Duplication · openai/parameter-golf

Duplication Overall

90% duplication:

96,531 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
86,983 duplicated lines

30,170 duplicates

dependency graphs: 2D graph | 2D graph (with duplicates)... | 3D graph | 3D graph (with duplicates)...

Duplication per Extension

Duplication per Component (primary)

Duplication Between Components (50+ lines)

flowchart TB
    n0["records"]
    n1["results"]
    n2["ROOT"]
    n3["data"]
    n0 ---|"36192"| n1
    n0 ---|"27928"| n2
    n3 ---|"1184"| n0
    n1 ---|"100"| n2
    classDef default fill:#00b2ee,stroke:#ffffff,color:#000000;
    classDef highlighted fill:#00b2ee,stroke:#ffffff,color:#000000;
    linkStyle 0 stroke:#DC143CFF,stroke-width:10px
    linkStyle 1 stroke:#DC143CC9,stroke-width:7px
    linkStyle 2 stroke:#DC143C4C,stroke-width:1px
    linkStyle 3 stroke:#DC143C4C,stroke-width:1px

Download: Mermaid (.mmd) (open online Mermaid editor)

2D force graph | 3D force graph

Show more details on duplication between components...

From Component --> To Component	Duplicated Lines	File Pairs	Details
records (19%) --> results (566%)	36192	55 file pairs	details...
records (15%) --> ROOT (756%)	27928	133 file pairs	details...
data (90%) --> records (<1%)	1184	2 file pairs	details...
results (1%) --> ROOT (2%)	100	2 file pairs	details...

Longest Duplicates

The list of 50 longest duplicates.

See data for all 30,170 duplicates...

