openai / parameter-golf
File Churn

File change frequency (churn) shows the distribution of file updates (days with at least one commit).

Overview
File Change Frequency Overall
  • There are 80 files with 95,487 lines of code.
    • 0 files changed more than 100 times (0 lines of code)
    • 0 files changed 51-100 times (0 lines of code)
    • 0 files changed 21-50 times (0 lines of code)
    • 1 file changed 6-20 times (896 lines of code)
    • 79 files changed 1-5 times (94,591 lines of code)
0% | 0% | 0% | <1% | 99%
Legend:
101+
51-100
21-50
6-20
1-5

explore: grouped by folders | grouped by update frequency | data
Contributors Count Frequency Overall
  • There are 80 files with 95,487 lines of code.
    • 0 files changed by more than 25 contributors (0 lines of code)
    • 0 files changed by 11-25 contributors (0 lines of code)
    • 1 file changed by 6-10 contributors (896 lines of code)
    • 79 files changed by 2-5 contributors (94,591 lines of code)
    • 0 files changed by 1 contributor (0 lines of code)
0% | 0% | <1% | 99% | 0%
Legend:
26+
11-25
6-10
2-5
1

explore: grouped by folders | grouped by contributors count | data
File Change Frequency per File Extension
py, md, json, txt, sh, cpp, tex, gitignore
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
py0% | 0% | 0% | <1% | 99%
cpp0% | 0% | 0% | 0% | 100%
File Change Frequency per Logical Decomposition
primary
primary (file change frequency)
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
ROOT0% | 0% | 0% | 47% | 52%
records0% | 0% | 0% | 0% | 100%
results0% | 0% | 0% | 0% | 100%
scripts0% | 0% | 0% | 0% | 100%
data0% | 0% | 0% | 0% | 0%
Most Frequently Changed Files (Top 50)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsline
churn		first
contributor		latest
contributor
896 34 2026-03-18 2026-04-29 6 6 +2873 / -3119 williamd@openai.com 69124703+aquariouseworkman@...
train_jepa_ssm.py
in records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli
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train_gpt.py
in records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence
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train_gpt.py
in records/track_non_record_16mb/2026-03-19_SwiGLU_WarmdownFix_QuarterBatch_1x5090
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prepare_caseops_data.py
in records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12
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prepare_caseops_data.py
in records/track_10min_16mb/2026-04-19_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT
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139 4 2026-04-11 2026-05-03 3 2 +444 / -10 davidgao1345@gmail.com valerio@openai.com
train_gpt.py
in records/track_10min_16mb/2026-04-03_MuonEqR_DepthRecurrence_WD090_AllInt6
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860 43 2026-03-18 2026-03-20 3 5 +55 / -15 williamd@openai.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR
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train_gpt.py
in records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow
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train_gpt_human.py
in records/track_10min_16mb/2026-04-05_SP8192_GPTQ-Embeddings_SDClip_Loop45x2
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train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_EfficientPartialXSA_FA3_SWA120
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train_gpt.py
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train_gpt.py
in records/track_10min_16mb/2026-03-21_11L_XSA4_EMA_PartialRoPE_LateQAT_1.1248
 1308 46 2026-03-21 2026-04-29 3 3 +4764 / -0 jfprincz@users.noreply.gith... 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-04-01_Vocab4096_MLPMult4_WD085
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train_gpt.py
in records/track_10min_16mb/2026-03-22_11L_EMA_GPTQ-lite_warmdown3500_QAT015_1.1233
 1393 49 2026-03-22 2026-04-29 3 3 +4206 / -0 signalrush@users.noreply.gi... 69124703+aquariouseworkman@...
train_gpt_decode.py
in records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence
 1541 61 2026-04-06 2026-04-29 3 3 +5625 / -0 robbysneiderman@gmail.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon
 1766 54 2026-03-23 2026-04-29 3 3 +5694 / -0 abaybektursun@gmail.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072
 1997 69 2026-03-28 2026-04-29 3 3 +6405 / -0 abaybektursun@gmail.com 69124703+aquariouseworkman@...
transpile_to_bytes.py
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prepare_caseops_data.py
