File Size Overall
  • There are 84 files with 97,954 lines of code.
    • 46 very long files (78,795 lines of code)
    • 21 long files (16,945 lines of code)
    • 3 medium size files (827 lines of code)
    • 8 small files (1,047 lines of code)
    • 6 very small files (340 lines of code)
80% | 17% | <1% | 1% | <1%
Legend:
1001+
501-1000
201-500
101-200
1-100


explore: grouped by folders | grouped by size | sunburst | 3D view
File Size per Extension
1001+
501-1000
201-500
101-200
1-100
py80% | 17% | <1% | 1% | <1%
cpp0% | 0% | 100% | 0% | 0%
File Size per Logical Decomposition
primary
1001+
501-1000
201-500
101-200
1-100
records82% | 15% | <1% | <1% | <1%
results100% | 0% | 0% | 0% | 0%
ROOT0% | 92% | 0% | 7% | 0%
data0% | 80% | 0% | 19% | 0%
scripts0% | 0% | 0% | 100% | 0%
Longest Files (Top 50)
File# lines# units
train_gpt.py
in records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611
3349 115
train_gpt.py
in records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141
3204 110
train_gpt.py
in results/pr1868_rerun_compliance
3204 110
train_gpt.py
in records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT
3185 110
train_gpt.py
in records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000
3163 104
train_gpt.py
in records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE
3116 108
train_gpt.py
in records/track_10min_16mb/2026-04-19_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT
2850 96
train_gpt.py
in records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12
2850 96
train_gpt.py
in records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper
2838 97
train_gpt.py
in records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT
2775 96
train_gpt.py
in records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT
2739 91
train_gpt.py
in records/track_10min_16mb/2026-04-10_VarLenAttn
2662 91
train_gpt.py
in records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072
1997 69
train_gpt.py
in records/track_10min_16mb/2026-03-29_Loader_FullGPTQ_XSA11_BigramHash2816
1907 64
train_mamba3_hybrid.py
in records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT
1890 69
train_gpt.py
in records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon
1766 54
train_gpt_decode.py
in records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence
1541 61
train_gpt.py
in records/track_non_record_16mb/2026-03-23_DGAttention_DavidGao
1458 63
train_gpt.py
in records/track_10min_16mb/2026-03-22_11L_EMA_GPTQ-lite_warmdown3500_QAT015_1.1233
1393 49
train_gpt.py
in records/track_10min_16mb/2026-04-01_Vocab4096_MLPMult4_WD085
1361 67
train_gpt_cuda_xnor.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
1334 62
train_gpt.py
in records/track_10min_16mb/2026-03-21_11L_XSA4_EMA_PartialRoPE_LateQAT_1.1248
1308 46
train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_XSA4_EMA_Int6_MLP3x_WD04_1.1271
1275 46
train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_EfficientPartialXSA_FA3_SWA120
1260 46
train_jepa_ssm.py
in records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli
1234 55
train_gpt_cuda_binary.py
in records/track_non_record_16mb/2026-03-24_106M_Binary_Asymmetric_UNet_FP8_15L_8192BPE_YaRN_NeoMuon_Smear
1233 58
train_gpt_cuda_ternary.py
in records/track_10min_16mb/2026-03-24_74M_Ternary_UNet_FP8_10L_8192BPE_YaRN_NeoMuon
1231 61
train_gpt_cuda_xnor_eggroll_lora.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
1197 64
train_gpt_legendre.py
in records/track_non_record_16mb/2026-03-31_LegendreGPT
1189 44
train_gpt_human.py
in records/track_10min_16mb/2026-04-05_SP8192_GPTQ-Embeddings_SDClip_Loop45x2
1174 56
