{
  "dataset": "sogni-gpu-goodput-ratios",
  "note": "One row is a workload-pair CELL, not a pairing: many rows share the same GPU-model pairing. Paid completions per OCCUPIED GPU-hour, expressed as a ratio between two GPU models running the SAME workload in the same dated interval. operator, host, physical-GPU and card-day counts are replication boundaries; attempt counts are not independent observations. Absolute goodput and occupied seconds are withheld. host_confounded marks pairings in which one side runs under a virtualisation layer, so those rows compare deployments rather than silicon.",
  "floor": "A cell qualifies at 300 occupied seconds, 8 attempts and at least 2 independent physical GPUs/card-days on each side. Under-replicated cells are suppressed.",
  "suppressed_under_replicated": 368,
  "day": "2026-08-26",
  "rows": [
    {
      "observation_date": "2026-08-21",
      "workflow": "chroma-v48-detail-svd_fp8",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 42,
      "attempts_b": 155,
      "completions_a": 31,
      "completions_b": 149,
      "cancellations_a": 11,
      "cancellations_b": 6,
      "goodput_ratio_a_over_b": 0.3933,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-24",
      "workflow": "chroma-v48-detail-svd_fp8",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 40,
      "attempts_b": 91,
      "completions_a": 37,
      "completions_b": 78,
      "cancellations_a": 3,
      "cancellations_b": 13,
      "goodput_ratio_a_over_b": 0.4753,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 4,
      "card_days_a": 2,
      "card_days_b": 4,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-22",
      "workflow": "chroma-v48-detail-svd_fp8",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 25,
      "attempts_b": 187,
      "completions_a": 12,
      "completions_b": 178,
      "cancellations_a": 13,
      "cancellations_b": 9,
      "goodput_ratio_a_over_b": 0.2508,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-23",
      "workflow": "chroma-v48-detail-svd_fp8",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 55,
      "attempts_b": 157,
      "completions_a": 53,
      "completions_b": 151,
      "cancellations_a": 2,
      "cancellations_b": 6,
      "goodput_ratio_a_over_b": 0.4827,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-24",
      "workflow": "chroma1-hd_fp8_scaled",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 63,
      "attempts_b": 70,
      "completions_a": 54,
      "completions_b": 67,
      "cancellations_a": 9,
      "cancellations_b": 3,
      "goodput_ratio_a_over_b": 0.4123,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 4,
      "card_days_a": 2,
      "card_days_b": 4,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-21",
      "workflow": "chroma1-hd_fp8_scaled",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 65,
      "attempts_b": 104,
      "completions_a": 50,
      "completions_b": 102,
      "cancellations_a": 15,
      "cancellations_b": 2,
      "goodput_ratio_a_over_b": 0.3353,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-22",
      "workflow": "chroma1-hd_fp8_scaled",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 38,
      "attempts_b": 86,
      "completions_a": 28,
      "completions_b": 86,
      "cancellations_a": 10,
      "cancellations_b": 0,
      "goodput_ratio_a_over_b": 0.284,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-23",
      "workflow": "chroma1-hd_fp8_scaled",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 34,
      "attempts_b": 54,
      "completions_a": 31,
      "completions_b": 54,
      "cancellations_a": 3,
      "cancellations_b": 0,
      "goodput_ratio_a_over_b": 0.5261,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-23",
      "workflow": "dark_beast_krea2_fp8",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 406,
      "attempts_b": 1693,
      "completions_a": 380,
      "completions_b": 1647,
      "cancellations_a": 26,
      "cancellations_b": 46,
      "goodput_ratio_a_over_b": 0.3812,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-24",
      "workflow": "dark_beast_krea2_fp8",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 76,
      "attempts_b": 294,
      "completions_a": 69,
      "completions_b": 281,
      "cancellations_a": 7,
      "cancellations_b": 13,
      "goodput_ratio_a_over_b": 0.5868,
      "operator_count": 1,
      "host_count_a": 1,
      "host_count_b": 6,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-21",
      "workflow": "dark_beast_krea2_fp8",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 308,
      "attempts_b": 1312,
      "completions_a": 274,
      "completions_b": 1264,
      "cancellations_a": 34,
      "cancellations_b": 48,
      "goodput_ratio_a_over_b": 0.3672,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-22",
      "workflow": "dark_beast_krea2_fp8",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 205,
      "attempts_b": 1331,
