train-a-router-bbeh / metadata /timing /native-hosting-comparison.json
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{
"format": "bbeh-native-resident-hosting-projection-v1",
"inputs": {
"base_cuda": {
"sha256": "8e47c80969dfb3aa327578b3f42f5504ea6a68a2217be580751ba5259d3c2860",
"volume_path": "router-bbeh-recipes-20261021/native/full-fit-v2-001/results/timing/base/report.json"
},
"lora_cpu": {
"sha256": "a53c33273414f3a4d53467c8c34f996fcd0ed4342d1bb398acd85c797e534e3d",
"volume_path": "router-bbeh-recipes-20261021/native/cpu-timing-v2-001/metrics/report.json"
},
"lora_cuda": {
"sha256": "c8998992658176f0ddb60eacf6363539c94adb69cf089609af0d1f1ddde7613e",
"volume_path": "router-bbeh-recipes-20261021/native/full-fit-v2-001/results/timing/lora/report.json"
}
},
"interpretation": "Measured sequential resident time multiplied by the full reserved resource rate. This is a busy-resource scenario, not an observed invoice, measured concurrent capacity, or full deployment cost. Original timing receipts remain unchanged. No outcome labels or answer-generation calls are used.",
"lora_cpu_vs_cuda": {
"max_probability_absolute_delta": 7.194923362680017e-06,
"timing_only_lambda_zero_route_differences": 0
},
"methods": {
"base_cuda": {
"busy_resource_usd_per_10000": 1.0805683513642501,
"cpu_threads": 8,
"gpu": "NVIDIA H100 80GB HBM3",
"model_load_seconds": 0.7517781209999157,
"resource_rate_usd_per_second": "0.00134388",
"summary": {
"by_task": {
"boardgame_qa": {
"mean_seconds": 0.09672937375012225,
"n": 4
},
"boolean_expressions": {
"mean_seconds": 0.07204879250002705,
"n": 4
},
"buggy_tables": {
"mean_seconds": 0.14879795425031261,
"n": 4
},
"causal_understanding": {
"mean_seconds": 0.03508631600016088,
"n": 1
},
"disambiguation_qa": {
"mean_seconds": 0.027822551000099338,
"n": 3
},
"dyck_languages": {
"mean_seconds": 0.06555258399976083,
"n": 2
},
"geometric_shapes": {
"mean_seconds": 0.09069111000038295,
"n": 3
},
"hyperbaton": {
"mean_seconds": 0.08646612933292393,
"n": 3
},
"linguini": {
"mean_seconds": 0.03554022942872897,
"n": 7
},
"movie_recommendation": {
"mean_seconds": 0.031750645999818514,
"n": 5
},
"multistep_arithmetic": {
"mean_seconds": 0.037140427750046,
"n": 4
},
"nycc": {
"mean_seconds": 0.0307460684286655,
"n": 7
},
"object_counting": {
"mean_seconds": 0.1871009623334127,
"n": 3
},
"object_properties": {
"mean_seconds": 0.09081126700002642,
"n": 5
},
"sarc_triples": {
"mean_seconds": 0.032107335399814474,
"n": 5
},
"shuffled_objects": {
"mean_seconds": 0.24463907724998535,
"n": 4
},
"spatial_reasoning": {
"mean_seconds": 0.02505862900034117,
"n": 1
},
"sportqa": {
"mean_seconds": 0.03226327133324958,
"n": 3
},
"temporal_sequence": {
"mean_seconds": 0.11270185799973358,
"n": 3
},
"time_arithmetic": {
"mean_seconds": 0.027649535000819014,
"n": 1
},
"web_of_lies": {
"mean_seconds": 0.043801296666667135,
"n": 6
},
"word_sorting": {
"mean_seconds": 0.025784881333038356,
"n": 6
},
"zebra_puzzles": {
"mean_seconds": 0.2257112858336162,
"n": 6
}
},
"mean_seconds": 0.08040661006669123,
"median_seconds": 0.04690063199996075,
"p90_seconds": 0.18618160180039928,