train_gpt_cuda_xnor_eggroll_nlayers.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
1155 61
train_gpt.py
in records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow
1150 40
train_gpt_cuda_xnor_eggroll_full.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
1145 61
train_gpt_v5.py
in records/track_10min_16mb/2026-03-19_smeargate_orthoinit_muonwd
1099 40
train_gpt.py
in records/track_10min_16mb/2026-03-19_SlidingWindowEval
1089 39
train_gpt.py
in records/track_10min_16mb/2026-03-17_LoRA_TTT
1088 45
train_gpt_hnet.py
in records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study
1078 44
train_gpt.py
in records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50
1059 42
train_gpt_hnet_byte.py
in records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study
1051 44
train_gpt.py
in records/track_10min_16mb/2026-03-20_Int6_MLP3x_SmearGate_BigramHash_MuonWD_SWA
1050 42
train_gpt.py
in records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR
1046 37
train_gpt.py
in records/track_10min_16mb/2026-03-19_MixedQuant_Int6Int8_SlidingWindow
1041 36
train_gpt.py
in records/track_10min_16mb/2026-03-19_SlidingWindow_FP16Emb_10L_MuonWD_OvertoneInit
1034 36
train_gpt.py
in records/track_non_record_16mb/2026-04-30_Random_Linear_Adapter
1014 38
train_gpt.py
in records/track_10min_16mb/2026-03-19_WarmdownQuantization
1007 36
train_gpt.py
in records/track_non_record_16mb/2026-03-21_DepthRecurrence_MixedPrecisionQuant
1006 44
train_gpt_gdn.py
in records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext
992 39
train_gpt.py
in records/track_non_record_16mb/2026-03-30_ByteJEPA
943 39
train_gpt.py
in records/track_10min_16mb/2026-03-19_10L_MixedPrecision
917 34
train_gpt.py
in records/track_10min_16mb/2026-03-18_FP16Embed_WD3600
901 34
Large Files That Change Often (Top 20)
To change a file, an AI coding agent (or a person) has to read it: these files are read the most for the changes in the past year (lines × changes).
File# lines≈ tokens
to read
# changes
(1y)
≈ lines edited
per change
lines read per
line changed
896 ~5k–15k 16 ~300 ~2
train_gpt.py
in records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE
3116 ~20k–50k 3 ~2,000 ~2
train_gpt.py
in records/track_10min_16mb/2026-04-10_VarLenAttn
2662 ~15k–50k 3 ~2,000 ~2
860 ~5k–15k 9 ~7 ~100
train_gpt.py
in records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611
3349 ~20k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141
3204 ~20k–50k 2 ~3,000 ~1
train_gpt.py
in results/pr1868_rerun_compliance
3204 ~20k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT
3185 ~20k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000
3163 ~20k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR
1046 ~7k–15k 6 ~700 ~2
train_gpt.py
in records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072
1997 ~10k–30k 3 ~2,000 ~1
train_gpt.py
in records/track_non_record_16mb/2026-03-23_DGAttention_DavidGao
1458 ~10k–30k 4 ~1,000 ~2
train_gpt.py
in records/track_10min_16mb/2026-04-19_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT
2850 ~15k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12
2850 ~15k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper
2838 ~15k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT
2775 ~15k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT
2739 ~15k–50k 2 ~3,000 ~1
train_gpt.py
in records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon
1766 ~10k–30k 3 ~2,000 ~1
train_jepa_ssm.py
in records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli
1234 ~7k–20k 4 ~700 ~2
train_gpt_decode.py
in records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence
1541 ~10k–30k 3 ~2,000 ~1

