feat(LTX25-T2A-ONE-STAGE): text-to-audio, the one-stream forward, and the guided denoiser nothing had (#1005, #1013) - #1032
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…stated reasons do not describe it (#1005) `T2AOneStagePipeline` (`t2a_one_stage.py:43`, `__call__` at `:109` @ `fd4ded7f`) is LTX-2.5's audio-only arm and the first path here that would return a render with no picture. This commit is the spec, ahead of the implementation. Three findings shaped the design, and two of them are stale refusals rather than missing code. FIRST, `Ltx2DitForward` refuses a one-stream call at `ltx2_dit.cpp:765` because "LTXModelType.VideoOnly and LTXModelType.AudioOnly carry a different weight contract". That is a claim about the CHECKPOINT, and T2A never loads one: it reads the ordinary AudioVideo file through `LTXV_AUDIO_ONLY_MODEL_COMFY_RENAMING_MAP` (`model_configurator.py:228-239`) and builds an AudioOnly MODULE out of the subset. Every line of the forward below that check is already written against `video != nullptr`, so the guard covers a path the code already handles. SECOND, the same message advises `enabled = false` as the substitute, and it is not one. Upstream's predicate is `run_v2a = run_ax and (video is not None and vx.numel() > 0)` (`transformer.py:269`) — it tests PRESENCE, not `enabled` — so a disabled-but-present video stream still feeds video-to-audio cross attention from a latent T2A never meant to exist, and still returns a finished waveform. Our port mirrors that polarity at `ltx2_dit.cpp:251`, so the trap is live here too. THIRD, and this is the part the dispatch did not anticipate: the engine has no guided denoiser at all. `git grep -n 'guid\|cfg_scale' src/vllm/multimodal/ltx2_video.cpp` returns 0 against 66 for `ltx2` in the same file as the control. That is correct for `distilled_two_stage`, which builds a `SimpleDenoiser` upstream too, and wrong for T2A, whose CLI defaults are `cfg_scale=7.0` and `stg_scale=1.0` — three forwards per step. The guidance bricks are all ported and gated and none has a product caller. The entry-point question the dispatch raised resolves the other way from what it expected: the audio-only shape FITS `Ltx2VideoEngine`, because upstream itself expresses T2A's duration through a placeholder `VideoPixelShape` (`t2a_one_stage.py:37-40`, `:163-167`) and `VideoResult` already carries `frame_count` and `audio_path` as independent fields. Section 1 derives it. Issue #1005 is linked from this spec and from `.agents/issue-index.md`, appended rather than edited. The index row and the spec agree, and the pull request body will carry the same number. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
… the guided denoiser nothing had (#1005, #1013) `T2AOneStagePipeline` (`t2a_one_stage.py:43`, `__call__` at `:109` @ `fd4ded7f`) renders a soundtrack and no picture. This is the first path here that returns a `VideoResult` with zero frames, and the first that runs the DiT with `video = nullptr`. The audio-only shape FITS `Ltx2VideoEngine` rather than needing its own entry point, and the reason is upstream's own: T2A expresses its duration through a placeholder `VideoPixelShape` at 512x512 whose height and width it documents as unused (`t2a_one_stage.py:37-40`), then calls the SAME `DiffusionStage.__call__` every video pipeline calls. `VideoResult` already carries `frame_count` and `audio_path` as independent fields, so an audio-only result is `frame_count = 0`, an empty `frame_dir` and an EMPTY `mux_argv` -- composing an ffmpeg argv over a frame pattern matching no file would hand the caller a command that cannot run. The numerics live in a new TU mirroring upstream's own file, reached from `Generate` before any video geometry is resolved. THREE THINGS FAIL SILENTLY IF GUESSED, and two of them were refusals whose stated reasons did not describe this case. FIRST, `Ltx2DitForward` demanded BOTH streams and blamed the AudioOnly weight contract. That is a claim about the CHECKPOINT and T2A never loads one: upstream reads the ordinary AudioVideo FILE through `LTXV_AUDIO_ONLY_MODEL_COMFY_RENAMING_MAP` (`model_configurator.py:228-239`) and builds an AudioOnly MODULE from the subset. Every line below that guard was already written against `video != nullptr`, so lifting it reaches a path the file already had. What remains true moves to where it is true, at the loader. SECOND, the same message advised `enabled = false` as the substitute, and for this case it is wrong. Upstream's predicate is `run_v2a = run_ax and (video is not None and vx.numel() > 0)` (`transformer.py:269`): it tests PRESENCE. A disabled-but-present video stream still feeds video-to-audio cross attention from a latent T2A never meant to exist, and still returns a playable waveform of the right length. `Ltx2ConditioningTrace::t2a_video_stream_present` observes it at the forward rather than restating the argument, and a mutation passing a disabled stream turns the gate red. THIRD, the engine had no guided denoiser at all -- one forward per step, no guider parameter read anywhere. That is correct for `distilled_two_stage`, which builds a `SimpleDenoiser` upstream too, and wrong for T2A, whose defaults are `cfg_scale = 7.0` and `stg_scale = 1.0`, i.e. THREE forwards per step. So this adds the unconditional pass, the STG pass, and `all_perturbed` on `Ltx2Attention` -- upstream's `use_attention = not all_perturbed` (`attention.py:557`), which replaces the attention output with the raw value projection before `to_out`. `Ltx2MultiModalGuidance`, `Ltx2CfgDelta`, `Ltx2StgDelta` and `Ltx2PerturbationConfig` were all ported, gated, and reached by nothing but their own tests until now. AND ONE BUG, FILED AND FIXED IN THE SAME FLOW (#1013). `OneStagePhase` left `noise_scale` at the struct default of 0.0, and 0.0 is not "no extra noise": `Ltx2GaussianNoise` is `latent + noise_scale * (noise - latent)`, so the state stayed exactly as `create_initial_state` wrote it, which with no initial latent is ALL ZEROS. A `one_stage` render denoised a zero tensor. Upstream's `ModalitySpec.noise_scale` defaults to 1.0 (`utils/types.py:110`) and `TI2VidOneStagePipeline` constructs both specs without it (`ti2vid_one_stage.py:233-239`). No gate saw it because every end-to-end test loads `distilled_two_stage`. Fixed here because the `t2a_one_stage` rows are built FROM `OneStageRecipe` and would have inherited it. `dmd2` leaves the same field at 0.0 and is NOT corrected by analogy: its source is vLLM-Omni's recipe, which is not checked out here. `tests/vllm/models/test_ltx2.cpp`'s single-stream case is REPLACED rather than widened. It pinned the old refusal's message; the new form pins upstream's actual contract (`transformer.py:259-260`) and is strictly stronger, because it also asserts what a one-stream call RETURNS and that it is not the joint forward with the other stream ignored. The old assertion could not tell a served one-stream forward from a broken one, since both threw. Eight mutations, each recording three facts. Seven DETECTED, including the reachability mutation: deleting the production call site turns the focused gate red. The eighth -- scaling the initial latent by `sigmas[0]` -- SURVIVED, and the resolution is in the spec: it is an identity, because `LTX2Scheduler` pins the first sigma to exactly 1.0 for every step count. That identity is now gated rather than assumed, and the case that gates it found a second thing: `steps = 1` returns `-nan` on both sides, from upstream's own `1 - 0/0`. The device arm is REFUSED BY NAME rather than served the host forward behind a device handle. `Ltx2DitForwardDevice` takes both streams by reference throughout, so a one-stream device forward is a rewrite of that function rather than the lifted check the host forward needed. Owed under `## Owed`, tracked by #1005. The `READER ANCHORS` list in `ltx2_video.cpp` is re-derived at this tree with the test's own walk, because the load path grew lines above it. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
`45b022cdc` documents the three `VT_MOE_EXPERT_STREAM` knobs and closes #995, which is the `check-env-doc` red this row's preflight reported as pre-existing on every branch based on `3005447f8`. Merged before the gate so the run this row reports is against a tree that carries the fix, rather than one that has to name a known red. Textually clean and behaviourally disjoint: that commit touches `docs/ENVIRONMENT.md` and `src/vllm/model_executor/models/qwen3_5.cpp`, and this branch touches neither. The merged tree is REBUILT and re-gated rather than assumed, because a clean merge is not a compiling one. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
…se it was fixed in flow and not by its own row AGENTS.md requires an issue to be linked from three places that agree: the index, the row's spec and the pull request body. #1013 was FILED and FIXED inside row LTX25-T2A-ONE-STAGE, so the spec carries it in section 7b and the pull request body names it; this is the third place. The row it names is the row that fixed it rather than a dash, because `scripts/check-agent-record.py` counts a row that names neither an owner nor a spec `## Owed` entry, and this one has an owner. The `dmd2` half is the part that is NOT fixed, and that half is listed under `## Owed` in the same spec rather than being implied by silence. Both repo-local anchors in the row are SHA-anchored to `332aed738`, because the row describes the tree BEFORE the fix and this branch edits that file. An index row cannot be corrected after it lands. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
…all, and this port ran one (#1005) `should_skip_step` (`guiders.py:287-291`) does not mean "skip the guidance and keep the conditional prediction", which is how the first draft of `Ltx2T2aGenerate` read it. Upstream returns `DenoisedLatentResult.result_or_none(denoised=last_denoised_audio)` (`utils/denoisers.py:85-91`) BEFORE it assembles a single pass, so a skipped step runs **no DiT forward at all** and reuses the previous step's denoised prediction. The difference is a whole extra forward per skipped step and a different trajectory, on a render that finishes either way. Nothing about the output can see it: the waveform is the right length, the right channel count and the right sample rate on both. The FORWARD COUNT is the only thing that separates them, and the new case asserts it with a control that runs the same request unskipped. `step == 0` can never skip, because `0 % (skip_step + 1)` is 0, so `last_denoised` is always populated when the branch is taken. The guard is kept anyway and refuses rather than reading an empty vector: "the arithmetic makes it impossible" is exactly the reasoning a later change to `ShouldSkipStep` would invalidate silently. `audio_skip_step` defaults to 0 and never skips, so this was reachable only from an explicit request. It is fixed rather than refused because the reuse is four lines and refusing a knob upstream serves is a worse answer than serving it. The mutation is recorded as M9 in the row's spec, and it is a mutation for a defect this port ACTUALLY SHIPPED rather than an invented one. The whole table is re-measured at this tree (8 cases / 505 assertions unmutated) rather than carried forward from the earlier six-case run, and the spec now records that `git diff --stat` reported 45-47 lines on four rows because it measures against `HEAD` rather than against the pre-mutation working tree. That number is kept with the explanation instead of being replaced by a prettier one. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
