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Update newapi.py
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newapi.py
CHANGED
@@ -5,11 +5,15 @@ import torch
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from torchvision import transforms
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from PIL import Image
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import io
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from huggingface_hub import hf_hub_download
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from models.TumorModel import TumorClassification, GliomaStageModel
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from utils import get_precautions_from_gemini
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# Initialize FastAPI app
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app = FastAPI(title="Brain Tumor Detection API")
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@@ -25,7 +29,8 @@ app.add_middleware(
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# Load Tumor Classification Model from Hugging Face
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btd_model_path = hf_hub_download(
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repo_id="Codewithsalty/brain-tumor-models",
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filename="BTD_model.pth"
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)
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tumor_model = TumorClassification()
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tumor_model.load_state_dict(torch.load(btd_model_path, map_location="cpu"))
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@@ -34,7 +39,8 @@ tumor_model.eval()
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# Load Glioma Stage Prediction Model from Hugging Face
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glioma_model_path = hf_hub_download(
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repo_id="Codewithsalty/brain-tumor-models",
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filename="glioma_stages.pth"
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)
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glioma_model = GliomaStageModel()
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glioma_model.load_state_dict(torch.load(glioma_model_path, map_location="cpu"))
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@@ -104,4 +110,4 @@ async def predict_glioma_stage(data: MutationInput):
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run("newapi:app", host="0.0.0.0", port=10000)
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from torchvision import transforms
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from PIL import Image
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import io
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import os
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from huggingface_hub import hf_hub_download
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from models.TumorModel import TumorClassification, GliomaStageModel
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from utils import get_precautions_from_gemini
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# Create writable cache directory for Hugging Face
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os.makedirs("./cache", exist_ok=True)
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# Initialize FastAPI app
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app = FastAPI(title="Brain Tumor Detection API")
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# Load Tumor Classification Model from Hugging Face
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btd_model_path = hf_hub_download(
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repo_id="Codewithsalty/brain-tumor-models",
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filename="BTD_model.pth",
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cache_dir="./cache" # ✅ fix
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)
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tumor_model = TumorClassification()
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tumor_model.load_state_dict(torch.load(btd_model_path, map_location="cpu"))
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# Load Glioma Stage Prediction Model from Hugging Face
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glioma_model_path = hf_hub_download(
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repo_id="Codewithsalty/brain-tumor-models",
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filename="glioma_stages.pth",
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cache_dir="./cache" # ✅ fix
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)
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glioma_model = GliomaStageModel()
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glioma_model.load_state_dict(torch.load(glioma_model_path, map_location="cpu"))
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run("newapi:app", host="0.0.0.0", port=10000)
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