gomlx / go-xla

每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。

本报告未能采集到解析后的依赖集合：GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

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          "is_bot": false,
          "headline": "Created new `Backend.IsCUDA` and `Backend.IsCPU`, deferring the imple…",
          "author_name": "Jan Pfeifer",
          "author_login": "janpfeifer",
          "committed_at": "2026-07-03T10:39:13Z",
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          "is_bot": false,
          "headline": "compute/xla: thread flash stats as statesForVJP []Value (compute API …",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-07-02T16:54:25Z",
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          "body": "Stage 1: CustomCallV2, fmha target seam, seqlen padding masks",
          "is_bot": false,
          "headline": "Merge pull request #1 from guygrigsby/stage1-customcallv2-seqlen",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-07-01T02:17:57Z",
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          "is_bot": false,
          "headline": "compute/xla: gate fmha dtype in flashSupported (half-precision only),…",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-30T21:02:33Z",
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          "oid": "8bd845eb5d3ef30fc40a3114591255f9ee4cab99",
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          "is_bot": false,
          "headline": "stablehlo: fix CustomCallV2 layout docstring nil-slice vs nil-entry d…",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-30T04:04:50Z",
          "body_truncated": false,
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          "oid": "d9bb6fe6648d131f05a6e41a261bff3d0a709739",
          "body": "Add readFlatBF16 and assertSeqLenMasksOutput helpers. The latter compares\nthe padding positions (s >= S/2) of the short batch element against the\nsame positions of the full-length element: with q=k=v=ones, cuDNN\nPADDING_CAUSAL zeros padding-query outputs, so they must differ from the\nactive (non-zero) outputs of batch 0. The test now fails if cuDNN ignores\nthe seqlens. Finiteness assertion retained.",
          "is_bot": false,
          "headline": "compute/xla: prove seqlen masking changes output in PADDING_CAUSAL test",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-30T03:07:10Z",
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          "oid": "9350689db50c63fcc2b206432046a1dacba88dcc",
          "body": "Replace 3 stablehlo.CustomCall sites with CustomCallV2 ([][]int layouts).\nSwitch cuda guard from FlagPluginName string compare to client.Plugin().IsCUDA();\nmove skip after getPJRTClient so the plugin is available. Both tests compile\nand SKIP cleanly on CPU/Mac; cuDNN execution path unchanged for cuda host.",
          "is_bot": false,
          "headline": "pjrt: migrate fmha tests to CustomCallV2 and IsCUDA gate",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-29T22:55:01Z",
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          "oid": "fba6bd0eff8253c2e499e7b18bf460295a5a25e3",
          "body": "flashSupported no longer rejects non-causal or missing seqlens: any\ncombination of causal/seqlens is valid; selectFMHAVariant picks the\nmask_type (NO_MASK, CAUSAL, PADDING, PADDING_CAUSAL). Materialized mask\nand mismatched seqlens (one without the other) remain rejected.\n\nAdd TestSelectFMHAVariant_SeqLenPadding (CPU, confirms PADDING /\nPADDING_CAUSAL routing and causal regression).\nAdd TestFMHA_SeqLenPaddingCausal_cuda ([cuda], self-skips on Mac).",
          "is_bot": false,
          "headline": "compute/xla: allow seqlen padding masks in cuDNN flash path",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-29T22:49:45Z",
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          "is_bot": false,
          "headline": "compute/xla: seqlen fmha operand set; fp8 paused as NotImplemented",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-29T22:40:40Z",
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          "headline": "compute/xla: config-driven fmha target + mask_type selection seam",
          "author_name": "Guy J Grigsby",
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          "committed_at": "2026-06-29T22:36:00Z",
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          "oid": "0015b7718d32eaa689800bee3a760d804a3b88a9",
          "body": "…ernally",
          "is_bot": false,
          "headline": "compute/xla: typed CustomCallV2 with [][]int layouts, render MLIR int…",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-29T22:28:31Z",
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          "oid": "28d1e9b75a6b06d02beb4f88eeb2e11123916fe7",
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          "is_bot": false,
          "headline": "Merge branch 'main' of ssh://github.com/gomlx/go-xla into flash-atten…",
          "author_name": "Jan Pfeifer",
          "author_login": "janpfeifer",
          "committed_at": "2026-06-29T06:50:08Z",
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          "headline": "Updated CHANGELOG.",
          "author_name": "Jan Pfeifer",
          "author_login": "janpfeifer",
          "committed_at": "2026-06-29T06:46:57Z",
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          "oid": "9da29363799bf2476bdbd8acaff2ef0c5dace385",
          "body": "Improve XLA backend options support",
          "is_bot": false,
          "headline": "Merge pull request #38 from gomlx/add-backend-options",
          "author_name": "Jan",
          "author_login": "janpfeifer",
          "committed_at": "2026-06-29T06:44:24Z",
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          "oid": "4811968fc25dc38acfa2e491087188615b53e8cf",
          "body": "Added and documented various XLA options made available by `GOMLX_BACKEND` (or the config string passed).\nAdded `help` plugin/option: which fails to create the XLA backend, but prints out documentation on available plugins and options.",
          "is_bot": false,
          "headline": "Added `parseOptions` to faciliate parsing of options.",
          "author_name": "Jan Pfeifer",
          "author_login": "janpfeifer",
          "committed_at": "2026-06-29T06:38:29Z",
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          "oid": "368facea597229e8c2c8f4985ef447dfd2dc05b9",
          "body": "…ory_fraction options.",
          "is_bot": false,
          "headline": "Upgrading options handling for XLA backend; Added preallocate and mem…",
          "author_name": "Jan Pfeifer",
          "author_login": "janpfeifer",
          "committed_at": "2026-06-29T06:10:36Z",
          "body_truncated": false,
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        {
          "oid": "07cfc7b17b9ba301ced5a552f12fc6334586696a",
          "body": "…mCall\n\nImplement FusedScaledDotProductAttention (forward) and FusedScaledDotProductAttentionVJP\n(backward) in flash.go via the cuDNN __cudnn$fmhaSoftmax / __cudnn$fmhaSoftmaxBackward\ncustom-calls. The backend_config + layout knowledge moves here from gomlx; it never leaves\ngo-xla. The forward retur\n[…]\ne no longer has it) and becomes a\nprivate customCall helper. FusedSDPA capability is gated on the cuda plugin at construction.\nThe low-level stablehlo.CustomCall primitive and its tests are unchanged.",
          "is_bot": false,
          "headline": "compute/xla: cuDNN flash as typed FusedSDPA + VJP, not a public Custo…",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-24T22:50:36Z",
          "body_truncated": true,
