Spaces:
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Sleeping
Tiffany Degbotse commited on
Commit ·
a79f121
1
Parent(s): faee2c2
add app
Browse files- app.py +35 -0
- robust_galaxy_model .pth +0 -3
app.py
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from fastapi import FastAPI, File, UploadFile
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from fastapi.middleware.cors import CORSMiddleware
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import io, base64
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from PIL import Image
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from model import predict_galaxy
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app = FastAPI()
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"],
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allow_methods=["*"],
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allow_headers=["*"],
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)
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@app.post("/predict")
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async def predict(file: UploadFile = File(...)):
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image = Image.open(io.BytesIO(await file.read())).convert("RGB")
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overlay, result_text = predict_galaxy(image)
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buf = io.BytesIO()
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overlay.save(buf, format="PNG")
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predicted_class = result_text.split("\n")[0].split(": ")[1]
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probability = float(
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result_text.split("\n")[1].split(": ")[1].replace("%", "")
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) / 100
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return {
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"class": predicted_class,
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"probability": probability,
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"heatmap": base64.b64encode(buf.getvalue()).decode()
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}
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robust_galaxy_model .pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:b6217b4ef7679ccf90ab16c733ac4fe7810376c389330a7fe663f718114f8823
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size 44790923
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