"p95_seconds": 0.24294012714972266,
"reciprocal_mean_service_seconds": 12.436788457697387,
"requests": 90
},
"timing_excludes": "Checkpoint verification/loading, startup, warmup, artifact I/O, HTTP/network, queueing and idle capacity",
"timing_includes": "Tokenization/full-context validation, both resident model questions, sigmoid probabilities and expected-cost/decision arithmetic",
"warmup_seconds": 0.19026577900058328
},
"lora_cpu": {
"busy_resource_usd_per_10000": 6.991073974184033,
"cpu_threads": 8,
"gpu": null,
"model_load_seconds": 6.06520656,
"resource_rate_usd_per_second": "0.00017584",
"summary": {
"by_task": {
"boardgame_qa": {
"mean_seconds": 4.97458836825,
"n": 4
},
"boolean_expressions": {
"mean_seconds": 3.588450726000005,
"n": 4
},
"buggy_tables": {
"mean_seconds": 8.538358873999996,
"n": 4
},
"causal_understanding": {
"mean_seconds": 0.5552472159999979,
"n": 1
},
"disambiguation_qa": {
"mean_seconds": 0.793375248999998,
"n": 3
},
"dyck_languages": {
"mean_seconds": 3.1542440789999944,
"n": 2
},
"geometric_shapes": {
"mean_seconds": 4.788457774999998,
"n": 3
},
"hyperbaton": {
"mean_seconds": 3.0843390989999926,
"n": 3
},
"linguini": {
"mean_seconds": 1.2767220155714267,
"n": 7
},
"movie_recommendation": {
"mean_seconds": 1.157082956199993,
"n": 5
},
"multistep_arithmetic": {
"mean_seconds": 1.4611909967499983,
"n": 4
},
"nycc": {
"mean_seconds": 0.9839302261428468,
"n": 7
},
"object_counting": {
"mean_seconds": 10.522454229666645,
"n": 3
},
"object_properties": {
"mean_seconds": 4.719224213999996,
"n": 5
},
"sarc_triples": {
"mean_seconds": 1.2878180114000088,
"n": 5
},
"shuffled_objects": {
"mean_seconds": 13.738233502499998,
"n": 4
},
"spatial_reasoning": {
"mean_seconds": 0.9914177809999956,
"n": 1
},
"sportqa": {
"mean_seconds": 1.2860089646666684,
"n": 3
},
"temporal_sequence": {
"mean_seconds": 5.300958584,
"n": 3
},
"time_arithmetic": {
"mean_seconds": 1.0970940739999975,
"n": 1
},
"web_of_lies": {
"mean_seconds": 2.0624029858333386,
"n": 6
},
"word_sorting": {
"mean_seconds": 0.6050309836666692,
"n": 6
},
"zebra_puzzles": {
"mean_seconds": 12.448546788000007,
"n": 6
}
},
"mean_seconds": 3.975815499422221,
"median_seconds": 1.8549416004999983,
"p90_seconds": 10.383852193499974,
"p95_seconds": 13.70267164675,
"reciprocal_mean_service_seconds": 0.2515207257845148,
"requests": 90
},
"timing_excludes": "Checkpoint verification/loading, startup, warmup, artifact I/O, HTTP/network, queueing and idle capacity",
"timing_includes": "Tokenization/full-context validation, both resident model questions, sigmoid probabilities and expected-cost/decision arithmetic",
"warmup_seconds": 10.896807362
},
"lora_cuda": {
"busy_resource_usd_per_10000": 1.0526504898418174,
"cpu_threads": 8,
"gpu": "NVIDIA H100 80GB HBM3",
"model_load_seconds": 0.7812578060002124,
"resource_rate_usd_per_second": "0.00134388",
"summary": {
"by_task": {
"boardgame_qa": {
"mean_seconds": 0.09713535300011245,
"n": 4
},
"boolean_expressions": {
"mean_seconds": 0.07289117275013268,
"n": 4
},
"buggy_tables": {
"mean_seconds": 0.14648643150030694,
"n": 4
},
"causal_understanding": {
"mean_seconds": 0.053814684999451856,
