laya-coreml / reports /verification-multilingual-L512-e8.json
alexwengg's picture
Add e8 + compression + ANE profile reports
b7d5f10 verified
Raw History Blame
18.3 kB
{
"package": "laya_multilingual_e8_L512_options32.mlpackage",
"package_files_sha256": {
"Data/com.apple.CoreML/model.mlmodel": "908a392aa7d3382b5c1c178e812a9fcfe0e741c240a9a10ce96458ef047c2c60",
"Data/com.apple.CoreML/weights/weight.bin": "70c299c32d118ab1e2549e9c0088d712bfe2e936ad37ab8f9b7366f277afed4b",
"Manifest.json": "a2cf370109daa1108d2880de4c8686191fa76926643f8f56cacafae7d0a246b9"
},
"source_repo": "convaiinnovations/laya",
"source_revision": "1c5edc17a7acd8701df6fc341c0d179f1c62c982",
"variant": "multilingual",
"length": 512,
"max_options": 32,
"precision": "e8",
"package_bytes": 449516404,
"environment": {
"chip": "Apple M5 Pro",
"os": "27.0",
"python": "3.12.13",
"torch": "2.7.0",
"coremltools": "9.0"
},
"gates": {
"argmax_agreement": "100%",
"max_probability_error": 0.02,
"max_action_probability_error": 0.02,
"finite": true,
"padding_masked": true
},
"cases_sha256": "4de4e34309c421913524209b62bb7c8a0a232928bd228ec12e884347ce65eeed",
"runs": {
"ALL": {
"compute_units": "ALL",
"load_seconds": 5.690649084048346,
"questions": 16,
"argmax_agreements": 16,
"max_probability_error": 0.006270706653594971,
"max_action_probability_error": 0.0,
"latency_ms": {
"p50": 9.148353972705081,
"p95": 9.470572863938287,
"min": 8.71966703562066,
"max": 13.645083992742002
},
"skipped": [],
"rows": [
{
"case": "tetris_clean",
"question": "clean",
"type": "noul",
"tokens": 80,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.0025831088423728943,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.00006103515625,
"median_ms": 9.161458496237174
},
{
"case": "tetris_flat",
"question": "clean",
"type": "noul",
"tokens": 84,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0004168841987848282,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9999237060546875,
"median_ms": 9.129562502494082
},
{
"case": "tetris_lane",
"question": "lane",
"type": "choice",
"tokens": 62,
"options": 4,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0018501728773117065,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9998779296875,
"median_ms": 9.263979503884912
},
{
"case": "tetris_lane",
"question": "risk",
"type": "score",
"tokens": 64,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0011222213506698608,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0,
"median_ms": 9.095000015804544
},
{
"case": "form_field",
"question": "action",
"type": "choice",
"tokens": 104,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.006270706653594971,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9998779296875,
"median_ms": 9.031604480696842
},
{
"case": "support_triage",
"question": "intent",
"type": "choice",
"tokens": 62,
"options": 4,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 5.608797073364258e-05,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0000249147415161,
"median_ms": 9.217895974870771
},
{
"case": "support_triage",
"question": "frustration",
"type": "score",
"tokens": 69,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.001695007085800171,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0001220703125,
"median_ms": 9.165416500763968
},
{
"case": "support_triage",
"question": "churn",
"type": "noul",
"tokens": 71,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.00012970063835382462,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.000091552734375,
"median_ms": 9.23962498200126
},
{
"case": "zh",
"question": "intent",
"type": "choice",
"tokens": 37,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.00025540590286254883,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0002155303955078,
"median_ms": 8.99200001731515
},
{
"case": "zh",
"question": "urgent",
"type": "noul",
"tokens": 48,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0003025755286216736,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.00018310546875,
"median_ms": 9.181979519780725
},
{
"case": "ja",
"question": "intent",
"type": "choice",
"tokens": 45,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.00017899274826049805,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0001797676086426,
"median_ms": 8.985167020000517
},
{
"case": "de",
"question": "intent",
"type": "choice",
"tokens": 44,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.0004576537758111954,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0001220703125,
"median_ms": 9.146521013462916
},
{
"case": "many_options",
"question": "lane",
"type": "choice",
"tokens": 157,
"options": 20,
"argmax_agrees": true,
"coreml_argmax": 3,
"reference_argmax": 3,
"max_probability_error": 0.0022539570927619934,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.00006103515625,
"median_ms": 9.232708514900878
},
{
"case": "guard",
"question": "injection",
"type": "noul",
"tokens": 48,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.004014343023300171,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.999755859375,
"median_ms": 8.971625502454117
},
{
"case": "long_state",
"question": "ready",
"type": "noul",
