From dc801c07cf38b0c495686463e6ca6f871a64440e Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Tue, 27 Jan 2026 09:57:37 -0600 Subject: Add collaborativeagents module and update gitignore - Add collaborativeagents subproject with adapters, agents, and evaluation modules - Update .gitignore to exclude large binary files (.whl, .tar), wandb logs, and results Co-Authored-By: Claude Opus 4.5 --- collaborativeagents/slurm/run_sft_training.sh | 43 +++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) create mode 100755 collaborativeagents/slurm/run_sft_training.sh (limited to 'collaborativeagents/slurm/run_sft_training.sh') diff --git a/collaborativeagents/slurm/run_sft_training.sh b/collaborativeagents/slurm/run_sft_training.sh new file mode 100755 index 0000000..8cc9f78 --- /dev/null +++ b/collaborativeagents/slurm/run_sft_training.sh @@ -0,0 +1,43 @@ +#!/bin/bash +#SBATCH --job-name=sft_refl +#SBATCH --account=bfqt-delta-gpu +#SBATCH --partition=gpuA100x4 +#SBATCH --nodes=1 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=16 +#SBATCH --gres=gpu:4 +#SBATCH --mem=200G +#SBATCH --time=24:00:00 +#SBATCH --output=logs/sft_reflection_%j.out +#SBATCH --error=logs/sft_reflection_%j.err + +set -e +cd /projects/bfqt/users/yurenh2/ml-projects/personalization-user-model +mkdir -p collaborativeagents/slurm/logs collaborativeagents/training/outputs collaborativeagents/training/training_data + +source /u/yurenh2/miniforge3/etc/profile.d/conda.sh +conda activate eval + +export HF_HOME=/projects/bfqt/users/yurenh2/hf_cache/huggingface +export PYTHONPATH="${PWD}/src:${PWD}/collaborativeagents:${PYTHONPATH}" +export WANDB_PROJECT="collaborative-agent-reflection-sft" + +# Step 1: Generate training data from completed experiments +echo "=== Step 1: Generating training data ===" +python collaborativeagents/training/generate_training_data.py \ + --results-dir collaborativeagents/results \ + --output-dir collaborativeagents/training/training_data + +# Step 2: Run SFT training using TRL +echo "=== Step 2: Running SFT training ===" +python collaborativeagents/training/train_sft.py \ + --model-path /projects/bfqt/users/yurenh2/ml-projects/personalization-user-model/models/llama-3.1-8b-instruct \ + --data-path collaborativeagents/training/training_data/sft_training_data.json \ + --output-dir collaborativeagents/training/outputs/sft_reflection \ + --num-epochs 4 \ + --learning-rate 1e-6 \ + --batch-size 1 \ + --gradient-accumulation 64 + +echo "=== SFT Training Complete ===" +echo "Model saved to: collaborativeagents/training/outputs/sft_reflection" -- cgit v1.2.3