{
  "schema": "ciru.qwen38-research.v2",
  "date": "2026-09-05",
  "order": [
    "ciru",
    "laurent",
    "unsloth"
  ],
  "profiles": {
    "ciru": {
      "name": "CIRU IU4",
      "full_name": "CIRU STRIX IU4 v2.0",
      "color": "#ff4e5f",
      "backend": "ROCm10",
      "runner": "CIRU RC2",
      "mtp": "Fixed depth 6 \u00b7 p-min 0 \u00b7 Q8 MTP head",
      "context": 262144,
      "target_kv": "F16",
      "draft_kv": "Q8_0",
      "threads": 8,
      "batch": "2048 / 512",
      "host": "Ciru",
      "model_url": "https://huggingface.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4/tree/v2.0",
      "runtime_url": "https://huggingface.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4/tree/v2.0/runtime",
      "notes": "4 GiB PLE cache, 16 pager workers, device-resident depth-6 drafting, 32K MTP shortlist."
    },
    "laurent": {
      "name": "Laurent FP4",
      "full_name": "Agention FP4 FAST / Laurent",
      "color": "#f6c046",
      "backend": "Vulkan",
      "runner": "Laurent 5e085d1",
      "mtp": "Adaptive depth 2\u20134 \u00b7 dedicated MTP head",
      "context": 262144,
      "target_kv": "Q8_0",
      "draft_kv": "Runner default",
      "threads": 16,
      "batch": "2048 / 512",
      "host": "Sozo",
      "model_url": "https://huggingface.co/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF/tree/ad4c5717254a630ee0c5a8db5208eb1f8476e56c",
      "runtime_url": "https://github.com/LaurentZuijdwijk/llama.cpp/tree/5e085d123eead2e89b5c19f824fccb05727da6a2",
      "notes": "Publisher adaptive MTP recipe, full GPU offload, flash attention on, target Q8 KV."
    },
    "unsloth": {
      "name": "Unsloth IQ4_XS",
      "full_name": "Unsloth UD-IQ4_XS / recommended fork",
      "color": "#39d0ff",
      "backend": "Vulkan",
      "runner": "Unsloth d1a9235",
      "mtp": "Depth 2 \u00b7 shared Q8 MTP head",
      "context": 262144,
      "target_kv": "Runner default",
      "draft_kv": "Runner default",
      "threads": 16,
      "batch": "2048 / 512",
      "host": "Sozo",
      "model_url": "https://huggingface.co/unsloth/Qwen3.8-Flash-Next-GGUF/tree/38bb39ee97821de2c9009abb7e93950eec396e66",
      "runtime_url": "https://github.com/danielhanchen/llama.cpp/tree/d1a92352cbd417fd840b4e765c0b82f5fe3d1d89",
      "notes": "Recommended qwen4exp/mtp fork and d2 shared-head recipe; remaining runtime defaults retained."
    }
  },
  "humaneval": {
    "ciru": {
      "arm": "ciru",
      "host": "ciru",
      "completed": 10,
      "total": 10,
      "reasoning": false,
      "generated_tokens": 1633,
      "prompt_tokens": 1180,
      "total_tokens": 2813,
      "request_wall_seconds": 38.71074557304382,
      "panel_wall_seconds": 39.80995223100763,
      "decode_seconds": 29.60378,
      "drafted": 1596.0,
      "accepted": 1377.0,
      "rows": [
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/0",
          "tg": 48.31786412567139,
          "prompt_tokens": 134,
          "generated_tokens": 173,
          "total_tokens": 307,
          "wall_seconds": 4.838482141494751,
          "decode_seconds": 3.5597600000000003,
          "ttfp_ms": 1277.4052619934082,
          "drafted": 168.0,
          "accepted": 142.0,
          "acceptance": 0.8452380952380952,
          "finish": {
            "stop": true,
            "tokens_predicted": 173,
            "tokens_evaluated": 134,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 172,
          "source_row_sha256": "308b1ac1922794c012363fde6e755e29b4dc21c396b828d336a09bfd90aa8a7c",
          "source_raw_sha256": "878369cc7bd860b6eccaf815aa12ffd8e7ac8631e9c0f3c4b443f488d92bdfd2",
          "store": {
            "host": "ciru",
            "seq": 3382,
            "row_hash": "79a4162e1b0a5506e932e176f819162a349b8b6e13fda9a2be98df5d1679bd44",
            "chain_hash": "c74455164af2905f99a75ce808c3416d5e3f6cd5ae46eb44dddf7f9bcb42269a"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/1",
          "tg": 51.90831598187388,
          "prompt_tokens": 126,
          "generated_tokens": 232,
          "total_tokens": 358,
          "wall_seconds": 5.363874673843384,
          "decode_seconds": 4.450154,
          "ttfp_ms": 912.7552509307861,
          "drafted": 240.0,
          "accepted": 191.0,
          "acceptance": 0.7958333333333333,
          "finish": {
            "stop": true,
            "tokens_predicted": 232,
            "tokens_evaluated": 126,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 231,
          "source_row_sha256": "dd3f22d83aad88b32af583909c5b3b88719e646017229e1065dc7cd4846606a6",
          "source_raw_sha256": "19e81e7bbbb21653867a22085e2640aa8850aa67c8df799fb736f5480909c502",
          "store": {
            "host": "ciru",
            "seq": 3383,
            "row_hash": "2b817706812732eb076250f9c679eb1f2ffcffd269f139bc5bdecaf2733af737",
            "chain_hash": "7bc58730f1a5dfa86afb20b121cacaa8611d04a0c6c2891bf8727c390e92c550"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/2",
          "tg": 54.705218649920795,
          "prompt_tokens": 95,
          "generated_tokens": 97,
          "total_tokens": 192,
          "wall_seconds": 2.5220305919647217,
          "decode_seconds": 1.7548599999999999,
          "ttfp_ms": 765.7349109649658,
          "drafted": 90.0,
          "accepted": 85.0,
          "acceptance": 0.9444444444444444,
          "finish": {
            "stop": true,
            "tokens_predicted": 97,
            "tokens_evaluated": 95,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 96,
          "source_row_sha256": "775e35abbdc497fe1166e1267e0d79598f6196eed3d9930eebcd8ed5222689b2",
          "source_raw_sha256": "87e6f4531319fb2b759cbf6eeb4efbdcbceeda80ddfa65c471e24fd958869f97",
          "store": {
            "host": "ciru",
            "seq": 3384,
            "row_hash": "e2448342475fdd9a568abcabf5ba1a0027ecb4ce20f6165b1d79734c0c5a2746",
            "chain_hash": "2f8befea87b23fea5aab578227bddd18bf0ef21dfd02fb87def8e80d5fa760f6"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/3",
          "tg": 53.468531027514366,
          "prompt_tokens": 129,
          "generated_tokens": 157,
          "total_tokens": 286,
          "wall_seconds": 3.963998317718506,
          "decode_seconds": 2.917604,
          "ttfp_ms": 1045.3417301177979,
          "drafted": 150.0,
          "accepted": 134.0,
          "acceptance": 0.8933333333333333,
          "finish": {
            "stop": true,
            "tokens_predicted": 157,
            "tokens_evaluated": 129,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 156,
          "source_row_sha256": "6826ec3729db53d75f761b12cc15b094cc9bc7022019007b30e1d57d9efa6584",
          "source_raw_sha256": "03f873bded4db80af843a9c7bd1aaf52aba01685d57899f139a7bfa4fd1802ee",
          "store": {
            "host": "ciru",
            "seq": 3385,
