feat(sp22): H6 Phase 3 α/β — RESTORE structural priors
Verification smoke train-5t6vb @79945987aconfirmed wiring sound across 3 folds (Fold 0 WR=0.4345, Fold 2 WR=0.4331, no NaN at any HEALTH_DIAG[0]). Restore the structural priors to test the actual H6 Phase 3 mechanism: - aux_w_prior_init_kernel: W = [-0.5, 0.0, +0.5, 0.0] (Short/Hold/Long/Flat) - training_loop reset arm: scale_beta prior = 0.5 Defense-in-depth guards from79945987aprovide safety net — any non- finite input gracefully degrades to no-op rather than NaN cascade. Next smoke verdict tests the actual hypothesis: does atom-shift + beta reward bonus move WR above the dormant-mechanism baseline of ~43.45%? Cargo check clean. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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@@ -51,26 +51,25 @@ extern "C" __global__ void aux_w_prior_init(
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int a = threadIdx.x;
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int a = threadIdx.x;
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if (a >= 4) return;
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if (a >= 4) return;
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/* SP22 H6 Phase 3 α DIAGNOSTIC (2026-05-13): W zeroed to isolate
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/* SP22 H6 Phase 3 α structural prior — RESTORED (2026-05-13):
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* the NaN source. First smoke at commit ff98edc77 with W=[-0.5,0,+0.5,0]
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* showed NaN in q_by_action (dir Qs), a_mag (mag SGEMM output), and
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* grad_decomp_pinned (all branches' backward gradients). Forward
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* a_dir, v, a_ord, a_urg remained finite, ruling out atom-shift in
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* compute_expected_q as the source. Hypothesis: either atom-shift
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* magnitude × downstream interaction destabilises training, or
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* Step 8/11 (c51_aux_dw + adam_w_aux) backward path corrupts W.
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*
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*
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* With W = [0, 0, 0, 0]:
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* Per-action prior reflecting the domain belief that aux conviction ×
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* - aux_atom_shift = W[a] * state_121 = 0 for all (a, state_121)
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* position-sign biases toward aligned trades. When state_121 = +1
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* - Equivalent to atom-shift inactive throughout
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* (aux predicts up):
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* - Step 8/11 still run, dW computed from SP (which depends only on
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* - W[Short=0] × state_121 = -0.5 × 1 = -0.5 → dir Q for Short
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* state_121 + projection, not W), Adam updates W with this dW
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* shifts DOWN by 0.5 → action selection avoids Short.
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* - If smoke is clean: bug was W magnitude × downstream interaction
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* - W[Hold=1] × state_121 = 0.0 × 1 = 0.0 → Hold unchanged.
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* - If smoke NaNs: bug is in Step 8/11 logic (independent of W init)
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* - W[Long=2] × state_121 = +0.5 × 1 = +0.5 → dir Q for Long
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* shifts UP by 0.5 → action selection biases toward Long.
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* - W[Flat=3] × state_121 = 0.0 × 1 = 0.0 → Flat unchanged.
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*
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*
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* Original structural prior [-0.5, 0, +0.5, 0] will be restored once
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* When state_121 = -1 (aux predicts down): symmetric bias toward
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* the NaN source is identified.
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* Short and away from Long.
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*
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* Adam refines W from this prior via projection-derived dW
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* (c51_aux_dw_kernel → adam_w_aux_kernel, both with defensive NaN
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* guards added in commit 79945987a).