in records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141
 100 4 2026-04-29 2026-04-30 2 2 +336 / -0 christopher.l.mcclendon@pfi... alex.zhao.superman@gmail.com
prepare_caseops_data.py
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prepare_caseops_data.py
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prepare_caseops_data.py
in records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE
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cached_challenge_fineweb.py
in records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper
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150 4 2026-04-29 2026-04-30 2 2 +400 / -0 christopher.l.mcclendon@pfi... alex.zhao.superman@gmail.com
ngram_tilt.py
in records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed
 168 3 2026-04-09 2026-04-29 2 2 +436 / -0 dex@weco.ai alex.zhao.superman@gmail.com
train_mdlm.py
in records/track_non_record_16mb/2026-03-29_LLaDA_MDLM_Diffusion
 206 19 2026-03-30 2026-05-03 2 2 +546 / -0 agalimova@users.noreply.git... valerio@openai.com
fused_expert_kernel.cpp
in records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed/ngram
 412 30 2026-04-09 2026-04-29 2 2 +990 / -0 dex@weco.ai alex.zhao.superman@gmail.com
download_hf_docs_and_tokenize.py
in records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper
 678 25 2026-04-19 2026-04-29 2 2 +1528 / -0 romeerpillay@gmail.com alex.zhao.superman@gmail.com
lossless_caps.py
in records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141
 691 24 2026-04-29 2026-04-30 2 2 +1666 / -0 christopher.l.mcclendon@pfi... alex.zhao.superman@gmail.com
lossless_caps.py
in records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12
 691 24 2026-04-22 2026-04-29 2 2 +1666 / -0 dex@weco.ai alex.zhao.superman@gmail.com
lossless_caps.py
in records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE
 691 24 2026-04-23 2026-04-29 2 2 +1666 / -0 78390096+nprime06@users.nor... alex.zhao.superman@gmail.com
lossless_caps.py
in records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper
 691 24 2026-04-19 2026-04-29 2 2 +1666 / -0 romeerpillay@gmail.com alex.zhao.superman@gmail.com
lossless_caps.py
in records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT
 691 24 2026-04-27 2026-04-30 2 2 +1666 / -0 aquariouseworkman@gmail.com alex.zhao.superman@gmail.com
lossless_caps.py
in records/track_10min_16mb/2026-04-19_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT
 691 24 2026-04-19 2026-04-29 2 2 +1666 / -0 dex@weco.ai alex.zhao.superman@gmail.com
lossless_caps.py
in records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611
 691 24 2026-04-27 2026-04-29 2 2 +1666 / -0 benhadad06@gmail.com alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-03-19_TrainingOptSeq4096
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train_gpt.py
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train_gpt.py
in records/track_10min_16mb/2026-03-18_LowerLR
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train_gpt.py
in records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext
 896 34 2026-04-05 2026-05-03 2 2 +2252 / -0 arjunsrinivasanambalam@arju... valerio@openai.com
train_gpt.py
in records/track_10min_16mb/2026-03-18_FP16Embed_WD3600
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train_gpt.py
in records/track_10min_16mb/2026-03-19_10L_MixedPrecision
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train_gpt.py
in records/track_non_record_16mb/2026-03-30_ByteJEPA
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train_gpt_gdn.py
in records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext
 992 39 2026-04-05 2026-05-03 2 2 +2406 / -0 arjunsrinivasanambalam@arju... valerio@openai.com
train_gpt.py
in records/track_non_record_16mb/2026-03-21_DepthRecurrence_MixedPrecisionQuant
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train_gpt.py
in records/track_10min_16mb/2026-03-19_WarmdownQuantization
 1007 36 2026-03-19 2026-03-20 2 2 +2492 / -0 166414725+saml212@users.nor... 69124703+aquariouseworkman@...
train_gpt.py
in records/track_non_record_16mb/2026-04-30_Random_Linear_Adapter
 1014 38 2026-05-01 2026-05-03 2 2 +2518 / -0 pranavxiyer@gmail.com valerio@openai.com
train_gpt.py
in records/track_10min_16mb/2026-03-19_SlidingWindow_FP16Emb_10L_MuonWD_OvertoneInit
 1034 36 2026-03-19 2026-03-20 2 2 +2596 / -0 yadunanll@gmail.com 69124703+aquariouseworkman@...
Files With Most Churn (Top 50)
Based on the number of lines added and deleted across all commits.