            "row_hash": "f036ed12ace1d908c0161ef0ec5c97e4ff77a580d30af206abeabd4788bbd8c9",
            "chain_hash": "78803d60432e1e059a9dbbe817482a8b72860fea22982ae920e9c13664dffa47"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/4",
          "tg": 54.25818563856878,
          "prompt_tokens": 128,
          "generated_tokens": 169,
          "total_tokens": 297,
          "wall_seconds": 4.23421049118042,
          "decode_seconds": 3.096307,
          "ttfp_ms": 1137.6581192016602,
          "drafted": 174.0,
          "accepted": 143.0,
          "acceptance": 0.8218390804597702,
          "finish": {
            "stop": true,
            "tokens_predicted": 169,
            "tokens_evaluated": 128,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 168,
          "source_row_sha256": "d7bc7a86eacf906e1224fffdadbcd7132a96cfeb557b1f9ad2cb3279565276de",
          "source_raw_sha256": "c270d3ccc925039480c1cc183ed4cabe0b552f53948958e365a42f84218ac14a",
          "store": {
            "host": "ciru",
            "seq": 3386,
            "row_hash": "0274bcde7ac69fa8bb9594200fa22bb19481746f99d537c27a39e2e8a84356e3",
            "chain_hash": "0f2c9939e266a4d0f3abc9252f0a184ea6581b7abfaceefc4e208e98234920f6"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/5",
          "tg": 58.10632622182793,
          "prompt_tokens": 104,
          "generated_tokens": 154,
          "total_tokens": 258,
          "wall_seconds": 3.363018274307251,
          "decode_seconds": 2.633104,
          "ttfp_ms": 728.7065982818604,
          "drafted": 150.0,
          "accepted": 129.0,
          "acceptance": 0.86,
          "finish": {
            "stop": true,
            "tokens_predicted": 154,
            "tokens_evaluated": 104,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 153,
          "source_row_sha256": "355b409b3b93588aa6b671ff9a86525fa37f470762a445d282e278dbd5f08240",
          "source_raw_sha256": "392c25903e7c6b16041c7cd3eadbe51bc87cfa1ed6083770398d4d3a6077b0f3",
          "store": {
            "host": "ciru",
            "seq": 3387,
            "row_hash": "1aae5e05f798a3cb9a2950cd4b855fe5e1152d9c0234096050fc0899e425299d",
            "chain_hash": "5069dad0066d4f2d6e1e5fe523e25c9fcaef4a14869d55227c45edc42670df76"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/6",
          "tg": 53.17060299707462,
          "prompt_tokens": 124,
          "generated_tokens": 214,
          "total_tokens": 338,
          "wall_seconds": 4.871039628982544,
          "decode_seconds": 4.005973,
          "ttfp_ms": 864.1481399536133,
          "drafted": 228.0,
          "accepted": 179.0,
          "acceptance": 0.7850877192982456,
          "finish": {
            "stop": true,
            "tokens_predicted": 214,
            "tokens_evaluated": 124,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 213,
          "source_row_sha256": "dbb0c33e45fbfd190c31ce014de8d690344cad9be6d6206f0d56bf5df000ed4c",
          "source_raw_sha256": "0a072dff6c49faa2f104647692e698303627507f49415fcb133015ae8e3e7b72",
          "store": {
            "host": "ciru",
            "seq": 3388,
            "row_hash": "31ac2e2f5456a5bf0ed12d8932f9707275569d61f15c26e70b931c0d2ce33672",
            "chain_hash": "b02f17aac4c3a9d292ec6f8131d924130ca14c9edcfe1792b9ae88b303507702"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/7",
          "tg": 57.89457762515399,
          "prompt_tokens": 104,
          "generated_tokens": 112,
          "total_tokens": 216,
          "wall_seconds": 2.6527132987976074,
          "decode_seconds": 1.917278,
          "ttfp_ms": 734.3668937683105,
          "drafted": 108.0,
          "accepted": 97.0,
          "acceptance": 0.8981481481481481,
          "finish": {
            "stop": true,
            "tokens_predicted": 112,
            "tokens_evaluated": 104,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 111,
          "source_row_sha256": "738b259c6ff72bf5053f6e11e49fad6ce4a704b34bc2414f7b565c18720e56ac",
          "source_raw_sha256": "48fff99263fde2549b25c30c494f9446e2fc4fddfa0b84f81f9ea70a001601f4",
          "store": {
            "host": "ciru",
            "seq": 3389,
            "row_hash": "ef9bac6d8c0dfbb1680012f77c0c15c16f900caf35d7d310b3ef13b3ba88f6d5",
            "chain_hash": "86204d712b12a04402ef7abd144ca2e9fd7b65a5e011ae4db2759ec1600279ec"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/8",
          "tg": 59.160037029800954,
          "prompt_tokens": 126,
          "generated_tokens": 163,
          "total_tokens": 289,
          "wall_seconds": 3.612841844558716,
          "decode_seconds": 2.738335,
          "ttfp_ms": 873.7273216247559,
          "drafted": 144.0,
          "accepted": 139.0,
          "acceptance": 0.9652777777777778,
          "finish": {
            "stop": true,
            "tokens_predicted": 163,
            "tokens_evaluated": 126,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 162,
          "source_row_sha256": "d5ddef478ec4cb786402c3ae8c7c4ac99101980f6ddca4428b547eed8e618d42",
          "source_raw_sha256": "7e227a62ea25de2ce2d7572ee5e658ff6588d4563e7a630e123eeeb71306ccbc",
          "store": {
            "host": "ciru",
            "seq": 3390,
            "row_hash": "91b5dd4aa3e7f76ea25e74b698d8e48ad7f95f7599240ba2341130988bc76b62",
            "chain_hash": "109b47e950fd806cf2882c0f2af1c18166f429c9bf50d4736c7654356684a01f"
          }
        },
        {
          "arm": "ciru",
          "host": "ciru",
          "task": "HumanEval/9",
          "tg": 63.62617841807931,
          "prompt_tokens": 110,
          "generated_tokens": 162,
          "total_tokens": 272,
          "wall_seconds": 3.288536310195923,
          "decode_seconds": 2.530405,
          "ttfp_ms": 756.5736770629883,
          "drafted": 144.0,
          "accepted": 138.0,
          "acceptance": 0.9583333333333334,
          "finish": {
            "stop": true,
            "tokens_predicted": 162,
            "tokens_evaluated": 110,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 161,
          "source_row_sha256": "332e6e4cb5dcac8391eaac4aecd258c33dd0e9c52a0a8a33a626584ce0aa258a",
          "source_raw_sha256": "47564004c0aa6e5f9d0c2145841e241af3a53603a8aeb371f467d4e1c70e15c7",
          "store": {
            "host": "ciru",
            "seq": 3391,
            "row_hash": "d8ca6633fe8e5d05e2fb08efba05d008b939632535790e1193e33ca0e79f7108",
            "chain_hash": "eadc44c4f61b228e08bd29ea7783d056ae103dd88e8fe7f187960de307abb7d9"
          }
        }
      ],
      "weighted_tg": 54.82407989790493,
      "acceptance": 0.8627819548872181,
      "decode_timed_tokens": 1623,
      "note": "Server TG excludes the first generated token from decode timing. Generated/total token counts retain every token; aggregate TG uses sum(n_generated-1)/sum(predicted_ms/1000), consistent with per-task server TG."
