67beaede45
Phase 10.8: torchao/bnb quant sweep on iter1-independent. bf16 already
optimal; torchao int8-wo gives -19% VRAM at no F1 cost; all 4-bit
variants collapse (ModernBERT-large too quant-sensitive).
Phase 10.9: ONNX export + ORT eval. Legacy exporter only working path
(dynamo adds 56 Memcpy nodes); ORT fp32 -22% latency vs torch via
kernel fusion but bf16+flash-attn-2 still wins; fp16 broken on rotary;
dynamic int8 silently CPU-fallback + 0.5 F1 collapse.
Driver scripts wired to bun run py:quant / py:onnx; full reports at
results/eval/{quant,onnx}/REPORT.md.
297 lines
6.5 KiB
JSON
297 lines
6.5 KiB
JSON
{
|
|
"GPT-5.4": {
|
|
"cat_macro_f1": 0.9336741161693523,
|
|
"cat_weighted_f1": 0.9343162998643407,
|
|
"cat_macro_precision": 0.93189297179766,
|
|
"cat_macro_recall": 0.9377918652022429,
|
|
"cat_mcc": 0.9226990724708704,
|
|
"cat_auc": 0.9920546854722492,
|
|
"cat_ece": 0.05388230005900064,
|
|
"cat_confusion_matrix": [
|
|
[
|
|
225,
|
|
0,
|
|
3,
|
|
0,
|
|
2,
|
|
0,
|
|
0
|
|
],
|
|
[
|
|
0,
|
|
85,
|
|
0,
|
|
0,
|
|
2,
|
|
1,
|
|
0
|
|
],
|
|
[
|
|
2,
|
|
0,
|
|
144,
|
|
1,
|
|
3,
|
|
0,
|
|
0
|
|
],
|
|
[
|
|
0,
|
|
0,
|
|
3,
|
|
131,
|
|
0,
|
|
2,
|
|
0
|
|
],
|
|
[
|
|
6,
|
|
1,
|
|
5,
|
|
19,
|
|
164,
|
|
1,
|
|
2
|
|
],
|
|
[
|
|
0,
|
|
3,
|
|
1,
|
|
8,
|
|
2,
|
|
207,
|
|
0
|
|
],
|
|
[
|
|
0,
|
|
0,
|
|
0,
|
|
0,
|
|
12,
|
|
0,
|
|
165
|
|
]
|
|
],
|
|
"cat_f1_BoardGov": 0.9719222462203023,
|
|
"cat_prec_BoardGov": 0.9656652360515021,
|
|
"cat_recall_BoardGov": 0.9782608695652174,
|
|
"cat_f1_Incident": 0.96045197740113,
|
|
"cat_prec_Incident": 0.9550561797752809,
|
|
"cat_recall_Incident": 0.9659090909090909,
|
|
"cat_f1_Manageme": 0.9411764705882353,
|
|
"cat_prec_Manageme": 0.9230769230769231,
|
|
"cat_recall_Manageme": 0.96,
|
|
"cat_f1_NoneOthe": 0.888135593220339,
|
|
"cat_prec_NoneOthe": 0.8238993710691824,
|
|
"cat_recall_NoneOthe": 0.9632352941176471,
|
|
"cat_f1_RiskMana": 0.856396866840731,
|
|
"cat_prec_RiskMana": 0.8864864864864865,
|
|
"cat_recall_RiskMana": 0.8282828282828283,
|
|
"cat_f1_Strategy": 0.9583333333333334,
|
|
"cat_prec_Strategy": 0.981042654028436,
|
|
"cat_recall_Strategy": 0.9366515837104072,
|
|
"cat_f1_Third-Pa": 0.9593023255813954,
|
|
"cat_prec_Third-Pa": 0.9880239520958084,
|
|
"cat_recall_Third-Pa": 0.9322033898305084,
|
|
"cat_kripp_alpha": 0.9223591517560865,
|
|
"spec_macro_f1": 0.8943486525770918,
|
|
"spec_weighted_f1": 0.9113685505226937,
|
|
"spec_macro_precision": 0.896720845083131,
|
|
"spec_macro_recall": 0.8926515273338829,
|
|
"spec_mcc": 0.8651595302642376,
|
|
"spec_auc": 0.9817804600696421,
|
|
"spec_ece": 0.07088303024570146,
|
|
"spec_confusion_matrix": [
|
|
[
|
|
579,
|
|
24,
|
|
12,
|
|
3
|
|
],
|
|
[
|
|
29,
|
|
130,
|
|
7,
|
|
2
|
|
],
|
|
[
|
|
11,
|
|
4,
|
|
190,
|
|
2
|
|
],
|
|
[
|
|
2,
|
|
1,
|
|
9,
|
|
195
|
|
]
|
|
],
|
|
"spec_f1_L1Generi": 0.9346246973365617,
|
|
"spec_prec_L1Generi": 0.9323671497584541,
|
|
"spec_recall_L1Generi": 0.9368932038834952,
|
|
"spec_f1_L2Domain": 0.7951070336391437,
|
|
"spec_prec_L2Domain": 0.8176100628930818,
|
|
"spec_recall_L2Domain": 0.7738095238095238,
|
|
"spec_f1_L3Firm-S": 0.8941176470588236,
|
|
"spec_prec_L3Firm-S": 0.8715596330275229,
|
|
"spec_recall_L3Firm-S": 0.9178743961352657,
|
|
"spec_f1_L4Quanti": 0.9535452322738386,
|
|