Tokens are lines × 7 to 14 (analysis.fileReadsForChanges). Lines edited per change are the file's lines added and deleted divided by its commits over the whole history. Agents read about 2,000 lines at a time: when a 17,000-line file was split into modules, the tokens an agent read for the same change fell by 83% (The Economic Benefit of Refactoring, 2026).

Files With Most Units (Top 50)
File# lines# units
train_gpt.py
in records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611
3349 115
train_gpt.py
in records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141
3204 110
train_gpt.py
in records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT
3185 110
train_gpt.py
in results/pr1868_rerun_compliance
3204 110
train_gpt.py
in records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE
3116 108
train_gpt.py
in records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000
3163 104
train_gpt.py
in records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper
2838 97
train_gpt.py
in records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT
2775 96
train_gpt.py
in records/track_10min_16mb/2026-04-19_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT
2850 96
train_gpt.py
in records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12
2850 96
train_gpt.py
in records/track_10min_16mb/2026-04-10_VarLenAttn
2662 91
train_gpt.py
in records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT
2739 91
train_gpt.py
in records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072
1997 69
train_mamba3_hybrid.py
in records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT
1890 69
train_gpt.py
in records/track_10min_16mb/2026-04-01_Vocab4096_MLPMult4_WD085
1361 67
train_gpt.py
in records/track_10min_16mb/2026-03-29_Loader_FullGPTQ_XSA11_BigramHash2816
1907 64
train_gpt_cuda_xnor_eggroll_lora.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
1197 64
train_gpt.py
in records/track_non_record_16mb/2026-03-23_DGAttention_DavidGao
1458 63
train_gpt_cuda_xnor.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
1334 62
train_gpt_cuda_ternary.py
in records/track_10min_16mb/2026-03-24_74M_Ternary_UNet_FP8_10L_8192BPE_YaRN_NeoMuon
1231 61
train_gpt_decode.py
in records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence
1541 61
train_gpt_cuda_xnor_eggroll_full.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
1145 61
train_gpt_cuda_xnor_eggroll_nlayers.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
1155 61
train_gpt_cuda_binary.py
in records/track_non_record_16mb/2026-03-24_106M_Binary_Asymmetric_UNet_FP8_15L_8192BPE_YaRN_NeoMuon_Smear
1233 58
train_gpt_human.py
in records/track_10min_16mb/2026-04-05_SP8192_GPTQ-Embeddings_SDClip_Loop45x2
1174 56
train_jepa_ssm.py
in records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli
1234 55
train_gpt.py
in records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon
1766 54
train_gpt.py
in records/track_10min_16mb/2026-03-22_11L_EMA_GPTQ-lite_warmdown3500_QAT015_1.1233
1393 49
train_gpt.py
in records/track_10min_16mb/2026-03-21_11L_XSA4_EMA_PartialRoPE_LateQAT_1.1248
1308 46
train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_XSA4_EMA_Int6_MLP3x_WD04_1.1271
1275 46
train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_EfficientPartialXSA_FA3_SWA120
1260 46
train_gpt.py
in records/track_10min_16mb/2026-03-17_LoRA_TTT
1088 45
train_gpt_legendre.py
in records/track_non_record_16mb/2026-03-31_LegendreGPT
1189 44
train_gpt.py
in records/track_non_record_16mb/2026-03-21_DepthRecurrence_MixedPrecisionQuant
1006 44
train_gpt_hnet_byte.py
in records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study
1051 44
train_gpt_hnet.py
in records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study
1078 44
860 43
train_gpt.py
in records/track_10min_16mb/2026-03-20_Int6_MLP3x_SmearGate_BigramHash_MuonWD_SWA
1050 42
train_gpt.py
in records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50
1059 42
train_gpt_v5.py
in records/track_10min_16mb/2026-03-19_smeargate_orthoinit_muonwd
1099 40
train_gpt.py
in records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow
1150 40
train_gpt.py
in records/track_10min_16mb/2026-03-19_SlidingWindowEval
1089 39
train_gpt.py
in records/track_non_record_16mb/2026-03-30_ByteJEPA
943 39
train_gpt_gdn.py
in records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext
992 39
train_gpt.py
in records/track_non_record_16mb/2026-04-30_Random_Linear_Adapter
1014 38
train_gpt.py
in records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR
1046 37
train_gpt.py
in records/track_10min_16mb/2026-03-19_MixedQuant_Int6Int8_SlidingWindow
1041 36
train_gpt.py
in records/track_10min_16mb/2026-03-19_WarmdownQuantization
1007 36
train_gpt.py
in records/track_10min_16mb/2026-03-19_SlidingWindow_FP16Emb_10L_MuonWD_OvertoneInit
1034 36
train_gpt.py
in records/track_10min_16mb/2026-03-18_LowerLR
896 34
Files With Long Lines (Top 50)

There are 75 files with lines longer than 120 characters. In total, there are 403 long lines.

