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run_math.sh
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66 lines (54 loc) · 2.02 KB
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#!/bin/bash
set -e
set -x
# --- Configuration ---
LLM_NAME="gpt-4o-mini"
DOMAIN="math"
AGENT_NAMES="MathSolver"
AGENT_NUMS=4
BATCH_SIZE=2
OUTPUT_DIR="trained_models"
# Separate training and testing datasets to avoid data leakage
TRAIN_DATASET_JSON="datasets/MATH/MATH_train.jsonl" # For Phase 1: data generation
TEST_DATASET_JSON="datasets/MATH/MATH_test500.jsonl" # For Phase 3: evaluation
mkdir -p $OUTPUT_DIR
# --- GTD Mode ---
# == Phase 1: Generate initial dataset for GTD models ==
echo "--- Running GTD Phase 1: Dataset Generation for MATH (using TRAINING set) ---"
python3 -m experiments.run_math \
--llm_name $LLM_NAME \
--domain $DOMAIN \
--agent_names $AGENT_NAMES \
--agent_nums $AGENT_NUMS \
--dataset_json $TRAIN_DATASET_JSON \
--mode GTD \
--gtd-generate-data \
--gtd-datagen-limit 10 \
--gtd-dataset-path "$OUTPUT_DIR/gtd_math_dataset.jsonl"
# == Phase 2: Train Proxy and Diffusion models ==
echo "--- Running GTD Phase 2
4A77
: Model Training for MATH (using Phase 1 generated data) ---"
python3 -m experiments.run_math \
--llm_name $LLM_NAME \
--domain $DOMAIN \
--agent_names $AGENT_NAMES \
--agent_nums $AGENT_NUMS \
--dataset_json $TRAIN_DATASET_JSON \
--mode GTD \
--gtd-train-models \
--gtd-epochs 10 \
--gtd-dataset-path "$OUTPUT_DIR/gtd_math_dataset.jsonl" \
--gtd-proxy-model-path "$OUTPUT_DIR/proxy_model_math.pth" \
--gtd-diffusion-model-path "$OUTPUT_DIR/diffusion_model_math.pth"
# == Phase 3: Run inference with a pre-trained GTD Framework ==
echo "--- Running GTD Phase 3: Inference for MATH (using TEST set - no data leakage) ---"
python3 -m experiments.run_math \
--llm_name $LLM_NAME \
--domain $DOMAIN \
--agent_names $AGENT_NAMES \
--agent_nums $AGENT_NUMS \
--dataset_json $TEST_DATASET_JSON \
--mode GTD \
--batch_size $BATCH_SIZE \
--gtd-proxy-model-path "$OUTPUT_DIR/proxy_model_math.pth" \
--gtd-diffusion-model-path "$OUTPUT_DIR/diffusion_model_math.pth"
echo "--- Script finished ---"