{"url":"/task/runtime-ranking","name":"Runtime ranking","slug":"runtime-ranking","description_markdown":"Ranking of computational graph configurations by their runtime. The task assumes a set of computational graphs, each having a set of node and/or edge configurations and corresponding scalar execution runtimes. The task is to rank the configurations by their runtime for each graph individually.","categories":[{"name":"Computer Code","url":"/area/computer-code"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"derived"},"counts":{"papers_tagged":2,"papers_with_code":2,"benchmarks":1,"benchmark_tables_in_archive":1,"benchmark_tables_shown":1,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":0,"subtasks":0,"parent_tasks":0},"benchmarks":[{"leaderboard":"/sota/runtime-ranking-on-tpugraphs-layout-mean","slug":"runtime-ranking-on-tpugraphs-layout-mean","dataset":"TpuGraphs Layout mean","dataset_url":null,"rows_in_archive":2,"metrics":["Kendall's Tau"],"first_row_in_archive_order":{"model":"TGraph","paper_title":"Graph neural networks with configuration cross-attention for tensor compilers","paper_url":"/paper/graph-neural-networks-with-configuration","paper_date":"2024-05-26","arxiv_id":"2405.16623","code_links":[{"title":"thanhhau097/google_fast_or_slow","url":"https://github.com/thanhhau097/google_fast_or_slow"}],"syntology":null}}],"datasets":[],"subtasks":[],"parent_tasks":[],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":2,"of":2,"tagged_in_all":2,"items":[{"url":"/paper/graph-neural-networks-with-configuration","title":"Graph neural networks with configuration cross-attention for tensor compilers","date":"2024-05-26","arxiv_id":"2405.16623","repositories_listed":1,"syntology":null},{"url":"/paper/tpugraphs-a-performance-prediction-dataset-on-1","title":"TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs","date":"2023-08-25","arxiv_id":"2308.13490","repositories_listed":1,"syntology":{"n":4,"n_ran":2,"n_unverified":2,"n_pointer_only":0}}],"syntology_records":1,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}