Size	#	Folders	Files	Lines	Code
3192	x 2	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py	6:3574 (100%) 6:3574 (100%)	view
2742	x 2	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...p45_PhasedTTT_MLPClip12	train_gpt.py train_gpt.py	108:3135 (96%) 108:3135 (96%)	view
2179	x 2	records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141	train_gpt.py train_gpt.py	6:2493 (68%) 6:2493 (68%)	view
2179	x 2	records/track_10min_16mb...Base_LQERAsym_PhasedTTT results/pr1868_rerun_compliance	train_gpt.py train_gpt.py	6:2493 (68%) 6:2493 (68%)	view
1578	x 2	records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py	129:1844 (59%) 152:1867 (50%)	view
1494	x 2	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper	train_gpt.py train_gpt.py	215:1834 (54%) 238:1857 (52%)	view
1009	x 2	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE	train_gpt.py train_gpt.py	1878:2964 (35%) 2204:3290 (32%)	view
1009	x 2	records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...T_PolarNS_MinLR_FusedCE	train_gpt.py train_gpt.py	1878:2964 (35%) 2204:3290 (32%)	view
993	x 2	records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...Base_LQERAsym_PhasedTTT	train_gpt.py train_gpt.py	2268:3340 (31%) 2344:3416 (31%)	view
946	x 2	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...Base_LQERAsym_PhasedTTT	train_gpt.py train_gpt.py	1942:2964 (33%) 2344:3366 (29%)	view
946	x 2	records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...Base_LQERAsym_PhasedTTT	train_gpt.py train_gpt.py	1942:2964 (33%) 2344:3366 (29%)	view
929	x 2	records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_10min_16mb..._Int6_MLP3x_WD04_1.1271	train_gpt.py train_gpt.py	118:1244 (75%) 118:1239 (74%)	view
875	x 2	records/track_10min_16mb/2026-03-18_LowerLR records/track_non_record...1024_9x512_KV4_4h_pgut3	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_10min_16mb/2026-03-18_LowerLR records/track_non_record..._GDN_Hybrid_LongContext	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_non_record..._GDN_Hybrid_LongContext	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_10min_16mb/2026-03-18_LowerLR	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record...1024_9x512_KV4_4h_pgut3	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_non_record...1024_9x512_KV4_4h_pgut3 ROOT	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_10min_16mb/2026-03-18_LowerLR ROOT	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._GDN_Hybrid_LongContext	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
875	x 2	records/track_non_record..._GDN_Hybrid_LongContext ROOT	train_gpt.py train_gpt.py	39:1126 (100%) 39:1126 (100%)	view
843	x 2	records/track_10min_16mb...3-18_LongContextSeq2048 ROOT	train_gpt.py train_gpt.py	81:1127 (96%) 80:1126 (96%)	view
843	x 2	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_10min_16mb...3-18_LongContextSeq2048	train_gpt.py train_gpt.py	80:1126 (96%) 81:1127 (96%)	view
843	x 2	records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb/2026-03-18_LowerLR	train_gpt.py train_gpt.py	81:1127 (96%) 80:1126 (96%)	view
843	x 2	records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record...1024_9x512_KV4_4h_pgut3	train_gpt.py train_gpt.py	81:1127 (96%) 80:1126 (96%)	view
843	x 2	records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record..._GDN_Hybrid_LongContext	train_gpt.py train_gpt.py	81:1127 (96%) 80:1126 (96%)	view
839	x 2	records/track_10min_16mb...3-19_TrainingOptSeq4096 ROOT	train_gpt.py train_gpt.py	85:1127 (95%) 84:1126 (95%)	view
839	x 2	records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...3-19_TrainingOptSeq4096	train_gpt.py train_gpt.py	85:1127 (95%) 85:1127 (95%)	view
839	x 2	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_10min_16mb...3-19_TrainingOptSeq4096	train_gpt.py train_gpt.py	84:1126 (95%) 85:1127 (95%)	view
839	x 2	records/track_10min_16mb...3-19_TrainingOptSeq4096 records/track_non_record..._GDN_Hybrid_LongContext	train_gpt.py train_gpt.py	85:1127 (95%) 84:1126 (95%)	view
839	x 2	records/track_10min_16mb...3-19_TrainingOptSeq4096 records/track_non_record...1024_9x512_KV4_4h_pgut3	train_gpt.py train_gpt.py	85:1127 (95%) 84:1126 (95%)	view
839	x 2	records/track_10min_16mb/2026-03-18_LowerLR records/track_10min_16mb...3-19_TrainingOptSeq4096	train_gpt.py train_gpt.py	84:1126 (95%) 85:1127 (95%)	view
812	x 2	records/track_10min_16mb...3-19_10L_MixedPrecision records/track_non_record...1024_9x512_KV4_4h_pgut3	train_gpt.py train_gpt.py	66:1082 (90%) 63:1076 (92%)	view
812	x 2	records/track_10min_16mb/2026-03-18_LowerLR records/track_10min_16mb...3-19_10L_MixedPrecision	train_gpt.py train_gpt.py	63:1076 (92%) 66:1082 (90%)	view
812	x 2	records/track_10min_16mb...3-19_10L_MixedPrecision records/track_non_record..._GDN_Hybrid_LongContext	train_gpt.py train_gpt.py	66:1082 (90%) 63:1076 (92%)	view
812	x 2	records/track_10min_16mb...3-19_10L_MixedPrecision ROOT	train_gpt.py train_gpt.py	66:1082 (90%) 63:1076 (92%)	view
812	x 2	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_10min_16mb...3-19_10L_MixedPrecision	train_gpt.py train_gpt.py	63:1076 (92%) 66:1082 (90%)	view
797	x 2	records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...3-19_10L_MixedPrecision	train_gpt.py train_gpt.py	81:1077 (91%) 83:1082 (88%)	view
793	x 2	records/track_10min_16mb...3-19_10L_MixedPrecision records/track_10min_16mb...3-19_TrainingOptSeq4096	train_gpt.py train_gpt.py	87:1082 (88%) 85:1077 (90%)	view
688	x 2	records/track_10min_16mb...T_PolarNS_MinLR_FusedCE results/pr1868_rerun_compliance	train_gpt.py train_gpt.py	1426:2182 (22%) 1436:2192 (21%)	view
688	x 2	records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...Base_LQERAsym_PhasedTTT	train_gpt.py train_gpt.py	1426:2182 (22%) 1436:2192 (21%)	view
688	x 2	records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...ateBOSFix_3Seed_1.06141	train_gpt.py train_gpt.py	1426:2182 (22%) 1436:2192 (21%)	view
687	x 2	records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...mearFix_9HpStack_1.0611	lossless_caps.py lossless_caps.py	30:833 (100%) 30:833 (100%)	view
687	x 2	records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...ateBOSFix_3Seed_1.06141	lossless_caps.py lossless_caps.py	30:833 (100%) 30:833 (100%)	view
687	x 2	records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_10min_16mb...Base_LQERAsym_PhasedTTT	lossless_caps.py lossless_caps.py	30:833 (100%) 30:833 (100%)	view
687	x 2	records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_10min_16mb...p45_PhasedTTT_MLPClip12	lossless_caps.py lossless_caps.py	30:833 (100%) 30:833 (100%)	view
687	x 2	records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141	lossless_caps.py lossless_caps.py	30:833 (100%) 30:833 (100%)	view
687	x 2	records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...Base_LQERAsym_PhasedTTT	lossless_caps.py lossless_caps.py	30:833 (100%) 30:833 (100%)	view
687	x 2	records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_10min_16mb...ateBOSFix_3Seed_1.06141	lossless_caps.py lossless_caps.py	30:833 (100%) 30:833 (100%)	view

Most Frequent Duplicates

The list of 50 most frequently found duplicates.