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsline
churn		first
contributor		latest
contributor
train_gpt.py
in records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611
 3349 115 2026-04-27 2026-04-29 2 2 +7506 / -0 benhadad06@gmail.com alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141
 3204 110 2026-04-29 2026-04-30 2 2 +7148 / -0 christopher.l.mcclendon@pfi... alex.zhao.superman@gmail.com
train_gpt.py
in results/pr1868_rerun_compliance
 3204 110 2026-04-29 2026-04-30 2 2 +7148 / -0 christopher.l.mcclendon@pfi... alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT
 3185 110 2026-04-27 2026-04-30 2 2 +7110 / -0 aquariouseworkman@gmail.com alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE
 3116 108 2026-04-23 2026-04-29 2 2 +6959 / -3 78390096+nprime06@users.nor... alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000
 3163 104 2026-04-14 2026-04-29 2 2 +6758 / -0 romeerpillay@gmail.com alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072
 1997 69 2026-03-28 2026-04-29 3 3 +6405 / -0 abaybektursun@gmail.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12
 2850 96 2026-04-22 2026-04-29 2 2 +6270 / -0 dex@weco.ai alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-04-19_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT
 2850 96 2026-04-19 2026-04-29 2 2 +6270 / -0 dex@weco.ai alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper
 2838 97 2026-04-19 2026-04-29 2 2 +6084 / -0 romeerpillay@gmail.com alex.zhao.superman@gmail.com
896 34 2026-03-18 2026-04-29 6 6 +2873 / -3119 williamd@openai.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT
 2775 96 2026-04-14 2026-04-29 2 2 +5952 / -0 dex@weco.ai alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-04-10_VarLenAttn
 2662 91 2026-04-11 2026-04-29 2 2 +5809 / -111 samacqua@gmail.com alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT
 2739 91 2026-04-29 2026-04-30 2 2 +5892 / -0 paerle.music@gmail.com alex.zhao.superman@gmail.com
train_gpt.py
in records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon
 1766 54 2026-03-23 2026-04-29 3 3 +5694 / -0 abaybektursun@gmail.com 69124703+aquariouseworkman@...
train_gpt_decode.py
in records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence
 1541 61 2026-04-06 2026-04-29 3 3 +5625 / -0 robbysneiderman@gmail.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-04-01_Vocab4096_MLPMult4_WD085
 1361 67 2026-04-01 2026-04-29 3 3 +4881 / -0 kevinclark425@gmail.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-21_11L_XSA4_EMA_PartialRoPE_LateQAT_1.1248
 1308 46 2026-03-21 2026-04-29 3 3 +4764 / -0 jfprincz@users.noreply.gith... 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_XSA4_EMA_Int6_MLP3x_WD04_1.1271
 1275 46 2026-03-20 2026-04-29 3 3 +4665 / -0 jfprincz@users.noreply.gith... 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-20_11L_EfficientPartialXSA_FA3_SWA120
 1260 46 2026-03-20 2026-04-29 3 3 +4635 / -0 pyybor@gmail.com 69124703+aquariouseworkman@...
train_mamba3_hybrid.py
in records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT
 1890 69 2026-04-15 2026-05-03 2 2 +4464 / -0 mradassaad2@gmail.com valerio@openai.com
train_gpt.py
in records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow
 1150 40 2026-03-19 2026-04-29 3 3 +4268 / -11 ariy@microsoft.com 69124703+aquariouseworkman@...
train_gpt_human.py
in records/track_10min_16mb/2026-04-05_SP8192_GPTQ-Embeddings_SDClip_Loop45x2
 1174 56 2026-04-05 2026-04-29 3 3 +4224 / -0 kevinclark425@gmail.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-22_11L_EMA_GPTQ-lite_warmdown3500_QAT015_1.1233
 1393 49 2026-03-22 2026-04-29 3 3 +4206 / -0 signalrush@users.noreply.gi... 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-29_Loader_FullGPTQ_XSA11_BigramHash2816
 1907 64 2026-04-23 2026-04-29 2 2 +4102 / -0 dex@weco.ai 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR
 1046 37 2026-03-19 2026-04-29 3 3 +3988 / -49 69124703+aquariouseworkman@...
train_gpt.py
in records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50
 1059 42 2026-03-20 2026-04-29 2 4 +3707 / -14 alexzhao@openai.com 69124703+aquariouseworkman@...
train_gpt.py
in records/track_non_record_16mb/2026-03-23_DGAttention_DavidGao
 1458 63 2026-03-23 2026-05-03 2 2 +3631 / -33 davidgao1345@gmail.com valerio@openai.com
train_gpt.py
in records/track_10min_16mb/2026-03-20_Int6_MLP3x_SmearGate_BigramHash_MuonWD_SWA
 1050 42 2026-03-20 2026-04-29 2 3 +3656 / -2 alexzhao@openai.com 69124703+aquariouseworkman@...
train_gpt_cuda_xnor.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
 1334 62 2026-04-05 2026-05-03 2 2 +3380 / -0 ciprian-florin.ifrim@cipria... valerio@openai.com
train_jepa_ssm.py
in records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli
 1234 55 2026-03-26 2026-05-03 4 3 +3328 / -6 ciprian-florin.ifrim@cipria... valerio@openai.com
train_gpt_legendre.py
in records/track_non_record_16mb/2026-03-31_LegendreGPT
 1189 44 2026-04-04 2026-05-03 2 2 +3278 / -0 sergiocernudacueto@gmail.com valerio@openai.com
train_gpt_cuda_xnor_eggroll_lora.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
 1197 64 2026-04-05 2026-05-03 2 2 +3092 / -0 ciprian-florin.ifrim@cipria... valerio@openai.com
train_gpt_cuda_xnor_eggroll_nlayers.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
 1155 61 2026-04-05 2026-05-03 2 2 +2986 / -0 ciprian-florin.ifrim@cipria... valerio@openai.com
train_gpt_cuda_xnor_eggroll_full.py
in records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L
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train_gpt_cuda_ternary.py
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churn		first
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Correlations

