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FROM python:3.10-slim |
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WORKDIR /app |
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RUN apt-get update && apt-get install -y git && rm -rf /var/lib/apt/lists/* |
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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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ENV HF_HOME=/tmp |
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RUN python -c "from transformers import AutoTokenizer, AutoModelForCausalLM; \ |
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from peft import PeftModel; \ |
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base_model_id='microsoft/DialoGPT-small'; \ |
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adapter_id='rabiyulfahim/Python_coding_model'; \ |
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AutoTokenizer.from_pretrained(base_model_id, cache_dir='/tmp'); \ |
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base_model = AutoModelForCausalLM.from_pretrained(base_model_id, cache_dir='/tmp'); \ |
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PeftModel.from_pretrained(base_model, adapter_id, cache_dir='/tmp')" |
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EXPOSE 7860 |
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CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"] |
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