Size	#	Folders	Files	Lines	Code
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	169:174 (<1%) 191:196 (<1%) 186:191 (<1%) 938:943 (<1%) 174:179 (<1%) 206:211 (<1%) 186:191 (<1%) 189:194 (<1%) 186:191 (<1%) 210:215 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	171:176 (<1%) 193:198 (<1%) 188:193 (<1%) 940:945 (<1%) 176:181 (<1%) 208:213 (<1%) 188:193 (<1%) 191:196 (<1%) 188:193 (<1%) 212:217 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	167:172 (<1%) 189:194 (<1%) 184:189 (<1%) 936:941 (<1%) 172:177 (<1%) 204:209 (<1%) 184:189 (<1%) 187:192 (<1%) 184:189 (<1%) 208:213 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	182:187 (<1%) 204:209 (<1%) 199:204 (<1%) 951:956 (<1%) 187:192 (<1%) 219:224 (<1%) 199:204 (<1%) 202:207 (<1%) 199:204 (<1%) 223:228 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	172:177 (<1%) 194:199 (<1%) 189:194 (<1%) 941:946 (<1%) 177:182 (<1%) 209:214 (<1%) 189:194 (<1%) 192:197 (<1%) 189:194 (<1%) 213:218 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	181:186 (<1%) 203:208 (<1%) 198:203 (<1%) 950:955 (<1%) 186:191 (<1%) 218:223 (<1%) 198:203 (<1%) 201:206 (<1%) 198:203 (<1%) 222:227 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	168:173 (<1%) 190:195 (<1%) 185:190 (<1%) 937:942 (<1%) 173:178 (<1%) 205:210 (<1%) 185:190 (<1%) 188:193 (<1%) 185:190 (<1%) 209:214 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	170:175 (<1%) 192:197 (<1%) 187:192 (<1%) 939:944 (<1%) 175:180 (<1%) 207:212 (<1%) 187:192 (<1%) 190:195 (<1%) 187:192 (<1%) 211:216 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	180:185 (<1%) 202:207 (<1%) 197:202 (<1%) 949:954 (<1%) 185:190 (<1%) 217:222 (<1%) 197:202 (<1%) 200:205 (<1%) 197:202 (<1%) 221:226 (<1%) ...	view
6	x 55	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_10min_16mb/2026-04-10_VarLenAttn records/track_non_record...23_DGAttention_DavidGao ROOT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	173:178 (<1%) 195:200 (<1%) 190:195 (<1%) 942:947 (<1%) 178:183 (<1%) 210:215 (<1%) 190:195 (<1%) 193:198 (<1%) 190:195 (<1%) 214:219 (<1%) ...	view
6	x 53	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb..._QAT_Int6_SlidingWindow ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	170:175 (<1%) 151:156 (<1%) 146:151 (<1%) 146:151 (<1%) 168:173 (<1%) 199:204 (<1%) 739:744 (<1%) 151:156 (<1%) 1523:1528 (<1%) 166:171 (<1%) ...	view
6	x 53	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb..._QAT_Int6_SlidingWindow ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	144:149 (<1%) 124:129 (<1%) 119:124 (<1%) 119:124 (<1%) 141:146 (<1%) 172:177 (<1%) 716:721 (<1%) 124:129 (<1%) 1488:1493 (<1%) 139:144 (<1%) ...	view
6	x 50	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...3-18_LongContextSeq2048 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	204:210 (<1%) 483:489 (<1%) 492:497 (<1%) 240:245 (<1%) 431:437 (<1%) 431:437 (<1%) 431:437 (<1%) 537:543 (<1%) 305:310 (<1%) 432:438 (<1%) ...	view
6	x 50	records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py ...	981:986 (<1%) 981:986 (<1%) 982:987 (<1%) 1818:1823 (<1%) 1033:1038 (<1%) 1090:1095 (<1%) 988:993 (<1%) 1237:1242 (<1%) 1083:1088 (<1%) 981:986 (<1%) ...	view
6	x 50	records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py ...	982:987 (<1%) 982:987 (<1%) 983:988 (<1%) 1819:1824 (<1%) 1034:1039 (<1%) 1091:1096 (<1%) 989:994 (<1%) 1238:1243 (<1%) 1084:1089 (<1%) 982:987 (<1%) ...	view
6	x 50	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...3-18_LongContextSeq2048 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	203:209 (<1%) 482:488 (<1%) 491:496 (<1%) 239:244 (<1%) 430:436 (<1%) 430:436 (<1%) 430:436 (<1%) 536:542 (<1%) 304:309 (<1%) 431:437 (<1%) ...	view
6	x 50	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...3-18_LongContextSeq2048 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	205:211 (<1%) 484:490 (<1%) 493:498 (<1%) 241:246 (<1%) 432:438 (<1%) 432:438 (<1%) 432:438 (<1%) 538:544 (<1%) 306:311 (<1%) 433:439 (<1%) ...	view
6	x 48	records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext records/track_non_record...Net_ByteVsSubword_Study records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt_hnet_byte.py train_gpt_gdn.py ...	985:990 (<1%) 985:990 (<1%) 986:991 (<1%) 1822:1827 (<1%) 992:997 (<1%) 1241:1246 (<1%) 1087:1092 (<1%) 985:990 (<1%) 1238:1243 (<1%) 1069:1074 (<1%) ...	view
6	x 48	records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext records/track_non_record...Net_ByteVsSubword_Study records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt_hnet_byte.py train_gpt_gdn.py ...	983:988 (<1%) 983:988 (<1%) 984:989 (<1%) 1820:1825 (<1%) 990:995 (<1%) 1239:1244 (<1%) 1085:1090 (<1%) 983:988 (<1%) 1236:1241 (<1%) 1067:1072 (<1%) ...	view