File# lines# units# long lines
train_gpt_cuda_ternary.py
in records/track_10min_16mb/2026-03-24_74M_Ternary_UNet_FP8_10L_8192BPE_YaRN_NeoMuon
1231 61 15
train_gpt.py
in records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072
1997 69 14
train_gpt_cuda_binary.py
in records/track_non_record_16mb/2026-03-24_106M_Binary_Asymmetric_UNet_FP8_15L_8192BPE_YaRN_NeoMuon_Smear
1233 58 14
train_mamba3_hybrid.py
in records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT
1890 69 14
train_gpt.py
in records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper
2838 97 10
train_gpt.py
in records/track_10min_16mb/2026-04-10_VarLenAttn
2662 91 9
train_gpt.py
in records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon
1766 54 9
train_gpt.py
in records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT
2739 91 9
train_gpt.py
in records/track_10min_16mb/2026-03-29_Loader_FullGPTQ_XSA11_BigramHash2816
1907 64 9
train_gpt.py
in records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000
3163 104 9
860 43 9
train_gpt.py
in records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT
2775 96 8
train_gpt_v5.py
in records/track_10min_16mb/2026-03-19_smeargate_orthoinit_muonwd
1099 40 8
train_gpt.py
in records/track_10min_16mb/2026-03-22_11L_EMA_GPTQ-lite_warmdown3500_QAT015_1.1233
1393 49 8
train_gpt.py
in records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611
3349 115 8
train_gpt.py
in records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow
1150 40 8
train_gpt_legendre.py
in records/track_non_record_16mb/2026-03-31_LegendreGPT
1189 44 8
train_gpt.py
in records/track_10min_16mb/2026-04-19_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT
2850 96 7
train_gpt.py
in records/track_10min_16mb/2026-03-19_SlidingWindowEval
1089 39 7
train_gpt.py
in records/track_10min_16mb/2026-03-20_Int6_MLP3x_SmearGate_BigramHash_MuonWD_SWA
1050 42 7
train_gpt.py
in records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141
3204 110 7
train_gpt.py
in records/track_10min_16mb/2026-04-01_Vocab4096_MLPMult4_WD085
1361 67 7
train_gpt.py
in records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50
1059 42 7
train_gpt.py
in records/track_10min_16mb/2026-03-19_WarmdownQuantization
1007 36 7
train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_XSA4_EMA_Int6_MLP3x_WD04_1.1271
1275 46 7
train_gpt.py
in records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT
3185 110 7
train_gpt.py
in records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE
3116 108 7
train_gpt.py
in records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12
2850 96 7
train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_EfficientPartialXSA_FA3_SWA120
1260 46 7
train_gpt.py
in records/track_non_record_16mb/2026-04-30_Random_Linear_Adapter
1014 38 7
train_gpt.py
in results/pr1868_rerun_compliance
3204 110 7
train_gpt.py
in records/track_10min_16mb/2026-03-21_11L_XSA4_EMA_PartialRoPE_LateQAT_1.1248
1308 46 6
train_gpt_decode.py
in records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence
1541 61 6
train_gpt.py
in records/track_10min_16mb/2026-03-19_SlidingWindow_FP16Emb_10L_MuonWD_OvertoneInit
1034 36 6
train_gpt.py
in records/track_non_record_16mb/2026-03-23_DGAttention_DavidGao
1458 63 6
train_gpt_human.py
in records/track_10min_16mb/2026-04-05_SP8192_GPTQ-Embeddings_SDClip_Loop45x2
1174 56 5
train_gpt.py
in records/track_non_record_16mb/2026-03-30_ByteJEPA
943 39 5
train_gpt_gdn.py
in records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext
992 39 5
train_gpt.py
in records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR
1046 37 4
train_gpt.py
in records/track_10min_16mb/2026-03-18_LowerLR
896 34 4
train_gpt.py
in records/track_10min_16mb/2026-03-19_MixedQuant_Int6Int8_SlidingWindow
1041 36 4
train_gpt.py
in records/track_10min_16mb/2026-03-18_FP16Embed_WD3600
901 34 4
train_gpt.py
in records/track_10min_16mb/2026-03-18_LongContextSeq2048
896 34 4
train_gpt.py
in records/track_10min_16mb/2026-03-19_TrainingOptSeq4096
896 34 4
train_gpt.py
in records/track_10min_16mb/2026-03-19_10L_MixedPrecision
917 34 4
train_gpt.py
in records/track_10min_16mb/2026-03-17_LoRA_TTT
1088 45 4
train_gpt.py
in records/track_10min_16mb/2026-03-17_NaiveBaseline
896 34 4
train_gpt.py
in records/track_non_record_16mb/2026-03-18_Quasi10Bfrom50B_SP1024_9x512_KV4_4h_pgut3
896 34 4
train_gpt.py
in records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext
896 34 4
train_gpt_hnet_byte.py
in records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study
1051 44 4
Correlations

