ResearchGraph

ResearchGraphは完全な研究の自動化を目的としたOSSになります．

ResearchGraph

全てのサブグラフを実行します．

python src/researchgraph/research_graph.py

Architecture

%%{init: {'flowchart': {'curve': 'linear'}}}%%
graph TD;
        __start__([<p>__start__</p>]):::first
        retrieve_paper_subgraph(retrieve_paper_subgraph)
        generate_subgraph(generate_subgraph)
        executor_subgraph(executor_subgraph)
        writer_subgraph(writer_subgraph)
        __end__([<p>__end__</p>]):::last
        __start__ --> retrieve_paper_subgraph;
        executor_subgraph --> writer_subgraph;
        generate_subgraph --> executor_subgraph;
        retrieve_paper_subgraph --> generate_subgraph;
        writer_subgraph --> __end__;
        classDef default fill:#f2f0ff,line-height:1.2
        classDef first fill-opacity:0
        classDef last fill:#bfb6fc

Loading

Retrieve paper subgraph

研究を行うための論文を取得するためのサブグラフです．

python src/researchgraph/retrieve_paper_subgraph/retrieve_paper_subgraph.py

Architecture

%%{init: {'flowchart': {'curve': 'linear'}}}%%
graph TD;
        __start__([<p>__start__</p>]):::first
        initialize_state(initialize_state)
        base_search_papers_node(base_search_papers_node)
        base_retrieve_arxiv_full_text_node(base_retrieve_arxiv_full_text_node)
        base_extract_github_urls_node(base_extract_github_urls_node)
        base_summarize_paper_node(base_summarize_paper_node)
        base_select_best_paper_node(base_select_best_paper_node)
        generate_queries_node(generate_queries_node)
        add_search_papers_node(add_search_papers_node)
        add_retrieve_arxiv_full_text_node(add_retrieve_arxiv_full_text_node)
        add_extract_github_urls_node(add_extract_github_urls_node)
        add_summarize_paper_node(add_summarize_paper_node)
        add_select_best_paper_node(add_select_best_paper_node)
        __end__([<p>__end__</p>]):::last
        __start__ --> initialize_state;
        add_retrieve_arxiv_full_text_node --> add_extract_github_urls_node;
        add_search_papers_node --> add_retrieve_arxiv_full_text_node;
        add_select_best_paper_node --> __end__;
        base_retrieve_arxiv_full_text_node --> base_extract_github_urls_node;
        base_search_papers_node --> base_retrieve_arxiv_full_text_node;
        base_select_best_paper_node --> generate_queries_node;
        generate_queries_node --> add_search_papers_node;
        initialize_state --> base_search_papers_node;
        base_extract_github_urls_node -. &nbsp;Next paper&nbsp; .-> base_retrieve_arxiv_full_text_node;
        base_extract_github_urls_node -. &nbsp;Generate paper summary&nbsp; .-> base_summarize_paper_node;
        base_extract_github_urls_node -. &nbsp;All complete&nbsp; .-> base_select_best_paper_node;
        base_summarize_paper_node -. &nbsp;Next paper&nbsp; .-> base_retrieve_arxiv_full_text_node;
        base_summarize_paper_node -. &nbsp;All complete&nbsp; .-> base_select_best_paper_node;
        add_extract_github_urls_node -. &nbsp;Next paper&nbsp; .-> add_retrieve_arxiv_full_text_node;
        add_extract_github_urls_node -. &nbsp;Generate paper summary&nbsp; .-> add_summarize_paper_node;
        add_extract_github_urls_node -. &nbsp;All complete&nbsp; .-> add_select_best_paper_node;
        add_summarize_paper_node -. &nbsp;Next paper&nbsp; .-> add_retrieve_arxiv_full_text_node;
        add_summarize_paper_node -. &nbsp;All complete&nbsp; .-> add_select_best_paper_node;
        classDef default fill:#f2f0ff,line-height:1.2
        classDef first fill-opacity:0
        classDef last fill:#bfb6fc

Loading

Integrate generator subgraph

手法を合成するためのサブグラフです．

python src/researchgraph/integrate_generator_subgraph/integrate_generator_subgraph.py

Architecture

%%{init: {'flowchart': {'curve': 'linear'}}}%%
graph TD;
        __start__([<p>__start__</p>]):::first
        retrieve_base_paper_code_with_devin(retrieve_base_paper_code_with_devin)
        retrieve_add_paper_code_with_devin(retrieve_add_paper_code_with_devin)
        method_integrate_node(method_integrate_node)
        __end__([<p>__end__</p>]):::last
        __start__ --> retrieve_add_paper_code_with_devin;
        __start__ --> retrieve_base_paper_code_with_devin;
        method_integrate_node --> __end__;
        retrieve_add_paper_code_with_devin --> method_integrate_node;
        retrieve_base_paper_code_with_devin --> method_integrate_node;
        classDef default fill:#f2f0ff,line-height:1.2
        classDef first fill-opacity:0
        classDef last fill:#bfb6fc

Loading

executor subgraph

新規の手法をコーディングし実行するためのサブグラフです．

python src/researchgraph/executor_subgraph/executor_subgraph.py

Architecture

%%{init: {'flowchart': {'curve': 'linear'}}}%%
graph TD;
        __start__([<p>__start__</p>]):::first
        generate_code_with_devin_node(generate_code_with_devin_node)
        execute_github_actions_workflow_node(execute_github_actions_workflow_node)
        retrieve_github_actions_artifacts_node(retrieve_github_actions_artifacts_node)
        fix_code_with_devin_node(fix_code_with_devin_node)
        __end__([<p>__end__</p>]):::last
        __start__ --> generate_code_with_devin_node;
        execute_github_actions_workflow_node --> retrieve_github_actions_artifacts_node;
        fix_code_with_devin_node --> execute_github_actions_workflow_node;
        generate_code_with_devin_node --> execute_github_actions_workflow_node;
        retrieve_github_actions_artifacts_node -. &nbsp;correction&nbsp; .-> fix_code_with_devin_node;
        retrieve_github_actions_artifacts_node -. &nbsp;finish&nbsp; .-> __end__;
        classDef default fill:#f2f0ff,line-height:1.2
        classDef first fill-opacity:0
        classDef last fill:#bfb6fc

Loading

writer subgraph

論文を執筆するためのサブグラフです．執筆した論文はGitHub上にアップロードされます．

python src/researchgraph/writer_subgraph/writer_subgraph.py

Architecture

%%{init: {'flowchart': {'curve': 'linear'}}}%%
graph TD;
        __start__([<p>__start__</p>]):::first
        writeup_node(writeup_node)
        latex_node(latex_node)
        github_upload_node(github_upload_node)
        __end__([<p>__end__</p>]):::last
        __start__ --> writeup_node;
        github_upload_node --> __end__;
        latex_node --> github_upload_node;
        writeup_node --> latex_node;
        classDef default fill:#f2f0ff,line-height:1.2
        classDef first fill-opacity:0
        classDef last fill:#bfb6fc

Loading