feat: setup project

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1,2 @@
+__pycache__
+.venv

app.py

@@ -0,0 +1,25 @@
+import gradio
+import numpy
+
+from pathlib import Path
+
+from fastai.vision.all import load_learner, PILImage
+
+
+MODEL_PATH = Path('.') / 'models'
+TEST_IMAGES_PATH = Path('.') / 'test'
+LEARNER = load_learner(MODEL_PATH) / 'car-segmentation_v1.pkl'
+
+
+def segment_image(image):
+    image = PILImage.create(image)
+    prediction, _, _ = LEARNER.predict(image)
+    return numpy.array(prediction)
+
+demo = gradio.Interface(
+    segment_image,
+    inputs=gradio.Image(type='pil'),
+    outputs=gradio.Image(type='numpy'),
+    examples=[str(image) for image in TEST_IMAGES_PATH.iterdir()]
+)
+demo.launch()

models/car-segmentation_v1.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16247a5cae3048adfd1c102482610b0b1b85b0285271faf9ace1328528b218d4
+size 194626328

requirements.txt

@@ -0,0 +1,104 @@
+aiofiles==23.2.1
+annotated-types==0.7.0
+anyio==4.8.0
+blis==1.2.0
+catalogue==2.0.10
+certifi==2025.1.31
+charset-normalizer==3.4.1
+click==8.1.8
+cloudpathlib==0.21.0
+confection==0.1.5
+contourpy==1.3.1
+cycler==0.12.1
+cymem==2.0.11
+fastai==2.7.18
+fastapi==0.115.11
+fastcore==1.7.29
+fastdownload==0.0.7
+fastprogress==1.0.3
+ffmpy==0.5.0
+filelock==3.17.0
+fonttools==4.56.0
+fsspec==2025.2.0
+gradio==5.20.0
+gradio_client==1.7.2
+groovy==0.1.2
+h11==0.14.0
+httpcore==1.0.7
+httpx==0.28.1
+huggingface-hub==0.29.2
+idna==3.10
+Jinja2==3.1.5
+joblib==1.4.2
+kiwisolver==1.4.8
+langcodes==3.5.0
+language_data==1.3.0
+marisa-trie==1.2.1
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.10.1
+mdurl==0.1.2
+mpmath==1.3.0
+murmurhash==1.0.12
+networkx==3.4.2
+numpy==2.2.3
+nvidia-cublas-cu12==12.4.5.8
+nvidia-cuda-cupti-cu12==12.4.127
+nvidia-cuda-nvrtc-cu12==12.4.127
+nvidia-cuda-runtime-cu12==12.4.127
+nvidia-cudnn-cu12==9.1.0.70
+nvidia-cufft-cu12==11.2.1.3
+nvidia-curand-cu12==10.3.5.147
+nvidia-cusolver-cu12==11.6.1.9
+nvidia-cusparse-cu12==12.3.1.170
+nvidia-nccl-cu12==2.21.5
+nvidia-nvjitlink-cu12==12.4.127
+nvidia-nvtx-cu12==12.4.127
+orjson==3.10.15
+packaging==24.2
+pandas==2.2.3
+pillow==11.1.0
+preshed==3.0.9
+pydantic==2.10.6
+pydantic_core==2.27.2
+pydub==0.25.1
+Pygments==2.19.1
+pyparsing==3.2.1
+python-dateutil==2.9.0.post0
+python-multipart==0.0.20
+pytz==2025.1
+PyYAML==6.0.2
+requests==2.32.3
+rich==13.9.4
+ruff==0.9.9
+safehttpx==0.1.6
+scikit-learn==1.6.1
+scipy==1.15.2
+semantic-version==2.10.0
+setuptools==75.8.2
+shellingham==1.5.4
+six==1.17.0
+smart-open==7.1.0
+sniffio==1.3.1
+spacy==3.8.4
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.5.1
+starlette==0.46.0
+sympy==1.13.1
+thinc==8.3.4
+threadpoolctl==3.5.0
+tomlkit==0.13.2
+torch==2.5.1
+torchvision==0.20.1
+tqdm==4.67.1
+triton==3.1.0
+typer==0.15.2
+typing_extensions==4.12.2
+tzdata==2025.1
+urllib3==2.3.0
+uvicorn==0.34.0
+wasabi==1.1.3
+weasel==0.4.1
+websockets==15.0
+wrapt==1.17.2