"n": 1
},
"disambiguation_qa": {
"mean_seconds": 0.027569447333310865,
"n": 3
},
"dyck_languages": {
"mean_seconds": 0.06592770999986897,
"n": 2
},
"geometric_shapes": {
"mean_seconds": 0.09240640366654891,
"n": 3
},
"hyperbaton": {
"mean_seconds": 0.06501915100003923,
"n": 3
},
"linguini": {
"mean_seconds": 0.031283883000209504,
"n": 7
},
"movie_recommendation": {
"mean_seconds": 0.029403313799957687,
"n": 5
},
"multistep_arithmetic": {
"mean_seconds": 0.0347216315001333,
"n": 4
},
"nycc": {
"mean_seconds": 0.02671255200000035,
"n": 7
},
"object_counting": {
"mean_seconds": 0.18765672866660074,
"n": 3
},
"object_properties": {
"mean_seconds": 0.09121327419998124,
"n": 5
},
"sarc_triples": {
"mean_seconds": 0.033720489799816275,
"n": 5
},
"shuffled_objects": {
"mean_seconds": 0.23398999474989068,
"n": 4
},
"spatial_reasoning": {
"mean_seconds": 0.02583264899931237,
"n": 1
},
"sportqa": {
"mean_seconds": 0.035928160333241976,
"n": 3
},
"temporal_sequence": {
"mean_seconds": 0.10128581733321577,
"n": 3
},
"time_arithmetic": {
"mean_seconds": 0.03232338299949333,
"n": 1
},
"web_of_lies": {
"mean_seconds": 0.046644829166628675,
"n": 6
},
"word_sorting": {
"mean_seconds": 0.02686700616656405,
"n": 6
},
"zebra_puzzles": {
"mean_seconds": 0.2194292008333226,
"n": 6
}
},
"mean_seconds": 0.07832920274442788,
"median_seconds": 0.04681287750008778,
"p90_seconds": 0.1861828391998643,
"p95_seconds": 0.23493397685028866,
"reciprocal_mean_service_seconds": 12.766630643015668,
"requests": 90
},
"timing_excludes": "Checkpoint verification/loading, startup, warmup, artifact I/O, HTTP/network, queueing and idle capacity",
"timing_includes": "Tokenization/full-context validation, both resident model questions, sigmoid probabilities and expected-cost/decision arithmetic",
"warmup_seconds": 0.19345654799963086
}
},
"price_source": {
"checked_utc_date": "2026-10-22",
"excluded": [
"startup",
"loading",
"warmup",
"idle capacity",
"queueing",
"HTTP",
"network",
"frontend",
"storage",
"egress",
"discounts"
],
"format": "bbeh-native-hosting-price-proof-v1",
"formula": "GPU rate + reserved physical cores * CPU rate + reserved GiB * memory rate",
"not_observed_invoice": true,
"prior_cpu_only_receipt": "modal-resource-prices.json",
"prior_cpu_only_receipt_unchanged": true,
"projection": "Measured sequential resident request time multiplied by full reserved resource rates; not measured concurrent throughput or net deployment billing.",
"rate_conditions": "Standard preemptible Functions, no chosen region or non-preemptible premium. The maintained runner uses a Modal Function despite its modal_sandbox.py filename.",
"rates_usd_per_second": {
"h100_sxm5": "0.001097",
"memory_gib": "0.00000222",
"physical_cpu_core": "0.0000131"
},
"source_url": "https://modal.com/pricing",
"standard_preemptible_function_scenarios": {
"cpu_8core_32gib": "0.00017584",
"h100_8cpu_64gib": "0.00134388"
}
},
"requests": 90,
"sample_protocol_sha256": "de0edbd05f35ba0d64b605c4e674dbb1ba0c035da7d483bef1ce793ac7a5443b",
"trained_sha256": "da172595864e9e1ef1f407a163c7531374814a47edbdcebfab40d5676d88d144",
"warmup_id": "bbeh:object_counting:063"
}