diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..7dedf4f29a584a00d92802c5a7257a3ef9c57b68 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,4 @@ +*.png filter=lfs diff=lfs merge=lfs -text +*.jpg filter=lfs diff=lfs merge=lfs -text +*.jpeg filter=lfs diff=lfs merge=lfs -text +*.gif filter=lfs diff=lfs merge=lfs -text diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000000000000000000000000000000000000..17726a08ebf83703a4be009e9dd0ed62318100cb --- /dev/null +++ b/Dockerfile @@ -0,0 +1,30 @@ +FROM python:3.10-slim + +# Create non-root user +RUN adduser --disabled-password --gecos '' user +USER user + +# Environment variables +ENV HOME=/home/user \ + PATH=/home/user/.local/bin:$PATH \ + PORT=7860 + +WORKDIR $HOME/app + +# Copy requirements first (better for Docker layer caching) +COPY --chown=user requirements.txt ./ +RUN pip install --no-cache-dir -r requirements.txt + +# Copy the rest of the application +COPY --chown=user . . + +# Expose FastAPI default port for Hugging Face Spaces +EXPOSE 7860 + +# HF auth picked automatically from env (Spaces provides HF_TOKEN) +ENV HF_HOME=/root/.cache/huggingface \ + TRANSFORMERS_CACHE=/root/.cache/huggingface/transformers \ + TORCH_HOME=/root/.cache/torch + +# Start API +CMD ["bash", "startup.sh"] \ No newline at end of file diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..3ce847c7784af20fd88d5d687e485a5d9d76efbd --- /dev/null +++ b/app.py @@ -0,0 +1,48 @@ +# app.py +import os, json +from fastapi import FastAPI, UploadFile +from transformers import AutoImageProcessor, BeitForImageClassification +from PIL import Image +import torch + +MODEL_DIR = "outputs/beit-retina" +CLASSES = ["AMD","DMO","DR","GLC","HR","Normal"] + +app = FastAPI(title="Retina Disease Classifier") + +# Lazy load model & processor +processor = None +model = None + +def load_model(): + global processor, model, CLASSES + processor = AutoImageProcessor.from_pretrained(MODEL_DIR) + model = BeitForImageClassification.from_pretrained(MODEL_DIR) + with open(os.path.join(MODEL_DIR, "labels.json")) as f: + CLASSES = json.load(f) + +@app.on_event("startup") +def startup_event(): + if os.path.exists(MODEL_DIR): + load_model() + +@app.post("/predict") +async def predict(file: UploadFile): + if model is None: + return {"error": "Model not trained yet"} + img = Image.open(file.file).convert("RGB") + inputs = processor(images=img, return_tensors="pt") + with torch.no_grad(): + logits = model(**inputs).logits + probs = torch.softmax(logits, dim=1)[0].tolist() + pred_id = int(torch.argmax(logits, dim=1).item()) + return { + "class_id": CLASSES[pred_id], + "probabilities": [{CLASSES[i]: float(p) for i, p in enumerate(probs)}] + } + +@app.post("/train") +async def train_endpoint(): + os.system("python train.py") # blocking training run + load_model() + return {"status": "Training complete and model reloaded"} diff --git 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0000000000000000000000000000000000000000..84058ff1ce9d9d3dec4149e20801363db2588bd1 --- /dev/null +++ b/startup.sh @@ -0,0 +1,4 @@ +#!/usr/bin/env bash +set -euo pipefail +# In HF Spaces with Docker, CUDA is available if a GPU is provisioned. +exec uvicorn app:app --host 0.0.0.0 --port ${PORT:-7860} \ No newline at end of file diff --git a/train.py b/train.py new file mode 100644 index 0000000000000000000000000000000000000000..6dbae220f6d82909ee9baab85dff38661ed0149c --- /dev/null +++ b/train.py @@ -0,0 +1,71 @@ +# train.py +import os, json +from transformers import AutoImageProcessor, BeitForImageClassification, TrainingArguments, Trainer +from datasets import load_dataset +from sklearn.metrics import accuracy_score, f1_score +import numpy as np + +CLASSES = ["AMD","DMO","DR","GLC","HR","Normal"] +MODEL_NAME = "microsoft/beit-base-patch16-224" + +print("HOME dir:", os.environ.get("HOME")) +print("HF cache:", os.environ.get("HF_HOME", os.path.join(os.environ["HOME"], ".cache", "huggingface"))) + + +def compute_metrics(eval_pred): + logits, labels = eval_pred + preds = np.argmax(logits, axis=1) + return { + "accuracy": accuracy_score(labels, preds), + "f1_weighted": f1_score(labels, preds, average="weighted") + } + +def train(output_dir="/outputs/beit-retina", train_dir="data/train", val_dir="data/val", epochs=5, batch_size=16): + processor = AutoImageProcessor.from_pretrained(MODEL_NAME) + dataset = load_dataset("imagefolder", data_dir={"train": train_dir, "validation": val_dir}) + + def transform(examples): + images = [processor(Image.open(p).convert("RGB"), return_tensors="pt")["pixel_values"][0] for p in examples["image"]] + return {"pixel_values": images} + + dataset = dataset.cast_column("label", dataset["train"].features["label"].cast(type="ClassLabel", names=CLASSES)) + + model = BeitForImageClassification.from_pretrained( + MODEL_NAME, + num_labels=len(CLASSES), + id2label={i: c for i, c in enumerate(CLASSES)}, + label2id={c: i for i, c in enumerate(CLASSES)} + ) + + args = TrainingArguments( + output_dir=output_dir, + per_device_train_batch_size=batch_size, + per_device_eval_batch_size=batch_size, + num_train_epochs=epochs, + evaluation_strategy="epoch", + save_strategy="epoch", + load_best_model_at_end=True, + metric_for_best_model="f1_weighted", + logging_steps=50, + report_to="none" + ) + + trainer = Trainer( + model=model, + args=args, + train_dataset=dataset["train"], + eval_dataset=dataset["validation"], + tokenizer=processor, + compute_metrics=compute_metrics + ) + + trainer.train() + model.save_pretrained(output_dir) + processor.save_pretrained(output_dir) + + with open(os.path.join(output_dir, "labels.json"), "w") as f: + json.dump(CLASSES, f) + print("✅ Training complete. Model saved at:", output_dir) + +if __name__ == "__main__": + train()