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        },
        {
          "oid": "d2d893bf5dbc6060bcb58e4196aa7f87dad9f1c5",
          "body": null,
          "is_bot": false,
          "headline": "compute/xla: tighten CustomCall guard comment",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-22T22:05:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81488950d1dfe4fd7640c9bd63c42471147d75ab",
          "body": "A __cudnn$ custom_call only lowers on the cuda plugin; on cpu/rocm it built fine and\nthen failed at compile time with an unknown-target error. Return ErrNotImplemented at\nbuild time instead, so callers (flash attention) fall back to a decomposed path rather\nthan hitting an uncatchable compile failure.",
          "is_bot": false,
          "headline": "compute/xla: reject cuDNN custom-calls on non-cuda plugins at build time",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-22T22:00:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b375ac95097280a9157348d33fbefa29bd101036",
          "body": "Wires the backend Function.CustomCall through to stablehlo.CustomCall, converting\nthe compute output shapes to the StableHLO shape type. Multi-output: one result\nValue per spec.OutputShapes entry. This is what lets the gomlx graph layer emit\ncuDNN flash-attention custom_calls on the XLA backend.",
          "is_bot": false,
          "headline": "compute/xla: implement Function.CustomCall",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-22T21:33:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c42c799213a8efb1d61807d2ea4c1ad863e89d95",
          "body": "Chains the training forward (which also returns the softmax stats f32[B,H,S])\nthrough a transpose into __cudnn$fmhaSoftmaxBackward, all in one compiled graph,\nand runs it: dQ/dK/dV come back finite. Confirms XLA lowers the flash backward we\nemit. Plus buffer/exec cleanup so the forward and backward tests don't starve\neach other's device memory when run in the same process. Both skip unless\n-plugin cuda.",
          "is_bot": false,
          "headline": "pjrt: test cuDNN flash backward custom_call end-to-end",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
          "committed_at": "2026-06-22T20:52:24Z",
          "body_truncated": false,
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          "oid": "6d4b4f5ea4821e4c1d19533afc3a28fc904de105",
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          "is_bot": false,
          "headline": "pjrt: test cuDNN flash forward custom_call end-to-end",
          "author_name": "Guy J Grigsby",
          "author_login": "guygrigsby",
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          "is_bot": false,
          "headline": "stablehlo: add CustomCall emitter",
          "author_name": "Guy J Grigsby",
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          "is_bot": false,
          "headline": "Update GoMLX dependencies for github.com/gomlx/go-xla/cmd/pjrt_installer",
          "author_name": "Jan Pfeifer",
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          "committed_at": "2026-06-22T11:44:19Z",
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          "headline": "Update GoMLX dependencies for github.com/gomlx/go-xla/cmd/pjrt_installer",
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        {
          "code": "overall_calibration",
          "params": {
            "raw": 64,
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            "calibration": "2026-08-02"
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        }
      ],
      "value": 73,
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        "governance": 62,
        "calibration": "2026-08-02",
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      "components": []
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    "categories": [
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        "key": "vitality",
        "band": "exceptional",
        "name": "Vitality",
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        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "exceptional",
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            "notes": [],
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                "key": "push_recency",
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                "max_points": 36
              },
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                "key": "commit_cadence",
                "name": "Commit cadence",
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                "key": "commit_volume",
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
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                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
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            "notes": [
              {
                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 100,
            "inputs": {
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              "releases_from_tags": false,
              "days_since_latest_release": 10,
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                "key": "ships_releases",
                "name": "Ships releases",
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                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
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                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
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                    "code": "release_recency",
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                "max_points": 36
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              {
                "key": "release_cadence",
                "name": "Release cadence",
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                    "code": "release_cadence",
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                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
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                "status": "excluded",
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                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
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            "inputs": {
              "cap": null,
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              "multiplier_pct": 100,
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            "components": [
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                "key": "project_is_still_maintained",
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                "max_points": 100
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            ]
          }
        ],
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      {
        "key": "community",
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        "weight": 0.17,
        "metrics": [
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            "notes": [],
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              "watchers": 0,
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            "components": [
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                "key": "stars",
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                    "code": "stars",
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
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                "status": "partial",
                "details": [