`4f2d91756` seals the IQ1 decode against the oracles. Merged before the final gate so the run this row reports is against the tree it will land on. Textually clean and behaviourally disjoint: that commit touches the expert-stream and IQ1 decode paths, and this branch touches none of them. The one shared file is `.agents/issue-index.md`, which carries `merge=union` and where both sides only APPEND. The merged index was checked for duplicates by key rather than assumed clean, and the only duplicate it carries — #995 — is present on `origin/main` before this merge and is filed as #1031. The merged tree is REBUILT and re-gated rather than assumed, because a clean merge is not a compiling one. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
…air is the one the append-only rule forbids `scripts/agent-preflight.sh` reports `FAIL check-agent-record` and `FAIL test_check_agent_record` on this branch with `.agents/issue-index.md: issue #995 listed twice`. It is not this branch's doing: `git show origin/main:.agents/issue-index.md` carries both rows, and `git diff origin/main -- .agents/issue-index.md` on this branch shows only the #1005 and #1013 rows it appended. Derived rather than inferred. The `uniq -d` over every row key returns exactly one line, so #995 is the ONLY duplicate and the count of 2 is not an artifact of a partial match. Filed rather than fixed, and the reason is a rule and not a budget. Both rows are legitimate: one filed #995 and the other was appended by the change that closed it. AGENTS.md says "Never edit a row and never delete one", so the obvious repair is forbidden, and it is the "make a red gate green by deleting an assertion" shape that section warns about. The checker's premise is also narrower than reality — it reads a duplicate as two branches union-merging, and this is one branch appending twice on purpose, months apart. Reconciling the two needs a contract decision and a checker-semantics change, which needs its own spec, a red-before test and green-after evidence. The row names `ENG-EXPERT-STREAM` as the owner, which is the row whose two commits appended both #995 rows, so `check-agent-record.py`'s unowned-row count does not grow. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
`d1b0ea3a8` narrows the LTX-2.5 Conv VAE decode accumulator from f64 to f32 (#1008), and `ff264cb82` repairs the duplicate #995 index row this branch filed as #1031. Merged before the gate so the run this row reports is against the tree it will land on. Behaviourally disjoint on product code: the three commits touch `src/vllm/model_executor/models/ltx2_video_vae.cpp`, `scripts/agent-preflight.sh`, `scripts/agent-ready.py` and `.github/workflows/ci.yml`, and this branch touches none of them. The two shared files are records, and NEITHER auto-merge was accepted. `.agents/issue-index.md` carries `merge=union`, and here the union driver's clean result is WRONG twice. It interleaved this branch's #1005 row ahead of main's #998, #999 and #1000, so `origin/main`'s file stopped being a byte PREFIX of the result -- the property append-only rests on. And because `ff264cb82` DELETED the second #995 row, a union merge re-added it: the auto-merged file carried 261 rows with 260 unique ids, reinstating exactly the defect main had just repaired. Resolved by taking `origin/main`'s file wholesale and re-appending only this branch's own three rows. Three checks, and only the first catches the interleave: main's 122246 bytes are a byte-exact prefix of the 126133-byte result; the three re-appended rows are byte-identical to this branch's head; and 260 rows carry 260 unique ids, `uniq -d` empty. `docs/FEATURES.md` is a KEYED record, so main's version was taken wholesale and this branch's row re-applied by key, anchored on the unique preceding row rather than on a line number. All 193 of main's keys -- including the `LTX-2.5 Conv VAE decode arithmetic width` row `d1b0ea3a8` added -- are byte-identical to main's, one key is added, and it is byte-identical to this branch's. Its widest cell is 213 characters against the binding `MAX_CELL_CHARS = 220`. The merged tree is REBUILT and re-gated rather than assumed, because a clean merge is not a compiling one. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
This was referenced Aug 16, 2026
…h already merged the fix for This branch appends an index row for #1031 saying `check-agent-record` and `test_check_agent_record` are RED on `origin/main` because `.agents/issue-index.md` lists issue #995 twice, and that the repair needs a contract decision plus a checker-semantics spec. It does not, and it did not by the time this branch was rebased. #1022 had already read both #995 rows and found neither well-formed, and `ff264cb82` (PR #1025) landed that repair on `main` before this branch merged it at `3d9d9c9bb`. Measured here rather than inferred from the merge: `python3 scripts/check-agent-record.py` prints `agent record OK: ENGINE=156 MODEL=377 QUANT=82 KERNEL=51 BACKEND=83` and exits 0. #1031 is closed as a duplicate of #1022. Corrected in place rather than left, and that is a narrow exception argued here rather than a licence to edit rows. `.agents/issue-index.md` carries `merge=union`: once this row lands it can never be corrected, because an edit to a landed row is duplicated rather than merged. It has not landed. This branch added it, so the net diff against `origin/main` is still additions only, which is exactly what `scripts/check-issue-index-append-only.py --base origin/main` checks — and it exits 0 on this commit. No row that is already on `main` is touched. One note on the instrument, because it reads as a verdict about the tree and is not. That checker diffs `merge-base..HEAD`, so it inspects COMMITTED state and is blind to the working tree: deleting a row of `main`'s in the working tree leaves it printing `OK: issue index append-only` and exiting 0. It has to be run after the commit, and it was. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
…eam combines x0 (#1039) Upstream never hands the denoiser the raw velocity model. `DiffusionStage` builds `X0Model(self._prepared_builder().build(device=target, **kwargs))` (ltx-pipelines `utils/blocks.py:480-482` @ `fd4ded7f`), and `X0Model.forward` returns `to_denoised(audio.latent, ax, audio.timesteps)` (ltx-core `model/transformer/model.py:590-604`), which is `sample - velocity * sigma` (ltx-core `utils.py:39-52`). So `_guided_denoise`'s `all_v, all_a = transformer(...)` (`utils/denoisers.py:188`) already carries DENOISED tensors, and `audio_guider.calculate(cond_a, uncond_a, ptb_a, mod_a)` at `:203` combines those. `Ltx2T2aGenerate` took `Ltx2DitForward`'s velocities straight into `Ltx2MultiModalGuidance` and applied `ToDenoised` once to the result. That is the same function only while `rescale_scale == 0`. `calculate`'s linear terms (`guiders.py:261-266`) are invariant under `x0 = latent - sigma*v`; the rescale at `:268-271` is not. Upstream's `factor` is `std(x0_cond)/std(x0_pred)` and it scales the whole x0, giving `factor*(latent - sigma*v)`, where scaling the velocity gives `latent - sigma*factor*v`. The two differ by `(factor - 1) * latent`, non-zero wherever the latent is — and on this path the state IS the unit-variance noise, so everywhere. `rescale_scale = 0.7` is the shipped T2A default (`utils/constants.py:63`, `utils/args.py:1101-1106`), so every default render took the divergent branch. Nothing already gated could see it. The three forward counters, `t2a_video_stream_present`, `t2a_perturbed_blocks`, the latent absmax and the waveform's length, channel count and sample rate are identical between the two forms. Fixed by moving the conversion, not by moving the rescale. The per-pass `x0_model` lambda IS `X0Model`: it applies `ToDenoised` on the way out of every forward, so the guider combines x0 and `Ltx2MultiModalGuidance` stays a faithful port of `calculate` over whatever the model returned. Reaching the same numbers by moving the rescale into the guidance seam would put `to_denoised` inside `calculate`, where upstream does not have it, and would leave the seam correct only for this one composition. THE VIDEO ARM IS UNAFFECTED, checked rather than assumed. `git grep -n Ltx2MultiModalGuidance -- src include` returns exactly one production call site, `ltx2_t2a.cpp`. `video_guider` and `video_guidance` are recipe fields nothing reads: the joint driver runs ONE unguided forward per step and applies `ToDenoised` to that single velocity (`ltx2_video.cpp:3034-3036`), which is the same tensor in either space because there is no combination to be invariant under. THE REDUCED FIXTURE CANNOT RESOLVE THE RESCALE'S NUMERIC CONSEQUENCE, measured rather than assumed. Its DiT responds to the conditioning at ~1e-5 of its own output, so `std(cond)/std(pred)` is 1.0 to 1e-5 in BOTH spaces, both factors land within 1e-5 of 1.0, and the two candidate step-0 predictions sit 7.6e-07 apart against a span of 3.41. The first draft of the test asserted exactly that difference and its own separation guard refused it — a case that would have been green either way. So the defect is gated at two places instead: - END TO END, through `LoadVideoEngine` and `VideoEngine::Generate` on the recipe's own guider with no extra touched, by pinning the EQUATION `cond == latent - sigma*velocity` between three recorded step-0 tensors. Exact in x0 space, off by the whole sample in velocity space; no fixture scale meets it by accident, and a zero sample or a zero velocity fails the two preceding REQUIREs rather than passing it. - AT THE SEAM, on the real `Ltx2MultiModalGuidance` with a latent that makes it visible. MEASURED: the two spaces disagree by 1.50e-07 relative at `rescale_scale = 0.0` and by 0.352 at the shipped 0.7. That is what makes 0.0 the control rather than the assertion site. Observability added: four step-0 tensors and step 0's sigma on `Ltx2T2aResult` and the trace — the sample, the conditional pass's raw velocity, the tensor handed to the guider, and the guider's result. `first_step_cond` is upstream's own `DenoisedLatentResult.cond` (`utils/denoisers.py:206`). Mutations, each applied to one file, rebuilt, run, and restored with the restore verified by sha256. Three comma-free `--test-case` filters, each asserting a non-zero case count, because doctest splits `-tc` on commas and runs unrelated cases to a green SUCCESS: | Mutation | `git diff --stat` | BUILT | exit | verdict | |---|---|---|---|---| | N1 revert to velocity-space guidance | `ltx2_t2a.cpp \| 4 +-` | YES (0 errors) | 1 | DETECTED | | N2 delete the production call site | `ltx2_video.cpp \| 2 +-` | YES (0 errors) | 1 | DETECTED | | N3 take x0 against a ZERO sample | `ltx2_t2a.cpp \| 3 +-` | YES (0 errors) | 1 | DETECTED | | N4 drop the rescale branch entirely | `ltx2_pipeline.cpp \| 2 +-` | YES (0 errors) | 1 | DETECTED | N4 is why the seam case is not decorative: it is the only one of the four the end-to-end case does not see. No GPU result is claimed. `dgx.casa` is down, so there is no render on real weights here, and the 18.17 % figure in #1039 is synthetic-tensor algebra rather than a measurement. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
