Stockfish NNUE training data

Data used for training recent (2022 - present) Stockfish default nets. Converted from Leela training data into the binpack data format for training NNUE with nnue-pytorch.

For converting Leela training data to unfiltered binpacks: lc0-data-converter
For filtering binpacks into subsets for Stockfish training: nnue-data

See the PR descriptions and stockfish commits for the dataset components used for the training run leading to the listed default net. Under each stockfish PR link is a list of dataset components unique to training that particular net.

As of November 2025, the datasets used in training the latest official networks (SFNNv10+ threat inputs) are documented in threats.yaml

May 17, 2024 — nn-c721dfca8cd3.nnue

  • datasets: T80 2024
  • Addition of:
    • test80-2024-03-mar-2tb7p.binpack

    Apr 2, 2024 — SFNNv9 architecture - L1-3072

    • datasets: T80 2024
    • Addition of:
      • test80-2024-01-jan-2tb7p.binpack
      • test80-2024-02-feb-2tb7p.binpack

      Mar 7, 2024 — nn-1ceb1ade0001.nnue

      Feb 17, 2024 — nn-b1a57edbea57.nnue

      Jan 7, 2024 — Dual NNUE with L1-128 smallnet

      Jan 7, 2024 — smallnet: nn-baff1ede1f90.nnue

      Jan 3, 2024 — nn-baff1edbea57.nnue

      • test80 2023 training data
      • Addition of:
        • test80-aug2023-2tb7p.v6.min.binpack
        • test80-sep2023-2tb7p.binpack
        • test80-oct2023-2tb7p.binpack

        Dec 25, 2023 — nn-b1e55edbea57.nnue

        Sep 22, 2023 — SFNNv8 architecture - L1-2560

        Sep 29, 2023 — nn-0000000000a0.nnue

        • stage 1: UHOx2-wIsRight-multinet-dfrc-n5000
        • stage 2: LeelaFarseer-T78juntoaugT79marT80dec.binpack
        • stage 3: leela93-v1-dfrc99-v2-T78juntosepT80jan-v6dd-T78janfebT79aprT80aprmay.min.binpack
        • stage 4: leela96-dfrc99-v2-T78juntosepT79mayT80junsepnovjan-v6dd-T80mar23-v6-T60novdecT77decT78aprmayT79aprT80may23.min.binpack
        • stage 5: 5af11540bbfe dataset
        • stage 6: 1ee1aba5ed dataset

        Sep 11, 2023 — nn-1ee1aba5ed4c.nnue

        Jul 1, 2023 — SFNNv7 architecture - L1-2048

        Jul 6, 2023 — nn-c38c3d8d3920.nnue

        Jun 22, 2023 — nn-5af11540bbfe.nnue

        Jun 11, 2023 — nn-ea57bea57e32.nnue

        Jun 6, 2023 — nn-0dd1cebea573.nnue

        May 30, 2023 — SFNNv6 architecture - L1-1536

        • Same data as nn-e1fb1ade4432.nnue for last 2 training stages

        Apr 24, 2023 — nn-e1fb1ade4432.nnue

        Apr 24, 2023 — nn-1ceb1a57d117.nnue

        Mar 28, 2023 — nn-dabb1ed23026.nnue

        Feb 27, 2023 — nn-52471d67216a.nnue

        Feb 8, 2023 — nn-1337b1adec5b.nnue

        Jan 22, 2023 — nn-bc24c101ada0.nnue

        Jan 12, 2023 — nn-1e7ca356472e.nnue

        Dec 30, 2022 — nn-a3dc078bafc7.nnue

        Dec 30, 2022 — nn-60fa44e376d9.nnue

        Dec 19, 2022 — nn-335a9b2d8a80.nnue

        Dec 2022 — Original training data before filtering