File Size vs. Commits (all time): 80 points

records/track_non_record_16mb/2026-03-30_ByteJEPA/train_gpt.py x: 2 commits (all time) y: 943 lines of code records/track_non_record_16mb/2026-03-30_ByteJEPA/transpile_to_bytes.py x: 2 commits (all time) y: 38 lines of code records/track_non_record_16mb/2026-04-30_Random_Linear_Adapter/train_gpt.py x: 2 commits (all time) y: 1014 lines of code records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor.py x: 2 commits (all time) y: 1334 lines of code records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_full.py x: 2 commits (all time) y: 1145 lines of code records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_lora.py x: 2 commits (all time) y: 1197 lines of code records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_nlayers.py x: 2 commits (all time) y: 1155 lines of code measure_variance_ratio.py x: 4 commits (all time) y: 139 lines of code records/track_non_record_16mb/2026-03-23_DGAttention_DavidGao/train_gpt.py x: 4 commits (all time) y: 1458 lines of code records/track_non_record_16mb/2026-03-29_LLaDA_MDLM_Diffusion/train_mdlm.py x: 2 commits (all time) y: 206 lines of code records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli/train_jepa_ssm.py x: 4 commits (all time) y: 1234 lines of code records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study/train_gpt_hnet.py x: 2 commits (all time) y: 1078 lines of code records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study/train_gpt_hnet_byte.py x: 2 commits (all time) y: 1051 lines of code records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext/train_gpt.py x: 2 commits (all time) y: 896 lines of code records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext/train_gpt_gdn.py x: 2 commits (all time) y: 992 lines of code records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT/train_mamba3_hybrid.py x: 2 commits (all time) y: 1890 lines of code records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/lossless_caps.py x: 2 commits (all time) y: 691 lines of code records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/prepare_caseops_data.py x: 2 commits (all time) y: 100 lines of code records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/train_gpt.py x: 2 commits (all time) y: 3204 lines of code scripts/run_1868_rerun.py x: 2 commits (all time) y: 150 lines of code records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT/train_gpt.py x: 2 commits (all time) y: 3185 lines of code records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT/train_gpt.py x: 2 commits (all time) y: 2739 lines of code records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611/train_gpt.py x: 2 commits (all time) y: 3349 lines of code records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE/prepare_caseops_data.py x: 2 commits (all time) y: 108 lines of code records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE/train_gpt.py x: 3 commits (all time) y: 3116 lines of code records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12/prepare_caseops_data.py x: 3 commits (all time) y: 108 lines of code records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12/train_gpt.py x: 2 commits (all time) y: 2850 lines of code records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper/cached_challenge_fineweb.py x: 2 commits (all time) y: 136 lines of code records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper/download_hf_docs_and_tokenize.py x: 2 commits (all time) y: 678 lines of code records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper/train_gpt.py x: 2 commits (all time) y: 2838 lines of code records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT/train_gpt.py x: 2 commits (all time) y: 2775 lines of code