ml/face_detection.py

@@ -1,29 +0,0 @@
-import os
-from typing import List
-
-import torch
-
-from ultralytics import YOLO
-
-WEIGHTS_PATH = "assets/weights/yolov8n-face.pt"
-DIR_PATH = os.path.dirname(os.path.realpath(__file__))
-WEIGHTS_PATH = os.path.join(DIR_PATH, WEIGHTS_PATH)
-MODEL = YOLO(WEIGHTS_PATH)
-CONF_THRESH = 0.01
-IOU_THRESH = 0.5
-
-
-# TODO: currently detect_faces accepts a image path, but it can be changed to accept images in memory
-def detect_faces(image_path: str) -> List[tuple[int, int, int, int]]:
-    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
-    results = MODEL.predict(source=image_path, conf=CONF_THRESH, iou=IOU_THRESH, device=device)
-    face_boxes = []
-    result = results[0].cpu().numpy()
-    for box in result.boxes:
-        xyxyn = box.xyxy[0]
-        x1 = int(xyxyn[0])
-        y1 = int(xyxyn[1])
-        x2 = int(xyxyn[2])
-        y2 = int(xyxyn[3])
-        face_boxes.append((x1, y1, x2, y2))
-    return face_boxes

requirements.txt

@@ -1,93 +1,2 @@
-alembic==1.12.1
-anyio==4.0.0
-async-timeout==4.0.3
-bidict==0.22.1
-certifi==2023.11.17
-charset-normalizer==3.3.2
-click==8.1.7
-cloudpickle==2.2.1
-contourpy==1.2.0
-cycler==0.12.1
-distro==1.8.0
-exceptiongroup==1.1.3
-fastapi==0.96.1
-filelock==3.13.1
-fonttools==4.44.3
-fsspec==2023.10.0
-greenlet==3.0.1
-gunicorn==20.1.0
-h11==0.14.0
-httpcore==0.17.3
-httpx==0.24.1
-idna==3.4
-Jinja2==3.1.2
-kiwisolver==1.4.5
-Mako==1.3.0
-markdown-it-py==3.0.0
-MarkupSafe==2.1.3
-matplotlib==3.8.2
-mdurl==0.1.2
-mpmath==1.3.0
-networkx==3.2.1
-numpy==1.26.2
-nvidia-cublas-cu12==12.1.3.1
-nvidia-cuda-cupti-cu12==12.1.105
-nvidia-cuda-nvrtc-cu12==12.1.105
-nvidia-cuda-runtime-cu12==12.1.105
-nvidia-cudnn-cu12==8.9.2.26
-nvidia-cufft-cu12==11.0.2.54
-nvidia-curand-cu12==10.3.2.106
-nvidia-cusolver-cu12==11.4.5.107
-nvidia-cusparse-cu12==12.1.0.106
-nvidia-nccl-cu12==2.18.1
-nvidia-nvjitlink-cu12==12.3.101
-nvidia-nvtx-cu12==12.1.105
-opencv-python==4.8.1.78
-packaging==23.2
-pandas==2.1.3
-Pillow==10.1.0
-pipdeptree==2.13.1
-platformdirs==3.11.0
-psutil==5.9.6
-py-cpuinfo==9.0.0
-pydantic==1.10.13
-Pygments==2.16.1
-pyparsing==3.1.1
-python-dateutil==2.8.2
-python-engineio==4.8.0
-python-multipart==0.0.5
-python-socketio==5.10.0
-pytz==2023.3.post1
-PyYAML==6.0.1
-redis==4.6.0
+
 reflex==0.3.2
-requests==2.31.0
-rich==13.7.0
-scipy==1.11.3
-seaborn==0.13.0
-simple-websocket==1.0.0
-six==1.16.0
-sniffio==1.3.0
-SQLAlchemy==1.4.41
-sqlalchemy2-stubs==0.0.2a37
-sqlmodel==0.0.8
-starlette==0.27.0
-starlette-admin==0.9.0
-sympy==1.12
-tabulate==0.9.0
-thop==0.1.1.post2209072238
-torch==2.1.1
-torchvision==0.16.1
-tqdm==4.66.1
-triton==2.1.0
-typer==0.9.0
-typing_extensions==4.8.0
-tzdata==2023.3
-ultralytics==8.0.212
-urllib3==2.1.0
-uvicorn==0.20.0
-watchdog==2.3.1
-watchfiles==0.19.0
-websockets==10.4
-wrapt==1.16.0
-wsproto==1.2.0