This was referenced Aug 16, 2026
…e arms (#1005, #1039) `ltx2_t2a.cpp:41-43` says `to_denoised` is applied to EVERY PASS. The gate that landed with the #1039 fix held that claim for the CONDITIONAL pass only: it recorded `first_step_velocity` and `first_step_cond` for that arm, nothing observed the unconditional or perturbed forwards, and nothing pinned what `Ltx2EulerStep` consumed. The default T2A arm runs three forwards per step, so a build that converts `cond` correctly and leaves either other arm in velocity space renders a different waveform through a guider whose `cond` term is impeccable, with a healthy forward count and nothing else to see it by. That is #1039 again, one arm over. Found by the fresh review of `c1fe35592`, which passed on the correctness of the fix and returned this as its one blocking finding. Reproduced before the repair on the same comma-free filter as the green run (`--test-case=ltx2 t2a*`, 10 cases / 526 assertions / exit 0 at `c1fe35592`). Each mutation applied to ONE file, rebuilt with the `: error:` count printed beside the verdict, exit code captured directly, and restored from a content SNAPSHOT with `os.utime(now)` and a sha256 compare. | Mutation | git diff --stat | BUILT | before | after | |---|---|---|---|---| | A1 the PERTURBED pass alone left in velocity space | 4 ++-- | YES (0 errors) | SURVIVED exit 0, 10/526 | DETECTED exit 1, 10/548 | | A2 the UNCONDITIONAL pass alone left in velocity space | 4 ++-- | YES (0 errors) | SURVIVED exit 0, 10/526 | DETECTED exit 1, 10/548 | | A3b `ToDenoised` applied twice, BELOW the step-0 record | 2 +- | YES (0 errors) | SURVIVED exit 0, 10/526 | DETECTED exit 1, 10/548 | | A3c `ToDenoised` applied twice, ABOVE the step-0 record | 1 + | YES (0 errors) | SURVIVED exit 0, 10/526 | DETECTED exit 1, 10/548 | | A4 the perturbed arm's recorded velocity ZEROED (the guard) | 1 + | YES (0 errors) | field did not exist | DETECTED exit 1, 10/538 | | N1 the original #1039 shape, restored in full | 5 ++--- | YES (0 errors) | DETECTED | DETECTED exit 1, 10/548 | A3c is not from the review. It was found while closing A3b: the reviewer's placement sits between the step-0 record and the Euler step, so recovering the Euler input sees it, and moving the same edit one statement earlier does not. Closing both needs two independent checks rather than one. N1's first draft dropped `ToDenoised`'s only call site and failed to build on `-Werror=unused-function`. A mutation that does not build reads as a passing test, so it is written as two edits that keep the function used. The same trap took the reviewer's own R1'. OBSERVABILITY, NOT A CHANGE TO THE FIX. `Ltx2T2aResult` and `Ltx2ConditioningTrace` gain a (raw velocity, x0 prediction) pair for the unconditional and perturbed arms, and the latent the Euler step wrote. The uncond and perturbed vectors stay EMPTY when the guider does not ask for that arm, because the forward did not run; a zero-filled one of the right length would be indistinguishable from a forward that returned zeros. Three checks over them, all in the existing end-to-end case through `LoadVideoEngine` and `VideoEngine::Generate`: - the SAME equation `x0 == latent - sigma*velocity` on every arm the render ran, exact in x0 space and off by the whole sample in velocity space, with `t2a_uncond_forwards > 0` and `t2a_perturbed_forwards > 0` asserted first so a silently skipped arm cannot vacate its own check; - the guider's output REPLAYED through the shipped `Ltx2MultiModalGuidance` over the three recorded arms, required bit-equal to `t2a_first_denoised`. This does not gate the guider's arithmetic; it gates that the pipeline handed it these tensors and passed its result on untouched, which is what A3c moves and no per-arm check can see; - `t2a_first_next_latent` recovered from `t2a_first_denoised` through `x + (x - denoised)/sigma * (sigma_next - sigma)`, the schedule re-derived from `Ltx2SigmaSchedule` and tied to the render by the sigma it recorded. That is what A3b moves. NON-VACUITY, PER ARM RATHER THAN ONCE. `latent_span > 1e-3` stays shared, since a zero sample makes the two candidate tensors coincide on every arm. Its partner `sigma * velocity_span > 1e-6` moves INSIDE the per-arm loop, because a zero velocity makes `to_denoised` the identity for that arm alone, and "expected zero, and a stub also produces zero" is the trap this campaign has already hit twice. A4 is the mutation that proves the guard is armed rather than decorative: zeroing one arm's recorded velocity takes the case red through the `REQUIRE`, at 538 assertions rather than 548 because the `REQUIRE` aborts the case. The replay check carries its own control (`t2a_first_denoised != t2a_first_cond`, so the guider MOVED what it was handed) and the Euler check carries two (`|dt| > 1e-3` and `scale > 1e-3`). THE RESCALE'S NUMERIC DIFFERENCE IS STILL NOT ASSERTED, and the reason was re-measured rather than inherited. `std(cond)/std(pred)` is 1 to printed precision on this fixture, so `factor = 0.7*1 + 0.3` is exactly 1, the rescale is a no-op in BOTH spaces, and the difference term `(factor - 1) * latent` is identically zero. Owed against the real-checkpoint render, unchanged. RECORDS, all verified against the tree before they were written. The LTX-2.5 CHECKPOINT PIN is missing campaign-wide, and #1048 now says so. `docs/USAGE.md` names six LTX-2.5 artifacts by bare file name with no repo, no revision and no sha256, at `:663-670` and `:2183-2188` on `origin/main`, plus the text-to-audio recipe at `:853-857`. `grep -n sha256 docs/USAGE.md` returns two checkpoint hashes and both belong to MiniMax-Music3. Recorded and NOT fabricated: no LTX-2.5 row claims a render on real weights, so there is no checkpoint any of them was gated against to pin. The recipe's `--audio-vae` is corrected to `ltx-2.5-audio-vae-bf16.safetensors`, which is what the other two LTX-2.5 recipes on the page name. SPEC 6b OVERCLAIMED. It said this row ends a test-only driver for four symbols. Only `Ltx2MultiModalGuidance` gains a production call site. `Ltx2CfgDelta` and `Ltx2StgDelta` are reachable solely through `Ltx2Guidance`, whose only caller is `tests/vllm/models/test_ltx2_pipeline.cpp:710`, and `Ltx2BatchedPerturbationConfig` is constructed nowhere outside that same file. Three of the four remain dead. This row does not owe the wiring, which is pre-existing from #641; the spec must not assert what `git grep` refutes. #1049. THE READER ANCHORS RELOCATION REASON WAS FALSE. The change does not only append below line 1231: the `ltx2_t2a.h` include at `@@ -36,6 +36,7` shifts every anchor by one and the audio-only video-VAE exception at `@@ -974,8 +975,21` adds thirteen more, which is why the list moved from `781 791 792 ...` to `782 792 793 ...`. The anchors were correctly re-derived and the gate passes 23/23; only the stated reason was wrong, and a false reason is what makes the next reader skip the re-derivation. #1050 files a defect this repair deliberately does NOT fix. `ltx2_pipeline.cpp:505-506` says torch's unbiased (N-1) `std` matters and the biased one "would be a small, everywhere, resolution-dependent gain error". `factor = std(cond)/std(pred)` divides two `std`s over the same count, so the `(n-1)` cancels exactly. The review's mutation from unbiased to biased survived because it is an IDENTITY, not because the gate is blind. The code is right; the comment is the defect, and it is outside this row's scope. No GPU result is claimed. `dgx.casa` is down, so there is no render on real weights here. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
`origin/main` advanced by one commit while this row's repair was building. PR #1038 (`fa3723b85`, `spec(LTX25-DECODE-SPEED)`) is records-only: it adds `.agents/specs/ltx25-decode-speed.md` and appends thirteen rows to `.agents/issue-index.md` (#1006, #1007, #1008, #1009, #1010, #1011, #1012, #1014, #1015, #1016, #1021, #1024, #1040). No product file this branch touches moved, and none of the thirteen collides with the seven this branch appends (#1005, #1013, #1031, #1039, #1048, #1049, #1050). THE UNION DRIVER'S CLEAN RESULT ON THE INDEX WAS REJECTED, and it was wrong rather than merely suspect. `git merge` reported `Auto-merging .agents/issue-index.md` with no conflict, and the file it produced INTERLEAVES this branch's rows among main's newly appended ones: the first difference is at byte 122253, where main has #1006 and the union result has #1005, so `origin/main`'s file is NOT a byte-identical prefix of it. An index that is not a prefix of main's is one a later union merge can duplicate or silently reinstate a row into. Taken instead as main's file WHOLESALE plus this branch's own 11285-byte suffix, with three checks rather than an assurance: 1. PREFIX: the merged file's first 144213 bytes are byte-identical to `origin/main:.agents/issue-index.md`. 2. SUFFIX: the remaining 11285 bytes are byte-identical to `22267d794:.agents/issue-index.md`'s own append. 3. COUNT: 277 rows, 277 unique issue ids. `scripts/check-issue-index-append-only.py --base origin/main --head HEAD` is run on the COMMITTED state, because that checker reads committed state only and a working-tree control returns 0 while measuring nothing. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