records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000/train_gpt.py x: 2 commits (all time) y: 3163 lines of code records/track_10min_16mb/2026-04-10_VarLenAttn/train_gpt.py x: 3 commits (all time) y: 2662 lines of code records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed/ngram/fused_expert_kernel.cpp x: 2 commits (all time) y: 412 lines of code records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed/ngram_tilt.py x: 2 commits (all time) y: 168 lines of code records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow/train_gpt.py x: 4 commits (all time) y: 1150 lines of code records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR/train_gpt.py x: 6 commits (all time) y: 1046 lines of code records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50/train_gpt.py x: 4 commits (all time) y: 1059 lines of code records/track_10min_16mb/2026-03-20_11L_EfficientPartialXSA_FA3_SWA120/train_gpt.py x: 3 commits (all time) y: 1260 lines of code records/track_10min_16mb/2026-03-20_11L_XSA4_EMA_Int6_MLP3x_WD04_1.1271/train_gpt.py x: 3 commits (all time) y: 1275 lines of code records/track_10min_16mb/2026-03-20_Int6_MLP3x_SmearGate_BigramHash_MuonWD_SWA/train_gpt.py x: 4 commits (all time) y: 1050 lines of code records/track_10min_16mb/2026-03-21_11L_XSA4_EMA_PartialRoPE_LateQAT_1.1248/train_gpt.py x: 3 commits (all time) y: 1308 lines of code records/track_10min_16mb/2026-03-22_11L_EMA_GPTQ-lite_warmdown3500_QAT015_1.1233/train_gpt.py x: 3 commits (all time) y: 1393 lines of code records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon/train_gpt.py x: 3 commits (all time) y: 1766 lines of code records/track_10min_16mb/2026-03-24_74M_Ternary_UNet_FP8_10L_8192BPE_YaRN_NeoMuon/train_gpt_cuda_ternary.py x: 2 commits (all time) y: 1231 lines of code records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072/train_gpt.py x: 3 commits (all time) y: 1997 lines of code records/track_10min_16mb/2026-03-29_Loader_FullGPTQ_XSA11_BigramHash2816/train_gpt.py x: 2 commits (all time) y: 1907 lines of code records/track_10min_16mb/2026-04-01_Vocab4096_MLPMult4_WD085/train_gpt.py x: 3 commits (all time) y: 1361 lines of code records/track_10min_16mb/2026-04-03_MuonEqR_DepthRecurrence_WD090_AllInt6/train_gpt.py x: 3 commits (all time) y: 209 lines of code records/track_10min_16mb/2026-04-05_SP8192_GPTQ-Embeddings_SDClip_Loop45x2/train_gpt_human.py x: 3 commits (all time) y: 1174 lines of code records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence/train_gpt.py x: 3 commits (all time) y: 1 lines of code records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence/train_gpt_decode.py x: 3 commits (all time) y: 1541 lines of code train_gpt.py x: 16 commits (all time) y: 896 lines of code records/track_10min_16mb/2026-03-19_MixedQuant_Int6Int8_SlidingWindow/train_gpt.py x: 2 commits (all time) y: 1041 lines of code records/track_10min_16mb/2026-03-19_smeargate_orthoinit_muonwd/train_gpt_v5.py x: 2 commits (all time) y: 1099 lines of code records/track_10min_16mb/2026-03-17_LoRA_TTT/train_gpt.py x: 2 commits (all time) y: 1088 lines of code records/track_10min_16mb/2026-03-18_FP16Embed_WD3600/train_gpt.py x: 2 commits (all time) y: 901 lines of code records/track_10min_16mb/2026-03-19_10L_MixedPrecision/train_gpt.py x: 2 commits (all time) y: 917 lines of code records/track_10min_16mb/2026-03-19_SlidingWindowEval/train_gpt.py x: 3 commits (all time) y: 1089 lines of code train_gpt_mlx.py x: 9 commits (all time) y: 860 lines of code
3349.0
lines of code
  min: 1.0
  average: 1193.59
  25th percentile: 691.0
  median: 1048.0
  75th percentile: 1354.25
  max: 3349.0
0 16.0
commits (all time)
min: 2.0 | average: 2.67 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 3.0 | max: 16.0

