrity": "sha512-lUxcqWIj2wMQ9BrwNjngcr1gWUr5xgaGThBRqPPalIC2n67Cqj1uPh8NnA/ZhAg8hUbKl+kVHKwgUIwe6ZYPrg==", + "license": "Apache-2.0", + "optional": true, + "os": [ + "freebsd" + ], + "dependencies": { + "@img/sharp-wasm32": "0.35.3" + }, + "engines": { + "node": ">=20.9.0" + }, + "funding": { + "url": "https://opencollective.com/libvips" } }, "node_modules/@img/sharp-libvips-darwin-arm64": { - "version": "1.2.4", - "resolved": "https://registry.npmjs.org/@img/sharp-libvips-darwin-arm64/-/sharp-libvips-darwin-arm64-1.2.4.tgz", - "integrity": "sha512-zqjjo7RatFfFoP0MkQ51jfuFZBnVE2pRiaydKJ1G/rHZvnsrHAOcQALIi9sA5co5xenQdTugCvtb1cuf78Vf4g==", + "version": "1.3.2", + "resolved": "https://registry.npmjs.org/@img/sharp-libvips-darwin-arm64/-/sharp-libvips-darwin-arm64-1.3.2.tgz", + "integrity": "sha512-9J6ypZFpQBj4YnePGoq/S38w6nz+vqg5WZLrLGY4YuSemdMq47GMLBPO42MzwdGwpg/agZ7xzZcFHa48xlywfg==", "cpu": [ "arm64" ], @@ -118,9 +137,9 @@ } }, "node_modules/@img/sharp-libvips-darwin-x64": { - "version": "1.2.4", - "resolved": "https://registry.npmjs.org/@img/sharp-libvips-darwin-x64/-/sharp-libvips-darwin-x64-1.2.4.tgz", - "integrity": "sha512-1IOd5xfVhlGwX+zXv2N93k0yMONvUlANylbJw1eTah8K/Jtpi15KC+WSiaX/nBmbm2HxRM1gZ0nSdjSsrZbGKg==", + "version": "1.3.2", + "resolved": "https://registry.npmjs.org/@img/sharp-libvips-darwin-x64/-/sharp-libvips-darwin-x64-1.3.2.tgz", + "integrity": "sha512-m2pW1n6cns9VaubNwsZ+c3CRYjxNQWgJ5gPlnL1nbBcpkBvFm6SCFN5o0psFHI8w9n11NKhFkeEDns98tiqbEw==", "cpu": [ "x64" ], @@ -134,9 +153,9 @@ } }, "node_modules/@img/sharp-libvips-linux-arm": { - "version": "1.2.4", - "resolved": "https://registry.npmjs.org/@img/sharp-libvips-linux-arm/-/sharp-libvips-linux-arm-1.2.4.tgz", - "integrity": "sha512-bFI7xcKFELdiNCVov8e44Ia4u2byA+l3XtsAj+Q8tfCwO6BQ8iDojYdvoPMqsKDkuoOo+X6HZA0s0q11ANMQ8A==", + "version": "1.3.2", + "resolved": "https://registry.npmjs.org/@img/sharp-libvips-linux-arm/-/sharp-libvips-linux-arm-1.3.2.tgz", + "integrity": "sha512-1eMLzy92I4J6rmi4mAT8yC3HxOtniyGELlzGbNMLLeqe052ahFQ0h6LFq+lh5DsDIdYViIDst08abvSbcEdLXQ==", "cpu": [ "arm" ], @@ -150,9 +169,9 @@ } }, "node_modules/@img/sharp-libvips-linux-arm64": { - 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"version": "1.2.4", - "resolved": "https://registry.npmjs.org/@img/sharp-libvips-linuxmusl-x64/-/sharp-libvips-linuxmusl-x64-1.2.4.tgz", - "integrity": "sha512-+LpyBk7L44ZIXwz/VYfglaX/okxezESc6UxDSoyo2Ks6Jxc4Y7sGjpgU9s4PMgqgjj1gZCylTieNamqA1MF7Dg==", + "version": "1.3.2", + "resolved": "https://registry.npmjs.org/@img/sharp-libvips-linuxmusl-x64/-/sharp-libvips-linuxmusl-x64-1.3.2.tgz", + "integrity": "sha512-m0lrLiUt+lBYnCFr8qV/65yMR4E/c7/wf78I5eKTdkEakFAlZ9QlzEM3QIhhAwVeUhLAHLcCq7a7Vszq/oFNZQ==", "cpu": [ "x64" ], @@ -262,9 +281,9 @@ } }, "node_modules/@img/sharp-linux-arm": { - "version": "0.34.5", - "resolved": "https://registry.npmjs.org/@img/sharp-linux-arm/-/sharp-linux-arm-0.34.5.tgz", - "integrity": "sha512-9dLqsvwtg1uuXBGZKsxem9595+ujv0sJ6Vi8wcTANSFpwV/GONat5eCkzQo/1O6zRIkh0m/8+5BjrRr7jDUSZw==", + "version": "0.35.3", + "resolved": "https://registry.npmjs.org/@img/sharp-linux-arm/-/sharp-linux-arm-0.35.3.tgz", + "integrity": "sha512-affVWCTLooy8TSxbDx2qkzuDeaWLNVBA+P//FNBirHsXpP2fuBhk5AuboYUnrDnzoXes8GFjpTx0SBFOCRg+FA==", "cpu": [ "arm" ], @@ -274,19 +293,19 @@ "linux" ], "engines": { - 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