6	x 48	records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext records/track_non_record...Net_ByteVsSubword_Study records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt_hnet_byte.py train_gpt_gdn.py ...	984:989 (<1%) 984:989 (<1%) 985:990 (<1%) 1821:1826 (<1%) 991:996 (<1%) 1240:1245 (<1%) 1086:1091 (<1%) 984:989 (<1%) 1237:1242 (<1%) 1068:1073 (<1%) ...	view
6	x 47	records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext records/track_non_record...Net_ByteVsSubword_Study records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt_hnet_byte.py train_gpt_gdn.py ...	986:991 (<1%) 986:991 (<1%) 987:992 (<1%) 1823:1828 (<1%) 993:998 (<1%) 1242:1247 (<1%) 1088:1093 (<1%) 986:991 (<1%) 1239:1244 (<1%) 1070:1075 (<1%) ...	view
6	x 44	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	470:475 (<1%) 618:623 (<1%) 635:640 (<1%) 650:655 (<1%) 566:571 (<1%) 687:692 (<1%) 717:722 (<1%) 566:571 (<1%) 566:571 (<1%) 567:572 (<1%) ...	view
6	x 44	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	471:476 (<1%) 619:624 (<1%) 636:641 (<1%) 651:656 (<1%) 567:572 (<1%) 688:693 (<1%) 718:723 (<1%) 567:572 (<1%) 567:572 (<1%) 568:573 (<1%) ...	view
6	x 44	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	468:473 (<1%) 616:621 (<1%) 633:638 (<1%) 648:653 (<1%) 564:569 (<1%) 685:690 (<1%) 715:720 (<1%) 564:569 (<1%) 564:569 (<1%) 565:570 (<1%) ...	view
6	x 44	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	469:474 (<1%) 617:622 (<1%) 634:639 (<1%) 649:654 (<1%) 565:570 (<1%) 686:691 (<1%) 716:721 (<1%) 565:570 (<1%) 565:570 (<1%) 566:571 (<1%) ...	view
6	x 44	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	472:477 (<1%) 620:625 (<1%) 637:642 (<1%) 652:657 (<1%) 568:573 (<1%) 689:694 (<1%) 719:724 (<1%) 568:573 (<1%) 568:573 (<1%) 569:574 (<1%) ...	view
6	x 41	records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_10min_16mb...Seq2048_FP16Emb_TunedLR records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb..._QAT_Int6_SlidingWindow records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	647:652 (<1%) 563:568 (<1%) 684:689 (<1%) 714:719 (<1%) 563:568 (<1%) 563:568 (<1%) 647:652 (<1%) 946:951 (<1%) 564:569 (<1%) 608:613 (<1%) ...	view
6	x 41	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT ...	train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt_legendre.py ...	465:470 (<1%) 373:378 (<1%) 523:528 (<1%) 517:522 (<1%) 465:470 (<1%) 466:471 (<1%) 608:613 (<1%) 503:508 (<1%) 488:493 (<1%) 1062:1067 (<1%) ...	view
6	x 41	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT ...	train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt_legendre.py ...	464:469 (<1%) 372:377 (<1%) 522:527 (<1%) 516:521 (<1%) 464:469 (<1%) 465:470 (<1%) 607:612 (<1%) 502:507 (<1%) 487:492 (<1%) 1061:1066 (<1%) ...	view
6	x 41	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...GPTQ_XSA_BigramHash3072 ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT ...	train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py ...	754:759 (<1%) 1112:1117 (<1%) 1383:1388 (<1%) 862:867 (<1%) 755:760 (<1%) 997:1002 (<1%) 1567:1572 (<1%) 754:759 (<1%) 1078:1083 (<1%) 1162:1167 (<1%) ...	view
6	x 41	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...GPTQ_XSA_BigramHash3072 ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT ...	train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py ...	755:762 (<1%) 1113:1118 (<1%) 1384:1390 (<1%) 863:870 (<1%) 756:763 (<1%) 998:1005 (<1%) 1568:1573 (<1%) 755:762 (<1%) 1079:1086 (<1%) 1163:1169 (<1%) ...	view
6	x 41	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...GPTQ_XSA_BigramHash3072 ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT ...	train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py ...	756:763 (<1%) 1114:1119 (<1%) 1385:1391 (<1%) 864:871 (<1%) 757:764 (<1%) 999:1006 (<1%) 1569:1574 (<1%) 756:763 (<1%) 1080:1087 (<1%) 1164:1170 (<1%) ...	view
6	x 40	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...argate_orthoinit_muonwd ...	train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt_v5.py ...	183:188 (<1%) 935:940 (<1%) 203:208 (<1%) 188:193 (<1%) 183:188 (<1%) 207:212 (<1%) 826:831 (<1%) 184:189 (<1%) 269:274 (<1%) 212:217 (<1%) ...	view
6	x 40	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_non_record_16mb/2026-03-30_ByteJEPA ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py ...	402:408 (<1%) 552:558 (<1%) 557:563 (<1%) 500:506 (<1%) 500:506 (<1%) 501:507 (<1%) 531:536 (<1%) 523:529 (<1%) 418:424 (<1%) 469:475 (<1%) ...	view
6	x 39	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_non_record..._UNet_INT4FP8QAT_Brotli ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_jepa_ssm.py ...	151:157 (<1%) 132:138 (<1%) 127:133 (<1%) 127:133 (<1%) 149:155 (<1%) 180:186 (<1%) 723:728 (<1%) 128:134 (<1%) 127:133 (<1%) 531:536 (<1%) ...	view
