From dc801c07cf38b0c495686463e6ca6f871a64440e Mon Sep 17 00:00:00 2001
From: YurenHao0426 <blackhao0426@gmail.com>
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 <noreply@anthropic.com>
---
 .../scripts/full_experiment_batch.sbatch           | 132 +++++++++++++++++++++
 1 file changed, 132 insertions(+)
 create mode 100644 collaborativeagents/scripts/full_experiment_batch.sbatch

(limited to 'collaborativeagents/scripts/full_experiment_batch.sbatch')

diff --git a/collaborativeagents/scripts/full_experiment_batch.sbatch b/collaborativeagents/scripts/full_experiment_batch.sbatch
new file mode 100644
index 0000000..1dc4da1
--- /dev/null
+++ b/collaborativeagents/scripts/full_experiment_batch.sbatch
@@ -0,0 +1,132 @@
+#!/bin/bash
+#SBATCH --job-name=batch_exp
+#SBATCH --account=bfqt-delta-gpu
+#SBATCH --partition=gpuH200x8
+#SBATCH --gres=gpu:4
+#SBATCH --nodes=1
+#SBATCH --ntasks=1
+#SBATCH --cpus-per-task=32
+#SBATCH --mem=256G
+#SBATCH --time=24:00:00
+#SBATCH --output=/projects/bfqt/users/yurenh2/ml-projects/personalization-user-model/batch_exp-%j.out
+#SBATCH --error=/projects/bfqt/users/yurenh2/ml-projects/personalization-user-model/batch_exp-%j.err
+
+# Full experiment: Batch-processable methods (vanilla, all_memory)
+# 200 profiles × 30 sessions = 6,000 sessions per method
+# Using turn-synchronous batch processing (paper's approach)
+
+set -e
+
+cd /projects/bfqt/users/yurenh2/ml-projects/personalization-user-model/collaborativeagents
+source /u/yurenh2/miniforge3/etc/profile.d/conda.sh
+conda activate eval
+
+export HF_HOME=/projects/bfqt/users/yurenh2/hf_cache/huggingface
+export PYTHONPATH="${PWD}:${PWD}/../src:${PYTHONPATH}"
+
+MODEL_8B="/projects/bfqt/users/yurenh2/ml-projects/personalization-user-model/models/llama-3.1-8b-instruct"
+PORT_USER=8004
+PORT_AGENT=8003
+PROFILE_PATH="/projects/bfqt/users/yurenh2/ml-projects/personalization-user-model/collaborativeagents/data/complex_profiles_v2/profiles_200.jsonl"
+
+echo "============================================"
+echo "Full Experiment: Batch Methods"
+echo "============================================"
+echo "Methods: vanilla, all_memory"
+echo "Profiles: 200"
+echo "Sessions/profile: 30"
+echo "Total: 6,000 sessions per method"
+echo ""
+date
+nvidia-smi --query-gpu=index,name,memory.total --format=csv
+echo ""
+
+# Kill any existing servers
+pkill -f "vllm.entrypoints" 2>/dev/null || true
+sleep 2
+
+# Start vLLM servers with optimized settings
+echo "Starting 8B user simulator (GPU 0-1, TP=2)..."
+CUDA_VISIBLE_DEVICES=0,1 python -m vllm.entrypoints.openai.api_server \
+    --model $MODEL_8B \
+    --port $PORT_USER \
+    --tensor-parallel-size 2 \
+    --gpu-memory-utilization 0.90 \
+    --max-model-len 8192 \
+    --disable-log-requests \
+    --dtype bfloat16 \
+    --max-num-seqs 256 &
+SERVER_USER_PID=$!
+
+echo "Starting 8B agent (GPU 2-3, TP=2)..."
+CUDA_VISIBLE_DEVICES=2,3 python -m vllm.entrypoints.openai.api_server \
+    --model $MODEL_8B \
+    --port $PORT_AGENT \
+    --tensor-parallel-size 2 \
+    --gpu-memory-utilization 0.90 \
+    --max-model-len 8192 \
+    --disable-log-requests \
+    --dtype bfloat16 \
+    --max-num-seqs 256 &
+SERVER_AGENT_PID=$!
+
+echo "Waiting for servers (may take 5-10 min for CUDA graph compilation)..."
+for i in $(seq 1 200); do
+    READY_USER=$(curl -s http://localhost:$PORT_USER/health > /dev/null 2>&1 && echo 1 || echo 0)
+    READY_AGENT=$(curl -s http://localhost:$PORT_AGENT/health > /dev/null 2>&1 && echo 1 || echo 0)
+    if [ "$READY_USER" = "1" ] && [ "$READY_AGENT" = "1" ]; then
+        echo "Both servers ready after $((i*3))s"
+        break
+    fi
+    if [ $((i % 20)) -eq 0 ]; then
+        echo "  Still waiting... ($((i*3))s)"
+    fi
+    sleep 3
+done
+
+if ! curl -s http://localhost:$PORT_USER/health > /dev/null; then
+    echo "ERROR: User server not healthy"; kill $SERVER_USER_PID $SERVER_AGENT_PID 2>/dev/null; exit 1
+fi
+if ! curl -s http://localhost:$PORT_AGENT/health > /dev/null; then
+    echo "ERROR: Agent server not healthy"; kill $SERVER_USER_PID $SERVER_AGENT_PID 2>/dev/null; exit 1
+fi
+echo "Both servers healthy"
+echo ""
+
+# Run batch experiment (only vanilla is truly stateless)
+for METHOD in vanilla; do
+    echo "============================================"
+    echo "Running: $METHOD (BATCH processing)"
+    echo "============================================"
+    START=$(date +%s)
+
+    python scripts/run_experiments.py \
+        --methods $METHOD \
+        --datasets math-hard,math-500,bigcodebench \
+        --n-profiles 200 \
+        --n-sessions 30 \
+        --max-turns 15 \
+        --use-vllm \
+        --batch-size 50 \
+        --parallel-profiles 50 \
+        --output-dir ../results/full_experiment_h200 \
+        --profile-path "$PROFILE_PATH"
+
+    END=$(date +%s)
+    ELAPSED=$((END-START))
+    echo ""
+    echo "$METHOD completed in ${ELAPSED}s"
+    THROUGHPUT=$((6000 * 3600 / ELAPSED))
+    echo "Throughput: ${THROUGHPUT} sessions/hr"
+    echo ""
+done
+
+# Cleanup
+echo "Cleaning up..."
+kill $SERVER_USER_PID $SERVER_AGENT_PID 2>/dev/null || true
+
+echo ""
+echo "============================================"
+echo "BATCH EXPERIMENT COMPLETE"
+echo "============================================"
+date
-- 
cgit v1.2.3