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      "regime": "decode C=1 (R=2, MTP k=1, TP=3 rank 0) KV\u22481k",
      "shape": null,
      "floor_us": 173.172,
      "pct_of_floor": 77.26,
      "bound": "memory",
      "status": "measured",
      "note": "routed gate+up union M=2x8 N=704+704 K=4096; n=10343 calls, 20.0% of regime kernel time; peak class fp4; D=13.854 union experts (measured: mean distinct experts of the 2-row verify union over 27972 layer-calls (666 verify launches x 42 MoE layers), METRALE_GLM_LAYER_DUMP moe_ids, same p1k prompt, binary dcaefeec (e586b7c3a), dgx1, 2026-10-22) x gate+up [704,4096] at 4.3125 bit/weight (scale dictionary; a tensor kept plain reads 4.5); median solo 214.94 us (after every earlier-launched kernel ended: PDL wait or concurrent fork excluded); TP=3 rank 0, W4A4 experts, w4a16 dense, w8a8 DSA, fp8_e4m3 KV, MTP 1 draft forced, shared fork 2; nsys --cuda-graph-trace=node, 8 s window of the warm repeat; kernel times include PDL/fork overlap waits (see solo time)",
      "source": {
        "file": "docs/kernel-perf/measurements.toml",
        "lines": [
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          3913
        ],
        "commit": "c8175076ded9f40709633697bd4eb26676d00467",
        "record": "nsys f13_p1k.sqlite @ c5b9a80e6 (fast13: binary f4735654, profile glm53-tp3-512k-fast13 = fast12 recipe), dgx1 rank 0, 2026-10-22"
      },
      "fingerprint": {
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        "closure": null,
        "argv_sha256": null,
        "env_sha256": null,
        "draw_sha256": null,
        "git_sha": "c5b9a80e6"
      }
    },
    {
      "benchmark": "kernel-perf",
      "metric": "kernel_time",
      "value": 104.0,
      "unit": "us",
      "box": "gb10",
      "label": "w4a4_gemv_mx8_moe_union_sweep_k64_cs",
      "kernel": "w4a4_gemv_mx_moe::w4a4_gemv_mx8_moe_union_sweep_k64_cs",
      "regime": "decode C=1 (R=2, MTP k=1, TP=3 rank 0) KV\u22481k",
      "shape": null,
      "floor_us": 87.61,
      "pct_of_floor": 84.24,
      "bound": "memory",
      "status": "measured",
      "note": "routed down union slots=16 N=4096 K=704; n=10343 calls, 9.3% of regime kernel time; peak class fp4; D=13.854 union experts (measured: mean distinct experts of the 2-row verify union over 27972 layer-calls (666 verify launches x 42 MoE layers), METRALE_GLM_LAYER_DUMP moe_ids, same p1k prompt, binary dcaefeec (e586b7c3a), dgx1, 2026-10-22) x down [4096,704] at compact scales; slot activations stored 768 wide; median solo 102.56 us (after every earlier-launched kernel ended: PDL wait or concurrent fork excluded); TP=3 rank 0, W4A4 experts, w4a16 dense, w8a8 DSA, fp8_e4m3 KV, MTP 1 draft forced, shared fork 2; nsys --cuda-graph-trace=node, 8 s window of the warm repeat; kernel times include PDL/fork overlap waits (see solo time)",
      "source": {
        "file": "docs/kernel-perf/measurements.toml",
        "lines": [
          3915,
          3928
        ],
        "commit": "c8175076ded9f40709633697bd4eb26676d00467",
        "record": "nsys f13_p1k.sqlite @ c5b9a80e6 (fast13: binary f4735654, profile glm53-tp3-512k-fast13 = fast12 recipe), dgx1 rank 0, 2026-10-22"
      },
      "fingerprint": {
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        "closure": null,
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        "env_sha256": null,
        "draw_sha256": null,
        "git_sha": "c5b9a80e6"
      }
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  "evidence": [
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      "kind": "circuit_plan",
