| #!/usr/bin/env bash |
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| set -euo pipefail |
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| ENV_NAME="ragen" |
| SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" |
| PROJECT_ROOT="$(cd "${SCRIPT_DIR}/.." && pwd)" |
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| |
| WITH_SEARCH=0 |
| for arg in "$@"; do |
| case "$arg" in |
| --with-search) WITH_SEARCH=1 ;; |
| *) echo "Unknown option: $arg"; exit 1 ;; |
| esac |
| done |
|
|
| print_step() { |
| echo |
| echo "[setup_ragen] $1" |
| } |
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| ensure_conda() { |
| if ! command -v conda >/dev/null 2>&1; then |
| echo "conda is required but was not found in PATH." >&2 |
| exit 1 |
| fi |
| eval "$(conda shell.bash hook)" |
| } |
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| validate_repo_root() { |
| if [[ ! -d "${PROJECT_ROOT}/verl" ]]; then |
| echo "Could not find the RAGEN repository root from ${SCRIPT_DIR}." >&2 |
| exit 1 |
| fi |
| } |
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| ensure_env() { |
| if ! conda env list | awk '{print $1}' | grep -qx "${ENV_NAME}"; then |
| print_step "Creating conda environment ${ENV_NAME} with Python 3.12" |
| conda create -n "${ENV_NAME}" python=3.12 -y |
| else |
| print_step "Using existing conda environment ${ENV_NAME}" |
| fi |
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| print_step "Activating conda environment ${ENV_NAME}" |
| conda activate "${ENV_NAME}" |
| } |
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| setup_search() { |
| print_step "Installing search environment dependencies..." |
| pip install sentence-transformers flask |
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| local DATA_DIR="./search_data" |
| local INDICES_DIR="${DATA_DIR}/prebuilt_indices" |
| local WIKI_DIR="${DATA_DIR}/wikipedia" |
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| print_step "Downloading search index data (wiki corpus + FAISS index shards, ~87 GB)..." |
| python scripts/download_search_index.py --data_dir "$DATA_DIR" |
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| |
| local INDEX_FILE="${INDICES_DIR}/e5_Flat.index" |
| if [ -f "$INDEX_FILE" ]; then |
| echo "e5_Flat.index already exists ($(du -h "$INDEX_FILE" | cut -f1))" |
| else |
| print_step "Merging index shards -> e5_Flat.index..." |
| if [ -f "${INDICES_DIR}/part_aa" ] && [ -f "${INDICES_DIR}/part_ab" ]; then |
| cat "${INDICES_DIR}/part_aa" "${INDICES_DIR}/part_ab" > "$INDEX_FILE" |
| rm -f "${INDICES_DIR}/part_aa" "${INDICES_DIR}/part_ab" |
| echo "Created e5_Flat.index ($(du -h "$INDEX_FILE" | cut -f1))" |
| else |
| echo "ERROR: Index shards not found in ${INDICES_DIR}" >&2 |
| exit 1 |
| fi |
| fi |
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| |
| local CORPUS_FILE="${INDICES_DIR}/corpus.json" |
| local WIKI_JSONL="${WIKI_DIR}/wiki-18.jsonl" |
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| if [ -f "$CORPUS_FILE" ]; then |
| echo "corpus.json already exists ($(du -h "$CORPUS_FILE" | cut -f1))" |
| else |
| print_step "Converting wiki-18.jsonl -> corpus.json..." |
| if [ ! -f "$WIKI_JSONL" ]; then |
| echo "ERROR: ${WIKI_JSONL} not found" >&2 |
| exit 1 |
| fi |
| python3 -c " |
| import json |
| from tqdm import tqdm |
| |
| input_path = '${WIKI_JSONL}' |
| output_path = '${CORPUS_FILE}' |
| |
| print(f'Reading {input_path}...') |
| corpus = [] |
| with open(input_path, 'r') as f: |
| for line in tqdm(f, desc='Loading wiki-18.jsonl'): |
| line = line.strip() |
| if not line: |
| continue |
| doc = json.loads(line) |
| text = doc.get('text', doc.get('contents', doc.get('content', ''))) |
| title = doc.get('title', '') |
| if title and text: |
| corpus.append(f'{title} {text}') |
| elif text: |
| corpus.append(text) |
| |
| print(f'Writing {len(corpus)} documents to {output_path}...') |
| with open(output_path, 'w') as f: |
| json.dump(corpus, f) |
| print(f'Done! corpus.json = {len(corpus)} docs') |
| " |
| fi |
|
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| |
| print_step "Preparing HotpotQA parquet data..." |
| python scripts/prepare_search_data.py --output_dir data/search |
|
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| print_step "Search environment setup complete" |
| echo "To start the retrieval server:" |
| echo " CUDA_VISIBLE_DEVICES='' python scripts/retrieval/server.py --port 8001" |
| } |
|
|
| main() { |
| ensure_conda |
| validate_repo_root |
| cd "${PROJECT_ROOT}" |
|
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| ensure_env |
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| print_step "Installing base packaging dependency" |
| pip install setuptools |
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| print_step "Initializing git submodules" |
| git submodule update --init --recursive |
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| print_step "Installing RAGEN in editable mode" |
| pip install -e . --no-deps |
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| print_step "Installing verl dependencies for v0.6.1" |
| pushd verl >/dev/null |
| USE_MEGATRON=0 bash scripts/install_vllm_sglang_mcore.sh |
| pip install --no-deps -e . |
| popd >/dev/null |
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| print_step "Installing release environment dependencies" |
| pip install \ |
| IPython \ |
| matplotlib \ |
| gym \ |
| gym_sokoban \ |
| gymnasium \ |
| "gymnasium[toy-text]" \ |
| debugpy \ |
| together \ |
| anthropic \ |
| faiss-cpu==1.11.0 \ |
| numpy==1.26.4 |
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| |
| pip install "setuptools<70.0.0" |
|
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| print_step "Downloading project data" |
| python scripts/download_data.py |
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| |
| if [ "$WITH_SEARCH" -eq 1 ]; then |
| setup_search |
| fi |
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| print_step "Setup complete" |
| echo "Activate with: conda activate ${ENV_NAME}" |
| } |
|
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| main "$@" |
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|
