Upload 5 files
Browse files- .gitattributes +35 -35
- Dockerfile +12 -0
- README.md +11 -10
- app.py +55 -0
- requirements.txt +5 -0
.gitattributes
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Dockerfile
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FROM python:3.10-slim
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WORKDIR /app
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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COPY . .
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EXPOSE 7860
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CMD ["python", "app.py"]
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README.md
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---
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title:
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emoji:
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colorFrom:
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colorTo: green
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sdk: docker
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pinned: false
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---
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title: Qa Python Api
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emoji: 💻
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colorFrom: red
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colorTo: green
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sdk: docker
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pinned: false
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license: apache-2.0
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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from fastapi import FastAPI
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from pydantic import BaseModel
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from transformers import AutoTokenizer, AutoModelForCausalLM
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import torch
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app = FastAPI()
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# ---- Load your HF model repo ----
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MODEL_REPO = "hello-ram/mpt-model"
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print("Loading tokenizer...")
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tokenizer = AutoTokenizer.from_pretrained(MODEL_REPO)
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print("Loading model...")
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model = AutoModelForCausalLM.from_pretrained(
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MODEL_REPO,
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torch_dtype=torch.float16,
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device_map="auto"
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)
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# ---------- ROUTES -------------
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@app.get("/")
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async def root():
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return {
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"message": "🚀 FastAPI MPT Model Running on Hugging Face Spaces",
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"endpoints": ["/", "/status", "/generate"]
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}
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@app.get("/status")
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async def status():
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return {
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"status": "ok",
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"model": MODEL_REPO,
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"device": str(model.device),
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"torch_dtype": str(model.dtype)
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}
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class InputText(BaseModel):
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text: str
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@app.post("/generate")
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async def generate_text(data: InputText):
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inputs = tokenizer(data.text, return_tensors="pt").to(model.device)
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output = model.generate(
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**inputs,
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max_new_tokens=200,
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temperature=0.7
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)
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generated = tokenizer.decode(output[0], skip_special_tokens=True)
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return {"response": generated}
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requirements.txt
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fastapi
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uvicorn
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transformers
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accelerate
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torch
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