    },
    "laurent": {
      "arm": "laurent",
      "host": "sozo",
      "completed": 10,
      "total": 10,
      "reasoning": false,
      "generated_tokens": 1632,
      "prompt_tokens": 1180,
      "total_tokens": 2812,
      "request_wall_seconds": 38.72798037528992,
      "panel_wall_seconds": 39.78832150102244,
      "decode_seconds": 31.190312,
      "drafted": 1325.0,
      "accepted": 1282.0,
      "rows": [
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/0",
          "tg": 51.38822910784656,
          "prompt_tokens": 134,
          "generated_tokens": 173,
          "total_tokens": 307,
          "wall_seconds": 4.187466382980347,
          "decode_seconds": 3.34707,
          "ttfp_ms": 839.6854400634766,
          "drafted": 141.0,
          "accepted": 138.0,
          "acceptance": 0.9787234042553191,
          "finish": {
            "stop": true,
            "tokens_predicted": 173,
            "tokens_evaluated": 134,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 172,
          "source_row_sha256": "1d244b9eec248c34d4e6af026bd2e12e25f7b6f5c30d11bc626dafc591facbce",
          "source_raw_sha256": "4c2f92b8b64cf54bd8ba8393fb29b899fa76ac1ae767ea3f78af21621dcc1996",
          "store": {
            "host": "sozo",
            "seq": 252,
            "row_hash": "52749d6c3d880741f306dccd4e1788f84329b8f8a0eed414c6887673bf38721f",
            "chain_hash": "1c9b7df5981e8396c49d69a3b1f926672e6680ae52d2f68ff036e8ce9c4bc15c"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/1",
          "tg": 50.25105779573845,
          "prompt_tokens": 126,
          "generated_tokens": 230,
          "total_tokens": 356,
          "wall_seconds": 5.316675186157227,
          "decode_seconds": 4.557118,
          "ttfp_ms": 758.6872577667236,
          "drafted": 189.0,
          "accepted": 179.0,
          "acceptance": 0.9470899470899471,
          "finish": {
            "stop": true,
            "tokens_predicted": 230,
            "tokens_evaluated": 126,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 229,
          "source_row_sha256": "d8f80d187efa86429b8c165427fe025f499cf288b0352da0c6cc477310d3d726",
          "source_raw_sha256": "b68c347667658071bac3e0969267aafcc295967c9c91063d761b6cdb3ec9b845",
          "store": {
            "host": "sozo",
            "seq": 253,
            "row_hash": "25214d3650aa9f62862b7b5941a33ceb840bb1b85672ac0bdf0e50f4f742895f",
            "chain_hash": "8ae0ec0307f0a873014497bb20b8538fe3d9992dfefa4c6127333ae19658d308"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/2",
          "tg": 52.61882811292439,
          "prompt_tokens": 95,
          "generated_tokens": 97,
          "total_tokens": 192,
          "wall_seconds": 2.524923086166382,
          "decode_seconds": 1.824442,
          "ttfp_ms": 699.819803237915,
          "drafted": 77.0,
          "accepted": 76.0,
          "acceptance": 0.987012987012987,
          "finish": {
            "stop": true,
            "tokens_predicted": 97,
            "tokens_evaluated": 95,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 96,
          "source_row_sha256": "6d5b1682c8ca6dd7d82681dbf9fa897fc4602cb326db985f478975b058c73f58",
          "source_raw_sha256": "c5e9162cd6f7b9992b752d18660ea3a1b78279794e872aa2d867b46873123161",
          "store": {
            "host": "sozo",
            "seq": 254,
            "row_hash": "3e9087e299a84e1dbff503157515864ac6c7fca0a8cbac73fe35847392b512d9",
            "chain_hash": "b41e51684482c7dd0a4e1958d9999a51653dfea1743753ec70ffe5fefff1b27c"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/3",
          "tg": 53.823724178068325,
          "prompt_tokens": 129,
          "generated_tokens": 156,
          "total_tokens": 285,
          "wall_seconds": 3.685530424118042,
          "decode_seconds": 2.8797710000000003,
          "ttfp_ms": 804.9538135528564,
          "drafted": 125.0,
          "accepted": 124.0,
          "acceptance": 0.992,
          "finish": {
            "stop": true,
            "tokens_predicted": 156,
            "tokens_evaluated": 129,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 155,
          "source_row_sha256": "ffb022aa71e2823be8fcd234b722b2617b455c21e7493eaee89e8caeb46debe4",
          "source_raw_sha256": "253a1d870a8012736a68db4e624a63ed5ce95bb6557cd5bd75ed7a59f0804f63",
          "store": {
            "host": "sozo",
            "seq": 255,
            "row_hash": "78133ea37336573c06410a2cea7a38fe77a9723d35e8f9a888146728d50b5d0f",
            "chain_hash": "2a5941d61b8ce4785f3f33015f967dd4df34ec0e5645cd151d1c85d62e6ef282"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/4",
          "tg": 53.903910504107444,
          "prompt_tokens": 128,
          "generated_tokens": 169,
          "total_tokens": 297,
          "wall_seconds": 3.8867573738098145,
          "decode_seconds": 3.116657,
          "ttfp_ms": 769.22607421875,
          "drafted": 137.0,
          "accepted": 135.0,
          "acceptance": 0.9854014598540146,
          "finish": {
            "stop": true,
            "tokens_predicted": 169,
            "tokens_evaluated": 128,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 168,
          "source_row_sha256": "63b5205e562556bc78a6d03e981c34f0a13943a83d74beb0e0cdb1de64735ec9",
          "source_raw_sha256": "ba71ecd4b6fece9cfcd6583e0d82b6af508ce74d6c3844ae13aed7b13ca18330",
          "store": {
            "host": "sozo",
            "seq": 256,
            "row_hash": "757bc9b160cead53ef8a751ce018271de940116257a6167d71999273272d2ca2",
            "chain_hash": "c01805b948cac1ca2fab0a15e5c772e5ae68e3addb99520b026ada96eec9a4b3"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/5",
          "tg": 50.11723977746563,
          "prompt_tokens": 104,
          "generated_tokens": 146,
          "total_tokens": 250,
          "wall_seconds": 3.6007049083709717,
          "decode_seconds": 2.893216,
          "ttfp_ms": 706.507682800293,
          "drafted": 121.0,
          "accepted": 115.0,
          "acceptance": 0.9504132231404959,
          "finish": {
            "stop": true,
            "tokens_predicted": 146,
            "tokens_evaluated": 104,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 145,
          "source_row_sha256": "f5d5befafa12c4f6e7455d62924431ad766bf020074bcc084fb8d2709fdb35cb",
          "source_raw_sha256": "9dbf666a0df62c082f058f19a2c8b0e145731dd39817b3baa6e32148ae5033e0",
          "store": {
            "host": "sozo",
            "seq": 257,
            "row_hash": "252f0f0da2cdf87e9e33eac5e5d5bedfaa8cd2ba0d8ec2055cfb07f44fdd541d",
            "chain_hash": "add5fb66b1f55376cc4ead9122550374b0b6bb7682da69e40a7e83ecee5f4a9b"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/6",
          "tg": 49.674807421416226,
          "prompt_tokens": 124,
          "generated_tokens": 225,
          "total_tokens": 349,
          "wall_seconds": 5.269541263580322,
          "decode_seconds": 4.509328,
          "ttfp_ms": 759.5314979553223,
          "drafted": 185.0,
          "accepted": 174.0,
          "acceptance": 0.9405405405405406,
          "finish": {
            "stop": true,
            "tokens_predicted": 225,
            "tokens_evaluated": 124,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 224,
          "source_row_sha256": "4604080209b9319dc586ba45abdbb68595ee9e9e085afcc75dd5b97c5bdbc6c5",
          "source_raw_sha256": "3b43ab2674aeda89c4787eba3456e8cdac3c72a73e196dfe73b0f7fa2dc516f7",
          "store": {
            "host": "sozo",
            "seq": 258,
            "row_hash": "79401fbf0b8499c0fc92f78cd1aea0a571a88b6c686cb703b456e458d83c3bf9",
            "chain_hash": "fe28d73af41bbb2744d93ea5f83a51b3602664f6ba0e99666ef756a412d389fa"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/7",
          "tg": 55.18486681803561,
          "prompt_tokens": 104,
          "generated_tokens": 112,
          "total_tokens": 216,
          "wall_seconds": 2.7151055335998535,
          "decode_seconds": 2.011421,
          "ttfp_ms": 702.9180526733398,
          "drafted": 89.0,
          "accepted": 89.0,
          "acceptance": 1.0,
          "finish": {
            "stop": true,
            "tokens_predicted": 112,
            "tokens_evaluated": 104,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 111,
          "source_row_sha256": "514f697052aad230652a6cceef5edb0aa607007d54aba46e61dde3eb56bd59ff",
          "source_raw_sha256": "ff119f13a75a6af098a8c126f8ffc6a2098777f642525bbb6807de450cd44475",
          "store": {
            "host": "sozo",
            "seq": 259,
            "row_hash": "c66bd7ab5ad5e3bde7013033766d4f8f7e2b8dcd3d962c315bef7cffa86ff077",
            "chain_hash": "fde40f761e5bbe46f823b9a08abe595125d859b0ab45accc3cbeaa65a46d77f9"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/8",
          "tg": 55.52271033082282,
          "prompt_tokens": 126,
          "generated_tokens": 163,
          "total_tokens": 289,
          "wall_seconds": 3.6880714893341064,
          "decode_seconds": 2.917725,
          "ttfp_ms": 769.6480751037598,
          "drafted": 129.0,
          "accepted": 129.0,
          "acceptance": 1.0,
          "finish": {
            "stop": true,
            "tokens_predicted": 163,
            "tokens_evaluated": 126,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 162,
          "source_row_sha256": "3445ff594ef6836e851a15ff1c25efb2977d38270c2fe94cbeb98ffb2010ab5a",
          "source_raw_sha256": "0752f9507b485a65242a4406cdbb87ab7eaea6504b50ee582990915dcb02e5c5",
          "store": {
            "host": "sozo",
            "seq": 260,
            "row_hash": "9c03224d2aa3c3e70da5b2805185b4c335238bc796b085de4f7dc71f0e5a2c35",
            "chain_hash": "091213fbabdbf6460ddb9e67d6c301c297bb2998a6421a01ee5902d21c84e6b6"
          }
        },
        {
          "arm": "laurent",
          "host": "sozo",
          "task": "HumanEval/9",
          "tg": 51.06007089690844,
          "prompt_tokens": 110,
          "generated_tokens": 161,
          "total_tokens": 271,
          "wall_seconds": 3.8532047271728516,
          "decode_seconds": 3.133564,
          "ttfp_ms": 718.853235244751,
          "drafted": 132.0,
          "accepted": 123.0,
          "acceptance": 0.9318181818181818,
          "finish": {
            "stop": true,
            "tokens_predicted": 161,
            "tokens_evaluated": 110,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 160,
          "source_row_sha256": "918f9f2c73129f5a61612098188da2deda700b5c55ef6b2567eaf0f306a30472",
          "source_raw_sha256": "e879c15c250f03d6c629f30805d354b22592cf2479d788c5e236c1680c81168b",
          "store": {
            "host": "sozo",
            "seq": 261,
            "row_hash": "1e1e205c1c514f9e85aa17e373f7adb133aefccfe52d73de862749e11ba08663",
            "chain_hash": "2c5cf3862d36585b6d1a0fc5c0a0431f7628b3f2f85967ea9fd22b03c172eeb4"
          }
        }
      ],
      "weighted_tg": 52.00332718698037,
      "acceptance": 0.9675471698113207,
      "decode_timed_tokens": 1622,
      "note": "Server TG excludes the first generated token from decode timing. Generated/total token counts retain every token; aggregate TG uses sum(n_generated-1)/sum(predicted_ms/1000), consistent with per-task server TG."