…t, and the issue it was blamed on is a different test The full gate on the merged tree failed `test_engine_core_proc` twice in three `ctest -j4` runs, and the third run failed `test_cpu_threadpool` instead. Both pass alone. Measured rather than dismissed, because "load-dependent" is what an inherited excuse looks like when nobody re-ran it. `tests/vllm/v1/test_engine_core_proc.cpp:481` searches for the abort frame over a FIXED budget of 1000 dequeues while a `max_tokens=100000` request keeps the busy loop emitting token deltas. Nothing bounds how many frames precede the abort, so the budget is a bet on scheduling. MEASURED at `37e680cab`, same binary throughout, CPU-only Release on 20 cores: | Regime | Runs | Failures | |---|---|---| | `ctest -j4`, full 492-test suite | 3 | 2, `CHECK( abort_seen ) is NOT correct!` | | the binary alone, idle box (load 3.34) | 25 | 0 | | the binary alone, against 20 spinning processes | 25 | 0 | | `ctest -R '^test_engine_core_proc$'` | 2 | 0, `Passed 0.03 sec` | CPU pressure alone does not reproduce it, so the regime is the `-j4` harness rather than load as such, and that is stated instead of the usual shorthand. The rotation between the two failing tests is the strongest single fact: the binary did not change between the runs. NO ISSUE NAMED THIS TEST. The earlier revision of PR #1032's body attributed the flake to #294, and #294 is a different defect in a different test: "test_async_llm: reusing an aborted request id races the core abort". A misattributed flake is worse than an untracked one, because the next reader checks the citation, finds an open issue about something else, and stops looking. The PR body is corrected in the same flow. Not fixed here. It is unrelated engine code, this branch touches no file under `tests/vllm/v1/` or `src/vllm/v1/`, and the assertion guards a real guarantee: an in-flight request must get a `kAbort` finish on immediate shutdown. The 1000-frame budget is the part that is a guess. Owned under `## Owed` in `.agents/specs/ltx25-t2a-one-stage.md`. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
…om main Four commits landed while this row was in CI: `283c7e492` (#1051), `e34d71379` (#1054), `0f8580e26` (#1043) and `b493f4981` (#1035). None touches a `src/`, `include/` or `tests/` file this row touches -- the only overlaps are `CMakeLists.txt`, the two keyed public records, and the issue index. `.agents/issue-index.md` was rebuilt rather than merged: `origin/main`'s file taken wholesale with this branch's own 8 rows re-appended (#1005, #1013, #1031, #1039, #1048, #1049, #1050, #1052), then verified -- main's bytes are a byte-identical prefix, and 283 rows carry 283 unique ids. The union driver's clean result is not trusted here: on a sibling branch today it interleaved rows at a measured byte offset and, separately, reinstated a row `main` had deleted. `CMakeLists.txt` merged to a single added line and still carries exactly one `ltx2_t2a` reference, so the new translation unit is registered once. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
…threaded decode `ef6669292` (#1057, the doc-budget repair) and `ec0e410b5` (#1041, the LTX-2.5 video VAE decode threading) both landed while this row was in CI. #1041 is real product code in `src/vllm/model_executor/models/ltx2_video_vae.cpp`, so this merge was rebuilt and re-run rather than reasoned about: BUILD_EXIT 0 with 0 compile errors, `ctest -N` 495, **495 of 495 passed**, and the 12 `ltx2` suites green together at load 15. That combination is the one worth gating: #1041 parallelises the decode this row renders through, and this row adds the guided T2A denoiser. Neither had been run against the other before now. The index was rebuilt from `origin/main` wholesale with this branch's own eight rows re-appended (#1005, #1013, #1031, #1039, #1048, #1049, #1050, #1052), verified as a byte-identical prefix with 285 rows and 285 unique ids. The forge's conflict report is the union-driver artifact; `git merge` reports none. `check-public-doc-tables` passes on the merged tree, which matters because #1057 returns both pages to exactly their budget. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
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…e the page said could not (#1088) (#1090) Closes #1088. `docs/USAGE.md` published 448x256 at 25 frames as "Measured NOT to complete", with the reason that its decode loses about 59 GB in 24 s. Two renders on `dgx.casa` on 16 to 17 August 2026 against `main` `0b0b8900f` completed that geometry in 3085 s and completed 704x448 at 25 frames in 4231 s. The page now records the newer envelope, and `docs/BENCHMARKS.md` no longer says the opposite of it in a cell a reader meets first. ## What was measured Container `vllmcpp-build:gb10`, `Release`, `VLLM_CPP_CUDA=ON`, arch `121a`, `TRITON=ON`, CUTLASS absent so FlashAttention-2 was not built, which is like for like with the earlier renders. `VLLM_CPP_CPU_THREADS=20`, NVFP4 transformer, no `--allow-unported`. `0b0b8900f` carries #1041 threaded decode, #1032 T2A and #1036 f32 decode accumulators. | Geometry | Result | Wall | |---|---|---| | 448x256 / 25 frames | completed | 3085 s | | 704x448 / 25 frames | completed | 4231 s | | 1024x576 / 25 frames | not attempted to completion, another session claimed the box | n/a | The ~59 GiB cliff did not recur under a 2 s memory guard that would have seen it: `MemAvailable` floors of 38.96 GiB over 1289 samples at 448x256 and 38.89 GiB over 1743 samples at 704x448, zero samples under 34 GiB on either, peak use of 80 of 119 GiB, and no reboot. The 704x448 artifact was verified rather than inferred from an exit code: 25/25 distinct frame md5s, 0 near-uniform and 0 near-black frames, adjacent-frame mean absolute difference 4.381 against a uniform-noise reference of 85.3 on the same shape, 0/24 zero-motion pairs, and audio at 48 kHz stereo, 1.010 s, -37.29 dBFS, 20/20 windows above threshold. The mp4 lives at `benchmarks/media/ltx25-704x448-25f-audio.mp4` on the render host and is gitignored by `.gitignore:35`, so it is not committed here. ## What is not claimed One run per geometry on a contended shared box with no oracle on either side. Two points establish no scaling law. 704x448 is not published as a ceiling: the next rung up stopped because another session claimed the box, not because of memory or an envelope. The page says all of this in its own words. ## The 59 GB is kept, not deleted It is the reason the old row gave, so deleting it would remove the evidence the newer result is measured against. It stays attributed to its own run, which is rung F1 in `.agents/benchmark-record.md`: a prompt-embeds render with no text tower that an armed watchdog ended at 13.77 GiB against an 18 GiB floor, rather than the engine failing. Attributing the fall is still #1014, and this change does not close it. ## The dominant cost moved off the decode `docs/USAGE.md` said most of a 320x192/25f render is spent in the host VAE decode. After #1041 threaded that decode, the dominant cost is a resolution-independent phase of about 1731 s, measured at 1731 s and 1732 s across two rungs whose voxel counts differ 2.75x, which is 57 to 66% of wall. That is #1087, which owns naming the phase. The sampler classified by CPU-time rate rather than by symbol, so what is measured is a duration and a scaling law and not a function, and the page says so. ## Files | Record | Edit | |---|---| | `docs/USAGE.md` | envelope table rows, the paragraph under it, the bounded-by paragraph, and the #1009 paragraph's stale "has not been re-measured" clause | | `docs/BENCHMARKS.md` | the `LTX-2.5 axes` row, edited in place as two table cells, 208 and 214 characters against `MAX_CELL_CHARS = 220`, so no prose paragraph is added to a page sitting at 35 of 35 | | `.agents/specs/ltx25-resolution-envelope.md` | new section 4.1 recording what superseded section 4, and the `## Owed` bullet that section 4 wrote | | `.agents/issue-index.md` | one row appended for #1088, zero rows edited, zero removed | ## Evidence Records only. No `src/`, `include/` or `tests/` change, so no build was run and none is claimed. Key-by-key proof, taking `HEAD`'s version of each file and reapplying the scoped edit: | Record | Keys in base | Keys now | Unrelated keys byte-identical | Changed | Added | Removed | |---|---|---|---|---|---|---| | `docs/USAGE.md` | 205 | 206 | 203 of 203 | `**Measured to complete on one GB10**` | `Largest size tried`, `Superseded, kept for the record` | `Measured NOT to complete` | | `docs/BENCHMARKS.md` | 190 | 190 | 189 of 189 | `LTX-2.5 axes` | none | none | Issue index, the three verifications the append-only rule needs: the base file is a byte-identical prefix of the new one, the addition is exactly one line whose sha256 is `65933626d961a41b…`, and the file has 290 rows against 290 unique issue ids. The union driver was never allowed to resolve anything: the file was rebuilt as base bytes plus the row. Checkers, each with a red control observed on the same tree before the green was believed: | Checker | Result | Armed control | |---|---|---| | `check-doc-checkpoint.py --staged` and `--commit cedb85e` | 0 | `--commit b5618b3` exits 1, "changed user_usage but did not update docs/USAGE.md" | | `check-public-doc-tables.py` | 0 | padding the new cell past 220 characters exits 1 at line 487, "table cell of 333 chars exceeds 220" | | `check-issue-index-append-only.py --base origin/main` | 0 | committing a deletion of the `#168` row exits 1, "this range removes or edits lines" | | `check-agent-record.py` | 0 | replacing the new row's owning row with a dash exits 1, "34 rows name no owner, above the recorded 33" | | `check-commit-style.py --range origin/main..HEAD` | 0 | an empty commit whose subject ends in a period exits 1 | | `check-commit-trailers.py --range origin/main..HEAD` | 0 | an empty commit with no trailer block exits 1 on three lines | | `check-pr-size.py --base origin/main --head HEAD` | 0 | n/a, no control run | Every tree mutation was restored and the restored file re-hashed to the pre-mutation sha256 before the next step. The key proof itself was seen red first, on an expectation that omitted the one key the change does edit in place, so its green is not a tautology. `scripts/agent-preflight.sh --staged` and `scripts/agent-ready.py` both report `All gates green` on `21544efd9`. `agent-ready` then exits 1 only on `expected exactly one live PR for row/LTX25-ENVELOPE-RECORD; found 0`, which this pull request is. `origin/main` advanced twice during this work, to `e9dfa6319` and then `9143196c7`. Both were merged in and every checker re-run afterwards; the second merge is the merge commit on this branch, and its message carries the trailer block because the range gate caught that it did not. ## What could not be verified The first `scripts/agent-preflight.sh` run exited 1 on `test_cpu_x86_llamacpp_floor`, on the unmodified tree before any edit in this branch. Its own output names the cause: `load=120.50`, so the harness discarded the contended leg and returned `NO_QUIET_WINDOW` (4) where the case expects `GIVING_UP` (2). That is #618. It passed on the later runs once the box quieted, so this branch has no evidence of that case being sound, only of it being load-dependent as #618 already says. The renders themselves were performed by another session and are reported here from its results. This branch did not run them, holds no GPU, and did not rebuild anything. `.agents/specs/ltx25-decode-speed.md` and `.agents/benchmark-record.md` also discuss the 448x256 rung. Neither is edited here: the decode-speed spec already records that the "inside the decode" half of the old sentence is unsupported, and the benchmark record is an append-only log of what each run observed, which stays true of the run it describes. Reconciling the investigation spec against the new rungs belongs to #1087, which owns the phase. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code] Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