File Size vs. Number of Changes: 80 points

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changes records/track_non_record_16mb/2026-03-29_LLaDA_MDLM_Diffusion/train_mdlm.py x: 206 lines of code y: 2 # changes records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli/train_jepa_ssm.py x: 1234 lines of code y: 4 # changes records/track_non_record_16mb/2026-03-31_LegendreGPT/train_gpt_legendre.py x: 1189 lines of code y: 2 # changes records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study/train_gpt_hnet.py x: 1078 lines of code y: 2 # changes records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study/train_gpt_hnet_byte.py x: 1051 lines of code y: 2 # changes records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext/train_gpt.py x: 896 lines of code y: 2 # changes records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext/train_gpt_gdn.py x: 992 lines of code y: 2 # changes records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT/train_mamba3_hybrid.py x: 1890 lines of code y: 2 # changes records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/lossless_caps.py x: 691 lines of code y: 2 # 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changes
6.0
# changes
  min: 1.0
  average: 2.29
  25th percentile: 2.0
  median: 2.0
  75th percentile: 2.75
  max: 6.0
0 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

Number of Contributors vs. Number of Changes: 80 points

records/track_non_record_16mb/2026-03-30_ByteJEPA/train_gpt.py x: 2 # contributors y: 2 # changes measure_variance_ratio.py x: 2 # contributors y: 3 # changes records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli/train_jepa_ssm.py x: 3 # contributors y: 4 # changes records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow/train_gpt.py x: 3 # contributors y: 3 # changes records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50/train_gpt.py x: 4 # contributors y: 2 # changes records/track_10min_16mb/2026-03-20_Int6_MLP3x_SmearGate_BigramHash_MuonWD_SWA/train_gpt.py x: 3 # contributors y: 2 # changes train_gpt.py x: 6 # contributors y: 6 # changes records/track_10min_16mb/2026-03-19_smeargate_orthoinit_muonwd/train_gpt_v5.py x: 2 # contributors y: 1 # changes train_gpt_mlx.py x: 5 # contributors y: 3 # changes
6.0
# changes
  min: 1.0
  average: 2.29
  25th percentile: 2.0
  median: 2.0
  75th percentile: 2.75
  max: 6.0
0 6.0
# contributors
min: 2.0 | average: 2.31 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 2.0 | max: 6.0

