Inkling-2-Small-FP8-ROCm / validation_results.json
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Add MI300X row-scaled FP8 Inkling 2 checkpoint with vision and DSpark
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{
"source_revision": "3febc62259ee92ea36e2fb6e8303371c4eb3922c",
"exported_checkpoint": {
"expert_tensors_checked": 96,
"expert_samples_bitwise_match_runtime_conversion": true,
"nonexpert_tensors_bitwise_unchanged": 1418,
"mtp_bitwise_unchanged": true,
"text_images_streaming_passed": true,
"context_limit": 262144,
"served_model": "seekr-org/Inkling-2-Small-FP8-ROCm",
"accuracy": {
"gsm8k": {
"passed": 48,
"total": 50
},
"humaneval": {
"passed": 20,
"total": 20
}
},
"accuracy_generation": {
"temperature": 0,
"reasoning_effort": 0,
"max_tokens": 2048,
"concurrency": 8
},
"vision_checks": [
{
"name": "arithmetic",
"passed": true,
"text": "42"
},
{
"name": "capital",
"passed": true,
"text": "Paris"
},
{
"name": "image_red",
"passed": true,
"text": "Red"
},
{
"name": "image_blue",
"passed": true,
"text": "Blue"
},
{
"name": "image_ocr",
"passed": true,
"text": "5739"
},
{
"name": "two_images",
"passed": true,
"text": "Red, blue"
}
]
},
"prior_quantization_comparison": {
"model": "thinkingmachines/Inkling-2-Small-MXFP8",
"revision": "3febc62259ee92ea36e2fb6e8303371c4eb3922c",
"hardware": "8 AMD MI300X gfx942, 192 GiB each",
"max_model_len": 262144,
"speculative_config": {
"method": "dspark",
"num_speculative_tokens": 7,
"draft_sample_method": "probabilistic"
},
"workload": {
"requests_per_concurrency": 24,
"input_tokens": 2016,
"output_tokens": 512,
"domains": [
"math",
"programming",
"prose"
],
"temperature": 1,
"ignore_eos": true,
"prefix_caching": false,
"reasoning": "model default; completion counts include reasoning"
},
"variants": {
"mxfp8-final": {
"c1": {
"completed": 24,
"failed": 0,
"duration": 87.02415829710662,
"output_throughput": 141.2021700692341,
"total_output_tokens": 12288,
"mean_ttft_ms": 353.02664975946146,
"mean_tpot_ms": 6.4045614900100265,
"spec_decode_acceptance_length": 3.054865938430983
},
"c1_by_domain": {
"math": {
"output_tok_s": 192.68324620967573,
"min_request_tok_s": 162.16978953567997,
"max_request_tok_s": 254.20072339484943
},
"programming": {
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"min_request_tok_s": 120.47456621151565,
"max_request_tok_s": 154.9191445331261
},
"prose": {
"output_tok_s": 113.3774818838921,
"min_request_tok_s": 101.28198891060704,
"max_request_tok_s": 124.1347560614812
}
},
"c8": {
"completed": 24,
"failed": 0,
"duration": 35.22780516371131,
"output_throughput": 348.81537305247883,
"total_output_tokens": 12288,
"mean_ttft_ms": 1618.4657968891163,
"mean_tpot_ms": 17.592307901440037,
"spec_decode_acceptance_length": 3.04
},
"accuracy_short_budget": {
"gsm8k": {
"passed": 47,
"total": 50
},
"humaneval": {
"passed": 19,
"total": 20
}
},
"accuracy_2048_budget": {
"gsm8k": {
"passed": 48,
"total": 50
},
"humaneval": {
"passed": 20,
"total": 20
}
},
"prose": {
"checks": {
"word_count_180_to_220": true,
"Mara": true,
"lighthouse": true,
"map": true,
"dialogue": true,
"exact_ending": true
},
"word_count": 196
},
"vision_checks": true,
"long_context": {
"http_status": 200,
"seconds": 51.59381696023047,
"usage": {
"prompt_tokens": 261040,
"total_tokens": 261046,
"completion_tokens": 6,
"completion_tokens_details": {
"reasoning_tokens": 0
}
},
"content": "739124"
}
},
"row-fp8-final": {
"c1": {
"completed": 24,
"failed": 0,
"duration": 49.65525996312499,
"output_throughput": 247.46623034750638,
"total_output_tokens": 12288,
"mean_ttft_ms": 128.29210500543317,
"mean_tpot_ms": 3.797367814167683,
"spec_decode_acceptance_length": 3.117617237008872
},
"c1_by_domain": {
"math": {
"output_tok_s": 326.52381715114535,
"min_request_tok_s": 265.20409125347084,
"max_request_tok_s": 397.12908010147316
},
"programming": {
"output_tok_s": 248.068111866624,
"min_request_tok_s": 207.0873267282028,
"max_request_tok_s": 276.0874995644794
},
"prose": {
"output_tok_s": 198.8921654365731,
"min_request_tok_s": 173.67162954038446,
"max_request_tok_s": 234.15402964596927
}
},
"c8": {
"completed": 24,
"failed": 0,
"duration": 15.359448773786426,
"output_throughput": 800.0287107289691,
"total_output_tokens": 12288,
"mean_ttft_ms": 375.8305724089344,
"mean_tpot_ms": 8.250392456882222,
"spec_decode_acceptance_length": 3.0183733463988243
},
"accuracy_short_budget": {
"gsm8k": {
"passed": 48,
"total": 50
},
"humaneval": {
"passed": 19,
"total": 20
}
},
"accuracy_2048_budget": {
"gsm8k": {
"passed": 48,
"total": 50
},
"humaneval": {
"passed": 19,
"total": 20
}
},
"prose": {
"checks": {
"word_count_180_to_220": true,
"Mara": true,
"lighthouse": true,
"map": true,
"dialogue": true,
"exact_ending": true
},
"word_count": 192
},
"vision_checks": true,
"long_context": {
"http_status": 200,
"seconds": 27.074019331485033,
"usage": {
"prompt_tokens": 261040,
"total_tokens": 261046,
"completion_tokens": 6,
"completion_tokens_details": {
"reasoning_tokens": 0
}
},
"content": "739124"
}
}
},
"accuracy_notes": [
"Fixed Random(42) subset: 50 GSM8K and 20 HumanEval; temperature=0, reasoning_effort=0, concurrency=8.",
"The short paired run uses 512 math /768 code max_tokens. Extended paired run uses 2048 for both. Both sets retained.",
"GSM8K sample0 has an incorrect official reference: 430+750+300+700=2180, while reference says2280. Raw scores retain the original label.",
"Prose checks measure instruction following only; no automated literary-quality score."
]
},
"notes": [
"The historical paired score for row FP8 is retained separately. Greedy output varies with batching; the fresh exported-checkpoint check does not replace that paired measurement.",
"GSM8K scores retain a known incorrect official reference label."
],
"verification_seconds": 6.884046273306012
}