    },
    "unsloth": {
      "arm": "unsloth",
      "host": "sozo",
      "completed": 10,
      "total": 10,
      "reasoning": false,
      "generated_tokens": 1639,
      "prompt_tokens": 1180,
      "total_tokens": 2819,
      "request_wall_seconds": 48.77105927467346,
      "panel_wall_seconds": 49.61241520801559,
      "decode_seconds": 34.30465,
      "drafted": 1100.0,
      "accepted": 1086.0,
      "rows": [
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/0",
          "tg": 47.711822771571605,
          "prompt_tokens": 134,
          "generated_tokens": 176,
          "total_tokens": 310,
          "wall_seconds": 5.169704914093018,
          "decode_seconds": 3.6678539999999997,
          "ttfp_ms": 1500.9796619415283,
          "drafted": 118.0,
          "accepted": 118.0,
          "acceptance": 1.0,
          "finish": {
            "stop": true,
            "tokens_predicted": 176,
            "tokens_evaluated": 134,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 175,
          "source_row_sha256": "014a76983335ed0af25f396053553f3d8f35f6aa9a12027bbff7945cf38412d9",
          "source_raw_sha256": "6b3b388c924e5b4056d7a23f59cbcce13a9f6cf57128bb8282cd3d4cb09f2a8a",
          "store": {
            "host": "sozo",
            "seq": 262,
            "row_hash": "da078355237a60b084338042ccd3d9b3ea648e3a82aaa99e3372a4402f11f8d4",
            "chain_hash": "c469bbdccd23d075079aa1faf4b58095e7eeff4ddb016fc5db9b1529d372f8c8"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/1",
          "tg": 45.590568345817104,
          "prompt_tokens": 126,
          "generated_tokens": 239,
          "total_tokens": 365,
          "wall_seconds": 6.693435192108154,
          "decode_seconds": 5.220377999999999,
          "ttfp_ms": 1472.2495079040527,
          "drafted": 166.0,
          "accepted": 157.0,
          "acceptance": 0.9457831325301205,
          "finish": {
            "stop": true,
            "tokens_predicted": 239,
            "tokens_evaluated": 126,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 238,
          "source_row_sha256": "88e8336a6a274b657f625ea003a1cd573f7828e8e225ca9718aca7985d0a8930",
          "source_raw_sha256": "9a376737c901876380dc558d29c93e87c8924c15724ade0b8488c7b033ed13b4",
          "store": {
            "host": "sozo",
            "seq": 263,
            "row_hash": "9e1f5bf0b5d40e81e79bed35c8f158d98b70152859f75052fe3d97f9b16aa83f",
            "chain_hash": "5558aa0df008329c3c3b9c7d42cfb821565abac95e0e155b6be6010c8b3ae364"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/2",
          "tg": 48.727353201234834,
          "prompt_tokens": 95,
          "generated_tokens": 97,
          "total_tokens": 192,
          "wall_seconds": 3.348337173461914,
          "decode_seconds": 1.970146,
          "ttfp_ms": 1377.3281574249268,
          "drafted": 64.0,
          "accepted": 64.0,
          "acceptance": 1.0,
          "finish": {
            "stop": true,
            "tokens_predicted": 97,
            "tokens_evaluated": 95,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 96,
          "source_row_sha256": "5ebd12df22d884fa7a3d6a31428323376702cf9f955b6e21902a88249d23fde9",
          "source_raw_sha256": "4b6324baef7eb6888d90e311c93292160d296d8563a5640883cbfb33c1fb996b",
          "store": {
            "host": "sozo",
            "seq": 264,
            "row_hash": "b96b2bbfe03cdde91ef4da7875df12c98d682ef3397708153e2cfcf7cc07966e",
            "chain_hash": "5ab70d0605324a59bb9a1f20d358d9f33096cda804effaa4e47136fdb5663386"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/3",
          "tg": 46.94618101845526,
          "prompt_tokens": 129,
          "generated_tokens": 157,
          "total_tokens": 286,
          "wall_seconds": 4.846970081329346,
          "decode_seconds": 3.322954,
          "ttfp_ms": 1523.2126712799072,
          "drafted": 106.0,
          "accepted": 104.0,
          "acceptance": 0.9811320754716981,
          "finish": {
            "stop": true,
            "tokens_predicted": 157,
            "tokens_evaluated": 129,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 156,
          "source_row_sha256": "dd8d095134cf462d41012d4c54dbe9164158e515c24f00acb74b1d926352aa0b",
          "source_raw_sha256": "55c4cbdfc64f01c6652490f43eb642debd4e49de6ff4f83bb7997c74e1b3e44f",
          "store": {
            "host": "sozo",
            "seq": 265,
            "row_hash": "00e8c45f8c2509a43cac9a0687328045f04723aee17aadedfc35cf90e7b2a86e",
            "chain_hash": "7e5d2184e3b37257e224156f688a1ba2baf69b5437ddb6ea4d54177b7f18261a"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/4",
          "tg": 47.97608049700935,
          "prompt_tokens": 128,
          "generated_tokens": 169,
          "total_tokens": 297,
          "wall_seconds": 4.992528200149536,
          "decode_seconds": 3.501745,
          "ttfp_ms": 1489.9942874908447,
          "drafted": 112.0,
          "accepted": 112.0,
          "acceptance": 1.0,
          "finish": {
            "stop": true,
            "tokens_predicted": 169,
            "tokens_evaluated": 128,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 168,
          "source_row_sha256": "9c546163ed2972f5654b69ac7dc55cc648b8aaa615e8ac5e2e812ce2a7d4b09b",
          "source_raw_sha256": "32ec100e717cc15f80e2579fde800cb86f47eec841477921b0c59429475fc03d",
          "store": {
            "host": "sozo",
            "seq": 266,
            "row_hash": "6858d60d4e0783242137bf22c037a08e129d607d3e17454c02901cc43aa28737",
            "chain_hash": "9129d854367d28568089d1897a35f926d41d2a12db4903be8c961497668c3188"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/5",
          "tg": 47.525042041383344,
          "prompt_tokens": 104,
          "generated_tokens": 144,
          "total_tokens": 248,
          "wall_seconds": 4.390758991241455,
          "decode_seconds": 3.00894,
          "ttfp_ms": 1381.0350894927979,
          "drafted": 96.0,
          "accepted": 96.0,
          "acceptance": 1.0,
          "finish": {
            "stop": true,
            "tokens_predicted": 144,
            "tokens_evaluated": 104,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 143,
          "source_row_sha256": "bed7889d7af036a353f52503ba0720fe97785b5ecad2de0502ab0b973ebe5f9a",
          "source_raw_sha256": "ab2a8595456ed11058f157c097c09b47d5d292ec54c3e3fb0e5cfd77a862f424",
          "store": {
            "host": "sozo",
            "seq": 267,
            "row_hash": "bf2659a37b7140ea67644f300bc9c4e36b66d210d889075e4632e1f1da917756",
