Upload 4 files
Browse files- .gitignore +165 -0
- main.py +22 -75
- requirements.txt +15 -5
.gitignore
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# Byte-compiled / optimized / DLL files
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+
__pycache__/
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+
*.py[cod]
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4 |
+
*$py.class
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+
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+
# C extensions
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+
*.so
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+
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+
# Distribution / packaging
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+
.Python
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+
build/
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+
develop-eggs/
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+
dist/
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+
downloads/
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+
eggs/
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+
.eggs/
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+
lib/
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+
lib64/
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+
parts/
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+
sdist/
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+
var/
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+
wheels/
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+
share/python-wheels/
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+
*.egg-info/
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.installed.cfg
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*.egg
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+
MANIFEST
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+
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+
# PyInstaller
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+
# Usually these files are written by a python script from a template
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+
# before PyInstaller builds the exe, so as to inject date/other infos into it.
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32 |
+
*.manifest
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33 |
+
*.spec
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+
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+
# Installer logs
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36 |
+
pip-log.txt
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37 |
+
pip-delete-this-directory.txt
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38 |
+
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+
# Unit test / coverage reports
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40 |
+
htmlcov/
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+
.tox/
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+
.nox/
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+
.coverage
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+
.coverage.*
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+
.cache
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+
nosetests.xml
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+
coverage.xml
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+
*.cover
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+
*.py,cover
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+
.hypothesis/
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.pytest_cache/
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+
cover/
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+
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+
# Translations
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55 |
+
*.mo
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+
*.pot
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+
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+
# Django stuff:
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59 |
+
*.log
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+
local_settings.py
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+
db.sqlite3
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+
db.sqlite3-journal
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+
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+
# Flask stuff:
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65 |
+
instance/
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66 |
+
.webassets-cache
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+
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68 |
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# Scrapy stuff:
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69 |
+
.scrapy
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+
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+
# Sphinx documentation
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72 |
+
docs/_build/
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+
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# PyBuilder
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+
.pybuilder/
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+
target/
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+
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+
# Jupyter Notebook
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79 |
+
.ipynb_checkpoints
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+
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# IPython
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+
profile_default/
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+
ipython_config.py
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+
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# pyenv
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# For a library or package, you might want to ignore these files since the code is
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# intended to run in multiple environments; otherwise, check them in:
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# .python-version
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+
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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+
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# poetry
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# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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# This is especially recommended for binary packages to ensure reproducibility, and is more
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# commonly ignored for libraries.
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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#poetry.lock
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# pdm
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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#pdm.lock
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# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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# in version control.
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# https://pdm.fming.dev/#use-with-ide
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.pdm.toml
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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__pypackages__/
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# Celery stuff
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+
celerybeat-schedule
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+
celerybeat.pid
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+
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# SageMath parsed files
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*.sage.py
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+
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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+
.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# pytype static type analyzer
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.pytype/
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# Cython debug symbols
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cython_debug/
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# Database for Project
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/data/
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/images/
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+
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# PyCharm
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# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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# and can be added to the global gitignore or merged into this file. For a more nuclear
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# option (not recommended) you can uncomment the following to ignore the entire idea folder.
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#.idea/
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main.py
CHANGED
@@ -1,89 +1,36 @@
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from fastapi import FastAPI
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from fastapi.responses import JSONResponse
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from fastapi.param_functions import File
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from fastapi.middleware.cors import CORSMiddleware
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from typing import List
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import
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from
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import
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allow_methods=["*"],
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allow_headers=["*"],
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)
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device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
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mtcnn = MTCNN(keep_all=True, device=device)
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resnet = InceptionResnetV1(pretrained='vggface2').eval().to(device)
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@app.get("/", tags=["Home"])
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def read_root():
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return {"message": "Welcome to
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@app.get("/health", tags=["Health"])
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def health_check():
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return {"status": "ok"}
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@app.post("/extract", tags=["Extract Embeddings"])
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async def extract_embeddings(file: UploadFile = File(...)):
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# Load the image
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contents = await file.read()
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image = Image.open(io.BytesIO(contents)).convert('RGB')
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# Detect faces
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faces = mtcnn(image)
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# Check if any faces were detected
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if faces is None:
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return JSONResponse(content={"error": "No faces detected in the image"})
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# If faces is a list, take the first face. If it's a tensor, it's already the first (and only) face
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if isinstance(faces, list):
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face = faces[0]
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else:
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face = faces
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# Ensure the face tensor is 4D (batch_size, channels, height, width)
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if face.dim() == 3:
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face = face.unsqueeze(0)
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# Extract the face embeddings
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with torch.no_grad():
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embeddings = resnet(face).cpu().numpy().tolist()
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return JSONResponse(content={"embeddings": embeddings})
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# @app.post("/extract")
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# async def extract_embeddings(file: UploadFile = File(...)):
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# # Load the image
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# contents = await file.read()
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# image = face_recognition.load_image_file(io.BytesIO(contents))
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# # Find all the faces in the image
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# face_locations = face_recognition.face_locations(image)
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# for face_location in face_locations:
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# # Extract the face encoding
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# face_encoding = face_recognition.face_encodings(image, [face_location])[0]
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# # Append the face encoding to the embeddings list
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# embeddings.append(face_encoding.tolist())
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# return JSONResponse(content={"embeddings": embeddings})
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# main.py
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from fastapi import FastAPI
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from typing import List
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from users.routes import router as users_router
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from auth.route import router as auth_router
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from orders.routes import order_router, meal_router
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app = FastAPI(
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title="SnapFeast API",
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description="SnapFeast API for managing users, meals, and orders.",
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version="1.0.0",
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docs_url="/docs",
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redoc_url="/redoc",
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openapi_url="/openapi.json",
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)
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app.include_router(users_router)
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app.include_router(auth_router)
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app.include_router(meal_router)
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app.include_router(order_router)
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@app.get("/", tags=["Home"])
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def read_root():
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return {"message": "Welcome to SnapFeast API!"}
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@app.get("/health", tags=["Health"])
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def health_check():
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return {"status": "ok"}
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run(app, host="0.0.0.0", port=8000, log_level="info")
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requirements.txt
CHANGED
@@ -1,9 +1,19 @@
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1 |
facenet_pytorch
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2 |
torch
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3 |
-
torchvision
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4 |
numpy
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5 |
pandas
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6 |
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python-multipart
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# requirements.txt
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fastapi
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uvicorn
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sqlalchemy
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pydantic
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pydantic[email]
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7 |
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pydantic-settings
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8 |
+
passlib
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9 |
+
python-jose[cryptography]
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10 |
+
python-multipart
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+
opencv-python
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facenet_pytorch
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13 |
torch
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numpy
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scikit-learn
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pandas
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surprise
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joblib
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psycopg2-binary
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