{
  "dataset": "semianalysisai/cc-traces-weka-062126",
  "revision": "23f152f6f0f9399a85901b89a6458def0ef16729",
  "sha256": "29b6a19e751ff5230771519aab755f80a0f43a4ba9cf96b72d3a6a437ec99276",
  "url": "https://huggingface.co/datasets/semianalysisai/cc-traces-weka-062126/resolve/23f152f6f0f9399a85901b89a6458def0ef16729/traces.jsonl",
  "methodology": "https://inferencex.semianalysis.com/agentx/methodology",
  "assumptions": [
    "Input lengths are recorded 64-token hash-block counts, not exact target-model tokenizer lengths.",
    "The 256k subset uses input + output <= 256000, following the dataset card.",
    "Prefix reuse assumes all earlier completed requests remain cached, separately by session and source model; no eviction is simulated.",
    "Only input hash blocks can be matched; generated-token cache reuse is not reconstructed. The 256k estimate has a separate history of eligible requests.",
    "Auxiliary means a top-level non-streaming request; streaming main requests may also include client-side helper traffic.",
    "Overlap is observed same-model in-flight HTTP requests in one session. Co-batching these requests is a kernel stress scenario, not an observed scheduler batch.",
    "AgentX contains text request geometry; image/video workloads need independent model-serving sources."
  ],
  "statistics": {
    "sessions": 393,
    "requests": 98827,
    "roles": {
      "main": 56432,
      "subagent": 42029,
      "auxiliary": 366
    },
    "subagent_groups": 1697,
    "full": {
      "requests": 98827,
      "input_tokens": {
        "p0": 128,
        "p10": 32704,
        "p25": 64768,
        "p50": 142016,
        "p75": 310464,
        "p90": 549504,
        "p95": 682880,
        "p99": 863488,
        "p100": 989824
      },
      "output_tokens": {
        "p0": 0,
        "p10": 107,
        "p25": 192,
        "p50": 444,
        "p75": 1105,
        "p90": 2659,
        "p95": 4298,
        "p99": 9311,
        "p100": 59903
      },
      "uncached_tokens": {
        "p0": 0,
        "p10": 256,
        "p25": 640,
        "p50": 1664,
        "p75": 2944,
        "p90": 6016,
        "p95": 10816,
        "p99": 42688,
        "p100": 951040
      },
      "reusable_prefix_tokens": {
        "p0": 0,
        "p10": 26688,
        "p25": 60480,
        "p50": 139008,
        "p75": 307328,
        "p90": 547264,
        "p95": 680064,
        "p99": 860928,
        "p100": 988288
      }
    },
    "256k": {
      "requests": 68266,
      "input_tokens": {
        "p0": 128,
        "p10": 14848,
        "p25": 47360,
        "p50": 88768,
        "p75": 148800,
        "p90": 204288,
        "p95": 228224,
        "p99": 249088,
        "p100": 255808
      },
      "output_tokens": {
        "p0": 0,
        "p10": 106,
        "p25": 172,
        "p50": 376,
        "p75": 849,
        "p90": 1845,
        "p95": 3263,
        "p99": 7948,
        "p100": 59903
      },
      "uncached_tokens": {
        "p0": 0,
        "p10": 256,
        "p25": 576,
        "p50": 1600,
        "p75": 2944,
        "p90": 7040,
        "p95": 13760,
        "p99": 50304,
        "p100": 244160
      },
      "reusable_prefix_tokens": {
        "p0": 0,
        "p10": 0,
        "p25": 43008,
        "p50": 84928,
        "p75": 146240,
        "p90": 202048,
        "p95": 225920,
        "p99": 247168,
        "p100": 255744
      }
    },
    "observed_same_model_inflight": {
      "p0": 2,
      "p10": 2,
      "p25": 2,
      "p50": 3,
      "p75": 5,
      "p90": 7,
      "p95": 9,
      "p99": 13,
      "p100": 23
    }
  },
  "profiles": [
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        "percentile": 10,
        "target": 32704,
        "note": "Observed order statistic at round((N-1)*p/100); exact recorded request."
      },
      "session_id": "439e5f9ed3159bd826529d8ae5bd1536903f",
      "locator": "requests[102].requests[13]",
      "role": "subagent",
      "branch_id": "subagent_094_ad348509",
      "model": "claude-fable-5",
      "t": 2306.931,
      "input_tokens": 32704,
      "output_tokens": 2471,
      "reusable_prefix_tokens": 31744,
      "uncached_tokens": 960,
      "reusable_prefix_tokens_256k": 31744,
      "uncached_tokens_256k": 960,
      "in_256k_variant": true,
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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[102].requests[11]",
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    },
    {
      "label": "full_context_p50",
      "selection": {
        "field": "input_tokens",
        "percentile": 50,
        "target": 142016,
        "note": "Observed order statistic at round((N-1)*p/100); exact recorded request."