      "completions_a": 174,
      "completions_b": 1269,
      "cancellations_a": 31,
      "cancellations_b": 62,
      "goodput_ratio_a_over_b": 0.3329,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-24",
      "workflow": "dark_beast_krea2_identity_edit_v1_2",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 144,
      "attempts_b": 58,
      "completions_a": 133,
      "completions_b": 55,
      "cancellations_a": 11,
      "cancellations_b": 3,
      "goodput_ratio_a_over_b": 0.4401,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 6,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-22",
      "workflow": "dark_beast_krea2_identity_edit_v1_2",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 177,
      "attempts_b": 518,
      "completions_a": 169,
      "completions_b": 503,
      "cancellations_a": 8,
      "cancellations_b": 15,
      "goodput_ratio_a_over_b": 0.4378,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-23",
      "workflow": "dark_beast_krea2_identity_edit_v1_2",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 131,
      "attempts_b": 417,
      "completions_a": 123,
      "completions_b": 402,
      "cancellations_a": 8,
      "cancellations_b": 15,
      "goodput_ratio_a_over_b": 0.4292,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-21",
      "workflow": "dark_beast_krea2_identity_edit_v1_2",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 120,
      "attempts_b": 390,
      "completions_a": 118,
      "completions_b": 375,
      "cancellations_a": 2,
      "cancellations_b": 15,
      "goodput_ratio_a_over_b": 0.4609,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-24",
      "workflow": "dark_beast_z_image_turbo_v9_bf16",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 95,
      "attempts_b": 252,
      "completions_a": 94,
      "completions_b": 248,
      "cancellations_a": 1,
      "cancellations_b": 4,
      "goodput_ratio_a_over_b": 0.3046,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 4,
      "card_days_a": 2,
      "card_days_b": 4,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-23",
      "workflow": "dark_beast_z_image_turbo_v9_bf16",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 108,
      "attempts_b": 295,
      "completions_a": 104,
      "completions_b": 292,
      "cancellations_a": 4,
      "cancellations_b": 3,
      "goodput_ratio_a_over_b": 0.3272,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-21",
      "workflow": "dark_beast_z_image_turbo_v9_bf16",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 80,
      "attempts_b": 290,
      "completions_a": 76,
      "completions_b": 284,
      "cancellations_a": 4,
      "cancellations_b": 6,
      "goodput_ratio_a_over_b": 0.4425,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-22",
      "workflow": "dark_beast_z_image_turbo_v9_bf16",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 113,
      "attempts_b": 424,
      "completions_a": 105,
      "completions_b": 417,
      "cancellations_a": 8,
      "cancellations_b": 7,
      "goodput_ratio_a_over_b": 0.3432,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-21",
      "workflow": "krea2_identity_edit_sogni_v0_3_alpha",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 24,
      "attempts_b": 57,
      "completions_a": 23,
      "completions_b": 56,
      "cancellations_a": 1,
      "cancellations_b": 1,
      "goodput_ratio_a_over_b": 0.333,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-22",
      "workflow": "krea2_identity_edit_sogni_v0_3_alpha",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 32,
      "attempts_b": 85,
      "completions_a": 30,
      "completions_b": 84,
      "cancellations_a": 2,
      "cancellations_b": 1,
      "goodput_ratio_a_over_b": 0.3746,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-23",
      "workflow": "krea2_identity_edit_sogni_v0_3_alpha",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 86,
      "attempts_b": 153,
      "completions_a": 79,
      "completions_b": 148,
      "cancellations_a": 7,
      "cancellations_b": 5,
      "goodput_ratio_a_over_b": 0.3697,
      "operator_count": 1,
      "host_count_a": 0,
      "host_count_b": 0,
      "physical_gpu_count_a": 2,
      "physical_gpu_count_b": 6,
      "card_days_a": 2,
      "card_days_b": 6,
      "measurement_interval_a": "PT24H",
      "measurement_interval_b": "PT24H",
      "meets_replication_floor": true,
      "host_confounded": false
    },
    {
      "observation_date": "2026-08-24",
      "workflow": "krea2_identity_edit_sogni_v0_3_alpha",
      "gpu_a": "GeForce RTX 4080",
      "gpu_b": "GeForce RTX 5090",
      "vram_gb_a": 16,
      "vram_gb_b": 32,
      "attempts_a": 18,
      "attempts_b": 34,
      "completions_a": 13,
      "completions_b": 33,
      "cancellations_a": 5,
      "cancellations_b": 1,
      "goodput_ratio_a_over_b": 0.5113,
      "operator_count": 1,
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