"spec_prec_L4Quanti": 0.9653465346534653,
|
|
"spec_recall_L4Quanti": 0.9420289855072463,
|
|
"spec_qwk": 0.9321211092744079,
|
|
"spec_mae": 0.11833333333333333,
|
|
"spec_kripp_alpha": 0.9170875429859872
|
|
},
|
|
"Opus-4.6": {
|
|
"cat_macro_f1": 0.922684387023173,
|
|
"cat_weighted_f1": 0.9216414809666168,
|
|
"cat_macro_precision": 0.9177680939029339,
|
|
"cat_macro_recall": 0.9316060900094703,
|
|
"cat_mcc": 0.909266938399113,
|
|
"cat_auc": 0.9939567083286731,
|
|
"cat_ece": 0.06541596949100496,
|
|
"cat_confusion_matrix": [
|
|
[
|
|
211,
|
|
0,
|
|
1,
|
|
1,
|
|
1,
|
|
0,
|
|
0
|
|
],
|
|
[
|
|
0,
|
|
78,
|
|
0,
|
|
0,
|
|
1,
|
|
0,
|
|
0
|
|
],
|
|
[
|
|
8,
|
|
0,
|
|
144,
|
|
1,
|
|
4,
|
|
0,
|
|
1
|
|
],
|
|
[
|
|
0,
|
|
0,
|
|
1,
|
|
138,
|
|
1,
|
|
1,
|
|
0
|
|
],
|
|
[
|
|
13,
|
|
0,
|
|
9,
|
|
14,
|
|
169,
|
|
1,
|
|
7
|
|
],
|
|
[
|
|
1,
|
|
11,
|
|
1,
|
|
4,
|
|
3,
|
|
208,
|
|
0
|
|
],
|
|
[
|
|
0,
|
|
0,
|
|
0,
|
|
1,
|
|
6,
|
|
1,
|
|
159
|
|
]
|
|
],
|
|
"cat_f1_BoardGov": 0.9440715883668904,
|
|
"cat_prec_BoardGov": 0.9055793991416309,
|
|
"cat_recall_BoardGov": 0.985981308411215,
|
|
"cat_f1_Incident": 0.9285714285714286,
|
|
"cat_prec_Incident": 0.8764044943820225,
|
|
"cat_recall_Incident": 0.9873417721518988,
|
|
"cat_f1_Manageme": 0.9171974522292994,
|
|
"cat_prec_Manageme": 0.9230769230769231,
|
|
"cat_recall_Manageme": 0.9113924050632911,
|
|
"cat_f1_NoneOthe": 0.92,
|
|
"cat_prec_NoneOthe": 0.8679245283018868,
|
|
"cat_recall_NoneOthe": 0.9787234042553191,
|
|
"cat_f1_RiskMana": 0.8492462311557789,
|
|
"cat_prec_RiskMana": 0.9135135135135135,
|
|
"cat_recall_RiskMana": 0.7934272300469484,
|
|
"cat_f1_Strategy": 0.9476082004555809,
|
|
"cat_prec_Strategy": 0.985781990521327,
|
|
"cat_recall_Strategy": 0.9122807017543859,
|
|
"cat_f1_Third-Pa": 0.9520958083832335,
|
|
"cat_prec_Third-Pa": 0.9520958083832335,
|
|
"cat_recall_Third-Pa": 0.9520958083832335,
|
|
"cat_kripp_alpha": 0.908575631724203,
|
|
"spec_macro_f1": 0.8825095464914274,
|
|
"spec_weighted_f1": 0.8996514471183623,
|
|
"spec_macro_precision": 0.8846890964606792,
|
|
"spec_macro_recall": 0.8850552454475074,
|
|
"spec_mcc": 0.8488763096810703,
|
|
"spec_auc": 0.9736482774372809,
|
|
"spec_ece": 0.08238246644536655,
|
|
"spec_confusion_matrix": [
|
|
[
|
|
566,
|
|
31,
|
|
7,
|
|
1
|
|
],
|
|
[
|
|
22,
|
|
118,
|
|
3,
|
|
2
|
|
],
|
|
[
|
|
33,
|
|
10,
|
|
207,
|
|
10
|
|
],
|
|
[
|
|
0,
|
|
0,
|
|
1,
|
|
189
|
|
]
|
|
],
|
|
"spec_f1_L1Generi": 0.9233278955954323,
|
|
"spec_prec_L1Generi": 0.9114331723027376,
|
|
"spec_recall_L1Generi": 0.9355371900826446,
|
|
"spec_f1_L2Domain": 0.7763157894736842,
|
|
"spec_prec_L2Domain": 0.7421383647798742,
|
|
"spec_recall_L2Domain": 0.8137931034482758,
|
|
"spec_f1_L3Firm-S": 0.8661087866108786,
|
|
"spec_prec_L3Firm-S": 0.9495412844036697,
|
|
"spec_recall_L3Firm-S": 0.7961538461538461,
|
|
"spec_f1_L4Quanti": 0.9642857142857143,
|
|
"spec_prec_L4Quanti": 0.9356435643564357,
|
|
"spec_recall_L4Quanti": 0.9947368421052631,
|
|
"spec_qwk": 0.9223702541559166,
|
|
"spec_mae": 0.13666666666666666,
|
|
"spec_kripp_alpha": 0.9059072309806726
|
|
},
|
|
"_runtime": {
|
|
"encoder_mb": 1579.127296,
|
|
"ms_per_sample": 16.293709366727853,
|
|
"throughput_per_s": 61.37337898281309,
|
|
"peak_vram_mb": 3503.53369140625,
|
|
"build_s": 0.6251941699883901
|
|
}
|
|
} |