      },
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      "role": "main",
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      "output_tokens": 90,
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      "uncached_tokens": 384,
      "reusable_prefix_tokens_256k": 141632,
      "uncached_tokens_256k": 384,
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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[451]",
        "input_tokens": 141632,
        "output_tokens": 270,
        "t": 113066.455,
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        "common_prefix_tokens": 141632
      }
    },
    {
      "label": "full_context_p90",
      "selection": {
        "field": "input_tokens",
        "percentile": 90,
        "target": 549504,
        "note": "Observed order statistic at round((N-1)*p/100); exact recorded request."
      },
      "session_id": "21cde366f5bd2f0ff2031b0538496c7e2a05",
      "locator": "requests[202]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 10289.451,
      "input_tokens": 549504,
      "output_tokens": 6765,
      "reusable_prefix_tokens": 542144,
      "uncached_tokens": 7360,
      "reusable_prefix_tokens_256k": 252608,
      "uncached_tokens_256k": 296896,
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        "input_tokens": 542144,
        "output_tokens": 12593,
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        "common_prefix_tokens": 542144
      }
    },
    {
      "label": "full_context_p99",
      "selection": {
        "field": "input_tokens",
        "percentile": 99,
        "target": 863488,
        "note": "Observed order statistic at round((N-1)*p/100); exact recorded request."
      },
      "session_id": "5a9a76f59fdf426aa787299972bd5241209e",
      "locator": "requests[396]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 90375.603,
      "input_tokens": 863488,
      "output_tokens": 783,
      "reusable_prefix_tokens": 862208,
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    {
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      "selection": {
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        "note": "Observed order statistic at round((N-1)*p/100); exact recorded request."
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    {
      "label": "256k_context_p50",
      "selection": {
        "field": "input_tokens",
        "percentile": 50,
        "target": 88768,
        "note": "Observed order statistic at round((N-1)*p/100); exact recorded request."
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        "common_prefix_tokens": 88064
      }
    },
    {
      "label": "256k_context_p90",
      "selection": {
        "field": "input_tokens",
        "percentile": 90,
        "target": 204288,
        "note": "Observed order statistic at round((N-1)*p/100); exact recorded request."
      },
      "session_id": "0b7f3ca692f15ae2651a310d9411d70794aa",
      "locator": "requests[123]",
      "role": "main",
      "branch_id": null,
      "model": "claude-fable-5",
      "t": 6951.47,
      "input_tokens": 204288,
      "output_tokens": 4650,
      "reusable_prefix_tokens": 201920,
      "uncached_tokens": 2368,
      "reusable_prefix_tokens_256k": 201920,
      "uncached_tokens_256k": 2368,
      "in_256k_variant": true,
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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[122]",
        "input_tokens": 201920,
        "output_tokens": 236,
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        "common_prefix_tokens": 201920
      }
    },
    {
      "label": "256k_context_p99",
      "selection": {
        "field": "input_tokens",
        "percentile": 99,
        "target": 249088,
        "note": "Observed order statistic at round((N-1)*p/100); exact recorded request."
      },
      "session_id": "6ec3296ff5a1f4f0ed4507093863aa53a4cc",
      "locator": "requests[54]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 5282.044,
      "input_tokens": 249088,
      "output_tokens": 137,
      "reusable_prefix_tokens": 248384,
      "uncached_tokens": 704,
      "reusable_prefix_tokens_256k": 248384,
      "uncached_tokens_256k": 704,
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        "target": 2944,
        "note": "Main-stream request with no completed-request prefix available."
      },
      "session_id": "0470d446a4514dfe0c6ad0be92853bd13287",
      "locator": "requests[137]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 63769.496,
      "input_tokens": 2944,
      "output_tokens": 1813,
      "reusable_prefix_tokens": 0,
      "uncached_tokens": 2944,
      "reusable_prefix_tokens_256k": 0,
      "uncached_tokens_256k": 2944,
      "in_256k_variant": true,
      "hash_ids": [7103,7104,7105,7106,7107,7108,7109,7110,7111,7112,7113,7114,7115,7116,7117,7118,7119,7120,7121,7122,7123,7124,7125,7126,7127,7128,7129,7130,7131,7132,7133,7134,7135,7136,7137,7138,7139,7140,7141,7142,7143,7144,7145,7146,7147,7148],
      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": null
    },
    {
      "label": "warm_delta_p10",
      "selection": {
        "field": "uncached_tokens",
        "percentile": 10,
        "target": 320,
        "note": "Positive new suffix after ideal completed-request prefix reuse."
