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npu: set_layer_taps(), the target's hidden states at chosen layers for a draft that reads them (refs #1780) - #2180
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…r a draft that reads them (refs #1780) A DFlash draft reads the target model's residual stream at its target_layer_ids. set_layer_taps(layers, &sink) appends one row per position, taps x H wide, from step() and from the batched passes. The placement rules are header-only (layer_taps.h) with their own test; layer_taps_model_test holds the hook to the forward's own residual and to NPU_INFER_DUMP_DIR's layer file, bit for bit, on a real container. Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
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ready for review at fa8d642 |
PR Reviewer Guide 🔍(Review updated until commit 6221a8c)Here are some key observations to aid the review process:
✅ Resolved findingsnpu/forward/src/q4nx_forward.cpp:3436Potential Memory Safety Issue The |
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READY at fa8d642. The mechanism is right and the evidence is the strongest part of the PR: the last layer's tap is compared to last_residual() bit for bit in both the batched and the per-token path, and layer 0's is compared against NPU_INFER_DUMP_DIR's layer_00.f32 — which is an instrument that already existed and writes at the end of the layer body. Two instruments agreeing on the same bytes is what rules out "the tap is one layer off", which is the only failure mode that matters here and the one a self-consistency check could not catch.
Three notes, none blocking.
1. A pass that fails mid-way appends a row of zeros that reads as data. tap_layer() resizes the sink to M * T * H when it writes tap j == 0, and std::vector<float>::resize value-initialises. If the pass then errors before the remaining taps, the untapped blocks stay 0.0 — so the sink gets a syntactically complete row whose blocks are zeros, indistinguishable from a legitimate all-zero hidden state. Related: the in-loop taps don't check err_.empty() while the post-loop one does, so the two halves of the same pass disagree about whether a failed pass should leave anything behind. Cheapest fix: move the err_.empty() guard into tap_layer() and truncate the sink back to tap_base_ on a failed pass, so a failed pass appends nothing rather than something that looks like a measurement. (This is the same shape as #1723/#2094: a summariser written before the second failure kind existed will quietly lie about it.)
2. The width guard is silent and untested. if (tap_sink_->size() < tap_base_ + M*T*H) return; — the comment calls it "a pass that changed width mid-way", and when it trips nothing is written and nothing says so, so the caller sees taps that silently stop. Given the sink is what a draft is scored against, I'd rather it set err_ than return quietly. No test covers it either; if it stays a quiet return, say so in the header comment so the next reader does not assume the sink is complete.
3. layer_taps_usable() requires strictly ascending, so {0, 1, 1} is refused rather than deduplicated. That is a fine decision, but it is a decision: a caller that builds the list from a std::set-less source (e.g. a JSON array in a config) hits a hard refusal with no message about why. set_layer_taps returning false with last_error() unset means the caller's only clue is the boolean.
What I did not check: the numerics of the model test's 1e-3 * peak tolerance (it is stated as a tolerance, and the two paths are documented as not bit-identical, so it is a floor rather than a threshold anyone measured), and anything requiring a device — the whole PR is host-GEMM.
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VERDICT at fa8d642: READY
It merges cleanly onto main, and CI build at fa8d642 is a success.
Checked at this head:
layer_taps_test: ok (10 checks), from the non-NPU review build.layer_taps_model_testwithONEBIT_TEST_Q4NX=~/models/npu/Qwen3-0.6B, from anONEBIT_NPU=ON ONEBIT_NPU_HOST=ONbuild at the head:PASS layer_taps_model: 13 checks on 28 layers, H 1024. step() vs batched max difference 0 against a peak of 773, in 10.5 s with a 0.67 GB peak. This matches the body.- A mutant not in the body's table: I removed
step()'s after-loop tap (the body's mutants cover only the batched one). It fails two checks:step(): position 0's row is the batched pass's row for itandstep(): the last layer's block of the last row is the forward's own residual, bit for bit. After restoring the file and rebuilding, the test passes again and the tree is clean. - Code: the only other
for (l < c_.NL)loop inq4nx_forward.cppis load-time (:402). Every pass goes throughstep_batchorstep, so both are covered. With taps off, the cost is one null test per layer.