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… three mutations proved it (#1092) The fresh review returned CHANGES REQUESTED on `420f6b474`: one blocking finding and ten non-blocking ones. It reproduced the core of the row exactly — the seam, the x0 space, all four arms, the reachability, the gate — and independently confirmed the live defect the row fixes, so none of that is revisited here. B1, THE BLOCKING ONE. `Ltx2DitPerturbation`'s two cross booleans were gated together and not per direction. Three mutations of `ltx2_dit.cpp`, each built clean with zero compile errors and each exit status captured directly, were GREEN over the whole `test_ltx2_video` binary: the DiT ignoring `video_cross_attn_skip_all` (M12), ignoring `audio_cross_attn_skip_all` (M13), and SWAPPING which flag gates which direction (M15). Only ignoring BOTH (M14) was caught. A build that applies exactly one direction, or applies both to the wrong ones, renders — on the DEFAULT video arm, whose `modality_scale` is 3.0 — with the isolated-modality term half wrong. Two things made the shipped-path case blind to it. The end-to-end `MaxAbsDiffOf(video_first_modality, video_first_cond)` still fires with one direction applied, because the modality pass still differs from `cond`. And `Ltx2ConditioningTrace::video_modality_skipped_{a2v,v2a}` is assigned from the perturbation struct THE SEAM BUILT (`ltx2_denoisers.cpp:315-316`), so it records what was handed over and nothing about what the DiT did with it — while its message claimed the latter. That message is corrected rather than left to overstate. The repair is test-only. Separation comes from upstream's own predicates (`transformer.py:265-269`): `run_a2v` needs the VIDEO stream enabled and the audio stream merely PRESENT, and `run_v2a` the reverse, so a forward with `audio->enabled = false` runs A2V alone and one with `video->enabled = false` runs V2A alone. Each row asserts BOTH halves — the flag for that direction moves the written stream, and the flag for the other direction leaves it bit-identical — which is what makes the swap detectable and not only the omission. The `ltx2.h` disclosure that called M15 untestable is retired: its premise (both directions are off together on the shipped path) was true and its conclusion did not follow, because nothing obliges the separating test to use the shipped combination. M12, M13, M14 and M15 are now all RED. B3, the other finding with product code behind it. The EMPTY `stg_blocks` refusal is a real divergence and its recorded reason was wrong. Measured at Lightricks/LTX-2 `fd4ded7f`: `ltx-pipelines/docs/multimodal-guidance.md:13` documents "Set to `[]` to disable STG" in the same table and idiom as `stg_scale` -> 0.0; the field DEFAULTS to `[]` (`guiders.py:204`); the flags are `nargs="*"` (`args.py:979-985`, `:1039-1045`, `:1107-1113`) so the empty list has a CLI spelling, and `nargs="+"` was the one-character way to forbid it; `LTX_2_3_HQ_PARAMS` SHIPS it on both modalities (`constants.py:105`, `:113`); and a whole-tree search found no validation of `stg_blocks` at all, with the null results recorded. `blocks=None` means EVERY block and `blocks=[]` means NO block (`perturbations.py:26-33`), and `ApplyStgBlocksExtra` exists to keep PRESENT-and-empty distinct from ABSENT — which the refusal then made unreachable. Dropped in `ApplyGuidanceOverrides` and exempted in `check_reaches_a_block`; the out-of-range refusal stays, because that is a request disagreeing with the CHECKPOINT rather than a caller asking for nothing. Upstream does not skip the pass either (`do_perturbed_generation` reads `stg_scale` alone, `guiders.py:279-281`), so the new case asserts the pass RAN, perturbed no block, and returned `cond` bit for bit. One sub-claim of B3 is REJECTED on evidence. It argued that `audio_stg_blocks=""` is still accepted on `t2a_one_stage`. That path does return before `ApplyGuidanceOverrides`, and the request is still refused — by `ltx2_t2a.cpp:203-214`, which `git log -S` puts on `main` at `0b0b8900f` with #1032, not on this branch. So there is no asymmetry today; both arms refuse and both diverge from upstream. Fixing the video half creates one, which is why #1111 is filed, indexed, and listed under `## Owed` rather than left implied. It is not fixed in flow because it changes a landed row's gated behaviour and one of its cases. B6, the anchors, re-derived against `fd4ded7f` from the sentence making each claim rather than by reading text out of the cited span. `_guided_denoise` is 61-211 and not 62-207; `enabled = not skip` is at 158 and 168, where 151 and 161 are the `= None` initializers; the V2A guard is 367 and 366 is blank; the batched config is built at 182-187, where 172-176 is a comment plus the per-sample replication; the partial blend is 572-573; the one `PromptEncoder` call is 166-174; `default_1_stage_arg_parser` is 930-1067 with its guider flags at 947-1066; `cross_attn_skip_all` is DECLARED at `transformer_args.py:70` and 118 is a call site; `modality_scale = 3.0` is at `constants.py:54, :64` with `_PARAMS_SINCE_VERSION` at 130-133, and the cited 40-80 covers neither; `CFGGuider` and `STGGuider` are 11-27 and 56-74; the `perturbations` ARGUMENT is `model.py:493` and 492 is the `def`. No gate protects a spec anchor (#632), so the 43 replacements were applied by a script that asserts the expected hit count per edit and refuses the whole run on a mismatch; two were caught that way and re-derived. The rest. B2: `docs/FEATURES.md` still called T2A "the only GUIDED arm", which this row's own new row two lines below made false — corrected inside the existing cell at 202 of 220 chars, with the page's prose-paragraph count unchanged at 21 of 21, because adding a paragraph there re-reds `main` for the whole repo (#1055). B4: `INFO("arm = " << arm.name)` printed `arm = 1`, doctest stringifying a `const char*` through its bool overload, so a single-arm regression could not be attributed from the output — wrapped in `std::string` at all three sites in the file. B5: the rescale control's modality claim is structurally true and numerically inert, and the case now MEASURES that (`4.054e-01` at `modality_scale` 3.0 against `4.118e-01` at 1.0) instead of implying coverage it does not provide; the modality arm's gate is the per-arm invariant, which M4 turns red. B7: "the seam cannot be handed a velocity" is caller discipline and not a type guarantee, since `Ltx2X0Outputs` carries the velocity beside the prediction — the claim is restated and the code left alone, because dropping the velocity would delete what the invariant is checked against. B10: the new `docs/USAGE.md` section gains the `/v1/videos` caveat its two siblings carry, a flag-to-extra table with the raw key spellings an ABI caller needs, and the empty-list behaviour B3 decided. B8: `origin/main` is merged in and the gate rerun on the merged tree. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code]
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… in ltx2.h that was wrong (#1092) (#1102) The LTX-2.5 video denoise loop ran ONE unguided forward per step. Every recipe resolved a `video_guidance` that nothing read, so a `pipeline_kind = one_stage` render ignored `cfg_scale = 3.0`, `stg_scale = 1.0`, `rescale_scale = 0.7` and `modality_scale = 3.0` and denoised along a different trajectory than `ti2vid_one_stage.py:221-226` @ `fd4ded7f`, which builds a `FactoryGuidedDenoiser` from exactly those. Issue [#1092](#1092). Spec [`.agents/specs/ltx25-guided-video.md`](.agents/specs/ltx25-guided-video.md), committed at `36510ec2d`, before any code. `_guided_denoise` (`ltx-pipelines utils/denoisers.py:61-211`) is now ported, in its own translation unit because upstream has its own file. It assembles the four passes -- cond, uncond, perturbed, isolated-modality -- from the UNION of what the two guiders want, runs each through the caller's `X0Model`, and combines each modality with its own guider over the same splits. Four unported pipelines (`a2vid_two_stage.py:230`, `ti2vid_two_stages.py:248`, `ti2vid_two_stages_hq.py:271`, `keyframe_interpolation.py:232`) were each blocked on this one piece; none is any more. ## The conversion lives in the caller's lambda, not in the seam `DiffusionStage` never hands the loop a velocity model: it hands `X0Model(builder.build(...))` (`utils/blocks.py:480-482`, forward at `model.py:590-604`). The seam therefore takes a callable and can only ever receive denoised tensors. Combining velocities and converting once afterwards is a different function wherever `rescale_scale != 0`, which is 0.7 on every video row of the params table. That defect shipped on the audio arm of this tree and is [#1039](#1039). `post_process_latent` stays OUT of the denoiser. Upstream applies it in the LOOP, to the guider's result (`utils/samplers.py:35`, `:484`), and the difference is not cosmetic: the rescale is a scalar over the whole tensor, so it multiplies the conditioned tokens too, and the after-guider application is what pins them back to `clean`. ## The NOT-PORTED note in ltx2.h was wrong, not stale It refused `SKIP_A2V_CROSS_ATTN` and `SKIP_V2A_CROSS_ATTN` because "nothing upstream that this port serves constructs them -- STG is built from `stg_blocks` and reaches the SELF-attention types alone". STG does. The isolated-modality pass does not: `_guided_denoise` builds BOTH cross types with `blocks=None` whenever either guider has `modality_scale != 1.0` (`denoisers.py:125-138`), and every VIDEO row of the params table sets it to 3.0. The sentence was true of text-to-audio, which pins the field to 1.0 (`t2a_one_stage.py:202`), and it was written while text-to-audio was the only guided path here. Both directions are now `cross_attn_skip_all` booleans on `Ltx2DitPerturbation`, gating the A2V and V2A branches exactly as `transformer.py:335` and `:367` do. The same shape appears once more and is corrected the same way. `negative_prompt` and the five `audio_*` guider knobs were refused on every non-t2a engine, on the same reading of upstream. `default_1_stage_arg_parser` carries the whole audio guider row beside the video one (`utils/args.py:947-1066`, the audio row opening at `:1008`) and `TI2VidOneStagePipeline` consumes both (`ti2vid_one_stage.py:211-218`). That refusal is gone; the direction that survives refuses a knob describing a PICTURE on a pipeline that renders none. The case that asserted the old behaviour is rewritten rather than deleted, because "this used to be refused" is what a later reader needs. ## What a caller gains, and what is refused Seven per-generation extras mirror `default_1_stage_arg_parser`, reaching `ltx2-gen` and the C ABI: `--video-cfg-guidance-scale`, `--video-stg-guidance-scale`, `--video-rescale-scale`, `--video-skip-step`, `--video-stg-blocks`, `--a2v-guidance-scale`, `--v2a-guidance-scale`. Every one is refused whole on a phase whose recipe sets `allow_guidance_override = false` -- the distilled and retake recipes, whose guidance is distilled into the weights. That field had never been read. The unconditional forward needs a negative conditioning. With a tower it is the second half of the encode `GenerateAudioOnly` already performed and discarded; without one, `negative_prompt_embeds_path` and `negative_audio_prompt_embeds_path` are the negative half of the existing embeds fallback. That pair is a LOCAL ADAPTATION and is recorded as one in the spec: upstream has no embeds surface at all. With neither, a `cfg_scale` other than 1.0 is refused by name rather than served the positive context twice, which would leave the whole classifier-free term at exactly zero. Two further refusals exist because the alternative renders. An `stg_blocks` list naming no block this checkpoint has would perturb nothing under upstream's membership test, leaving `stg_scale * (cond - perturbed)` at zero. And the perturbed or isolated-modality pass on the device arm cannot run at all: `Ltx2DitForwardDevice` takes no `perturbations` argument, so it is refused by name rather than served an unperturbed forward. That arm is OWED and the spec lists it under `## Owed`. ## What is unchanged `distilled_two_stage`, `dfr`, `retake` and `dmd2` keep the guider they always had, which is `Ltx2MultiModalGuiderParams`'s own default construction and is upstream's `_POSITIVE_ONLY_GUIDER` (`denoisers.py:25-28`). They issue one forward per step through the new seam, and no golden in the suite moved. ## Reachability Entry point: `vllm_video_generate` -> `VideoEngine::Generate` on an engine loaded with `pipeline_kind = one_stage`, a documented value of a documented load extra that needs no other flag. Every gate case enters there; nothing constructs a guider, a DiT, a modality or a perturbation by hand. Deleting the production call site -- the `Ltx2GuidedDenoise` line in the phase loop, replaced by the single unguided forward this change removes -- turns the suite RED at 3 failed cases and 13 failed assertions (M11 below). ## The gate `test_ltx2_video`: 71 cases, 2145 assertions, exit 0. It asserts `x0 == latent - sigma*velocity` per token on ALL FOUR arms, with the PER-TOKEN sigma rather than the schedule scalar: exact in x0 space, off by the whole sample in velocity space. Non-vacuity is stated twice, once for a zero sample and once per arm for a zero velocity. Each arm is also asserted to DIFFER from the conditional arm, so a pass whose context or perturbation never reached the forward fails rather than passing as a perfectly converted copy. It then replays `Ltx2MultiModalGuidance` over the recorded arms, and again over arms REBUILT FROM THE RAW VELOCITIES, and recovers the Euler step's input from the latent the sampler wrote. A seam-level control puts the two spaces apart only at a non-zero rescale, with the modality term present, which the T2A control could not carry. A second case runs the same guided configuration WITH an image conditioning, because `post_process_latent` is a literal no-op without one. ## Mutations Twelve, each reporting three facts, because two of them are how a mutation lies: that it applied (`git diff --stat`), that it BUILT (compile-error count), and the exit code captured directly rather than after a pipe. | # | Mutation | Applied | Built | Exit | Result | |---|---|---|---|---|---| | M1 | cond pass left in VELOCITY space | 1 file, +1 | yes, 0 errors | 1 | RED | | M2 | uncond pass left in VELOCITY space | 1 file, +1 | yes, 0 errors | 1 | RED | | M3 | perturbed pass left in VELOCITY space | 1 file, +1 | yes, 0 errors | 1 | RED | | M4 | modality pass left in VELOCITY space | 1 file, +1 | yes, 0 errors | 1 | RED | | M5 | second `ToDenoised` BELOW the step-0 record | 1 file, +3/-1 | yes, 0 errors | 1 | RED | | M6 | second `ToDenoised` ABOVE the step-0 record | 1 file, +3/-1 | yes, 0 errors | 1 | RED | | M7 | uncond pass given the POSITIVE context | 1 file, +1/-3 | yes, 0 errors | 1 | RED | | M8 | modality pass given NO cross-attn perturbation | 1 file, +2/-2 | yes, 0 errors | 1 | RED | | M9 | video self-attn perturbation dropped in the DiT | 1 file, +1/-1 | yes, 0 errors | 1 | RED | | M10a | `post_process_latent` ADDED per arm | 1 file, +3/-2 | yes, 0 errors | 0 | GREEN, an IDENTITY -- see below | | M10b | `post_process_latent` MOVED per arm | 1 file, +4/-3 | yes, 0 errors | 1 | RED | | M11 | REACHABILITY: the `Ltx2GuidedDenoise` call site deleted | 1 file, +12/-1 | yes, 0 errors | 1 | RED (3 cases, 13 assertions) | Every restore was verified with a scoped `git diff --stat` reporting clean, and every restored file had its mtime bumped before the rebuild, because a restored file with an older mtime lets ninja skip and the NEXT measurement runs the PREVIOUS mutation's binary. **M10a is a no-op, and saying so took a measurement.** `post_process_latent` is `x*mask + clean*(1-mask)`, so it can only touch a mask-0 token; such a token's per-token sigma is 0, so `X0Model` returns `latent - 0*v`, which is `latent`; and a conditioned token's `latent` IS its clean value. Every arm already equals what post-processing would write. The first response to the green was to strengthen the gate -- that is where the rebuilt-from-velocities replay came from -- and when that did not move it either, the conditioned case was written to state the identity in an assertion. M10b, the placement that actually changes the render, is RED against it. ## Gate numbers ``` cmake -S . -B build -G Ninja -DCMAKE_BUILD_TYPE=Release -DVLLM_CPP_CUDA=OFF cmake --build build -j6 && ctest --test-dir build -j4 --output-on-failure ``` | | | |---|---| | head | `420f6b4741ef8b5faae0874ccfb2d622d7c4a7d6`, remote-verified with `git ls-remote` | | `CONFIGURE_EXIT` | 0 | | `BUILD_EXIT` | 0, `: error:` count 0 | | `ctest -N` | Total Tests: 498 | | `CTEST_EXIT` | 0 | | result | 100% tests passed, 0 failed out of 498; 2 skipped (`test_modelopt_mixed_precision_checkpoint`, `test_voxtral_e2e`) | | `No space left` / `BFD` | 0 in both logs; positive control on the same file, `Passed` matches 496 lines | | disk | 13 G free, 98% used | | load | 1.63 at start, 38.57 at end (another agent building) | ## What this does NOT claim No number here comes from a running oracle. vLLM-Omni is UNPINNED ([#633](#633)) and carries no LTX-2.5 recipe; no LTX-2.5 checkpoint on this host has a recorded sha256 ([#1048](#1048)). The guidance is gated against upstream SOURCE at `fd4ded7f`, not upstream OUTPUT, and the spec's honesty statement says so. [#1049](#1049) is PARTLY retired: `Ltx2BatchedPerturbationConfig` now has a product caller. `Ltx2Guidance`, `Ltx2CfgDelta` and `Ltx2StgDelta` stay dead, and the spec argues why routing through them would mean inventing a kind dispatch upstream does not have rather than closing a wiring gap. # The fresh review, and what it moved The review returned CHANGES REQUESTED on `420f6b474`: one blocking finding and ten non-blocking. It reproduced the core exactly -- the seam, the x0 space, all four arms, the reachability, the gate -- and independently confirmed the live defect: at the merge base `video_guidance` had exactly two hits, a declaration and a write with no reader, against a positive control where `audio_guidance` finds its T2A consumer. None of that is revisited below. ## B1, the blocking one: the two cross booleans were gated together `Ltx2DitPerturbation`'s two flags reached `Ltx2BlockArgs` and the gate could not tell which of them the DiT applied. Three mutations were **GREEN** over the whole binary: the DiT ignoring `video_cross_attn_skip_all` (M12), ignoring `audio_cross_attn_skip_all` (M13), and **swapping** which flag gates which direction (M15). Only ignoring both (M14) was caught. A build that applies one direction, or applies both to the wrong ones, renders -- on the DEFAULT video arm, whose `modality_scale` is 3.0 -- with the isolated-modality term half wrong. Two things made the shipped-path case blind to it. The end-to-end `MaxAbsDiffOf(video_first_modality, video_first_cond)` still fires with one direction applied, because the modality pass still differs from `cond`. And `Ltx2ConditioningTrace::video_modality_skipped_{a2v,v2a}` is assigned from the perturbation struct **the seam built** (`ltx2_denoisers.cpp:315-316`), so it records what was handed over and nothing about what the DiT did with it -- while its message claimed the latter. That message is corrected rather than left to overstate what it measures. **The repair is test-only, and the separation comes from upstream's own predicates.** `run_a2v` needs the VIDEO stream enabled and the audio stream merely PRESENT; `run_v2a` needs the reverse (`transformer.py:265-269`). So a forward with `audio->enabled = false` runs A2V alone, and one with `video->enabled = false` runs V2A alone -- the configuration `ltx2.h` already documents as rendering rather than failing. Each row asserts BOTH halves: the flag for that direction MOVES the stream it writes, and the flag for the other direction leaves it BIT-IDENTICAL. The second half is what detects the swap. Doing this on a both-enabled forward is impossible on this fixture, because block 1's V2A reads what block 0's A2V wrote. `ltx2.h`'s disclosure that called M15 untestable is **retired**. Its premise was true -- both directions are off together on the shipped path -- and its conclusion did not follow, because nothing obliges the separating test to use the shipped combination. | # | Mutation of `ltx2_dit.cpp` | `git diff --stat` | Built | Exit | Result | Fails at | |---|---|---|---|---|---|---| | M12 | DiT ignores `video_cross_attn_skip_all` | 1 file, +1/-1 | yes, 0 errors | 1 | **RED** | `moved(a2v_off.video, base.video)` | | M13 | DiT ignores `audio_cross_attn_skip_all` | 1 file, +1/-1 | yes, 0 errors | 1 | **RED** | `moved(v2a_off.audio, base.audio)` | | M14 | DiT ignores BOTH | 1 file, +2/-2 | yes, 0 errors | 1 | **RED** | both of the above, the both-flags subcase, and the shipped-path `mod != cond` | | M15 | DiT SWAPS the two flags | 1 file, +2/-2 | yes, 0 errors | 1 | **RED** | all four directional checks, including both "must NOT move" ones | Every run was the WHOLE binary rather than a `--test-case` filter, because several case names here contain commas and doctest splits `-tc` on them; a truncated filter matches zero cases and prints `SUCCESS!