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137 GB
120 files
Updated 24 days ago
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| Name | Size | Uploaded | Xet hash |
|---|---|---|---|
| 5p0_cotrain-none | 16 items | ||
| A_frozen-markov | 21 items | ||
| B_frozen-token | 28 items | ||
| Bx2_frozen-token-x2 | 16 items | ||
| C_hybrid | 4 items | ||
| D_cotrain-token | 4 items | ||
| E_cotrain-markov | 20 items | ||
| ref | 10 items | ||
| README.md | 2.06 kB xet | 1070e13a |
Token-Channel Program — drafting heads
Speculative-decoding drafting heads for Qwen3-8B, placed in the 2×2 design space they test. All trained on the same 800k data (nemotron-nothink). Metric τ (bonus-inclusive), btop rail, n=100.
The 2×2 — channel × backbone
| markov (rank-256 bigram, logit-level) | token layer (feature-level transformer layer) | |
|---|---|---|
| frozen base | A_frozen-markov/ — helps only slot 0, ~0 net. tree inert. |
B_frozen-token/ — +0.24 all four, converges epoch 0. tree inert. |
| co-trained base | E_cotrain-markov/ ★ the shape that works — chain +0.10 but the TREE recovers the full delegation (+2.07); the only co-trained head with a LIVE tree. |
D_cotrain-token/ — strong chain, but a full layer per tree node is too expensive → tree DEAD. |
Controls & variants
5p0_cotrain-none/— co-trained base, NO channel. The origin D and E subtract against (τ 5.27 @ s5000).Bx2_frozen-token-x2/— frozen base + TWO layers. +0.22 = one layer's level → the base is the ceiling, not capacity.C_hybrid/— mask AND token inputs co-trained (self-forcing, block-15). One ckpt for tree AND chain. Still training.
Reference heads (ref/) — comparison anchors, not our arms
ref/dspark-b7,ref/dspark-b15— bidirectional + markov, our 800k reproduction (DeepSeek/PKU design). b15 head-to-head: chain 8.75 / tree 11.62 math500; its base alone is a half-product (bare tree 4.28).ref/b7bb— DSpark-arch 800k (slot-switch experiment).
Verdict
A frozen backbone is a CEILING (B-x2 = B). The winning shape is a co-trained base + a corrector cheap enough to stay present at EVERY tree node (E proves it; D's layer-cost corrector cannot).
Each <arm>/s<step>/ folder holds one checkpoint: config.json · dflash.py · model.safetensors ·
target_release_weights.safetensors (+ dspark_heads.py for markov arms).
- Total size
- 137 GB
- Files
- 120
- Last updated
- Jul 15
- Pre-warmed CDN
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