      },
      "session_id": "002001296e8a8c38ad9d7cc436d691afc602",
      "locator": "requests[123]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 194258.266,
      "input_tokens": 373824,
      "output_tokens": 117,
      "reusable_prefix_tokens": 373504,
      "uncached_tokens": 320,
      "reusable_prefix_tokens_256k": 249344,
      "uncached_tokens_256k": 124480,
      "in_256k_variant": false,
      "hash_ids": 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      "hash_id_scope": "local",
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        "locator": "requests[122]",
        "input_tokens": 373504,
        "output_tokens": 99,
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        "common_prefix_tokens": 373504
      }
    },
    {
      "label": "256k_warm_delta_p10",
      "selection": {
        "field": "uncached_tokens_256k",
        "percentile": 10,
        "target": 256,
        "note": "Prefix estimate uses only completed requests retained by the 256k filter."
      },
      "session_id": "002001296e8a8c38ad9d7cc436d691afc602",
      "locator": "requests[30]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 11888.41,
      "input_tokens": 163584,
      "output_tokens": 1746,
      "reusable_prefix_tokens": 163328,
      "uncached_tokens": 256,
      "reusable_prefix_tokens_256k": 163328,
      "uncached_tokens_256k": 256,
      "in_256k_variant": true,
      "hash_ids": 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        "common_prefix_tokens": 163328
      }
    },
    {
      "label": "warm_delta_p50",
      "selection": {
        "field": "uncached_tokens",
        "percentile": 50,
        "target": 1600,
        "note": "Positive new suffix after ideal completed-request prefix reuse."
      },
      "session_id": "002001296e8a8c38ad9d7cc436d691afc602",
      "locator": "requests[100]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 176701.07,
      "input_tokens": 336000,
      "output_tokens": 583,
      "reusable_prefix_tokens": 334400,
      "uncached_tokens": 1600,
      "reusable_prefix_tokens_256k": 249344,
      "uncached_tokens_256k": 86656,
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        "common_prefix_tokens": 334400
      }
    },
    {
      "label": "256k_warm_delta_p50",
      "selection": {
        "field": "uncached_tokens_256k",
        "percentile": 50,
        "target": 1408,
        "note": "Prefix estimate uses only completed requests retained by the 256k filter."
      },
      "session_id": "0196085d85d2075a50b74cd8795ffbdcea9a",
      "locator": "requests[10].requests[8]",
      "role": "subagent",
      "branch_id": "subagent_002_5fe25116",
      "model": "claude-opus-4-7",
      "t": 762.678,
      "input_tokens": 117888,
      "output_tokens": 364,
      "reusable_prefix_tokens": 116480,
      "uncached_tokens": 1408,
      "reusable_prefix_tokens_256k": 116480,
      "uncached_tokens_256k": 1408,
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    {
      "label": "warm_delta_p90",
      "selection": {
        "field": "uncached_tokens",
        "percentile": 90,
        "target": 5440,
        "note": "Positive new suffix after ideal completed-request prefix reuse."
      },
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      "role": "subagent",
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      "t": 86676.558,
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      "output_tokens": 105,
      "reusable_prefix_tokens": 63616,
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      "reusable_prefix_tokens_256k": 63616,
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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[49].requests[31]",
        "input_tokens": 63616,
        "output_tokens": 121,
        "t": 86672.608,
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        "common_prefix_tokens": 63616
      }
    },
    {
      "label": "256k_warm_delta_p90",
      "selection": {
        "field": "uncached_tokens_256k",
        "percentile": 90,
        "target": 6144,
        "note": "Prefix estimate uses only completed requests retained by the 256k filter."
      },
      "session_id": "0196085d85d2075a50b74cd8795ffbdcea9a",
      "locator": "requests[14]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 1439.117,
      "input_tokens": 214464,
      "output_tokens": 560,
      "reusable_prefix_tokens": 208320,
      "uncached_tokens": 6144,
      "reusable_prefix_tokens_256k": 208320,
      "uncached_tokens_256k": 6144,
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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[13]",
        "input_tokens": 208320,
        "output_tokens": 6976,
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        "common_prefix_tokens": 208320
      }
    },
    {
      "label": "subagent_typical",
      "selection": {
        "field": "input_tokens",
        "percentile": 50,
        "target": 64000,
        "note": "Role-specific median input length."