            "chain_hash": "b2c3661b69d60e31de00e6ff2c8b9a9b91a3b431d80789e633a87318e0857b5e"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/6",
          "tg": 47.408898952026284,
          "prompt_tokens": 124,
          "generated_tokens": 221,
          "total_tokens": 345,
          "wall_seconds": 6.119290351867676,
          "decode_seconds": 4.640479,
          "ttfp_ms": 1477.3871898651123,
          "drafted": 148.0,
          "accepted": 147.0,
          "acceptance": 0.9932432432432432,
          "finish": {
            "stop": true,
            "tokens_predicted": 221,
            "tokens_evaluated": 124,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 220,
          "source_row_sha256": "b7fae971b81585cdf9fd07218e92bb15bac0b87909cf857b1ec06c7d4dbfd9ec",
          "source_raw_sha256": "e4d2eaed658150177c766a1417603ba2d300a55c6de139a1363bfc9b9ab04ae8",
          "store": {
            "host": "sozo",
            "seq": 268,
            "row_hash": "70cecb6b392debe2af6261c59673e33dbf2656669ba9133759dbffdf1b525b39",
            "chain_hash": "89b099715e5e3b83a55b4bdcc005f3e6a78bd89265f27dcea19e2f57ada11394"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/7",
          "tg": 48.666216832986755,
          "prompt_tokens": 104,
          "generated_tokens": 112,
          "total_tokens": 216,
          "wall_seconds": 3.6730427742004395,
          "decode_seconds": 2.280843,
          "ttfp_ms": 1391.6351795196533,
          "drafted": 74.0,
          "accepted": 74.0,
          "acceptance": 1.0,
          "finish": {
            "stop": true,
            "tokens_predicted": 112,
            "tokens_evaluated": 104,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 111,
          "source_row_sha256": "a29c13ec79925f2bb84dc88dfd7198886ba0ed8f0ce67d18621fd006932cc5da",
          "source_raw_sha256": "3da32a1c10ff3ef54861125842234df535e1cc52259352bfb802d06d157e8bc9",
          "store": {
            "host": "sozo",
            "seq": 269,
            "row_hash": "482f129f2ab7d41a2a9b640d48e542ac51d7824ca9aa82476240fc74779d5c6d",
            "chain_hash": "547d90493df0b438ad10fceaa3fd3883be486e6eecd95026cda813c31ac09c61"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/8",
          "tg": 48.632496233983545,
          "prompt_tokens": 126,
          "generated_tokens": 163,
          "total_tokens": 289,
          "wall_seconds": 4.811828136444092,
          "decode_seconds": 3.331106,
          "ttfp_ms": 1480.2570343017578,
          "drafted": 108.0,
          "accepted": 108.0,
          "acceptance": 1.0,
          "finish": {
            "stop": true,
            "tokens_predicted": 163,
            "tokens_evaluated": 126,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 162,
          "source_row_sha256": "b1ffe15f0bd685766414555daaac0bd4bd7c10e239fa571282b381e81caeccc0",
          "source_raw_sha256": "cc1328ffc6bc46ebecbc30ad901a52043d8ac46a27b904754a01c019dc75d589",
          "store": {
            "host": "sozo",
            "seq": 270,
            "row_hash": "3844ec2897060a5ec66f9491d3129fed77e9ddc738d53327b657dacb330f66c4",
            "chain_hash": "1237045dfb7243e08937d37a930f52596b408523b123a78a6f0ae9120f91fb43"
          }
        },
        {
          "arm": "unsloth",
          "host": "sozo",
          "task": "HumanEval/9",
          "tg": 47.616142467498264,
          "prompt_tokens": 110,
          "generated_tokens": 161,
          "total_tokens": 271,
          "wall_seconds": 4.725163459777832,
          "decode_seconds": 3.360205,
          "ttfp_ms": 1364.046335220337,
          "drafted": 108.0,
          "accepted": 106.0,
          "acceptance": 0.9814814814814815,
          "finish": {
            "stop": true,
            "tokens_predicted": 161,
            "tokens_evaluated": 110,
            "truncated": false,
            "stop_type": "eos",
            "stopping_word": ""
          },
          "decode_timed_tokens": 160,
          "source_row_sha256": "3923b0e02ea75c233f59cdbf55a8b5d2483501b7a245d889b9daf99f49f90abd",
          "source_raw_sha256": "96212c06046db62d72c2ddb17d58bd42204f45af6be68a17f5922f9e6e1f463b",
          "store": {
            "host": "sozo",
            "seq": 271,
            "row_hash": "7f4b2e224dca2cd0fd095633e3130f010a7856e7772ffcadc1cea599ae508ca1",
            "chain_hash": "092d72074f4efd0792591c1f2d171e13ce6afc8f786c2cd062a59d5b5b227345"
          }
        }
      ],
      "weighted_tg": 47.48627372673967,
      "acceptance": 0.9872727272727273,
      "decode_timed_tokens": 1629,
      "note": "Server TG excludes the first generated token from decode timing. Generated/total token counts retain every token; aggregate TG uses sum(n_generated-1)/sum(predicted_ms/1000), consistent with per-task server TG."
    }
  },
  "bf16": {
    "benchmark": "BF16 full-vocabulary fidelity diagnostic",
    "distributions": 64,
    "next_token_losses": 60,
    "vocab": 248320,
    "domains": [
      "assistant_dialogue",
      "math_reasoning",
      "python",
      "physics_engineering"
    ],
    "positions": "48 through 63 after each of four 64-token prefixes",
    "bf16_ppl_60": 2.017988158399302,
    "reference_sha256": "74566152452e5b6ce7cb22cd32a80ef5ea57f6d23ad6f872132b1968b9a4a7b9",
    "panel_sha256": "decdcfe075ac3d7961c1ad72f9754f18d90bfda16d402101de725a9d846048d0",
    "rows": {
      "ciru": {
        "mean_kl": 0.030452830391296454,
        "median_kl": 0.0027612169312611666,
        "p95_kl": 0.1545270358247857,
        "max_kl": 0.33367892204649147,
        "top1_agreement": 61,
        "ppl_60": 2.084010558412682,
        "sha256": "2d2edef8de50e5781fc6e4dcc1cf9c80daaeea9097d0ba79b4340b07d4b1d279"
      },
      "unsloth": {
        "mean_kl": 0.17457136128131387,
        "median_kl": 0.003924902626586302,
        "p95_kl": 0.5572221597760761,
        "max_kl": 3.8420741561452627,
        "top1_agreement": 61,
        "ppl_60": 2.4293137420087842,
        "sha256": "fcfbe409021ae5125d905af36ce119d4702aab576db047251a173a0ce275a0db"
      },
      "laurent": {
        "mean_kl": 0.11223406250141665,
        "median_kl": 0.007866695901408137,
        "p95_kl": 0.2976523841628686,
        "max_kl": 1.9122826231950454,
        "top1_agreement": 60,
        "ppl_60": 2.383803541246223,
        "sha256": "25e5f12db31908110d0e1f02e7fab1afcd618de106da6649637b58ceaf42df9d"
      }
    },
    "limits": "Small numerical panel, not a full perplexity or task benchmark. CIRU F16 KV/FA auto; competitor Q8_0 KV/FA on. MTP off. Two independent CIRU loads produce identical raw logits. Other capture-to-CIRU differences are deliberately omitted from this BF16-only table."