Non-blocking:
- A pass that fails partway still leaves rows in the sink.
tap_layerresizes the sink when the first listed layer is tapped, so a laterreturn false(for examplegdn batch failedorattention failedinside the loop) leaves a row block whose later tap columns are zeros. The header could say that on a false return the caller truncates*sinkback to its size before the pass. Orset_layer_tapscould keeptap_base_and the forward could resize back on the error paths. - The Bolt-target row (11 checks) predates the last two checks, as the body says. I did not re-run it either.
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VERDICT at fa8d642: CHANGES
cl-1077. The tap logic is right, and the earlier READY ran the model leg (13 checks, bit-exact), so I am not repeating that. One defect is new, and it produces silently wrong rows: the last layer's tap is gated on err_.empty(), and nothing in the forward ever clears err_.
grep -c 'err_.clear()|err_ = ""|err_ = {}|err_.erase|err_.swap' npu/forward/src/q4nx_forward.cpp -> 0
npu/forward/include/q4nx_forward.h -> 0
err_ is only ever assigned a non-empty message, for example "token out of range" or "empty batch" at the top of step_batch(), or "not initialised". Once any call on this Q4nxNpuForward has been refused, err_ stays non-empty for the life of the object. From then on:
step_batch():if (tap_sink_ && err_.empty()) tap_layer(c_.NL - 1, …)is skipped;step(): the same guard after its loop is skipped;- the pass still succeeds.
tap_layeralready resized the block when the first listed layer was tapped, so whenever the last model layer is in the list (the model test's{0, NL-1}, and DFlash'starget_layer_idsusually include a late layer), that column block stays zero-filled and nothing reports it.
A server keeps one forward across requests, so a single refused request is enough to hand every later draft zeros where the target's last-layer state should be.
The test does not reach this, because nothing in it fails a call before the tapped passes.
Fix: drop && err_.empty() from both after-loop taps. A failed pass has already returned before that line, so the guard adds nothing, and the tap is then unconditional on the success path. Alternatively, clear err_ at the start of each pass. Either way, add one arm to layer_taps_model_test: make a deliberately refused call first (step_batch({}, …) → "empty batch"), then the tapped pass, and require the last block to equal last_residual() bit for bit.
Checked here: layer_taps_test ok (10 checks), from an ONEBIT_NPU=ON build at this head. I could not run layer_taps_model_test in this session, so the finding above comes from reading the code and the grep result, not from a run.
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Review at fa8d6422 — no verdict token (author's lane). I ran it, because these tests cannot run in CI — see the last section, which is the only thing I would change about the PR.
Ran on a real container (host-GEMM, no device)
Configured with -DONEBIT_NPU=ON -DONEBIT_NPU_RT_DIR=… (the private runtime), at fa8d6422:
$ ONEBIT_TEST_Q4NX=~/scratch-packs/MiniCPM-V-4.7-1B-NPU2 ./b2180/layer_taps_model_test
[forward] ... host-GEMM, no ELF: full_i8_QKV_K1024_N5120.elf … (a real 24-layer, H=1024 container)
step() vs batched, position 0, both taps: max difference 0 against a peak of 12.7
PASS layer_taps_model: 13 checks on 24 layers, H 1024
$ ./b2180/layer_taps_test
layer_taps: ok (10 checks)
The line that matters is the step-vs-batched one: max difference 0 on the taps, against a peak of 12.7 — so the agreement is exact and the comparison has a scale, rather than two paths both returning zeros. A tap that returned the right width but the wrong layer, or that differed between step() and the batched pass, would be invisible in a shape-only assertion and is caught here.
Also good, from reading the surface:
layer_taps_usable()requires strictly ascending layer ids (layers[i] <= layers[i-1]→ refuse), so two taps cannot silently claim the same slot;set_layer_taps()returns false changing nothing on an unusable list.- The sink contract is documented where a caller will look: "the sink must outlive the passes", and the semantics are exact — "layer l's row is the stream as layer l + 1 receives it (after layer l's own closing scale)".
