LightResearch

# LightResearch Demo for UltraRAG UI

# MCP Server
servers:
  benchmark: servers/benchmark
  generation: servers/generation
  retriever: servers/retriever
  prompt: servers/prompt
  router: servers/router
  custom: servers/custom

# MCP Client Pipeline
pipeline:
- benchmark.get_data
- retriever.retriever_init
- generation.generation_init
- custom.init_citation_registry
- prompt.webnote_gen_plan
- generation.generate:
    output:
      ans_ls: plan_ls
- prompt.webnote_init_page
- generation.generate:
    output:
      ans_ls: page_ls
- loop:
    times: 10
    steps:
    - branch:
        router:
        - router.webnote_check_page
        branches:
          incomplete:
          - prompt.webnote_gen_subq
          - generation.generate:
              output:
                ans_ls: subq_ls
          - retriever.retriever_search:
              input:
                query_list: subq_ls
              output:
                ret_psg: psg_ls
          - custom.assign_citation_ids_stateful:
              input:
                ret_psg: psg_ls
              output:
                ret_psg: psg_ls
          - prompt.webnote_fill_page
          - generation.generate:
              output:
                ans_ls: page_ls
          complete: []
- prompt.webnote_gen_answer
- generation.generate

benchmark:
  benchmark:
    key_map:
      gt_ls: golden_answers
      q_ls: question
    limit: -1
    name: nq
    path: data/sample_nq_10.jsonl
    seed: 42
    shuffle: false
generation:
  backend: vllm
  backend: openai
  backend_configs:
    hf:
      batch_size: 8
      gpu_ids: 2,3
      model_name_or_path: openbmb/MiniCPM4-8B
      trust_remote_code: true
    openai:
      api_key: abc
      base_delay: 1.0
      base_url: http://localhost:8000/v1
      base_url: http://localhost:65503/v1
      concurrency: 8
      model_name: MiniCPM4-8B
      model_name: qwen3-32b
      retries: 3
    vllm:
      dtype: auto
      gpu_ids: 2,3
      gpu_memory_utilization: 0.9
      model_name_or_path: openbmb/MiniCPM4-8B
      trust_remote_code: true
  extra_params:
    chat_template_kwargs:
      enable_thinking: false
  sampling_params:
    max_tokens: 2048
    temperature: 0.7
    top_p: 0.8
  system_prompt: ''
  system_prompt: '你是一个专业的UltraRAG问答助手。请一定记住使用中文回答问题。'
prompt:
  webnote_fill_page_template: prompt/webnote_fill_page.jinja
  webnote_fill_page_template: prompt/webnote_fill_page_citation.jinja
  webnote_gen_answer_template: prompt/webnote_gen_answer.jinja
  webnote_gen_answer_template: prompt/webnote_gen_report.jinja
  webnote_gen_plan_template: prompt/webnote_gen_plan.jinja
  webnote_gen_subq_template: prompt/webnote_gen_subq.jinja
  webnote_init_page_template: prompt/webnote_init_page.jinja
retriever: 
  backend: sentence_transformers
  backend: openai
  backend_configs:
    bm25:
      lang: en
      save_path: index/bm25
    infinity:
      bettertransformer: false
      model_warmup: false
      pooling_method: auto
      trust_remote_code: true
    openai:
      api_key: abc
      base_url: https://api.openai.com/v1
      base_url: http://localhost:65504/v1
      model_name: text-embedding-3-small
      model_name: qwen-embedding
    sentence_transformers:
      sentence_transformers_encode:
        encode_chunk_size: 256
        normalize_embeddings: false
        psg_prompt_name: document
        psg_task: null
        q_prompt_name: query
        q_task: null
      trust_remote_code: true
  batch_size: 16
  collection_name: wiki
  corpus_path: data/corpus_example.jsonl
  gpu_ids: '1'
  index_backend: faiss
  index_backend_configs:
    faiss:
      index_chunk_size: 10000
      index_path: index/index.index
      index_use_gpu: true
    milvus:
      id_field_name: id
      id_max_length: 64
      index_chunk_size: 1000
      index_params:
        index_type: AUTOINDEX
        metric_type: IP
      metric_type: IP
      search_params:
        metric_type: IP
        params: {}
      text_field_name: contents
      text_max_length: 60000
      token: null
      uri: index/milvus_demo.db
      vector_field_name: vector
  is_demo: false
  is_multimodal: false
  model_name_or_path: openbmb/MiniCPM-Embedding-Light
  query_instruction: ''
  query_instruction: 'Query: '
  top_k: 5