File Size vs. Contributors (all time): 80 points

records/track_non_record_16mb/2026-03-30_ByteJEPA/train_gpt.py x: 2 contributors (all time) y: 943 lines of code records/track_non_record_16mb/2026-03-30_ByteJEPA/transpile_to_bytes.py x: 2 contributors (all time) y: 38 lines of code records/track_non_record_16mb/2026-04-30_Random_Linear_Adapter/train_gpt.py x: 2 contributors (all time) y: 1014 lines of code records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor.py x: 2 contributors (all time) y: 1334 lines of code records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_full.py x: 2 contributors (all time) y: 1145 lines of code records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_lora.py x: 2 contributors (all time) y: 1197 lines of code records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_nlayers.py x: 2 contributors (all time) y: 1155 lines of code measure_variance_ratio.py x: 2 contributors (all time) y: 139 lines of code records/track_non_record_16mb/2026-03-23_DGAttention_DavidGao/train_gpt.py x: 2 contributors (all time) y: 1458 lines of code records/track_non_record_16mb/2026-03-29_LLaDA_MDLM_Diffusion/train_mdlm.py x: 2 contributors (all time) y: 206 lines of code records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli/train_jepa_ssm.py x: 3 contributors (all time) y: 1234 lines of code records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study/train_gpt_hnet.py x: 2 contributors (all time) y: 1078 lines of code records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study/train_gpt_hnet_byte.py x: 2 contributors (all time) y: 1051 lines of code records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext/train_gpt.py x: 2 contributors (all time) y: 896 lines of code records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext/train_gpt_gdn.py x: 2 contributors (all time) y: 992 lines of code records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT/train_mamba3_hybrid.py x: 2 contributors (all time) y: 1890 lines of code records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/lossless_caps.py x: 2 contributors (all time) y: 691 lines of code records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/prepare_caseops_data.py x: 2 contributors (all time) y: 100 lines of code records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/train_gpt.py x: 2 contributors (all time) y: 3204 lines of code scripts/run_1868_rerun.py x: 2 contributors (all time) y: 150 lines of code records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT/train_gpt.py x: 2 contributors (all time) y: 3185 lines of code records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT/train_gpt.py x: 2 contributors (all time) y: 2739 lines of code records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611/train_gpt.py x: 2 contributors (all time) y: 3349 lines of code records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE/prepare_caseops_data.py x: 2 contributors (all time) y: 108 lines of code records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE/train_gpt.py x: 2 contributors (all time) y: 3116 lines of code records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12/train_gpt.py x: 2 contributors (all time) y: 2850 lines of code records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper/download_hf_docs_and_tokenize.py x: 2 contributors (all time) y: 678 lines of code records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper/train_gpt.py x: 2 contributors (all time) y: 2838 lines of code records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT/train_gpt.py x: 2 contributors (all time) y: 2775 lines of code records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000/train_gpt.py x: 2 contributors (all time) y: 3163 lines of code records/track_10min_16mb/2026-04-10_VarLenAttn/train_gpt.py x: 2 contributors (all time) y: 2662 lines of code records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed/ngram/fused_expert_kernel.cpp x: 2 contributors (all time) y: 412 lines of code records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed/ngram_tilt.py