Saksham Adhikari
commited on
Commit
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bb38358
1
Parent(s):
4047578
Add Dockerfile and startup script for HF Space
Browse files- Dockerfile +16 -0
- startup.sh +32 -0
Dockerfile
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# Start from a PyTorch + CUDA base image
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FROM pytorch/pytorch:2.1.0-cuda12.1-cudnn8-devel
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WORKDIR /code
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COPY . .
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# Install dependencies
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RUN pip install -r requirements.txt
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RUN pip install flash-attn --no-build-isolation
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# Make the startup script executable
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COPY startup.sh .
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RUN chmod +x startup.sh
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# This is the new command: it runs your script automatically when the Space starts.
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CMD ["./startup.sh"]
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startup.sh
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#!/bin/bash
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# This script automates the setup and training process for the HRM fine-tuning.
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# The 'set -e' command ensures that the script will exit immediately if any command fails.
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set -e
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echo "--- Starting Automated Finetuning Workflow ---"
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# Step 1: Login to WandB using the secret
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# Make sure you have your WANDB_API_KEY set in the Space secrets
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wandb login $WANDB_API_KEY
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echo "Step 1 complete: Logged into WandB."
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# Step 2: Run the data curation and processing scripts
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# (Assuming your curation and processing scripts are in the repo)
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# python dataset_curation.py
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# python dataset/build_abstract_dataset.py
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echo "Step 2 complete: Data processing finished."
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# Step 3: Launch the training job
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echo "--- LAUNCHING TRAINING ---"
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OMP_NUM_THREADS=8 python pretrain.py \
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data_path=data/abstract_optimizer_processed \
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arch=hrm_abstract_optimizer \
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epochs=20000 \
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global_batch_size=32 \
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eval_interval=1000
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echo "--- TRAINING COMPLETE ---"
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# Step 4: Keep the space running after the script finishes (optional)
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# echo "Workflow finished. Idling..."
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# sleep infinity
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