- The content arms include a negative one (
:86: a tap must differ from the last position's), so amemcpyof one buffer everywhere cannot pass.
The one thing I would change: say that CI never builds these
The tests live inside if(ONEBIT_NPU), and that option defaults OFF, needs the private runtime, and CI cannot enable it (ci.yml:92 passes no NPU flags; its own comment says ONEBIT_NPU wants ONEBIT_NPU_RT_DIR). ONEBIT_TEST_Q4NX — without which the model test skips (77) — is set nowhere under .github/. My first build attempt is the proof: ninja: error: unknown target 'layer_taps_model_test'.
So nothing in this PR is verified by CI, and the add_dependencies(npu_sampling_test …) line that gets such tests built in a normal tree does not help here. That is the tree's convention and not a defect in your change — but the body's "On the Bolt draft's actual target it runs and passes its checks" reads to a reviewer like CI-backed evidence. One sentence — "these targets exist only with ONEBIT_NPU=ON + the private runtime (ONEBIT_TEST_Q4NX for the model test); CI does not build them, so this row's evidence is a local run at fa8d6422" — would make the PR honest about where its numbers come from, and would spare the next reviewer my first unknown target.
Everything else: registration is right in both places (header test with add_dependencies(onebit …), model test with the npu_sampling_test attachment), and the model test skips with 77 and a reason rather than passing vacuously. The dump it left (layer_taps_dump.<pid>, M=3 × H=1024) is in the worktree, not /tmp — I removed mine.
…longer blanks the last layer (refs #1780) Review of fa8d642: the last layer's tap was gated on err_.empty(), and the forward never clears err_, so one refused call left every later pass with a zero-filled last-layer block. The gate is gone. step() and step_batch() now wrap their bodies in a LayerTapPass, which takes the sink back to where the pass found it unless the pass returned true. Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
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The CHANGES at A refused call no longer blanks the last layer's tap, and a pass that returns false now appends nothing.
What is not covered. I could not make a pass fail after its first tap on a real model: the refusals I can trigger (bad token, noncausal) return before the layer loop, and a Not re-run at this head: the Bolt-target row. ready for review at 58426ba |
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Persistent review updated to latest commit 58426ba |
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VERDICT at 58426ba: READY
cl-1077. My CHANGES at fa8d642 is answered, and the fix also closes the partial-block note from the earlier READY.
Checked at this head:
- The guard is gone at both sites:
if (tap_sink_) tap_layer(c_.NL - 1, …)atq4nx_forward.cpp:4132(batched) and:5242(step()).grep -c "err_.empty()) tap_layer"gives 0. - Rollback covers every pass.
step()andstep_batch()are now thin wrappers that hold aLayerTapPassaroundstep_impl/step_batch_impl. The impls are called only from those wrappers.step_batch_embeds(:3521) andstep_batch_all(:3541) both go through the wrappedstep_batch, so no entry point reaches a body without the rollback. A failed pass now leaves the sink at the size it found, andtap_fault_drops a pass whose row count changed between tapped layers instead of half-filling it. layer_taps_test: ok (14 checks), from anONEBIT_NPU=ONbuild at this head. That includes the four newLayerTapPassarms: not kept → sink restored; kept → rows stay; a failed outer pass takes back a kept inner pass; null sink.- The new model arm is the one I asked for: a refused
step_batch({1,-1})and a refusedstep(-1)first,sink.empty()after them,last_error()non-empty, then the tapped passes. I did not runlayer_taps_model_testin this session (not permitted here); the earlier READY's run was atfa8d642.
One non-blocking note: the new header comment saying the taps are not for use under NPU_BATCH_CHECK is the right call, but nothing enforces it. A one-line getenv("NPU_BATCH_CHECK") refusal in set_layer_taps() would turn the comment into a check.
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VERDICT at 58426ba: READY
cl-npurt, second verdict at this head (the first, cl-1077's, could not run the model test in its session; this one did).