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                    "code": "forks",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
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                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
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            "components": [
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                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
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        "weight": 0.23,
        "metrics": [
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            "key": "maintainer_resilience",
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            "note": null,
            "notes": [],
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            "inputs": {
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
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                "max_points": 54
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              {
                "key": "commit_distribution",
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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                "key": "contributor_breadth",
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                "status": "met",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "status": "met",
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                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 67,
            "inputs": {
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              "closed_issues": 0,
              "prs_merged_7d": null,
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            "components": [
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                "key": "issue_resolution",
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                "status": "excluded",
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "met",
                "details": [
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                    "code": "decided_prs_merged",
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                ],
                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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                "status": "missed",
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            ]
          },
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            "notes": [],
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            "inputs": {
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              "owner_login": "gomlx",
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              "account_age_days": 1201
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            "components": [
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                "details": [
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                "max_points": 30
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              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "status": "missed",
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              },
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                ],
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              },
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                "key": "track_record",
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                ],
                "max_points": 25
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            ]
          },
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        ],
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        "metrics": [
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            "notes": [],
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            "inputs": {
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              },
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            "inputs": {
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            ]
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        ],
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        "metrics": [
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              {
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            "value": 42,
            "inputs": {
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                "key": "code_review",
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                "detail": "Found 1/20 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 7
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 60,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 17,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.32,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "32 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 32,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "cmd/pjrt_installer/go.mod",
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "cmd/pjrt_installer/go.mod, go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "cmd/pjrt_installer/go.mod, go.mod"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 345601,
              "source_files_sampled": 196,
              "oversized_source_files": 7
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "7/196 source files over 60KB",
                "points": 53,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 196,
                      "oversized": 7
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "internal/protos/autotune_results.proto",
                "internal/protos/autotuning.proto",
                "internal/protos/backends.proto",
                "internal/protos/compile_options.proto",
                "internal/protos/cuda_compute_capability.proto",
                "internal/protos/device_description.proto",
                "internal/protos/dnn.proto",
                "internal/protos/hlo.proto",
                "internal/protos/metrics.proto",
                "internal/protos/oneapi_compute_capability.proto",
                "internal/protos/xla.proto",
                "internal/protos/xla_data.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "internal/protos/autotune_results.proto, internal/protos/autotuning.proto, internal/protos/backends.proto, internal/protos/compile_options.proto, internal/protos/cuda_compute_capability.proto, internal/protos/device_description.proto, internal/protos/dnn.proto, internal/protos/hlo.proto, internal/protos/metrics.proto, internal/protos/oneapi_compute_capability.proto, internal/protos/xla.proto, internal/protos/xla_data.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "internal/protos/autotune_results.proto, internal/protos/autotuning.proto, internal/protos/backends.proto, internal/protos/compile_options.proto, internal/protos/cuda_compute_capability.proto, internal/protos/device_description.proto, internal/protos/dnn.proto, internal/protos/hlo.proto, internal/protos/metrics.proto, internal/protos/oneapi_compute_capability.proto, internal/protos/xla.proto, internal/protos/xla_data.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6,
        "network-service": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:go",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "api_schema",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T06:41:07.496602Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/gomlx/go-xla.svg",
  "full_name": "gomlx/go-xla",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}