x: 2 contributors (all time) y: 168 lines of code records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow/train_gpt.py x: 3 contributors (all time) y: 1150 lines of code records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR/train_gpt.py x: 3 contributors (all time) y: 1046 lines of code records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50/train_gpt.py x: 4 contributors (all time) y: 1059 lines of code records/track_10min_16mb/2026-03-20_11L_EfficientPartialXSA_FA3_SWA120/train_gpt.py x: 3 contributors (all time) y: 1260 lines of code records/track_10min_16mb/2026-03-20_11L_XSA4_EMA_Int6_MLP3x_WD04_1.1271/train_gpt.py x: 3 contributors (all time) y: 1275 lines of code records/track_10min_16mb/2026-03-21_11L_XSA4_EMA_PartialRoPE_LateQAT_1.1248/train_gpt.py x: 3 contributors (all time) y: 1308 lines of code records/track_10min_16mb/2026-03-22_11L_EMA_GPTQ-lite_warmdown3500_QAT015_1.1233/train_gpt.py x: 3 contributors (all time) y: 1393 lines of code records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon/train_gpt.py x: 3 contributors (all time) y: 1766 lines of code records/track_10min_16mb/2026-03-24_74M_Ternary_UNet_FP8_10L_8192BPE_YaRN_NeoMuon/train_gpt_cuda_ternary.py x: 2 contributors (all time) y: 1231 lines of code records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072/train_gpt.py x: 3 contributors (all time) y: 1997 lines of code records/track_10min_16mb/2026-03-29_Loader_FullGPTQ_XSA11_BigramHash2816/train_gpt.py x: 2 contributors (all time) y: 1907 lines of code records/track_10min_16mb/2026-04-01_Vocab4096_MLPMult4_WD085/train_gpt.py x: 3 contributors (all time) y: 1361 lines of code records/track_10min_16mb/2026-04-03_MuonEqR_DepthRecurrence_WD090_AllInt6/train_gpt.py x: 3 contributors (all time) y: 209 lines of code records/track_10min_16mb/2026-04-05_SP8192_GPTQ-Embeddings_SDClip_Loop45x2/train_gpt_human.py x: 3 contributors (all time) y: 1174 lines of code records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence/train_gpt.py x: 3 contributors (all time) y: 1 lines of code records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence/train_gpt_decode.py x: 3 contributors (all time) y: 1541 lines of code train_gpt.py x: 6 contributors (all time) y: 896 lines of code records/track_10min_16mb/2026-03-19_MixedQuant_Int6Int8_SlidingWindow/train_gpt.py x: 2 contributors (all time) y: 1041 lines of code records/track_10min_16mb/2026-03-19_smeargate_orthoinit_muonwd/train_gpt_v5.py x: 2 contributors (all time) y: 1099 lines of code records/track_10min_16mb/2026-03-17_LoRA_TTT/train_gpt.py x: 2 contributors (all time) y: 1088 lines of code records/track_10min_16mb/2026-03-18_FP16Embed_WD3600/train_gpt.py x: 2 contributors (all time) y: 901 lines of code records/track_10min_16mb/2026-03-19_10L_MixedPrecision/train_gpt.py x: 2 contributors (all time) y: 917 lines of code train_gpt_mlx.py x: 5 contributors (all time) y: 860 lines of code
3349.0
lines of code
  min: 1.0
  average: 1193.59
  25th percentile: 691.0
  median: 1048.0
  75th percentile: 1354.25
  max: 3349.0
0 6.0
contributors (all time)
min: 2.0 | average: 2.31 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 2.0 | max: 6.0

File Size vs. Commits (30 days): 0 points

No data for "commits (30d)" vs. "lines of code".

File Size vs. Contributors (30 days): 0 points

No data for "contributors (30d)" vs. "lines of code".


File Size vs. Commits (90 days): 0 points

No data for "commits (90d)" vs. "lines of code".

File Size vs. Contributors (90 days): 0 points

No data for "contributors (90d)" vs. "lines of code".

About This Analysis
  • File size measurements show the distribution of size of files.
  • Files are classified in four categories based on their size (lines of code): 1-100 (very small files), 101-200 (small files), 201-500 (medium size files), 501-1000 (long files), 1001+(very long files).
  • It is a good practice to keep files small. Long files may become "bloaters", code that have increased to such gargantuan proportions that they are hard to work with.
Learn more...