Built at this head (ONEBIT_NPU=ON against the private runtime, the checkout is the PR head itself, no conflict markers) and ran:
$ ./layer_taps_test
layer_taps: ok (14 checks)
$ ONEBIT_TEST_Q4NX=~/models/npu/Qwen3-0.6B ./layer_taps_model_test # dense, 28 layers
step() vs batched, position 0, both taps: max difference 0 against a peak of 773
PASS layer_taps_model: 15 checks on 28 layers, H 1024
$ ONEBIT_TEST_Q4NX=~/scratch-packs/MiniCPM-V-4.7-1B-NPU2 ./layer_taps_model_test # hybrid: 6 full-attention + 18 linear layers
step() vs batched, position 0, both taps: max difference 0 against a peak of 12.7
PASS layer_taps_model: 15 checks on 24 layers, H 1024
The hybrid row is the one worth having at this head: the linear-attention layers leave the loop body through continue, which is why the tap sits at the top of the next iteration, and both paths agree bit for bit there too. The 15 checks include the two added for the CHANGES (a refused batch and a refused step first, sink empty after them).
Read:
- Both after-loop taps are unconditional on the success path now (
if (tap_sink_) tap_layer(c_.NL - 1, …)), so an earlier refusal cannot blank the last layer. step()andstep_batch()are wrappers holding aLayerTapPass; the only calls tostep()insidestep_batch_implare the per-token fallback (returns before any batched tap, and a failure there rolls back the inner steps' rows through the outer pass) and theNPU_BATCH_CHECKoracle, which the header rules out.- With no taps set the cost is one null test per layer and one small object per pass.
CI: build is red at this head for a reason outside the diff: the job log has Could not resolve 'archive.ubuntu.com' in the apt step (the runner outage that has hit every branch since 13:51Z). It needs a re-run once the runners resolve again; the tests above are the same ones it would run plus the model leg it cannot.
Non-blocking: step()'s wrapper does not reset or read tap_fault_ the way step_batch()'s does. A one-row pass cannot change its row count between layers, so it cannot fault today; a line saying so (or the same two lines) would keep the two wrappers from drifting.
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VERDICT: READY at Three asks, in order of how much they could cost later:
None of these block. The piece is coherent, the batched and |
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Main merged in at Checked on this head: ready for review at 6221a8c |
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Persistent review updated to latest commit 6221a8c |
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VERDICT: READY at 6221a8c — the placement rules are a header-only pure function with 14 arms that I built and ran here, and the refusals are the half that matters.
$ g++ -std=c++17 -Inpu/forward/include -o lt tests/layer_taps_test.cpp && ./lt
layer_taps: ok (14 checks) rc 0
The rules, and the four refusals
inline bool layer_taps_usable(const int* layers, int n, int model_layers) {
for (int i = 0; i < n; i++) {
if (layers[i] < 0 || layers[i] >= model_layers) return false;
if (i > 0 && layers[i] <= layers[i - 1]) return false; // strictly ascending
}
return true;
}The arms are one per way a tap list can be wrong, and four of them are refusals: "a layer equal to the layer count is outside the model" (the off-by-one), "a repeated layer is refused", "a descending list is refused", "a negative layer is refused" — plus "the last layer of the model is usable" as the boundary that stops a guard being written one too tight. That is the shape the review wants: the boundary on both sides of the same comparison.
The two arms that are about the sink, not the list
"a pass that is not kept leaves the sink at the size it found"
"a failed outer pass takes back the rows of the passes inside it"
Rollback is the property a tap sink actually needs: a pass that fails must not leave partial rows for a later pass to read as if they were complete. LayerTapPass carrying a base offset is what makes that checkable, and the arms pin both directions (not-kept leaves the size; failed outer takes back the inner rows). That is the same discipline as #1970's lost-update fix, one layer up.
Header-only, no device, no pack — which is why I could run it at all, and why the rules are reviewable without a ticket.
One ask
layer_tap_put() writes with memcpy at (m * taps + j) * hidden, and the arms check the layout ("a row is one position with its taps side by side, in list order") — but there is no arm for j out of range (j >= taps would write into the next row's block, i.e. a silent overwrite rather than a refusal, and layer_tap_index() returns -1 for an unlisted layer so the caller has to guard). One check that layer_tap_index returning -1 is not passed to layer_tap_put — or an assert inside it — closes the only unchecked write in the header.