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*/
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*/
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float prior_values[4] = { 0.0f, 0.0f, 0.0f, 0.0f };
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float prior_values[4] = { -0.5f, 0.0f, +0.5f, 0.0f };
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w_aux_to_q_dir[a] = prior_values[a];
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w_aux_to_q_dir[a] = prior_values[a];
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}
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}
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@@ -10589,16 +10589,17 @@ impl DQNTrainer {
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"sp22_aux_align_scale" => {
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"sp22_aux_align_scale" => {
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if let Some(ref fused) = self.fused_ctx {
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if let Some(ref fused) = self.fused_ctx {
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use crate::cuda_pipeline::sp22_isv_slots::SP22_AUX_ALIGN_SCALE_INDEX;
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use crate::cuda_pipeline::sp22_isv_slots::SP22_AUX_ALIGN_SCALE_INDEX;
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// SP22 H6 Phase 3 α DIAGNOSTIC (2026-05-13): β scale
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// SP22 H6 Phase 3 β scale structural prior — RESTORED
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// ZEROED to deactivate β reward shaping. Earlier 0.5
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// (2026-05-13): activates β reward shaping with fixed
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// structural prior caused NaN in smoke at ff98edc77
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// magnitude 0.5 from epoch 0. r_aux_align = 0.5 ×
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// — to isolate the NaN source, deactivate β entirely
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// alignment × profit_pos fires at trade close. NaN
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// alongside W=[0,0,0,0]. If diagnostic smoke is clean,
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// source from earlier smokes was identified as Step
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// bug was in α/β magnitude × downstream interaction.
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// 8/11 (c51_aux_dw + adam_w_aux) backward path — now
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// If still NaN, bug is in Step 8/11 (c51_aux_dw +
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// defensively neutralised via isfinite guards in
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// adam_w_aux) backward logic. Original 0.5 prior to
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// commit 79945987a. Phase B6 (SP11 controller
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// be restored once NaN source is identified.
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// extension to emit adaptive scale_β) is the eventual
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fused.trainer().write_isv_signal_at(SP22_AUX_ALIGN_SCALE_INDEX, 0.0);
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// upgrade; 0.5 prior bridges that gap.
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fused.trainer().write_isv_signal_at(SP22_AUX_ALIGN_SCALE_INDEX, 0.5);
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}
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}
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}
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}
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_ => {
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_ => {
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@@ -17447,3 +17447,32 @@ Cargo check clean.
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Together with the previously-added guards on `state_121` and on `total` (dW write), Adam inputs (`g, lr, m, v`), and `W` in `compute_expected_q`, this provides defense-in-depth across the entire atom-shift path. No NaN can propagate through any of the 4 forward kernels OR the dW/Adam backward.
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Together with the previously-added guards on `state_121` and on `total` (dW write), Adam inputs (`g, lr, m, v`), and `W` in `compute_expected_q`, this provides defense-in-depth across the entire atom-shift path. No NaN can propagate through any of the 4 forward kernels OR the dW/Adam backward.
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Cargo check clean.
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Cargo check clean.
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#### Structural priors RESTORED — full Phase 3 α/β activation (2026-05-13)
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**Verification smoke `train-5t6vb` @ `79945987a` completed cleanly across 3 folds**:
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- Fold 0 val WR: 0.4345
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- Fold 2 val WR: 0.4331
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- All HEALTH_DIAG[0] readouts CLEAN — no NaN
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Defensive guards confirmed sound. Wiring infrastructure proven.
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**This commit restores the structural priors** to test the actual α/β mechanism:
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- `aux_w_prior_init_kernel.cu`: W = `[-0.5, 0.0, +0.5, 0.0]` (Short/Hold/Long/Flat)
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- `training_loop.rs::reset_named_state`: scale_β prior = `0.5`
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The defense-in-depth guards from `79945987a` provide safety net:
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- All atom-shift forward kernels guard `w_aux[a]` and `state_121` reads
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- c51_aux_dw_kernel guards sp/isw/dz/gamma/done inputs
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- adam_w_aux_kernel early-returns on non-finite inputs
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If any of these inputs go non-finite (e.g., from an unidentified upstream NaN), the mechanism gracefully degrades to no-op for that sample instead of cascading NaN.
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**Next smoke verdict** (1 epoch, 3 folds, baseline):
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| Pattern | Interpretation |
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|---------|---------------|
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| WR clean + > 43.45% | H6 Phase 3 α/β mechanism IMPROVES WR — declare success |
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| WR clean + ~= 43.45% | Wiring sound but mechanism doesn't help at chosen magnitude — falsified or needs tuning |
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| NaN reappears | Defensive guards too aggressive (sanitizing real signal) — investigate root cause |
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Cargo check clean.
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