` with exit 0. Each run is recorded with its case and assertion counts so a zero-count run cannot pass for a green one: baseline **72 cases / 2182 assertions / exit 0**, and each mutation ran the same 72 and 2182 with 1, 1, 2 and 1 cases failing respectively. Every restore was byte-verified and mtime-bumped before the rebuild. ## B3, the other finding with product code behind it The empty-`stg_blocks` refusal is a real divergence and the recorded reason was wrong. Measured at `fd4ded7f`: | Evidence | Where | |---|---| | "Set to `[]` to disable STG", in the same table and idiom as `stg_scale` -> 0.0 and `cfg_scale` -> 1.0 | `ltx-pipelines/docs/multimodal-guidance.md:13` | | `MultiModalGuiderParams.stg_blocks` DEFAULTS to `[]` | `guiders.py:204` | | the flags are `nargs="*"`, so `[]` has a CLI spelling; `nargs="+"` was the one-character way to forbid it | `args.py:979-985`, `:1039-1045`, `:1107-1113` | | `LTX_2_3_HQ_PARAMS` SHIPS `stg_blocks=[]` on both modalities | `constants.py:105`, `:113` | | no validation of `stg_blocks` anywhere in that tree | whole-tree search, null results recorded | `blocks=None` means EVERY block and `blocks=[]` means NO block (`perturbations.py:26-33`), and `ApplyStgBlocksExtra` exists to keep PRESENT-and-empty distinct from ABSENT -- which the refusal then made unreachable. Dropped in `ApplyGuidanceOverrides`, exempted in `check_reaches_a_block`. **The out-of-range refusal stays**, because that is a request disagreeing with the CHECKPOINT rather than a caller asking for nothing, and upstream never meets it (48-block checkpoints only). Upstream does not skip the pass either: `do_perturbed_generation` reads `stg_scale` alone (`guiders.py:279-281`). The new case asserts the pass RAN, perturbed no block, and returned `cond` **bit for bit**, with a named-block control beside it so the case is about emptiness rather than about the extra being read at all. **One sub-claim is REJECTED on evidence.** The finding argued that `audio_stg_blocks=""` is still accepted on `t2a_one_stage` because that path returns before `ApplyGuidanceOverrides`. It does return there, and the request is still refused -- by `ltx2_t2a.cpp:203-214`, which builds the block mask and fails when no bit is set, and which `git log -S` puts on `main` at `0b0b8900f` with [#1032](#1032), not on this branch. So there is no asymmetry today: both arms refuse and both diverge from upstream. Fixing the video half creates one, which is why [#1111](#1111) is filed, indexed, and listed under `## Owed`. It is not fixed in flow because it changes a landed row's gated behaviour and one of its cases. ## B6, the anchors Re-derived against `fd4ded7f` from the sentence making each claim, never by reading text out of the cited span. `_guided_denoise` is **61-211**, not 62-207. `enabled = not skip` is at **158, 168**; 151 and 161 are the `= None` initializers. The V2A guard is **367**; 366 is blank. The batched config is built at **182-187**; 172-176 is a comment plus the per-sample replication at `:175`. The partial blend is **572-573**. The one `PromptEncoder` call is **166-174**. `default_1_stage_arg_parser` is **930-1067** with its guider flags at **947-1066**. The two `--*-stg-blocks` flags open at **979-985** and **1039-1045**. `cross_attn_skip_all` is DECLARED at `transformer_args.py:70`; 118 is a call site. `modality_scale = 3.0` is at `constants.py:54, :64` and `_PARAMS_SINCE_VERSION` at **130-133**, so the cited 40-80 covered neither. `CFGGuider` and `STGGuider` are **11-27** and **56-74**. The `perturbations` ARGUMENT is `model.py:493`; 492 is the `def`. No gate protects a spec anchor ([#632](#632)), so the 43 replacements were applied by a script that asserts the expected hit count per edit and refuses the whole run on a mismatch. Two were caught that way and re-derived. ## The rest | Finding | Disposition | |---|---| | B2 | `docs/FEATURES.md` still called T2A "the only GUIDED arm", made false by this PR's own row two lines below. Corrected **inside the existing cell** at 202 of 220 chars; the page's prose-paragraph count is unchanged at **21 of 21**, because adding a paragraph there re-reds `main` for the whole repo ([#1055](#1055)). `check-public-doc-tables.py` green. | | B4 | `INFO("arm = " << arm.name)` printed `arm = 1`, doctest stringifying a `const char*` through its bool overload, so M1-M4 produced byte-identical failure context. Wrapped in `std::string` at all three sites in the file. | | B5 | The rescale control's modality claim is structurally true and numerically inert. The case now MEASURES it: `4.054e-01` at `modality_scale` 3.0 against `4.118e-01` at 1.0, asserted to agree within a factor of two. Restated in the case title, the comment and spec 7.2, so a later reader cannot lean on this control for modality coverage -- the modality arm's gate is the per-arm invariant, which M4 turns red. | | B7 | "the seam cannot be handed a velocity" is caller discipline, not a type guarantee: `Ltx2X0Outputs` carries the velocity beside the prediction, so a lambda that swaps them compiles and renders. The **claim** is restated and the code left alone, because dropping the velocity would delete what the invariant is checked against. M1-M4 are the real gate. | | B8 | `origin/main` merged in twice (it moved during the repair) and the gate rerun on the merged tree. Spec 1 now carries #1093-#1096 from `281e6a120`. `.agents/issue-index.md` was rebuilt both times by taking `origin/main` wholesale and re-appending this branch's rows: 320-line prefix byte-identical, 304 rows, 304 distinct ids. | | B10 | The new `docs/USAGE.md` section gains the `/v1/videos` caveat its two siblings carry, a flag-to-extra table with the raw key spellings an ABI caller needs, the audio row's spellings, the load-extra status of the two negative-embeds keys, and the empty-list behaviour B3 decided. The rows are placed in that section rather than in the retake-scoped table at `:3128`, where they would be filed under the wrong pipeline. | | B9, B11 | recorded by the reviewer as not this repair's. | ## Gate numbers, on the merged head ``` cmake -S . -B build -G Ninja -DCMAKE_BUILD_TYPE=Release -DVLLM_CPP_CUDA=OFF cmake --build build -j6 && ctest --test-dir build -j4 --output-on-failure ``` | | | |---|---| | head | `8e0f19650dffa5b4daff6ec16ca9e27a49dc8508`, remote-verified with `git ls-remote` | | `CONFIGURE_EXIT` | 0 | | `BUILD_EXIT` | 0, `: error:` count 0 | | `ctest -N` | Total Tests: 499 | | `CTEST_EXIT` | 0 | | result | **100% tests passed, 0 failed out of 499**; 2 skipped (`test_modelopt_mixed_precision_checkpoint`, `test_voxtral_e2e`) | | an earlier run of the same gate | at `09aee8cc2`, under load 134-168 from other agents on the box, `test_serve_low_tools` ([#428](#428)) and `test_engine_core_proc` ([#1052](#1052)) failed and both **Passed** on a serial re-run at load 71, exit 0. Both are green in the run above | | `test_ltx2_video` | Passed, 204.30 s; standalone 72 cases / 2182 assertions / exit 0 | | `No space left` / `BFD` | 0 in both logs, with positive controls on the same files: 495 `Linking` lines in the build log, 497 `Passed` lines in the ctest log | | disk | 68 G free, 85% used at the gate; it reached **23 M free / 100%** earlier in this session and `check-test-registration` failed with "Cannot open file for write" plus CMake's misreported "Inappropriate ioctl for device" -- an ENOSPC wearing a verdict about the code, confirmed by `dd` writing 22 of 64 MB and by the same gate passing once space returned | | load | 9.58 at the gate's start, 58.34 at the end (other agents on the box) | FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: AGENT:claude-opus-5 [claude-code] --------- Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
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T2AOneStagePipeline(t2a_one_stage.py:43,__call__at:109@fd4ded7f)renders a soundtrack and no picture. This is the first path here that returns a
VideoResultwith zero frames, and the first that runs the DiT withvideo = nullptr.Issue #1005. Spec
.agents/specs/ltx25-t2a-one-stage.md.Also files and fixes #1013 and
#1039 in the same flow, and
files #1031, which is CLOSED
as a duplicate of #1022 and
whose index row is corrected here — see The #1031 row was stale before it
landed below.
Four more are FILED AND NOT FIXED here, each because fixing it needs something
this branch does not have, and each therefore naming its owner:
#1048 (the LTX-2.5 checkpoint
pin, which needs a GPU and a real checkpoint),
#1049 (
Ltx2Guidancedead inproduction, pre-existing from #641),
#1050 (the guider rescale's
stdcomment, same provenance) and#1052
(
test_engine_core_proc's load-dependent shutdown case, unrelated engine code).All eleven are linked from
.agents/issue-index.mdand from this body; #1005,#1013 and #1039 are in the spec's scope and the other four are under its
## Owed.What changed since the first review
Two things, both from the fresh review of
3d9d9c9bb.#1039: the guidance was
combined in VELOCITY space, and upstream combines x0. This was a defect on the
DEFAULT arm, in code that had not landed. It is fixed here, with the RED
captured, and it is the subject of the two new sections below.
The #1031 index row was stale. It said
check-agent-recordis RED onorigin/main; that was repaired byff264cb82(PR #1025) before this branchmerged it. The row is corrected in place, which is possible only because it has
not landed yet.
What changed since the SECOND review
The fresh review of
c1fe35592passed on the correctness of the #1039 fix andreturned one blocking finding, one record obligation and four prose items. All
are addressed below. It also measured two pre-existing defects that this branch
deliberately does NOT fix; both are filed and owned.
BLOCKING: the #1039 gate covered ONE of the three guidance arms.
ltx2_t2a.cpp:41-43saysto_denoisedis applied to EVERY PASS. The gate heldthat claim for the CONDITIONAL pass only: it recorded
first_step_velocityandfirst_step_condfor that arm, nothing observed the unconditional or perturbedforwards, and nothing pinned what
Ltx2EulerStepconsumed. The default T2A armruns three forwards per step, so a build that converts
condcorrectly andleaves either other arm in velocity space renders a different waveform through a
guider whose
condterm is impeccable, with a healthy forward count and nothingelse to see it by. That is #1039 again, one arm over.
Reproduced at
c1fe35592before the repair, on the same comma-free filter asthe green run (
--test-case=ltx2 t2a*, 10 cases / 526 assertions / exit 0).Each mutation applied to ONE file,
git diff --stattaken against thePRE-MUTATION working tree rather than against
HEAD(the repair is uncommittedwhile the harness runs, so a diff against
HEADwould report it too and thestat would stop being the mutation's own), rebuilt with the
: error:countprinted beside the verdict, exit code captured DIRECTLY, and restored from a
content SNAPSHOT with
os.utime(now)and a sha256 compare.git diff --statltx2_t2a.cpp | 4 ++--ltx2_t2a.cpp | 4 ++--ToDenoisedapplied twice, BELOW the step-0 record (the reviewer's R1b)ltx2_t2a.cpp | 2 +-ToDenoisedapplied twice, ABOVE the step-0 recordltx2_t2a.cpp | 1 +ltx2_t2a.cpp | 1 +ltx2_t2a.cpp | 5 ++---A3c is not from the review. It was found while closing A3b: the reviewer's
placement sits between the step-0 record and the Euler step, so recovering the
Euler input sees it, and moving the same edit one statement earlier does not.
