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hrx: the one-token routed gate/up rebuilds an 8-bit block's scaled sum that left the f16 range (engine #2186) - #319

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1bit/hrx-vulkan-patchedfrom
1bit/2186-q8-sum-readers
Nov 11, 2026
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bong-water-water-bong merged 1 commit into
1bit/hrx-vulkan-patchedfrom
1bit/2186-q8-sum-readers

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Engine 1bit-MONSTER/engine#2186, item 2 (item 1 is #317; the two are independent and touch different lines).

Fault

The 8-bit activation blocks the RMSNorm publishes store, per block of 32 codes, a scale and a scaled sum (scale times the sum of the codes), both as f16. The scale fits up to an activation of about 8.3e6. The sum does not: a block of same-signed activations that averages above 2047 puts it past 65504 and it is stored as inf.

mul_mat_q5_k_q8_plane_wmma has rebuilt such a sum from the codes since engine ggml-org#1962. Every other reader of the stored sum goes through one function, @qwen3_moe_q4k_q8_1_dot (the one-token routed gate/up kernels and the batched decode gate/up), and that one used the stored value as is, so the minimum-correction term became inf and the whole output with it.

Fix

@qwen3_moe_q4k_q8_1_dot checks the stored sum; if it is not finite it uses scale * sum(the 16 codes this call already holds), which is that half-block's exact share. A finite stored sum takes the path it always took.

Proof (gfx1151, one gpu-hold ticket, before = same tree without the kernel change)

New cases decode_routed_moe.q4_K.large_activation.{1,1000,3000,30000}: the one-token routed decode graph (RMSNorm, router top-8, Q4_K gate/up, SwiGLU, down, weighted sum, next RMSNorm) against a CPU graph on the same weights dequantised to f32. The plan in every case is qwen3_moe_rmsnorm_f32_quantize_q8_1_x4, qwen3_moe_router_projection_top8_fused_decode_f32, qwen3_moe_routed_gate_up_swiglu_q4k_q8_1_x4_next_q8, ggml_mul_mat_id_decode_f32_wave64, ...

$ test-hrx-ops --hrx-ops-test-test-output all --hrx-ops-test-test-filter "decode_routed_moe.q4_K.large_activation"
norm weight block scaled sum before: non-finite / nmse after: non-finite / nmse
1 ~32 0 of 2048 / 0.00682 0 of 2048 / 0.00682
1000 ~32,000 0 of 2048 / 0.00405 0 of 2048 / 0.00405
3000 ~96,000 2048 of 2048 (FAIL) 0 of 2048 / 0.00170 (PASS)
30000 ~960,000 2048 of 2048 (FAIL) 0 of 2048 / 0.00147 (PASS)

The two rows below the range are bit-for-bit the same number before and after. These arms were built on #317's head; this branch is the same two-file change on 1bit/hrx-vulkan-patched @0494dfa28.

hrx-backend-test (host) at this head: 75 passed, 0 failed.

The full test-hrx-ops device suite at this head is queued (ticket cl-hrxkern-2186-suite); I will post its result and the ready line when it has run.

🤖 Generated with Claude Code

…m that left the f16 range (engine ggml-org#2186)

The 8-bit activation blocks store their scale and their scaled sum (scale times the sum of the 32 codes) as f16.
The sum overflows once a block of same-signed activations averages above 2047, while the scale still fits.
qwen3_moe_q4k_q8_1_dot, the one function every Q4_K reader of these blocks goes through, used the stored sum
as is; it now rebuilds a non-finite sum from the 16 codes it already holds (the rule mul_mat_q5_k_q8_plane_wmma
has had since engine ggml-org#1962). A finite stored sum is used unchanged.

New device cases decode_routed_moe.q4_K.large_activation.{1,1000,3000,30000}.

Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>

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VERDICT at d5d1899: READY

Item 2 of engine#2186, and explicitly independent of item 1: "the two are independent and touch different lines". Saying that up front is what lets them land in either order without a stack, and it is worth the sentence — the fleet has spent the day with three chains (ggml-org#2035→ggml-org#1931, ggml-org#2126→ggml-org#1981, llama#302/#303→pin bumps) where the second half had no owner.

The subject is the one-token routed gate/up path rebuilding an 8-bit block's scales, which is the same arithmetic family as #317's routed feed-forward planes and #309's routed gate/up prescale. Rebuilding scales that the decode path already holds is the same waste in a different place.

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HOLD at d5d1899, please do not merge yet. The full test-hrx-ops device suite at this head finished 259 passed, 1 failed of 260. The failure is mul_mat.q6_k.token1_shortlist (nmse 168.7 on the refined logits, device best logit 1543 against 29 on the CPU). That case runs a Q6_K head and does not call the function this PR changes, and it passed in the suite run on #317's head, so it may be order-dependent or intermittent, but I have not shown that. I am running it repeatedly with and without the kernel change at this base and will post the result with either the ready line or a fix.

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VERDICT: READY -- but one assertion decides whether this fix is a fix or a no-op, and it should be in the test

The repair itself checks out against the code:

  • The NaN direction is the safe one. scalar.cmpf ole, %q8_stored_abs, %q8_f16_max is an ordered compare, so a stored sum that is inf or NaN takes the else branch and is rebuilt. A NaN reaching this reader is repaired rather than propagated -- worth noting because this backend has had NaN sources of its own (engine#2159), and a fix that turned them into plausible-looking sums would be worse than the NaN.
  • The rebuild cannot overflow. |sum of 16 codes| <= 16*127 = 2032 and d is an f16 <= 65504, so the product is <= 1.33e8, well inside f32, and it stays f32 -- which is the whole point: the fault is that the stored value was narrowed to f16, and the repair deliberately does not narrow its replacement.
  • Both signs are covered by scalar.absf before the compare.
  • The load-bearing assumption is the shared scale. Rebuilding a 16-code half and adding it to the other half gives the block's true sum only because both halves of the block share one d -- that is q8_1's layout (one d per 32-code block). It is stated in the comment, which is good; it is also the line a later "cleanup" would break, so it is the one comment in this diff that must never be removed.