6	x 39	records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...argate_orthoinit_muonwd records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb...0L_8192BPE_YaRN_NeoMuon ...	train_gpt.py train_gpt_cuda_xnor_eggroll_full.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt_cuda_ternary.py ...	446:453 (<1%) 358:363 (<1%) 506:511 (<1%) 498:505 (<1%) 446:453 (<1%) 447:454 (<1%) 488:493 (<1%) 589:596 (<1%) 415:422 (<1%) 364:369 (<1%) ...	view
6	x 39	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_non_record..._UNet_INT4FP8QAT_Brotli ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_jepa_ssm.py ...	150:156 (<1%) 131:137 (<1%) 126:132 (<1%) 126:132 (<1%) 148:154 (<1%) 179:185 (<1%) 722:727 (<1%) 127:133 (<1%) 126:132 (<1%) 530:535 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py ...	1233:1238 (<1%) 785:792 (<1%) 704:711 (<1%) 703:710 (<1%) 703:710 (<1%) 713:718 (<1%) 709:716 (<1%) 920:927 (<1%) 735:742 (<1%) 703:710 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb..._Int5MLP_MuonWD04_SWA50 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	149:155 (<1%) 129:136 (<1%) 124:131 (<1%) 124:131 (<1%) 146:153 (<1%) 177:184 (<1%) 721:726 (<1%) 125:132 (<1%) 134:141 (<1%) 126:132 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_non_record...3Hybrid_SP8192_GPTQ_TTT records/track_10min_16mb...-03-18_FP16Embed_WD3600 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_mamba3_hybrid.py train_gpt.py ...	283:288 (<1%) 274:280 (<1%) 269:275 (<1%) 269:275 (<1%) 292:298 (<1%) 908:914 (<1%) 270:276 (<1%) 347:352 (<1%) 326:332 (<1%) 270:276 (<1%) ...	view
6	x 38	records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_non_record...0_Random_Linear_Adapter records/track_non_record...23_DGAttention_DavidGao records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_non_record_16mb/2026-03-30_ByteJEPA ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py ...	202:208 (<1%) 481:487 (<1%) 490:495 (<1%) 429:435 (<1%) 429:435 (<1%) 430:436 (<1%) 474:479 (<1%) 452:458 (<1%) 1034:1039 (<1%) 398:404 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_non_record..._UNet_INT4FP8QAT_Brotli ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_jepa_ssm.py ...	127:132 (<1%) 109:114 (<1%) 104:109 (<1%) 104:109 (<1%) 124:129 (<1%) 160:165 (<1%) 699:704 (<1%) 105:110 (<1%) 104:109 (<1%) 512:517 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb..._Int5MLP_MuonWD04_SWA50 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	163:169 (<1%) 144:150 (<1%) 139:145 (<1%) 139:145 (<1%) 161:167 (<1%) 192:198 (<1%) 733:738 (<1%) 140:146 (<1%) 149:155 (<1%) 140:146 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py ...	1234:1239 (<1%) 786:793 (<1%) 705:712 (<1%) 704:711 (<1%) 704:711 (<1%) 714:719 (<1%) 710:717 (<1%) 921:928 (<1%) 736:743 (<1%) 704:711 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb..._Int5MLP_MuonWD04_SWA50 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	171:176 (<1%) 152:157 (<1%) 147:152 (<1%) 147:152 (<1%) 169:174 (<1%) 200:205 (<1%) 740:745 (<1%) 148:153 (<1%) 157:162 (<1%) 148:153 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py ...	1236:1241 (<1%) 790:795 (<1%) 709:714 (<1%) 708:713 (<1%) 708:713 (<1%) 716:721 (<1%) 714:719 (<1%) 925:930 (<1%) 740:745 (<1%) 708:713 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_non_record...3Hybrid_SP8192_GPTQ_TTT records/track_10min_16mb...-03-18_FP16Embed_WD3600 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_mamba3_hybrid.py train_gpt.py ...	284:289 (<1%) 275:281 (<1%) 270:276 (<1%) 270:276 (<1%) 293:299 (<1%) 909:915 (<1%) 271:277 (<1%) 348:353 (<1%) 327:333 (<1%) 271:277 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_non_record..._UNet_INT4FP8QAT_Brotli ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_jepa_ssm.py ...	126:131 (<1%) 108:113 (<1%) 103:108 (<1%) 103:108 (<1%) 123:128 (<1%) 159:164 (<1%) 698:703 (<1%) 104:109 (<1%) 103:108 (<1%) 511:516 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb...-03-18_FP16Embed_WD3600 records/track_10min_16mb...argate_orthoinit_muonwd records/track_10min_16mb...19_WarmdownQuantization records/track_non_record..._GDN_Hybrid_LongContext ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_v5.py train_gpt.py train_gpt.py ...	1235:1240 (<1%) 789:794 (<1%) 708:713 (<1%) 707:712 (<1%) 707:712 (<1%) 715:720 (<1%) 713:718 (<1%) 924:929 (<1%) 739:744 (<1%) 707:712 (<1%) ...	view
6	x 38	records/track_non_record...23_DGAttention_DavidGao records/track_non_record...0_Random_Linear_Adapter records/track_10min_16mb/2026-03-17_NaiveBaseline ROOT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_non_record.../2026-03-31_LegendreGPT records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb...3-18_LongContextSeq2048 records/track_non_record_16mb/2026-03-30_ByteJEPA records/track_10min_16mb..._Int5MLP_MuonWD04_SWA50 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_legendre.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	147:152 (<1%) 127:133 (<1%) 122:128 (<1%) 122:128 (<1%) 144:150 (<1%) 175:181 (<1%) 719:724 (<1%) 123:129 (<1%) 132:138 (<1%) 124:129 (<1%) ...	view