      "id": "decode:1",
      "digest": "1ff131e588e38681729df0cb2ae65a4d9adc8cf91eeb184a1b8bfb7527ccb5fb"
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    {
      "kind": "circuit_plan",
      "id": "multi_seq:2",
      "digest": "6901b4656acaaf7d12f09ccd77ab60bcaa1696dd7ebdcbb53b5f07bf99e2729f"
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    {
      "kind": "circuit_plan",
      "id": "multi_seq:4",
      "digest": "97f9f6bb5b992cf3bd2a42dbdea856f941905452ad466044498902d8d6a10d9f"
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    {
      "kind": "circuit_plan",
      "id": "multi_seq:8",
      "digest": "b7345097c70353d20e2ee062e090ed5993bc9bff45011cf32ad8726d7c13fdca"
    },
    {
      "kind": "circuit_plan",
      "id": "multi_seq:12",
      "digest": "c30a839202ebafdcd5ce7478c5116ac40297816ce59385f79a0fd04cfd6d59cf"
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    {
      "kind": "circuit_plan",
      "id": "multi_seq:16",
      "digest": "c39ed89d8b0fabba3184d6af97f6d1ed71fa74959bbfae24b3121ae5ac9cf13e"
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    {
      "kind": "circuit_plan",
      "id": "multi_seq:24",
      "digest": "d242da1f6372bec8b7e0b36c0a46ed2d87d6fae1be2b65de557c1adf04a93e23"
    },
    {
      "kind": "circuit_plan",
      "id": "multi_seq:32",
      "digest": "415a2b942fc2f0b326602c22e2fc36a1a385f949ea16490fb6d3f4a554134204"
    },
    {
      "kind": "circuit_plan",
      "id": "multi_seq:48",
      "digest": "5ed8f0301f4e79e2a8dec20b6187fd37d9810cf563b4ca621466904d6264501b"
    },
    {
      "kind": "circuit_plan",
      "id": "multi_seq:64",
      "digest": "ae9c63121d471006dab5fb16a6633c4c0a934d7534a8f9dc50abf519d7c6b228"
    },
    {
      "kind": "circuit_plan",
      "id": "multi_seq:96",
      "digest": "e908fdfdccb6266d78c82148748a88673c46f83903903ba569026906c32c83fb"
    },
    {
      "kind": "circuit_plan",
      "id": "multi_seq:128",
      "digest": "2a6b51a59e1f248d2972925af3219f37b5d5948d91b91c73371a9884c350626f"
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    {
      "kind": "circuit_plan",
      "id": "verify:2",
      "digest": "5d2226cbcbc189e76766595702a1c403eadfb404408b147fa0215df818afa635"
    },
    {
      "kind": "circuit_plan",
      "id": "verify:3",
      "digest": "3446f07c8c410b4e32cb9d065f8a6f2afa111cf9dedab48b6fd0d836be4fa4c6"
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    {
      "kind": "circuit_plan",
      "id": "verify:4",
      "digest": "063961fa91fb7131b3bdd9ab41e9c8236a4307f474136c57f95a931fd836f38d"
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    {
      "kind": "circuit_plan",
      "id": "verify:8",
      "digest": "3bc1c08e84d29eb84beb6e53b5dee5b74f195388ba6be44e394a0c66131a7f38"
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    {
      "kind": "circuit_plan",
      "id": "draft:1",
      "digest": "8969b4c107e71640fdf1a199dcdc0ddc592ee3de57c33ba29a2fbe413a36ca62"
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  ],
  "provenance": {
    "kind": "preview",
    "engine_commit": "7f7fb57fc971b8d88f0fb08ab512321dd052f38c",
    "planner_sha256": "f4735654ee1d5a9bf4f56e836969140d5bfb26231104bf13118103c69ee8b156",
    "planner_built_from": "c5b9a80e635df7c1056a5b617272970f25daba64",
    "planner_header": {
      "recipe": "glm-5.3/glm-5.3-flash-nvfp4-tp3-512k",
      "checkpoint": "nvidia/GLM-5.3-Flash-NVFP4",
      "target": "gb10/glm-5.3-flash/nvfp4",