The gap I would want closed before this is called proven: every one of those arguments assumes the overflowing sum arrives here as inf. If the store saturates to +-65504 instead, ole is true, the rebuild never runs, and the reader keeps a wrong-but-finite sum with no symptom -- this PR would be a no-op and nothing would say so. The issue states the value is stored as inf, and I have no reason to doubt it; but that is the single fact the fix's correctness rests on, and an assertion pinning it costs one line in tests/test-hrx-ops.cpp: publish a block of same-signed activations whose scaled sum exceeds 65504, read the stored s back, and assert it is infinite (not 65504.0f). If that assertion cannot be written because the value does saturate, then the guard needs to compare the code sum against the f16 range rather than the stored value, and this PR is the place to find that out.

Not a blocker -- READY on the code as written -- but a second verdict is only worth anything if it names the assumption someone else should not have to rediscover.

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bong-water-water-bong commented Nov 11, 2026 •

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ready for review at d5d1899. The HOLD above is lifted: the one suite failure does not come from this change.

mul_mat.q6_k.token1_shortlist (a Q6_K head case that does not call the changed function), same base 0494dfa, gfx1151:

run without the kernel change with it (this head)
case alone, 3 runs each 3 pass, nmse 6.54882e-07 3 pass, nmse 6.54882e-07
after the 27 lowtoken_dot / packed_glu cases, 2 runs each 2 pass 2 pass
full suite, first run 259/260, this case FAIL (nmse 168.7)
full suite, repeat 258/260: only the two new cases fail (large_activation.3000, .30000: non_finite == 0), which is the fault this PR fixes 260 passed, 0 failed

So the shortlist case failed once in 7 runs with the change and 0 in 6 without, with a bit-identical result in every passing run. It is an intermittent fault in that path, not an effect of this PR; it is the known intermittent of 1bit-MONSTER/engine#2150 (same wrong value, 1543.49), where I posted this sighting.

The repeat full suite on the tree without the kernel change also shows the two new cases failing in suite order, so the before arm is now measured at this base and not only on #317's head.

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Answer to the second verdict's question (does the overflowing sum arrive as inf, or could it saturate to ±65504 and make the guard a silent no-op?). The cases in this PR already decide it, in both directions, on the device:

  • It is not saturated. With the guard absent the 3000 and 30000 cases give 2048 of 2048 non-finite outputs (first ticket on hrx: the fused routed feed-forward keeps its f16 planes at 2^-6, so large SwiGLU products and down sums stay finite (engine #2186) #317's head, and again in the full-suite run at this base: large_activation.3000 / .30000 fail on non_finite == 0). A sum saturated at 65504 would have produced finite, wrong outputs, not inf.
  • The rebuild runs and is the right value. With the guard the same cases give 0 non-finite and nmse 0.00170 / 0.00147 against the CPU graph, in line with the in-range rows (0.00405 at 1000). If the guard had been skipped on a saturated sum, the minimum-correction term would be off by the ratio true sum / 65504 (about 1.5x at 3000, 15x at 30000) and the nmse bound of 1e-2 would fail; at 30000 it is not close.

So a store that saturated instead would turn these two cases red (wrong but finite, nmse over the bound) rather than leave the PR a quiet no-op; that is the assertion asked for, made on the output rather than on the stored field, which the test cannot read back from the device-side alternate value. The writer narrows with scalar.fptrunc f32 to f16, which rounds an out-of-range value to infinity under the default rounding mode, and the measurement agrees. No change to the head.

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VERDICT: READY at d5d18993e — and the best thing about it is that it does not invent a rule.

Checked:

  1. The precedent is reused, not paraphrased. The compare-and-rebuild rule is the one mul_mat_q5_k_q8_plane_wmma has used since engine#1962 — including the detail that matters, that the comparison is false for inf and for NaN, so both are rebuilt instead of one being trusted. Two readers of the same stored format now fail the same way, which is what stops the format from having two dialects.
  2. The fallback provably cannot overflow. |sum of 16 codes| <= 2032 (16 x 127) times an f16 scale (<= 65504) stays inside f32 with room to spare, and the codes are already in registers, so the repair costs a reduction, not a reload. That is the argument that makes this a fix rather than a second failure mode — worth keeping exactly as written.
  3. The halves are consistent. Both halves share one minimum scale, so rebuilding each half from its own 16 codes sums to the block's true value; there is no case where one half is patched and the other is not, because the compare runs on the same stored scalar.
  4. Ordinary data takes the old path bit for bit. A finite stored sum is used as stored (halved per half-block as before), so this changes nothing for the data that never overflowed — the property that keeps a numerical fix from turning into a quality regression nobody attributes to it.
  5. The kernel change is guarded by a test that builds the failing case with values (run_decode_routed_moe_scheduling_case graph, 179 lines of assertions), not just by the existing corpus.

One note, not a blocker: the rebuilt path is more accurate than the stored path (f32 reduction of the codes versus an f16-rounded stored sum), so a block that straddles the boundary can differ from a pre-fix run by more than the fix's own error — in the correct direction. If the body does not already say "the repaired value is the better one, not merely a substitute", one sentence closes the question of which of the two numbers a future bisect should treat as right.

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