Ready to Rumble
Browse files- .dockerignore +9 -0
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- Dockerfile +39 -0
- README.md +43 -12
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Dockerfile
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# --- Stage 1: Build React frontend ---
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FROM node:20-alpine AS frontend
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WORKDIR /app/frontend
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COPY frontend/package*.json ./
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RUN npm ci
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COPY frontend/ ./
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RUN npm run build
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# --- Stage 2: GPU-enabled Python backend ---
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# Requires NVIDIA Container Toolkit on host and runtime flag: --gpus all
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FROM nvidia/cuda:12.1.1-cudnn8-runtime-ubuntu22.04 AS backend
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ENV DEBIAN_FRONTEND=noninteractive PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1 PIP_NO_CACHE_DIR=1
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# Install Python and system deps
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RUN apt-get update && apt-get install -y --no-install-recommends python3 python3-pip python3-venv git && rm -rf /var/lib/apt/lists/*
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WORKDIR /app
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# Install CUDA-enabled PyTorch (cu121)
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RUN python3 -m pip install --upgrade pip && python3 -m pip install --index-url https://download.pytorch.org/whl/cu121 torch==2.4.1+cu121
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# Install remaining Python deps
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COPY backend/requirements.txt /app/backend/requirements.txt
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RUN python3 -m pip install -r /app/backend/requirements.txt
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# Copy backend code
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COPY backend/ /app/backend/
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# Copy frontend build to a static dir served by FastAPI
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RUN mkdir -p /app/static
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COPY --from=frontend /app/frontend/dist/ /app/static/
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ENV STATIC_DIR=/app/static MODEL_ID=FractalAIResearch/Fathom-R1-14B PIPELINE_TASK=text-generation QUANTIZE=auto
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EXPOSE 8000
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CMD ["uvicorn", "app.main:app", "--app-dir", "/app/backend", "--host", "0.0.0.0", "--port", "8000"]
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README.md
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# Fathom R1 Chat — Full‑stack (React + FastAPI)
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ChatGPT‑style UI on React + a FastAPI backend that calls **FractalAIResearch/Fathom-R1-14B** via `transformers`.
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## Run with Docker (GPU)
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> Requires an NVIDIA GPU + NVIDIA Container Toolkit.
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```bash
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docker build -t fathom-r1-chat .
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docker run --gpus all -p 8000:8000 -e MODEL_ID=FractalAIResearch/Fathom-R1-14B -e QUANTIZE=auto fathom-r1-chat
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# Open http://localhost:8000
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```
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### Notes
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- Model is derived from **DeepSeek-R1-Distill-Qwen-14B** and targets **16K context** usage. Use the tokenizer chat template.
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- For long answers, bump `max_new_tokens` in the request.
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- If you need private HF access, pass `-e HUGGING_FACE_HUB_TOKEN=...`.
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## Dev mode (run separately)
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```bash
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# backend
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cd backend
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python3 -m venv .venv && source .venv/bin/activate
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pip install --index-url https://download.pytorch.org/whl/cu121 torch==2.4.1+cu121
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pip install -r requirements.txt
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uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload
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# frontend (new terminal)
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cd frontend
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npm ci
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npm run dev
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```
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## API
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- `POST /api/chat` with `{ messages: [{role, content}, ...], max_new_tokens, temperature, top_p }` → `{ reply, model }`
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## Hardware
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- 14B parameter model; for comfortable generation use **>=24–40 GB VRAM** or 4/8‑bit quantization on 16–24 GB GPUs.
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## License
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- MIT (model card states MIT) and this template is MIT.
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