Number of Contributors vs. File Size: 80 points

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Number of Changes vs. Line Churn: 473 points

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Number of Contributors vs. Line Churn: 79 points

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contributors y: 3664 line churn records/track_non_record_16mb/2026-03-29_LLaDA_MDLM_Diffusion/train_mdlm.py x: 2 # contributors y: 546 line churn records/track_non_record_16mb/2026-03-26_37M_LeWM_Jepa_Mamba2_10L_UNet_INT4FP8QAT_Brotli/train_jepa_ssm.py x: 3 # contributors y: 3334 line churn records/track_non_record_16mb/2026-03-31_LegendreGPT/train_gpt_legendre.py x: 2 # contributors y: 3278 line churn records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study/train_gpt_hnet.py x: 2 # contributors y: 2822 line churn records/track_non_record_16mb/2026-03-29_HNet_ByteVsSubword_Study/train_gpt_hnet_byte.py x: 2 # contributors y: 2774 line churn records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext/train_gpt.py x: 2 # contributors y: 2252 line churn records/track_non_record_16mb/2026-04-04_GDN_Hybrid_LongContext/train_gpt_gdn.py x: 2 # contributors y: 2406 line churn records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT/train_mamba3_hybrid.py x: 2 # contributors y: 4464 line churn records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/lossless_caps.py x: 2 # contributors y: 1666 line churn records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/prepare_caseops_data.py x: 2 # contributors y: 336 line churn records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/train_gpt.py x: 2 # contributors y: 7148 line churn scripts/run_1868_rerun.py x: 2 # contributors y: 400 line churn records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT/train_gpt.py x: 2 # contributors y: 7110 line churn records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT/train_gpt.py x: 2 # contributors y: 5892 line churn records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611/train_gpt.py x: 2 # contributors y: 7506 line churn records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE/prepare_caseops_data.py x: 2 # contributors y: 416 line churn records/track_10min_16mb/2026-04-23_SP8192_CaseOps_SparseGate_QuantGate_Loop45_PhasedTTT_PolarNS_MinLR_FusedCE/train_gpt.py x: 2 # contributors y: 6962 line churn records/track_10min_16mb/2026-04-22_SP8192_CaseOps_GatedAttn_QuantGate_Loop45_PhasedTTT_MLPClip12/train_gpt.py x: 2 # contributors y: 6270 line churn records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper/download_hf_docs_and_tokenize.py x: 2 # contributors y: 1528 line churn records/track_10min_16mb/2026-04-18_PR1626_CaseOps_Taper/train_gpt.py x: 2 # contributors y: 6084 line churn records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT/train_gpt.py x: 2 # contributors y: 5952 line churn records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000/train_gpt.py x: 2 # contributors y: 6758 line churn records/track_10min_16mb/2026-04-10_VarLenAttn/train_gpt.py x: 2 # contributors y: 5920 line churn records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed/ngram/fused_expert_kernel.cpp x: 2 # contributors y: 990 line churn records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow/train_gpt.py