      "settings": "activation_quantization=adaptive decode_split_silu=on gemv_sw=on glm_mhc_fused=on glm_moe_expert_layout=tp glm_moe_w4a4_grouped=on glm_router_rows=on glm_router_topk_rank=on kv_cache_dtype=fp8 lm_head_dtype=bf16 rms_norm_act_quant=off row_tiers=by_rows ssm_ba_gates_hopper=on ssm_batched_recurrent=on ssm_h_dtype=f32 w4a16_tc=on",
      "opt-in levers": "none"
    },
    "commands": [
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode decode --rows 1",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 2",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 4",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 8",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 12",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 16",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 24",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 32",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 48",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 64",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 96",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode multi_seq --rows 128",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode verify --rows 2",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode verify --rows 3",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode verify --rows 4",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode verify --rows 8",
      "met circuit plan --root <tree> --checkpoint glm-5.3/glm-5.3-flash-nvfp4-tp3-512k --hardware gb10 --precision recipe --format plan --mode draft --rows 1"
    ],
    "files": [
      {
        "path": "kernels/circuits/INSTANCES.toml",
        "sha256": "126b177aa899733c7f2909a448bfbfc45c3a97588c31205c405aa8bea6fadb7d"
      },
      {
        "path": "recipes/glm-5.3/glm-5.3-flash-nvfp4-tp3-512k.yaml",
        "sha256": "6e639ddb73e534fa93c43543837dfd30472eea3f377f972ef3de99a97bb22827"
      },
      {
        "path": "kernels/gb10/HARDWARE.toml",
        "sha256": "8a787d560510594f9694a85836879cc9df1c55d874f8fcf37f0701aac4e63a12"
      },
      {
        "path": "kernels/DEVICES.toml",
        "sha256": "256d85840f0e77ec84c5fc739f30aacff6bf24775cc8bef344e36647e51e9c25"
      },
      {
        "path": "kernels/circuits/glm5_next.toml",
        "sha256": "047893d2422df5acbcaac36039e4f0655b679df7ead3265d022139f013b14a81"
      },
      {
        "path": "kernels/circuits/blocks/glm5_next_kda.toml",
        "sha256": "9486bdea4533af4d30c951c449e39037d639bd791ff66a70f62d3d4e6d44b795"
      },
      {
        "path": "kernels/circuits/blocks/glm5_next_dsa.toml",
        "sha256": "fdb3145558a6c1b7f9256c34854ae39114868d534e4f0062d91688fa91fa5eef"
      },
      {
        "path": "kernels/circuits/blocks/glm5_next_ffn.toml",
        "sha256": "4738cd396a115447da27fe1ac4f0d1d324f4ac595af6a98b095231d62b698110"
      },
      {
        "path": "kernels/gb10/common/KERNEL_FAMILIES.toml",
        "sha256": "70c24b8b47644bdbe040157cc1604f99a8a143401f44b4282620737123ac8571"
      },
      {
        "path": "kernels/circuits/precision/glm-5.3-flash-nvfp4-tp3.toml",
        "sha256": "f1e299043e34000299680b8d2fce60b62342ccc487d9cb9734c9ddc7dca6d15a"
      }
    ]
  },
  "settings": {
    "activation_quantization": "adaptive",
    "decode_split_silu": "on",
    "gemv_sw": "on",
    "glm_mhc_fused": "on",
    "glm_moe_expert_layout": "tp",
    "glm_moe_w4a4_grouped": "on",
    "glm_router_rows": "on",
    "glm_router_topk_rank": "on",
    "kv_cache_dtype": "fp8",
    "lm_head_dtype": "bf16",
    "rms_norm_act_quant": "off",
    "row_tiers": "by_rows",
    "ssm_ba_gates_hopper": "on",
    "ssm_batched_recurrent": "on",
    "ssm_h_dtype": "f32",
    "w4a16_tc": "on"
  },
  "target": "gb10/glm-5.3-flash/nvfp4"
}
