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Update app.py
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app.py
CHANGED
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@@ -7,7 +7,7 @@ app = FastAPI(title="MedGemma ICD-10 Remote API")
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HF_TOKEN = os.getenv("HF_TOKEN", "YOUR_HF_API_TOKEN")
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MODEL_ID = "google/medgemma-4b-it"
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API_URL = f"https://
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HEADERS = {"Authorization": f"Bearer {HF_TOKEN}", "Content-Type": "application/json"}
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class TextInput(BaseModel):
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@@ -20,12 +20,14 @@ def root():
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@app.post("/predict")
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def predict_icd10(input: TextInput):
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try:
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dummy = Image.fromarray(np.zeros((224, 224, 3), dtype=np.uint8))
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buf = io.BytesIO()
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dummy.save(buf, format="PNG")
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image_b64 = base64.b64encode(buf.getvalue()).decode("utf-8")
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prompt = f"<image>\nConvert this medical note into ICD-10 code only:\n{input.text}\nICD-10 code:"
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payload = {"inputs": {"image": image_b64, "prompt": prompt}}
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r = requests.post(API_URL, headers=HEADERS, json=payload, timeout=90)
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@@ -35,6 +37,6 @@ def predict_icd10(input: TextInput):
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return {"icd10_code": data[0]["generated_text"].strip()}
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return {"raw_response": data}
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else:
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return {"error": f"Hugging Face
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except Exception as e:
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return {"error": str(e)}
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HF_TOKEN = os.getenv("HF_TOKEN", "YOUR_HF_API_TOKEN")
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MODEL_ID = "google/medgemma-4b-it"
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API_URL = f"https://api-inference.huggingface.co/models/{MODEL_ID}"
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HEADERS = {"Authorization": f"Bearer {HF_TOKEN}", "Content-Type": "application/json"}
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class TextInput(BaseModel):
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@app.post("/predict")
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def predict_icd10(input: TextInput):
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try:
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# dummy image
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dummy = Image.fromarray(np.zeros((224, 224, 3), dtype=np.uint8))
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buf = io.BytesIO()
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dummy.save(buf, format="PNG")
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image_b64 = base64.b64encode(buf.getvalue()).decode("utf-8")
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prompt = f"<image>\nConvert this medical note into ICD-10 code only:\n{input.text}\nICD-10 code:"
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payload = {"inputs": {"image": image_b64, "prompt": prompt}}
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r = requests.post(API_URL, headers=HEADERS, json=payload, timeout=90)
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return {"icd10_code": data[0]["generated_text"].strip()}
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return {"raw_response": data}
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else:
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return {"error": f"Hugging Face API error {r.status_code}", "details": r.text}
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except Exception as e:
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return {"error": str(e)}
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