      },
      "session_id": "085aacf44ac5428ad3c6b4f6cd431e083832",
      "locator": "requests[142].requests[4]",
      "role": "subagent",
      "branch_id": "subagent_014_a5cddccc",
      "model": "claude-opus-4-8",
      "t": 45220.056,
      "input_tokens": 64000,
      "output_tokens": 193,
      "reusable_prefix_tokens": 57664,
      "uncached_tokens": 6336,
      "reusable_prefix_tokens_256k": 57664,
      "uncached_tokens_256k": 6336,
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        "common_prefix_tokens": 113600
      }
    },
    {
      "label": "long_output",
      "selection": {
        "field": "output_tokens",
        "percentile": 99,
        "target": 9311,
        "note": "Long decode trajectory; sample beginning/middle/end independently."
      },
      "session_id": "1fc68c514c7fb89dbc498ae9da77d5476cec",
      "locator": "requests[692]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 153165.697,
      "input_tokens": 844928,
      "output_tokens": 9311,
      "reusable_prefix_tokens": 839168,
      "uncached_tokens": 5760,
      "reusable_prefix_tokens_256k": 254400,
      "uncached_tokens_256k": 590528,
      "in_256k_variant": false,
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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[691]",
        "input_tokens": 839168,
        "output_tokens": 9418,
        "t": 153029.005,
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        "common_prefix_tokens": 839168
      }
    },
    {
      "label": "256k_long_output",
      "selection": {
        "field": "output_tokens",
        "percentile": 99,
        "target": 7948,
        "note": "Long decode trajectory within the Qwen model context limit."
      },
      "session_id": "1b577bfa02cd2c421c0b59c5cac702b3c287",
      "locator": "requests[74]",
      "role": "main",
      "branch_id": null,
      "model": "claude-fable-5",
      "t": 3693.72,
      "input_tokens": 204608,
      "output_tokens": 7948,
      "reusable_prefix_tokens": 204224,
      "uncached_tokens": 384,
      "reusable_prefix_tokens_256k": 204224,
      "uncached_tokens_256k": 384,
      "in_256k_variant": true,
      "hash_ids": 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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[72]",
        "input_tokens": 204224,
        "output_tokens": 1207,
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        "common_prefix_tokens": 204224
      }
    },
    {
      "label": "full_context_max",
      "selection": {
        "field": "input_tokens",
        "percentile": 100,
        "target": 989824,
        "note": "Near-million-token tail; stress case, not a typical request."
      },
      "session_id": "5b6e131844fbcb4a57f8cf516831dc679004",
      "locator": "requests[1920]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 192785.654,
      "input_tokens": 989824,
      "output_tokens": 1204,
      "reusable_prefix_tokens": 987584,
      "uncached_tokens": 2240,
      "reusable_prefix_tokens_256k": 253440,
      "uncached_tokens_256k": 736384,
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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[1919]",
        "input_tokens": 987584,
        "output_tokens": 2582,
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        "common_prefix_tokens": 987584
      }
    },
    {
      "label": "short_request",
      "selection": {
        "field": "input_tokens",
        "percentile": 0,
        "target": 128,
        "note": "Shortest recorded nonempty-output request; sparse-history boundary."
      },
      "session_id": "16c18d979235980e8021cfb0a0b3b386305a",
      "locator": "requests[22]",
      "role": "main",
      "branch_id": null,
      "model": "claude-fable-5",
      "t": 1452.253,
      "input_tokens": 128,
      "output_tokens": 107,
      "reusable_prefix_tokens": 0,
      "uncached_tokens": 128,
      "reusable_prefix_tokens_256k": 0,
      "uncached_tokens_256k": 128,
      "in_256k_variant": true,
      "hash_ids": [7771,7772],
      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": null
    },
    {
      "label": "fully_reused",
      "selection": {
        "field": "input_tokens",
        "percentile": 50,
        "target": 238720,
        "note": "Ideal fully reused prefix; decoding only, with no zero-token prefill workload."
      },
      "session_id": "748b75ff61b2e460c3a0da7db15be271afa0",
      "locator": "requests[63]",
      "role": "main",
      "branch_id": null,
      "model": "claude-opus-4-8",
      "t": 17383.206,
      "input_tokens": 238720,
      "output_tokens": 204,
      "reusable_prefix_tokens": 238720,
      "uncached_tokens": 0,
      "reusable_prefix_tokens_256k": 238720,
      "uncached_tokens_256k": 0,
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      "block_size": 64,
      "hash_id_scope": "local",
      "cache_predecessor": {
        "locator": "requests[62]",
        "input_tokens": 239168,
        "output_tokens": 10,
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      "model": "claude-haiku-4-5-20251001",
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          "reusable_prefix_tokens": 34368,
          "uncached_tokens": 640,
          "reusable_prefix_tokens_256k": 34368,
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    "note": "Hash-driven corpus sampling preserves recorded request lengths and shared input blocks. Original prompt text is not public. Actual engine cache hits and batches must be measured separately."
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}