  },
  "sweep": {
    "ciru": [
      {
        "prompt_tokens": 512,
        "generated_tokens": 128,
        "pp": 306.5260717785876,
        "tg": 22.54527250488629,
        "ttfp_ms": 1671.9896793365479,
        "total_ms": 7305.761814117432,
        "memory": {
          "delta_gtt_used_bytes": 0,
          "delta_ram_used_bytes": 745472,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89918681088,
            "ram_available_bytes": 40144433152,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94165233664,
            "t": 1788619776.7673035,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 168734720
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89918681088,
            "ram_available_bytes": 40146853888,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94162812928,
            "t": 1788619784.0726674,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 168734720
          },
          "peak_gtt_used_bytes": 89918681088,
          "peak_ram_used_bytes": 94165979136,
          "peak_vram_used_bytes": 168734720,
          "sample_count": 31
        },
        "source_row_sha256": "473fb0da15e39b5a83b5bb67c70bbc5aeb83a00e93786a907b7eb88739d14b1b",
        "source_raw_sha256": "e7185d638e0c37bd72c9ad349a8adadf35b7ed369e269d17b5985691619816a6",
        "label": "v2-ciru-rc2-no-mtp-pp512"
      },
      {
        "prompt_tokens": 2048,
        "generated_tokens": 128,
        "pp": 382.0255487047133,
        "tg": 20.942985114154936,
        "ttfp_ms": 5364.029407501221,
        "total_ms": 11428.162574768066,
        "memory": {
          "delta_gtt_used_bytes": 393216,
          "delta_ram_used_bytes": 235118592,
          "delta_vram_used_bytes": 344064,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89918681088,
            "ram_available_bytes": 40143777792,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94165889024,
            "t": 1788619784.1546354,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 168734720
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89919074304,
            "ram_available_bytes": 39909175296,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94400491520,
            "t": 1788619795.5826085,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169078784
          },
          "peak_gtt_used_bytes": 89919074304,
          "peak_ram_used_bytes": 94401007616,
          "peak_vram_used_bytes": 169078784,
          "sample_count": 47
        },
        "source_row_sha256": "bd259a73f6cd69f048c4269908915d19c26a1debd395f507e9631fe1bb3d44a8",
        "source_raw_sha256": "a9ccac0bd0ebbcaf5c28d926d1881d1d30adbba564d1057bfc306983ef4bf5ec",
        "label": "v2-ciru-rc2-no-mtp-pp2048"
      },
      {
        "prompt_tokens": 8192,
        "generated_tokens": 128,
        "pp": 370.40756452549965,
        "tg": 19.19183920684209,
        "ttfp_ms": 22118.80850791931,
        "total_ms": 28736.945390701294,
        "memory": {
          "delta_gtt_used_bytes": 229376,
          "delta_ram_used_bytes": 470446080,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89919074304,
            "ram_available_bytes": 40156749824,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94152916992,
            "t": 1788619795.701831,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169078784
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89919303680,
            "ram_available_bytes": 39686303744,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94623363072,
            "t": 1788619824.4386148,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169078784
          },
          "peak_gtt_used_bytes": 89919303680,
          "peak_ram_used_bytes": 94623363072,
          "peak_vram_used_bytes": 169078784,
          "sample_count": 116
        },
        "source_row_sha256": "da000c4648ae584c75dbc4336187587ee55e69de74bb8acd31a44ccfac4e9c72",
        "source_raw_sha256": "004a8ef9965ca1c6548f1ead1dc8dcb46e699d5e683ca5a6e5a4f3d5fab5b76b",
        "label": "v2-ciru-rc2-no-mtp-pp8192"
      },
      {
        "prompt_tokens": 16384,
        "generated_tokens": 128,
        "pp": 352.1295823107842,
        "tg": 17.472675212409946,
        "ttfp_ms": 46532.26041793823,
        "total_ms": 53801.73420906067,
        "memory": {
          "delta_gtt_used_bytes": 0,
          "delta_ram_used_bytes": 553902080,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89919303680,
            "ram_available_bytes": 39922704384,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94386962432,
            "t": 1788619824.5504465,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169078784
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89919303680,
            "ram_available_bytes": 39378653184,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94931013632,
            "t": 1788619878.3519537,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169058304
          },
          "peak_gtt_used_bytes": 89919303680,
          "peak_ram_used_bytes": 94940864512,
          "peak_vram_used_bytes": 169078784,
          "sample_count": 216
        },
        "source_row_sha256": "6f23c195db77cb88ddc4731f3981eec2d0ddb02db483eda3dc574cc78c9f2467",
        "source_raw_sha256": "4904535ad05beae3366bd04f815587b01a5926a930809fc9dbfefb62d974c152",
        "label": "v2-ciru-rc2-no-mtp-pp16384"
      },
      {
        "prompt_tokens": 32768,
        "generated_tokens": 128,
        "pp": 321.33055955606176,
        "tg": 14.323446658864336,
        "ttfp_ms": 101982.33151435852,
        "total_ms": 110850.14271736145,
        "memory": {
          "delta_gtt_used_bytes": 0,
          "delta_ram_used_bytes": 329519104,
          "delta_vram_used_bytes": 8192,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89919303680,
            "ram_available_bytes": 39596859392,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94712807424,
            "t": 1788619878.4932935,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169058304
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89919303680,
            "ram_available_bytes": 39267360768,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 95042306048,
            "t": 1788619989.3432505,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169062400
          },
          "peak_gtt_used_bytes": 89919303680,
          "peak_ram_used_bytes": 95042326528,
          "peak_vram_used_bytes": 169066496,
          "sample_count": 444
        },
        "source_row_sha256": "086960f2abb3b29f56ffffb3693a5243e423fd08be8c933516b9f12c174e2b5c",
        "source_raw_sha256": "acb5b3fb6f76b31c31ca6a42cb3674ece7373254a82754fb4ecc534b193d6e4d",
        "label": "v2-ciru-rc2-no-mtp-pp32768"
      },
      {
        "prompt_tokens": 65536,
        "generated_tokens": 128,
        "pp": 282.9922226883487,
        "tg": 10.165215161986707,
        "ttfp_ms": 231594.47526931763,
        "total_ms": 244090.87371826172,
        "memory": {
          "delta_gtt_used_bytes": 52428800,
          "delta_ram_used_bytes": 601722880,
          "delta_vram_used_bytes": 40960,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89919303680,
            "ram_available_bytes": 39502532608,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 94807134208,
            "t": 1788619989.5020185,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169062400
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89971732480,
            "ram_available_bytes": 38902194176,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 95407472640,
            "t": 1788620233.5926564,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169103360
          },
          "peak_gtt_used_bytes": 89971732480,
          "peak_ram_used_bytes": 95408857088,
          "peak_vram_used_bytes": 169103360,
          "sample_count": 976
        },
        "source_row_sha256": "803b8e4cf5a82d1ae7ccc12fb1556dab4bf3ceb6e00aff90dcad2d8fbd04cb97",
        "source_raw_sha256": "ac7bfde237162b53d1d57f2a58aaefaa791d467566cba0fe7e270338724cbe2a",
        "label": "v2-ciru-rc2-no-mtp-pp65536"
      },
      {
        "prompt_tokens": 131072,
        "generated_tokens": 128,
        "pp": 232.95215096846331,
        "tg": 6.748802247021679,
        "ttfp_ms": 562672.7845668793,
        "total_ms": 581497.358083725,
        "memory": {
          "delta_gtt_used_bytes": 35651584,
          "delta_ram_used_bytes": 1520336896,
          "delta_vram_used_bytes": 8192,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 89971732480,
            "ram_available_bytes": 39124025344,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 95185641472,
            "t": 1788620233.7813432,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169103360
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 90007384064,
            "ram_available_bytes": 37603688448,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 96705978368,
            "t": 1788620815.2784042,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 169111552
          },
          "peak_gtt_used_bytes": 90007384064,
          "peak_ram_used_bytes": 96705978368,
          "peak_vram_used_bytes": 169111552,
          "sample_count": 2324
        },
        "source_row_sha256": "a7566b16fdc3740f078a69e74e558ae6b548c8624a799308da02447ec0427fcf",
        "source_raw_sha256": "6bc32148916d08c2feee98b09be62b36bad843f1df5eab9bf702dd6c1336ec5a",
        "label": "v2-ciru-rc2-no-mtp-pp131072"
      }
    ],
    "unsloth": [
      {
        "prompt_tokens": 512,
        "generated_tokens": 128,
        "pp": 235.02841456808937,
        "tg": 24.53706574948274,
        "ttfp_ms": 2180.333137512207,
        "total_ms": 7356.932640075684,
        "memory": {
          "delta_gtt_used_bytes": 33128448,
          "delta_ram_used_bytes": 130293760,
          "delta_vram_used_bytes": 36864,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72547319808,
            "ram_available_bytes": 29520384000,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104789282816,