Duplicated Units

The list of top 50 duplicated units.

See data for all 302 unit duplicates...

Size	#	Folders	Files	Lines	Code
352	x 7	records/track_10min_16mb/2026-03-18_LowerLR records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...3-19_TrainingOptSeq4096 records/track_10min_16mb/2026-03-17_NaiveBaseline records/track_non_record...1024_9x512_KV4_4h_pgut3 records/track_non_record..._GDN_Hybrid_LongContext ROOT	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	731:1122 732:1123 732:1123 731:1122 731:1122 731:1122 731:1122	view
292	x 7	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...mearFix_9HpStack_1.0611 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	2432:2727 2838:3133 2834:3129 2758:3053 2432:2727 3021:3316 2838:3133	view
203	x 8	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...utputGate_ScoreFirstTTT records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...rLenAttn_PhasingTTT2000 records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	2573:2781 2400:2608 2742:2950 2503:2711 3144:3352 2883:3091 3068:3276 2742:2950	view
203	x 2	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py	3148:3356 3148:3356	view
149	x 2	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py	3359:3514 3359:3514	view
134	x 2	records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...mearFix_9HpStack_1.0611	train_gpt.py train_gpt.py	3355:3495 3553:3693	view
116	x 2	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...p45_PhasedTTT_MLPClip12	train_gpt.py train_gpt.py	2953:3075 2953:3075	view
109	x 5	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...mearFix_9HpStack_1.0611 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	1141:1251 1141:1251 1135:1245 1142:1252 1141:1251	view
105	x 2	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...p45_PhasedTTT_MLPClip12	train_gpt.py train_gpt.py	877:983 877:983	view
97	x 9	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...mearFix_9HpStack_1.0611 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	1511:1616 1534:1639 1705:1810 2037:2142 2037:2142 2027:2132 1705:1810 2039:2144 2037:2142	view
96	x 2	records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py	731:828 754:851	view
91	x 10	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...rLenAttn_PhasingTTT2000 records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...mearFix_9HpStack_1.0611 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	2188:2280 2230:2322 2337:2429 2743:2835 2739:2831 2283:2375 2663:2755 2337:2429 2926:3018 2743:2835	view
90	x 2	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper	train_gpt.py train_gpt.py	740:831 763:854	view
87	x 3	records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...utputGate_ScoreFirstTTT records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py train_gpt.py	1545:1638 1626:1719 1568:1661	view
82	x 4	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...utputGate_ScoreFirstTTT records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py train_gpt.py train_gpt.py	1973:2056 1983:2066 2071:2154 2027:2110	view
80	x 2	records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py	1396:1477 1419:1500	view
79	x 3	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py	1427:1507 1427:1507 1427:1507	view
77	x 3	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12	train_gpt.py train_gpt.py train_gpt.py	1138:1216 1419:1497 1138:1216	view
75	x 2	records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py	977:1053 1000:1076	view
81	x 4	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...mearFix_9HpStack_1.0611 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py	2218:2300 2218:2300 2220:2302 2218:2300	view
71	x 2	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper	train_gpt.py train_gpt.py	977:1049 1000:1072	view
71	x 2	records/track_10min_16mb...0L_8192BPE_YaRN_NeoMuon records/track_non_record...2BPE_YaRN_NeoMuon_Smear	train_gpt_cuda_ternary.py train_gpt_cuda_binary.py	755:832 703:775	view
72	x 6	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	2131:2206 2537:2612 2533:2608 2457:2532 2131:2206 2537:2612	view
70	x 2	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...p45_PhasedTTT_MLPClip12	train_gpt.py train_gpt.py	1055:1126 1055:1126	view
65	x 2	records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py	899:965 922:988	view
67	x 6	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	1571:1639 1903:1971 1903:1971 1893:1961 1571:1639 1903:1971	view
64	x 11	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...utputGate_ScoreFirstTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...rLenAttn_PhasingTTT2000 records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12 ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	1300:1365 1323:1388 1314:1379 1489:1554 1392:1457 1821:1886 1821:1886 1337:1402 1811:1876 1489:1554 ...	view
70	x 3	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py	1323:1394 1323:1394 1323:1394	view
62	x 2	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper	train_gpt.py train_gpt.py	1382:1445 1405:1468	view
61	x 2	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper	train_gpt.py train_gpt.py	903:965 926:988	view
