From cbbf3d6347c1bb5230858f94b60186f6f3527330 Mon Sep 17 00:00:00 2001 From: Christopher Lee McClendon Date: Tue, 24 Mar 2026 21:24:50 -0400 Subject: [PATCH] feat: 11L GEPA + 30k Steps + Pure Int6 + Legal TTT (1.0920 BPP) - Non-record unlimited-compute submission: val_bpb=1.0920 - 30000-step training (12000 peak-LR + 18000 warmdown) on 4xA100-40GB - Pure int6 per-row quantization with 15-candidate GPTQ-lite + zstd-22 - Legal score-first TTT (SGD, 10 epochs, momentum 0.9): -0.035 BPP gain - Float base 1.1043, quant 1.1267, artifact 13.40 MB (14,136,140 bytes) - Includes model artifact (final_model.int6.ptz) for reproducibility - 6th data point in warmdown scaling law series (9k/12k/15k/20k/25k/30k) --- .../README.md | 81 + .../final_model.int6.ptz | Bin 0 -> 14057451 bytes .../submission.json | 16 + .../train.log | 2071 +++++++++++++++++ .../train_gpt.py | 1762 ++++++++++++++ 5 files changed, 3930 insertions(+) create mode 100644 records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/README.md create mode 100644 records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/final_model.int6.ptz create mode 100644 records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/submission.json create mode 100644 records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/train.log create mode 100644 records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/train_gpt.py diff --git a/records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/README.md b/records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/README.md new file mode 100644 index 000000000..5671100b2 --- /dev/null +++ b/records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/README.md @@ -0,0 +1,81 @@ +# 11L GEPA 30k Steps Pure Int6 Legal TTT + +## Result: 1.09197 BPB (non-record track) + +### Architecture +- 11 transformer layers, 512-dim, 8 heads (4 KV), MLP=1536 +- Value Embedding (VE_DIM=128) on layers 9,10 +- BigramHash(2048, dim=128), Partial RoPE (16 dims) +- ReLU² MLP, U-Net skip connections, SmearGate +- 27M parameters + +### Training +- **30000 steps** on 4×A100-40GB (~4.17 hours) +- 786K tokens/step = 23.59B tokens total +- Muon optimizer: LR=0.025 (matrix), 0.035 (tied embed), decoder 2× mult +- Muon momentum: 0.92→0.99 warmup over 1500 steps +- Weight decay: 0.04, Gradient clip: 0.3 +- EMA decay 0.997 +- **Warmdown: 18000 steps (60%)** — key insight: longer warmdown reduces quant gap +- Warmup: 20 steps + +### Quantization +- Pure int6 per-row + zstd-22 compression +- GPTQ-lite with 15-percentile clip search +- QUANT_EMBED=1 (int6 per-row for embeddings) +- **Artifact: 14,057,451 bytes (13.40 MB)** +- **Quant gap: 0.0224** (float 1.1043 → quant 1.1267) + +### Test-Time Training (Legal) +- SGD with momentum=0.9, lr=0.002, 10 epochs per chunk +- 32768 tokens/chunk, freeze first 2 blocks +- Gradient clip: 1.0 +- Cosine LR decay across chunks with 50-chunk warmup +- **TTT gain: -0.035** (quant 1.1267 → TTT 1.0920) + +### Training Trajectory +| Step | val_bpb | Phase | +|------|---------|-------| +| 500 | 1.3944 | Warmup | +| 5000 | 1.2315 | Peak LR | +| 10000 | 1.2177 | Peak LR plateau | +| 12000 | 1.2178 | Warmdown start | +| 15000 | 1.2021 | Early warmdown | +| 20000 | 1.1828 | Mid warmdown | +| 25000 | 1.1561 | Deep warmdown | +| 27000 | 1.1397 | Acceleration | +| 29000 | 1.1167 | Rapid convergence | +| 30000 | **1.1043** | **Final** | + +### Key Insights +1. **60% warmdown ratio** reduces quantization gap from 0.027 → 0.022 (5 mBPB) +2. **Peak-LR plateau** at ~1.217 reached by step ~9000 — longer peak LR has diminishing returns +3. **Final 5000 steps** of warmdown produce largest BPP decline (−0.052 from step 25k→30k) +4. **SGD TTT** more stable than AdamW TTT for this architecture +5. Scaling from 25k→30k steps: -0.0024 BPP improvement + +### Scaling Law (observed) +| Steps | Float base | TTT final | Δ from prev | +|-------|-----------|-----------|-------------| +| 9000 | 1.1353 | 1.1157 | — | +| 12000 | 1.1268 | 1.1079 | -0.008 | +| 15000 | 1.1217 | 1.1035 | -0.004 | +| 20000 | 1.1153 | 1.0983 | -0.005 | +| 25000 | 1.1088 | 1.0944 | -0.004 | +| **30000** | **1.1043** | **1.0920** | **−0.002** | + +--- + +## Acknowledgments + +This submission builds on techniques introduced by many contributors to the parameter-golf community: + +- **signalrush** (PR #414): GPTQ-lite clip search and EMA — the quantization backbone of this submission +- **jfprincz** (PR #315): Partial RoPE (16/64 dims) and layerwise LN scale +- **jfprincz** (PR #287): XSA on last 4 layers, EMA replacing SWA, MLP 3× expansion +- **unnir** (PR #265): Efficient Partial XSA concept +- **raahilshah** (PR #162): SmearGate, BigramHash embeddings, OrthoInit, Muon weight decay +- **aruniyer** (PR #86): Int6 quantization with STE QAT +- **samacqua**: LoRA-based test-time training concept +- **abaybektursun** (PR #549): LeakyReLU² activation exploration +- **OpenAI**: Baseline architecture, Muon optimizer, and competition infrastructure diff --git a/records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/final_model.int6.ptz b/records/track_non_record_16mb/2026-03-24_11L_GEPA_30kSteps_PureInt6_LegalTTT/final_model.int6.ptz new file mode 100644 index 0000000000000000000000000000000000000000..6efb96e9d857620928764cd9c91373fb5160c979 GIT binary patch literal 14057451 zcmXt*WmFqLv#=9F65QS0Dee~BirCNFqouBokks!)~i6BL9c3590k>kCDl2 zI)zQO*eP4C1RI(;!gk%gnZByxx?5tXiS!DQ!tS49!v|!2(Wge(AyY8lh<~>|+hQA% zUl%W3yqapT<~LojHay(je2#~_;_BOLU0w9_%Z0+$DyR(o8mr$6%w<2cGTo4bogZM5 z3)l)@&Do!0#O1YH^};W^L!`DFLk2i}D>W0424{_0A%)+#qjCqhpJJX|jxwhkHD|H`~(JW286L^?R;nf40h#USQr zN_4CU9I$9-Rg2e*&ZYI%J~<5-!15I`t%9*DAzacFi>zFIR7c{iRvPVy&>`{&p0sn2 zE}e;&9mMGT4QCnL;pS=~(yIQmR+-E6r`C$yENmF6_vo$O&IFNtI{uNkH^%mu 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