x: 3 # contributors y: 4279 line churn records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR/train_gpt.py x: 3 # contributors y: 4037 line churn records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50/train_gpt.py x: 4 # contributors y: 3721 line churn records/track_10min_16mb/2026-03-20_11L_EfficientPartialXSA_FA3_SWA120/train_gpt.py x: 3 # contributors y: 4635 line churn records/track_10min_16mb/2026-03-20_11L_XSA4_EMA_Int6_MLP3x_WD04_1.1271/train_gpt.py x: 3 # contributors y: 4665 line churn records/track_10min_16mb/2026-03-20_Int6_MLP3x_SmearGate_BigramHash_MuonWD_SWA/train_gpt.py x: 3 # contributors y: 3658 line churn records/track_10min_16mb/2026-03-21_11L_XSA4_EMA_PartialRoPE_LateQAT_1.1248/train_gpt.py x: 3 # contributors y: 4764 line churn records/track_10min_16mb/2026-03-22_11L_EMA_GPTQ-lite_warmdown3500_QAT015_1.1233/train_gpt.py x: 3 # contributors y: 4206 line churn records/track_10min_16mb/2026-03-23_LeakyReLU_LegalTTT_ParallelMuon/train_gpt.py x: 3 # contributors y: 5694 line churn records/track_10min_16mb/2026-03-24_74M_Ternary_UNet_FP8_10L_8192BPE_YaRN_NeoMuon/train_gpt_cuda_ternary.py x: 2 # contributors y: 2872 line churn records/track_10min_16mb/2026-03-25_ValCalib_GPTQ_XSA_BigramHash3072/train_gpt.py x: 3 # contributors y: 6405 line churn records/track_10min_16mb/2026-03-29_Loader_FullGPTQ_XSA11_BigramHash2816/train_gpt.py x: 2 # contributors y: 4102 line churn records/track_10min_16mb/2026-04-01_Vocab4096_MLPMult4_WD085/train_gpt.py x: 3 # contributors y: 4881 line churn records/track_10min_16mb/2026-04-03_MuonEqR_DepthRecurrence_WD090_AllInt6/train_gpt.py x: 3 # contributors y: 627 line churn records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence/train_gpt.py x: 3 # contributors y: 3 line churn records/track_10min_16mb/2026-04-06_SP8192_HessianSDClip_ProgressiveRecurrence/train_gpt_decode.py x: 3 # contributors y: 5625 line churn records/track_non_record_16mb/2026-03-21_DepthRecurrence_MixedPrecisionQuant/train_gpt.py x: 2 # contributors y: 2548 line churn records/track_non_record_16mb/2026-03-24_106M_Binary_Asymmetric_UNet_FP8_15L_8192BPE_YaRN_NeoMuon_Smear/train_gpt_cuda_binary.py x: 2 # contributors y: 2700 line churn train_gpt.py x: 6 # contributors y: 5992 line churn records/track_10min_16mb/2026-03-19_MixedQuant_Int6Int8_SlidingWindow/train_gpt.py x: 2 # contributors y: 2648 line churn records/track_10min_16mb/2026-03-19_smeargate_orthoinit_muonwd/train_gpt_v5.py x: 2 # contributors y: 2844 line churn records/track_10min_16mb/2026-03-17_LoRA_TTT/train_gpt.py x: 2 # contributors y: 2744 line churn records/track_10min_16mb/2026-03-19_10L_MixedPrecision/train_gpt.py x: 2 # contributors y: 2304 line churn records/track_10min_16mb/2026-03-19_SlidingWindow_FP16Emb_10L_MuonWD_OvertoneInit/train_gpt.py x: 2 # contributors y: 2596 line churn records/track_10min_16mb/2026-03-19_WarmdownQuantization/train_gpt.py x: 2 # contributors y: 2492 line churn train_gpt_mlx.py x: 5 # contributors y: 70 line churn
7506.0
line churn
  min: 3.0
  average: 3129.22
  25th percentile: 1666.0
  median: 2744.0
  75th percentile: 4635.0
  max: 7506.0
0 6.0
# contributors
min: 2.0 | average: 2.3 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 2.0 | max: 6.0