"tokens": 174,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0003440380096435547,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9998931884765625,
"median_ms": 9.061104501597583
},
{
"case": "long_state",
"question": "owner",
"type": "choice",
"tokens": 158,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 2,
"reference_argmax": 2,
"max_probability_error": 0.0014263391494750977,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9998779296875,
"median_ms": 9.162145521258935
}
],
"passed": true
},
"CPU_AND_NE": {
"compute_units": "CPU_AND_NE",
"load_seconds": 10.31118995900033,
"questions": 16,
"argmax_agreements": 16,
"max_probability_error": 0.013535827398300171,
"max_action_probability_error": 0.0,
"latency_ms": {
"p50": 27.725584019208327,
"p95": 28.007108659949154,
"min": 27.269584010355175,
"max": 32.14670799206942
},
"skipped": [],
"rows": [
{
"case": "tetris_clean",
"question": "clean",
"type": "noul",
"tokens": 80,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.0022779330611228943,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.000244140625,
"median_ms": 27.705749991582707
},
{
"case": "tetris_flat",
"question": "clean",
"type": "noul",
"tokens": 84,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0005542133003473282,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.999786376953125,
"median_ms": 27.664041990647092
},
{
"case": "tetris_lane",
"question": "lane",
"type": "choice",
"tokens": 62,
"options": 4,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0025046318769454956,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9996337890625,
"median_ms": 27.79045849456452
},
{
"case": "tetris_lane",
"question": "risk",
"type": "score",
"tokens": 64,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0018546432256698608,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0001220703125,
"median_ms": 27.8251460113097
},
{
"case": "form_field",
"question": "action",
"type": "choice",
"tokens": 104,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.006285488605499268,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.99951171875,
"median_ms": 27.81237449380569
},
{
"case": "support_triage",
"question": "intent",
"type": "choice",
"tokens": 62,
"options": 4,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0004321932792663574,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9995424151420593,
"median_ms": 27.647562499623746
},
{
"case": "support_triage",
"question": "frustration",
"type": "score",
"tokens": 69,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0009625852108001709,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9998779296875,
"median_ms": 27.70072899875231
},
{
"case": "support_triage",
"question": "churn",
"type": "noul",
"tokens": 71,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 9.155366569757462e-05,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0000534057617188,
"median_ms": 27.73627103306353
},
{
"case": "zh",
"question": "intent",
"type": "choice",
"tokens": 37,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.00023287534713745117,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9997386932373047,
"median_ms": 27.639124979032204
},
{
"case": "zh",
"question": "urgent",
"type": "noul",
"tokens": 48,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0005619749426841736,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0004425048828125,
"median_ms": 27.770020999014378
},
{
"case": "ja",
"question": "intent",
"type": "choice",
"tokens": 45,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.00017899274826049805,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0001797676086426,
"median_ms": 27.599229477345943
},
{
"case": "de",
"question": "intent",
"type": "choice",
"tokens": 44,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 0,
"reference_argmax": 0,
"max_probability_error": 0.0009060502052307129,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.0005512237548828,
"median_ms": 27.759166987380013
},
{
"case": "many_options",
"question": "lane",
"type": "choice",
"tokens": 157,
"options": 20,
"argmax_agrees": true,
"coreml_argmax": 3,
"reference_argmax": 3,
"max_probability_error": 0.0027727559208869934,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 1.00018310546875,
"median_ms": 27.80645849998109
},
{
"case": "guard",
"question": "injection",
"type": "noul",
"tokens": 48,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.013535827398300171,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.99951171875,
"median_ms": 27.632729499600828
},
{
"case": "long_state",
"question": "ready",
"type": "noul",
"tokens": 174,
"options": 2,
"argmax_agrees": true,
"coreml_argmax": 1,
"reference_argmax": 1,
"max_probability_error": 0.0003440380096435547,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.999847412109375,
"median_ms": 27.62754147988744
},
{
"case": "long_state",
"question": "owner",
"type": "choice",
"tokens": 158,
"options": 3,
"argmax_agrees": true,
"coreml_argmax": 2,
"reference_argmax": 2,
"max_probability_error": 0.0009380578994750977,
"max_action_probability_error": 0.0,
"finite": true,
"padding_masked": true,
"probability_sum": 0.9996337890625,
"median_ms": 27.861104463227093
}
],
"passed": true
}
},
"passed": true
}