62	x 4	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...utputGate_ScoreFirstTTT records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py train_gpt.py train_gpt.py	1905:1970 1915:1980 2003:2068 1959:2024	view
61	x 3	records/track_10min_16mb/2026-04-10_VarLenAttn records/track_10min_16mb...utputGate_ScoreFirstTTT records/track_10min_16mb...rLenAttn_PhasingTTT2000	train_gpt.py train_gpt.py train_gpt.py	2782:2845 2879:2942 3312:3375	view
60	x 3	records/track_10min_16mb...U_LegalTTT_ParallelMuon records/track_10min_16mb...TQ_XSA11_BigramHash2816 records/track_10min_16mb...GPTQ_XSA_BigramHash3072	train_gpt.py train_gpt.py train_gpt.py	192:266 181:255 188:262	view
55	x 2	records/track_10min_16mb...U_LegalTTT_ParallelMuon records/track_10min_16mb...GPTQ_XSA_BigramHash3072	train_gpt.py train_gpt.py	907:963 914:970	view
52	x 2	records/track_10min_16mb...TQ_XSA11_BigramHash2816 records/track_10min_16mb...ocab4096_MLPMult4_WD085	train_gpt.py train_gpt.py	578:631 327:380	view
51	x 8	records/track_10min_16mb...haseGlobalSGD_PhasedTTT records/track_10min_16mb...18_PR1626_CaseOps_Taper records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...p45_PhasedTTT_MLPClip12 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	2919:2972 2985:3038 3078:3131 3517:3570 3498:3551 3421:3474 3078:3131 3517:3570	view
52	x 4	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...p45_PhasedTTT_MLPClip12 records/track_10min_16mb...mearFix_9HpStack_1.0611	prepare_caseops_data.py prepare_caseops_data.py prepare_caseops_data.py prepare_caseops_data.py	135:194 114:173 135:194 114:173	view
56	x 5	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...mearFix_9HpStack_1.0611 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	1509:1566 1509:1566 1499:1556 1509:1566 1509:1566	view
48	x 2	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...p45_PhasedTTT_MLPClip12	train_gpt.py train_gpt.py	1863:1912 1863:1912	view
45	x 2	records/track_10min_16mb...eddings_SDClip_Loop45x2 records/track_10min_16mb...p_ProgressiveRecurrence	train_gpt_human.py train_gpt_decode.py	599:645 735:781	view
56	x 5	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...T_PolarNS_MinLR_FusedCE records/track_10min_16mb...mearFix_9HpStack_1.0611 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	1011:1068 1011:1068 1005:1062 1012:1069 1011:1068	view
51	x 16	records/track_10min_16mb/2026-03-18_LowerLR records/track_10min_16mb...03-19_SlidingWindowEval records/track_10min_16mb...3-18_LongContextSeq2048 records/track_10min_16mb...tialRoPE_LateQAT_1.1248 records/track_10min_16mb...3-19_TrainingOptSeq4096 records/track_10min_16mb..._Int6_MLP3x_WD04_1.1271 records/track_10min_16mb...3-19_10L_MixedPrecision records/track_10min_16mb/2026-03-17_LoRA_TTT records/track_10min_16mb...ntPartialXSA_FA3_SWA120 records/track_10min_16mb/2026-03-17_NaiveBaseline ...	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py ...	342:399 348:405 343:400 368:425 343:400 365:422 347:404 349:406 365:422 342:399 ...	view
44	x 5	records/track_10min_16mb...U_LegalTTT_ParallelMuon records/track_10min_16mb...TQ_XSA11_BigramHash2816 records/track_10min_16mb...mdown3500_QAT015_1.1233 records/track_10min_16mb...GPTQ_XSA_BigramHash3072 records/track_non_record..._GDN_Hybrid_LongContext	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt_gdn.py	409:454 398:443 288:333 405:450 336:381	view
45	x 4	records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record..._XNOR-Net_FP8_1024D_10L records/track_non_record..._XNOR-Net_FP8_1024D_10L	train_gpt_cuda_xnor.py train_gpt_cuda_xnor_eggroll_full.py train_gpt_cuda_xnor_eggroll_lora.py train_gpt_cuda_xnor_eggroll_nlayers.py	223:269 201:247 203:249 202:248	view
43	x 2	records/track_10min_16mb...eddings_SDClip_Loop45x2 records/track_10min_16mb...p_ProgressiveRecurrence	train_gpt_human.py train_gpt_decode.py	1353:1404 1820:1871	view
46	x 2	records/track_10min_16mb...ntGate_Loop45_PhasedTTT records/track_10min_16mb...p45_PhasedTTT_MLPClip12	train_gpt.py train_gpt.py	1218:1265 1218:1265	view
42	x 3	records/track_10min_16mb...e_BigramHash_MuonWD_SWA records/track_10min_16mb..._Int5MLP_MuonWD04_SWA50 records/track_non_record...23_DGAttention_DavidGao	train_gpt.py train_gpt.py train_gpt.py	122:170 122:170 145:193	view
42	x 5	records/track_10min_16mb...tialRoPE_LateQAT_1.1248 records/track_10min_16mb...ocab4096_MLPMult4_WD085 records/track_10min_16mb..._Int6_MLP3x_WD04_1.1271 records/track_10min_16mb...mdown3500_QAT015_1.1233 records/track_10min_16mb...ntPartialXSA_FA3_SWA120	train_gpt.py train_gpt.py train_gpt.py train_gpt.py train_gpt.py	145:195 717:760 142:192 108:151 142:192	view
41	x 2	records/track_10min_16mb...0L_8192BPE_YaRN_NeoMuon records/track_non_record...2BPE_YaRN_NeoMuon_Smear	train_gpt_cuda_ternary.py train_gpt_cuda_binary.py	308:350 281:323	view
41	x 4	records/track_10min_16mb...ateBOSFix_3Seed_1.06141 records/track_10min_16mb...Base_LQERAsym_PhasedTTT records/track_10min_16mb...mearFix_9HpStack_1.0611 results/pr1868_rerun_compliance	train_gpt.py train_gpt.py train_gpt.py train_gpt.py	2302:2344 2302:2344 2304:2346 2302:2344	view