File Size vs. Line Churn: 79 points

records/track_non_record_16mb/2026-03-30_ByteJEPA/train_gpt.py x: 943 lines of code y: 2434 line churn records/track_non_record_16mb/2026-03-30_ByteJEPA/transpile_to_bytes.py x: 38 lines of code y: 120 line churn records/track_non_record_16mb/2026-04-30_Random_Linear_Adapter/train_gpt.py x: 1014 lines of code y: 2518 line churn records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor.py x: 1334 lines of code y: 3380 line churn records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_full.py x: 1145 lines of code y: 2962 line churn records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_lora.py x: 1197 lines of code y: 3092 line churn records/track_non_record_16mb/2026-04-05_118M_XNOR-Net_FP8_1024D_10L/train_gpt_cuda_xnor_eggroll_nlayers.py x: 1155 lines of code y: 2986 line churn measure_variance_ratio.py x: 139 lines of code y: 454 line churn 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records/track_non_record_16mb/2026-04-15_Mamba3Hybrid_SP8192_GPTQ_TTT/train_mamba3_hybrid.py x: 1890 lines of code y: 4464 line churn records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/lossless_caps.py x: 691 lines of code y: 1666 line churn records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/prepare_caseops_data.py x: 100 lines of code y: 336 line churn records/track_10min_16mb/2026-04-29_SmearGateBOSFix_3Seed_1.06141/train_gpt.py x: 3204 lines of code y: 7148 line churn scripts/run_1868_rerun.py x: 150 lines of code y: 400 line churn records/track_10min_16mb/2026-04-27_SmearGateBOSFix_PR1787Base_LQERAsym_PhasedTTT/train_gpt.py x: 3185 lines of code y: 7110 line churn records/track_10min_16mb/2026-04-16_SmearGate_AttentionOutputGate_ScoreFirstTTT/train_gpt.py x: 2739 lines of code y: 5892 line churn records/track_10min_16mb/2026-04-27_SP8192_LQER_SparseGate_BOSSmearFix_9HpStack_1.0611/train_gpt.py x: 3349 lines of code y: 7506 line churn 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6084 line churn records/track_10min_16mb/2026-04-14_MultiPhaseGlobalSGD_PhasedTTT/train_gpt.py x: 2775 lines of code y: 5952 line churn records/track_10min_16mb/2026-04-13_VarLenAttn_PhasingTTT2000/train_gpt.py x: 3163 lines of code y: 6758 line churn records/track_10min_16mb/2026-04-10_VarLenAttn/train_gpt.py x: 2662 lines of code y: 5920 line churn records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed/ngram/fused_expert_kernel.cpp x: 412 lines of code y: 990 line churn records/track_10min_16mb/2026-04-09_A2_Muon097_3Seed/ngram_tilt.py x: 168 lines of code y: 436 line churn records/track_10min_16mb/2026-03-19_MLP3x_QAT_Int6_SlidingWindow/train_gpt.py x: 1150 lines of code y: 4279 line churn records/track_10min_16mb/2026-03-19_Seq2048_FP16Emb_TunedLR/train_gpt.py x: 1046 lines of code y: 4037 line churn records/track_10min_16mb/2026-03-20_10L_Int5MLP_MuonWD04_SWA50/train_gpt.py x: 1059 lines of code y: 3721 line churn 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code y: 2548 line churn records/track_non_record_16mb/2026-03-24_106M_Binary_Asymmetric_UNet_FP8_15L_8192BPE_YaRN_NeoMuon_Smear/train_gpt_cuda_binary.py x: 1233 lines of code y: 2700 line churn train_gpt.py x: 896 lines of code y: 5992 line churn records/track_10min_16mb/2026-03-19_MixedQuant_Int6Int8_SlidingWindow/train_gpt.py x: 1041 lines of code y: 2648 line churn records/track_10min_16mb/2026-03-19_smeargate_orthoinit_muonwd/train_gpt_v5.py x: 1099 lines of code y: 2844 line churn records/track_10min_16mb/2026-03-17_LoRA_TTT/train_gpt.py x: 1088 lines of code y: 2744 line churn records/track_10min_16mb/2026-03-18_FP16Embed_WD3600/train_gpt.py x: 901 lines of code y: 2266 line churn records/track_10min_16mb/2026-03-19_10L_MixedPrecision/train_gpt.py x: 917 lines of code y: 2304 line churn records/track_10min_16mb/2026-03-19_SlidingWindowEval/train_gpt.py x: 1089 lines of code y: 2738 line churn records/track_10min_16mb/2026-03-19_SlidingWindow_FP16Emb_10L_MuonWD_OvertoneInit/train_gpt.py x: 1034 lines of code y: 2596 line churn records/track_10min_16mb/2026-03-19_WarmdownQuantization/train_gpt.py x: 1007 lines of code y: 2492 line churn train_gpt_mlx.py x: 860 lines of code y: 70 line churn
7506.0
line churn
  min: 3.0
  average: 3129.22
  25th percentile: 1666.0
  median: 2744.0
  75th percentile: 4635.0
  max: 7506.0
0 3349.0
lines of code
min: 1.0 | average: 1208.68 | 25th percentile: 691.0 | median: 1050.0 | 75th percentile: 1361.0 | max: 3349.0