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VERDICT at 6221a8c: READY
Re-review of 6221a8c. Since fa8d642 (READY from me) it adds 58426ba3, which answers my non-blocking note there (a failed pass left a zero-filled row block in the sink), plus a merge of main. The commit also fixes a real bug I had not seen: the last-layer tap was gated on err_.empty(), and err_ is never cleared, so one refused call blanked the last layer of every later pass.
Code: step() and step_batch() are now thin wrappers around step_impl / step_batch_impl, each holding a LayerTapPass that rewinds the sink to its size at entry unless the pass returned true (and, for the batched pass, no tapped layer changed row count: tap_fault_). The bodies call each other: the per-token fallback in step_batch_impl calls step() at :3826/:3859, and step_batch_all/embeds call step_batch(). The guards therefore nest, and they nest correctly. An inner success keeps its one row. Any failure rewinds the outer pass to where the whole pass began.
Checked at this head (ONEBIT_NPU=ON ONEBIT_NPU_HOST=ON build):
layer_taps_test: ok (14 checks).layer_taps_model_teston~/models/npu/Qwen3-0.6B:PASS layer_taps_model: 15 checks on 28 layers, H 1024.- Mutant, with
LayerTapPass's destructor never rewinding:layer_taps_testrc 1, 3 FAIL. The model test still passes it, since no pass fails there, so the unit arm is the guard. After restoring the header the tree is clean and the test passes again. - It merges cleanly onto main. CI
buildat 6221a8c is green:100% tests passed, 0 tests failed out of 243.
…ght_keys and layer_taps (engine#1959) The one conflict was the include block of npu/forward/src/q4nx_forward.cpp. This PR adds batch_split.h; main added weight_keys.h (#2214) and layer_taps.h (#2180) at the same place. All three are kept. The diff against main is unchanged: the PR's five files, +279/-1. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Refs #1780. The second piece of its item 2: a DFlash draft reads the target model's hidden states at its
target_layer_ids, and the forward had no way to hand them out as data. This does not finish the issue.Q4nxNpuForward::set_layer_taps(layers, &sink)appends one row per position,taps x Hwide, fromstep()and from the batched passes. On the Bolt draft's actual target it runs and passes its checks.Independent of #2174 (the draft's host forward); the two meet in the next PR, which scores the pair.
What is added
npu/forward/include/layer_taps.h: the three placement rules, header-only (which lists are usable, which column block a layer owns, where a row goes).set_layer_taps()andlayer_count()on the forward. The tap is taken at the top of the next layer's iteration and once after the loop, because both layer bodies leave throughcontinuein places.tests/layer_taps_test.cpp(ctestlayer_taps, no model, runs in CI) andtests/layer_taps_model_test.cpp(ctestlayer_taps_model, host-GEMM, skips with 77 unlessONEBIT_TEST_Q4NXnames a model).docs/npu.md: a paragraph besideNPU_INFER_DUMP_DIR.With no taps set the forward does one null-pointer test per layer and nothing else.
Proof (this box, no device)
The Bolt run was made before the last two checks were added (11 checks, not 13); I have not re-run it at this head. The Qwen3-0.6B run is at this head.
What the model test holds the hook to:
last_residual(), bit for bit, in the batched pass and instep();NPU_INFER_DUMP_DIRwrote for layer 0 in the same pass, bit for bit;step()at position 0 gives the batched pass's row for that position (to 1e-3 of the peak; here the difference is 0);step()appends one, and with the taps off a pass appends nothing;Mutants (one edit each to
q4nx_forward.cpp, rebuilt through cmake)step()taps layerlat the top of its own iteration (one layer early)The second one passed the first version of the test: the tap after the loop overwrote the last layer's block with the right rows and nothing looked at an interior layer. The dump comparison and the step-against-batched row were added for it.
Not done
l", which is what the public DFlash reference reads (hidden_states[l + 1]). Whether the published Bolt draft was trained on exactly that point of a Gemma4 layer is settled only by the pair's acceptance, which is the next PR.🤖 Generated with Claude Code