About This Analysis

For duplication, we look at places in code where there are 6 or more lines of code that are exactly the same.
Before duplication is calculated, the code is cleaned to remove empty lines, comments, and frequently duplicated constructs such as imports.
You should aim at having as little as possible (<5%) of duplicated code as high-level of duplication can lead to maintenance difficulties, poor factoring, and logical contradictions.

Learn more...

To learn more about duplications and techniques for eliminating duplication, Sokrates recommends the following resources:

Avoid Repetition, MartinFlower.com (IEEE Software article)
Refactoring duplicated code, sourcemaking.com
Beck Design Rules, MartinFowler.com
DRY (Don't Repeat Yourself) Principle, Wikipedia
The Cut-and-Paste Programming Software Development Anti-Pattern, sourcemaking.com
Code Smells / Duplicated Code, Jeff Atwood, codinghorror.com:

"Duplicated code is the bane of software development. Stamp out duplication whenever possible. You should always be on the lookout for more subtle cases of near-duplication, too. Don't Repeat Yourself!"

Reducing Coupling, MartinFlower.com (IEEE Software article):

"There are several ways to describe coupling, but it boils down to this: If changing one module in a program requires changing another module, then coupling exists. ... Duplication always implies coupling, because changing one piece of duplicate code implies changing the other."