            "t": 1788585805.4317117,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 513044480
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72580448256,
            "ram_available_bytes": 29391036416,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104918630400,
            "t": 1788585812.7882414,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 513081344
          },
          "peak_gtt_used_bytes": 72580448256,
          "peak_ram_used_bytes": 104919576576,
          "peak_vram_used_bytes": 513081344,
          "sample_count": 31
        },
        "source_row_sha256": "ece8eca9f56e7d41b92246d1e12e6d97c871afa86a52c68dae0ab436b9486d61",
        "source_raw_sha256": "61734e4f1dc0c25ed4a7d31ff42632e8bed5c80998e076dd173f43a1defb97f8",
        "label": "unsloth-compare-unsloth-no-mtp-ladder-pp512"
      },
      {
        "prompt_tokens": 2048,
        "generated_tokens": 128,
        "pp": 270.12154942142814,
        "tg": 23.98476457537146,
        "ttfp_ms": 7584.341049194336,
        "total_ms": 12880.511999130249,
        "memory": {
          "delta_gtt_used_bytes": 196608,
          "delta_ram_used_bytes": 214904832,
          "delta_vram_used_bytes": 61440,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72580448256,
            "ram_available_bytes": 29464027136,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104845639680,
            "t": 1788585812.9251993,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 513081344
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72580644864,
            "ram_available_bytes": 29274816512,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 105034850304,
            "t": 1788585825.8052313,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 513142784
          },
          "peak_gtt_used_bytes": 72580644864,
          "peak_ram_used_bytes": 105060544512,
          "peak_vram_used_bytes": 513142784,
          "sample_count": 53
        },
        "source_row_sha256": "d69332962298bd5ad08fab9a0e3fef4e16d9333c158bed8a76625af3d1925984",
        "source_raw_sha256": "b74560d0cf1b77f1b625051026746d3f6da653f00ae57c136eca7b695b480db7",
        "label": "unsloth-compare-unsloth-no-mtp-ladder-pp2048"
      },
      {
        "prompt_tokens": 8192,
        "generated_tokens": 128,
        "pp": 274.78231585274597,
        "tg": 22.68762216927253,
        "ttfp_ms": 29816.16234779358,
        "total_ms": 35415.289640426636,
        "memory": {
          "delta_gtt_used_bytes": 15728640,
          "delta_ram_used_bytes": 230735872,
          "delta_vram_used_bytes": 12582912,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72580644864,
            "ram_available_bytes": 29519159296,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104790507520,
            "t": 1788585825.918342,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 513142784
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72580644864,
            "ram_available_bytes": 29288710144,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 105020956672,
            "t": 1788585861.333005,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 525725696
          },
          "peak_gtt_used_bytes": 72596373504,
          "peak_ram_used_bytes": 105021243392,
          "peak_vram_used_bytes": 525725696,
          "sample_count": 143
        },
        "source_row_sha256": "0ea4bddc406a4d9dc83ba3f0c0da273407a6ced581b5866e899479b310077b8c",
        "source_raw_sha256": "ab258b25a16756e808e1f88674c3b00bc5235d97e379fe8e2c139a5f08c75ada",
        "label": "unsloth-compare-unsloth-no-mtp-ladder-pp8192"
      },
      {
        "prompt_tokens": 16384,
        "generated_tokens": 128,
        "pp": 266.86943792269767,
        "tg": 21.28038193426272,
        "ttfp_ms": 61398.22745323181,
        "total_ms": 67369.02523040771,
        "memory": {
          "delta_gtt_used_bytes": 33554432,
          "delta_ram_used_bytes": 207589376,
          "delta_vram_used_bytes": 2097152,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72580644864,
            "ram_available_bytes": 29452505088,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104857161728,
            "t": 1788585861.4517806,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 525725696
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72614199296,
            "ram_available_bytes": 29244940288,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 105064726528,
            "t": 1788585928.820109,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 508948480
          },
          "peak_gtt_used_bytes": 72614199296,
          "peak_ram_used_bytes": 105064751104,
          "peak_vram_used_bytes": 527822848,
          "sample_count": 270
        },
        "source_row_sha256": "b54e72f78ab5f0e40b37bea50c5e261557c25d435266a76b47dc8510e3448ee4",
        "source_raw_sha256": "025d8274176c18fb25e22b6b31ef0f5961169cfa52ac550ec2eb2bcbc601637f",
        "label": "unsloth-compare-unsloth-no-mtp-ladder-pp16384"
      },
      {
        "prompt_tokens": 32768,
        "generated_tokens": 128,
        "pp": 254.67648015684492,
        "tg": 18.79396882302548,
        "ttfp_ms": 128672.66249656677,
        "total_ms": 135432.7266216278,
        "memory": {
          "delta_gtt_used_bytes": 33554432,
          "delta_ram_used_bytes": 275447808,
          "delta_vram_used_bytes": 4096,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72614199296,
            "ram_available_bytes": 29478772736,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104830894080,
            "t": 1788585928.9364839,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 508948480
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72647753728,
            "ram_available_bytes": 29203410944,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 105106255872,
            "t": 1788586064.368746,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 508948480
          },
          "peak_gtt_used_bytes": 72647753728,
          "peak_ram_used_bytes": 105106341888,
          "peak_vram_used_bytes": 508952576,
          "sample_count": 541
        },
        "source_row_sha256": "27587fba86adcf3881b1df1af6e172f39b6deec77cd2b9977407442ecb8f40df",
        "source_raw_sha256": "064cdb307d51d06fbfbc60eeb02c302e1a4977f03750f8c57ae6182c6042fdb1",
        "label": "unsloth-compare-unsloth-no-mtp-ladder-pp32768"
      },
      {
        "prompt_tokens": 65536,
        "generated_tokens": 128,
        "pp": 228.77660940134743,
        "tg": 13.36603064357227,
        "ttfp_ms": 286475.9120941162,
        "total_ms": 295982.67555236816,
        "memory": {
          "delta_gtt_used_bytes": 67108864,
          "delta_ram_used_bytes": 57982976,
          "delta_vram_used_bytes": 8192,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72647753728,
            "ram_available_bytes": 29440012288,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104869654528,
            "t": 1788586064.5691152,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 508948480
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72714862592,
            "ram_available_bytes": 29507186688,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104802480128,
            "t": 1788586360.5511396,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 508952576
          },
          "peak_gtt_used_bytes": 72714862592,
          "peak_ram_used_bytes": 104927637504,
          "peak_vram_used_bytes": 508956672,
          "sample_count": 1180
        },
        "source_row_sha256": "511214805cfb1b70241842a3661094fcf41b4f6eea94d4536e2e5ed15b4241bb",
        "source_raw_sha256": "a484d183b8c22552f19a0a61b4147af35397a7dd58058ef5a7efda05cd904394",
        "label": "unsloth-compare-unsloth-no-mtp-ladder-pp65536"
      },
      {
        "prompt_tokens": 131072,
        "generated_tokens": 128,
        "pp": 189.79235543145583,
        "tg": 9.978903654785249,
        "ttfp_ms": 690630.3057670593,
        "total_ms": 703363.6708259583,
        "memory": {
          "delta_gtt_used_bytes": 134217728,
          "delta_ram_used_bytes": 398831616,
          "delta_vram_used_bytes": 4096,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72714862592,
            "ram_available_bytes": 29736456192,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104573210624,
            "t": 1788586360.7821238,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 508952576
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 72849080320,
            "ram_available_bytes": 29337624576,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104972042240,
            "t": 1788587064.145355,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 508952576
          },
          "peak_gtt_used_bytes": 72849080320,
          "peak_ram_used_bytes": 104972042240,
          "peak_vram_used_bytes": 508956672,
          "sample_count": 2803
        },
        "source_row_sha256": "5529d96e3d1bee14af87530c0a01105776fd9d9db50ddaae533838272c4b9839",
        "source_raw_sha256": "07d2d590b3972df5a6fbcf894d9c81fd331870e4d379c33ccea5ad45bb3ceb44",
        "label": "unsloth-compare-unsloth-no-mtp-ladder-pp131072"
      }
    ],
    "laurent": [
      {
        "prompt_tokens": 512,
        "generated_tokens": 128,
        "pp": 357.62781003257766,
        "tg": 25.932868583656983,
        "ttfp_ms": 1433.5122108459473,
        "total_ms": 6331.249713897705,
        "memory": {
          "delta_gtt_used_bytes": 29687808,
          "delta_ram_used_bytes": 162824192,
          "delta_vram_used_bytes": 8192,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101335601152,
            "ram_available_bytes": 29871378432,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104438288384,
            "t": 1788581822.0923114,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 524312576
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101365288960,
            "ram_available_bytes": 29708554240,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104601112576,
            "t": 1788581828.4232647,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 524320768
          },
          "peak_gtt_used_bytes": 101365288960,
          "peak_ram_used_bytes": 104601112576,
          "peak_vram_used_bytes": 524320768,
          "sample_count": 27
        },
        "source_row_sha256": "775a400e7c22fa92d91edf847405c2c51a0ed18661efe85a8fd6255a99bc6086",
        "source_raw_sha256": "6febe5d187916fe64790b491cc456c7dadc432d26f2ffc9916e987dba8c8620b",
        "label": "agention-card-ladder-pp512"
      },
      {
        "prompt_tokens": 2048,
        "generated_tokens": 128,
        "pp": 363.83333235624184,
        "tg": 25.58463922435432,
        "ttfp_ms": 5631.121873855591,
        "total_ms": 10595.957040786743,
        "memory": {
          "delta_gtt_used_bytes": 4390912,
          "delta_ram_used_bytes": 243486720,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101365288960,
            "ram_available_bytes": 29818118144,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104491548672,
            "t": 1788581828.5312965,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 524320768
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29574631424,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104735035392,
            "t": 1788581839.1267073,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "peak_gtt_used_bytes": 101369679872,
          "peak_ram_used_bytes": 104735035392,
          "peak_vram_used_bytes": 524320768,
          "sample_count": 44
        },
        "source_row_sha256": "dadbba441f5daa39776c0bd59e0594e8cb76de2a4c98c1288687b0dcf45e66af",
        "source_raw_sha256": "b59f04d0ef7fbde95fb2a97a8004ca6b32dcdfa1834a5c75fcc77899cd7a3e24",
        "label": "agention-card-ladder-pp2048"
      },
      {
        "prompt_tokens": 8192,
        "generated_tokens": 128,
        "pp": 325.5891187734956,
        "tg": 24.953315686558064,
        "ttfp_ms": 25164.159536361694,
        "total_ms": 30255.13529777527,
        "memory": {
          "delta_gtt_used_bytes": 0,
          "delta_ram_used_bytes": 233160704,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29795074048,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104514592768,
            "t": 1788581839.284278,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29561913344,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104747753472,
            "t": 1788581869.5386808,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "peak_gtt_used_bytes": 101369679872,
          "peak_ram_used_bytes": 104747753472,
          "peak_vram_used_bytes": 521228288,
          "sample_count": 122
        },
        "source_row_sha256": "102a59f7add6c625a184371d644d79a444d8f83387995f3735c1b49cad9c5447",
        "source_raw_sha256": "6c4d7d5185fefd323d4ee9896943a7223df04c4334454af249a111bec92b8c38",
        "label": "agention-card-ladder-pp8192"
      },
      {
        "prompt_tokens": 16384,
        "generated_tokens": 128,
        "pp": 302.71994163181125,
        "tg": 24.35992382057209,
        "ttfp_ms": 54127.56133079529,
        "total_ms": 59342.663526535034,
        "memory": {
          "delta_gtt_used_bytes": 0,
          "delta_ram_used_bytes": 153559040,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29705891840,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104603774976,
            "t": 1788581869.7269146,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29552332800,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104757334016,
            "t": 1788581929.0693126,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "peak_gtt_used_bytes": 101369679872,
          "peak_ram_used_bytes": 104757334016,
          "peak_vram_used_bytes": 521228288,
          "sample_count": 238
        },
        "source_row_sha256": "41f2c620690cb08189ac49e3888386169ffecdd7b3275222f47d24078eb4face",
        "source_raw_sha256": "abdbb2b146e533e30b6e7ec9acfdc34d171529a5485d74e5ae389fa1ce6c41e7",
        "label": "agention-card-ladder-pp16384"
      },
      {
        "prompt_tokens": 32768,
        "generated_tokens": 128,
        "pp": 273.9458158618122,
        "tg": 22.769845982610295,
        "ttfp_ms": 119622.07579612732,
        "total_ms": 125202.11839675903,
        "memory": {
          "delta_gtt_used_bytes": 0,
          "delta_ram_used_bytes": 247328768,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29789585408,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104520081408,
            "t": 1788581929.2211366,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29542256640,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104767410176,
            "t": 1788582054.4227529,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "peak_gtt_used_bytes": 101369679872,
          "peak_ram_used_bytes": 104767410176,
          "peak_vram_used_bytes": 521228288,
          "sample_count": 501
        },
        "source_row_sha256": "5a3b9729d7b3164e3a5e2400666207d03324c2a1285c32a2356ba325cc4b7219",
        "source_raw_sha256": "a88b8146341fa30fca8b8d3977f9fcafceca712cb89552e8bd2a6caed66acb60",
        "label": "agention-card-ladder-pp32768"
      },
      {
        "prompt_tokens": 65536,
        "generated_tokens": 128,
        "pp": 229.67782088765648,
        "tg": 20.252305453882073,
        "ttfp_ms": 285350.79431533813,
        "total_ms": 291627.0384788513,
        "memory": {
          "delta_gtt_used_bytes": 0,
          "delta_ram_used_bytes": 193069056,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29699903488,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104609763328,
            "t": 1788582054.6204512,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29506834432,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104802832384,
            "t": 1788582346.2469826,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "peak_gtt_used_bytes": 101369679872,
          "peak_ram_used_bytes": 104802832384,
          "peak_vram_used_bytes": 521228288,
          "sample_count": 1164
        },
        "source_row_sha256": "f275968ad35f1d6554a1825f22ab7175558bc4f24fd555def9d0bcaeafd1a46f",
        "source_raw_sha256": "aadd44795c66555e4f3a7d730eb122b1cda5fb808e431081bc6371b244f3a3b0",
        "label": "agention-card-ladder-pp65536"
      },
      {
        "prompt_tokens": 131072,
        "generated_tokens": 128,
        "pp": 184.33343093700745,
        "tg": 17.85921705754915,
        "ttfp_ms": 711083.1847190857,
        "total_ms": 718204.247713089,
        "memory": {
          "delta_gtt_used_bytes": 0,
          "delta_ram_used_bytes": 24977408,
          "delta_vram_used_bytes": 0,
          "idle": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 101369679872,
            "ram_available_bytes": 29738627072,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 104571039744,
            "t": 1788582346.4750206,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 521228288
          },
          "last": {
            "gtt_total_bytes": 133143986176,
            "gtt_used_bytes": 100378251264,
            "ram_available_bytes": 30736842752,
            "ram_total_bytes": 134309666816,
            "ram_used_bytes": 103572824064,
            "t": 1788583064.6787124,
            "vram_total_bytes": 536870912,
            "vram_used_bytes": 516562944
          },
          "peak_gtt_used_bytes": 101369679872,
          "peak_ram_used_bytes": 104596017152,
          "peak_vram_used_bytes": 521228288,
          "sample_count": 2863
        },
        "source_row_sha256": "1dce28c2dca2dde22c874671a7f8507ba882fea2e31220c310e151b2ee7b5d02",
        "source_raw_sha256": "d4db4b5cfb6adbd5b4e0158910ece599ab7430d8f7b3a0002c014c095e18fd03",
        "label": "agention-card-ladder-pp131072"
      }
    ]
  },
  "scope": {
    "humaneval": "HumanEval0\u20139 canonical task text through each embedded non-thinking chat template. Greedy, seed123, one natural-EOS completion per task. MTP acceptance and speed only.",
    "hardware": "Two Ryzen AI MAX+395 / Radeon8060S gfx1151 systems with128GB unified memory, NixOS. HE: CIRU on Ciru; Laurent and Unsloth on Sozo, CPU performance governor, no concurrent model load per host. Sweep: all Sozo, powersave governor.",
    "sweep": "MTP off, 512\u2013131072 exact source tokens,128 generated tokens,262144 context, erased slot, temp0,seed1234,ignoreEOS. Each package retains its documented sweep settings.",
    "bf16": "Small numerical panel, not a full perplexity or task benchmark. CIRU F16 KV/FA auto; competitor Q8_0 KV/FA on. MTP off. Two independent CIRU loads produce identical raw logits. Other capture-to-CIRU differences are deliberately omitted from this BF16-only table.",
    "tg": "Aggregate TG = sum(generated_tokens\u22121) / sum(server predicted seconds), preserving the runtime convention that the first generated token is outside decode timing.",
    "wall": "Request wall includes prefill and streamed generation. Panel wall also includes recorder overhead between requests; excludes model loading. Total tokens = prompt + generated.",
    "batch_verification": "Pinned Laurent and Unsloth card commands do not override batch/microbatch. Both native binaries report defaults2048/512 via --help. HumanEval retained those defaults; target-only sweeps explicitly specify2048/512. CIRU profile explicitly specifies2048/512.",
    "profile_policy": "Use each package\u2019s live recommended serving configuration. All three HumanEval panels have262144-token context. No16K serving profiles or reduced-context diagnostic substitutes."
  },
  "correction": {
    "date": "2026-09-05",
    "scope": "CIRU HumanEval0\u20139 rerun at released262144-token context; supersedes earlier16384-token diagnostic configuration. Laurent/Unsloth and BF16/sweep data unchanged.",
    "new_source": "research-release256k-ciru-HumanEval-*"
  }
}