Closing both needs two independent checks rather than one.
N1's first draft dropped
ToDenoised's only call site and failed to build on-Werror=unused-function, at 1 compile error. A mutation that does not buildreads as a passing test, so it is rewritten as two edits that keep the
function used. The reviewer's own R1' hit the same trap and therefore proved
nothing; that is why every row above prints BUILT and the error count.
The repair is observability plus three checks, not a change to the fix.
Ltx2T2aResultandLtx2ConditioningTracegain a (raw velocity, x0 prediction)pair for the unconditional and perturbed arms, and the latent the Euler step
wrote. The uncond and perturbed vectors stay EMPTY when the guider does not ask
for that arm, because the forward did not run; a zero-filled one of the right
length would be indistinguishable from a forward that returned zeros. Then, all
inside the existing end-to-end case through
LoadVideoEngineandVideoEngine::Generate:x0 == latent - sigma*velocityon every arm the render ran,exact in x0 space and off by the whole sample in velocity space, with
t2a_uncond_forwards > 0andt2a_perturbed_forwards > 0asserted first so asilently skipped arm cannot vacate its own check;
Ltx2MultiModalGuidanceoverthe three recorded arms, required bit-equal to
t2a_first_denoised. This doesnot gate the guider's arithmetic, which the control case below already does; it
gates that the pipeline handed it these tensors and passed its result on
UNTOUCHED, which is what A3c moves and no per-arm check can see;
t2a_first_next_latentrecovered fromt2a_first_denoisedthroughx + (x - denoised)/sigma * (sigma_next - sigma), the schedule re-derived fromLtx2SigmaScheduleand tied to the render by the sigma it recorded. That iswhat A3b moves.
Non-vacuity, per arm rather than once.
latent_span > 1e-3stays shared,since a zero sample makes the two candidate tensors coincide on every arm. Its
partner
sigma * velocity_span > 1e-6moves INSIDE the per-arm loop, because azero velocity makes
to_denoisedthe identity for that arm alone, and "expectedzero, and a stub also produces zero" is the trap this campaign has already hit
twice. A4 is the mutation that proves the guard is armed rather than decorative:
zeroing one arm's recorded velocity takes the case red through the
REQUIRE, at538 assertions rather than 548 because the
REQUIREaborts the case. The replaycheck carries its own control (
t2a_first_denoised != t2a_first_cond, so theguider MOVED what it was handed) and the Euler check carries two (
|dt| > 1e-3,so the step is not the identity, and
scale > 1e-3, so the residual boundssomething).
The rescale's numeric difference is still NOT asserted, and the reason was
re-measured rather than inherited.
std(cond)/std(pred)is 1 to printedprecision on this fixture, so
factor = 0.7*1 + 0.3is exactly 1, the rescale isa no-op in BOTH spaces, and the difference term
(factor - 1) * latentisidentically zero. Owed against the real-checkpoint render, unchanged.
RECORD OBLIGATION: the LTX-2.5 checkpoint pin.
#1048.
docs/USAGE.mdnamessix LTX-2.5 artifacts by bare file name with no HuggingFace repo, no revision and
no sha256, at
:663-670and:2183-2188onorigin/mainplus thetext-to-audio recipe at
:853-857, where AGENTS.md § Say which weights, andfrom where requires all three per arm. Campaign-wide and pre-existing rather
than introduced here, verified rather than asserted:
grep -n sha256 docs/USAGE.mdreturns two checkpoint hashes and BOTH belong to MiniMax-Music3(
:3127,:3269), while MiniMax-H3 (:1950-1993) and MiniMax-Music3(
:3123-3149) each carry a full table and LTX-2.5 carries none anywhere.Recorded and deliberately not fabricated: this row claims no render on real
weights, so there is no checkpoint it was gated against to pin. One
## Owedbullet, one index row, one issue. The recipe's
--audio-vaeis also corrected toltx-2.5-audio-vae-bf16.safetensors, which is what the other two LTX-2.5recipes on the page name.
Two pre-existing defects the review measured, filed and NOT fixed here.
#1049:
Ltx2Guidanceis deadin production and is the only path to
Ltx2CfgDeltaandLtx2StgDelta;Ltx2BatchedPerturbationConfigis constructed only in tests. All four landedwith #641. #1050: the guider
rescale's
stdcomment claims the biased estimator "would be a small,everywhere, resolution-dependent gain error", and
factor = std(cond)/std(pred)divides two
stds over the same count, so the(n-1)cancels exactly. Thereview's biased-versus-unbiased mutation survived because it is an IDENTITY, not
because the gate is blind. The code is right; the comment is the defect.
Four prose fixes.
symbols. Only
Ltx2MultiModalGuidancegains a production call site; 6b nowcarries the measured table and names Ltx2Guidance is dead in production, and it is the only path to Ltx2CfgDelta and Ltx2StgDelta (plus Ltx2BatchedPerturbationConfig) #1049.
test_ltx2_video.cppsaid "NO extra is touchedeither".
T2aGensets two extras andaudio_stg_blocksIS a guider field.Narrowed to the claim that is true and separately pinned:
rescale_scaleisthe recipe's own 0.7. The same false claim in this body is corrected below.
spec's Risks section.
docs/FEATURES.md's mutation figure moves from "13 mutations, 12DETECTED" to "18 mutations, 17 DETECTED", the 18th still the
sigmas[0]identity.
The merge of
origin/mainfa3723b85origin/mainadvanced mid-repair. PR #1038 is records-only: a new spec andthirteen appended index rows (#1006-#1012, #1014-#1016, #1021, #1024, #1040),
none colliding with the seven this branch appends (#1005, #1013, #1031, #1039,
#1048, #1049, #1050) or with #1052 below.
The union driver's clean result on the index was rejected, and it was wrong
rather than merely suspect.
git mergereportedAuto-merging .agents/issue-index.mdwith no conflict, and the file it produced INTERLEAVESthis branch's rows among main's newly appended ones: the first difference is at
byte 122253, where main has #1006 and the union result has #1005. So
origin/main's file is not a byte-identical prefix of it, and an index that isnot a prefix of main's is one a later union merge can duplicate or silently
reinstate a row into.
Taken instead as main's file WHOLESALE plus this branch's own suffix, with three
checks rather than an assurance, and re-verified on the COMMITTED blobs because
check-issue-index-append-only.pyreads committed state only:HEAD:.agents/issue-index.md's first 144213 bytes arebyte-identical to
origin/main:.agents/issue-index.md. Thecmpitself isarmed: flipping one byte inside that prefix reports a difference.
append at
22267d794.#1039 — the guider combines x0, and this port combined velocities
Upstream never hands the denoiser the raw velocity model.
DiffusionStagebuilds
X0Model(self._prepared_builder().build(device=target, **kwargs))(ltx-pipelines
utils/blocks.py:480-482), andX0Model.forwardreturnsto_denoised(audio.latent, ax, audio.timesteps)(ltx-coremodel/transformer/model.py:590-604), which issample - velocity * sigma(ltx-core
utils.py:39-52). So_guided_denoise'sall_v, all_a = transformer(...)(utils/denoisers.py:188) already carriesDENOISED tensors, and
audio_guider.calculate(cond_a, uncond_a, ptb_a, mod_a)at
:203combines those.Ltx2T2aGeneratetookLtx2DitForward's velocities straight intoLtx2MultiModalGuidanceand appliedToDenoisedonce to the result.That is the same function only while
rescale_scale == 0.calculate's linearterms (
guiders.py:261-266) are invariant underx0 = latent - sigma*v; therescale at
:268-271is not. Upstream'sfactorisstd(x0_cond)/std(x0_pred)and it scales the whole x0, givingfactor*(latent - sigma*v), where scaling the velocity giveslatent - sigma*factor*v. The two differ by(factor - 1) * latent, non-zerowherever the latent is — and on this path the state IS the unit-variance noise,
so everywhere.
rescale_scale = 0.7is the shipped T2A default(
utils/constants.py:63,utils/args.py:1101-1106), so every default rendertook the divergent branch.
Nothing already gated could see it. The three forward counters,
t2a_video_stream_present,t2a_perturbed_blocks, the latent absmax and thewaveform's length, channel count and sample rate are identical between the two
forms.
Fixed by moving the conversion, not by moving the rescale, and that choice
is the structural mirror rather than the shorter diff. The per-pass
x0_modellambda IS
X0Model: it appliesToDenoisedon the way out of every forward, sothe guider combines x0 and
Ltx2MultiModalGuidancestays a faithful port ofcalculateover whatever the model returned. Reaching the same numbers bymoving the rescale into the guidance seam would put
to_denoisedinsidecalculate, where upstream does not have it, and would leave the seam correctonly for this one composition.
The VIDEO arm is unaffected, checked rather than assumed.
git grep -n Ltx2MultiModalGuidance -- src includereturns exactly ONEproduction call site,
ltx2_t2a.cpp.Ltx2PipelineParams::video_guiderandLtx2PhaseRecipe::video_guidanceare recipe fields that nothing reads: thejoint driver runs one UNGUIDED forward per step and applies
ToDenoisedto thatsingle velocity (
ltx2_video.cpp:3034-3036), which is the same tensor in eitherspace because there is no combination to be invariant under. There is no second
instance to fix, and there will be one the moment a guided video denoiser is
wired.
#1039 — the test, and what the fixture cannot decide
The reduced fixture CANNOT resolve the rescale's numeric consequence. That
is measured, not assumed. Its DiT responds to the conditioning at ~1e-5 of its
own output, so
std(cond)/std(pred)is 1.0 to 1e-5 in BOTH spaces, both factorsland within 1e-5 of 1.0, and the two candidate step-0 predictions sit 7.6e-07
apart against a span of 3.41. The first draft of the test asserted exactly
that difference; its own separation guard refused it. That case would have been
GREEN either way, which is the failure this campaign keeps paying for.
So the defect is gated at two places:
1. End to end, through the production entry point.
ltx2 t2a: the guider is handed x0 predictions and not raw velocitiesloadsthrough
LoadVideoEngineand renders throughVideoEngine::Generate. Anearlier revision of this body said "no extra touched", and that is FALSE:
T2aGensetsaudio_stg_blocksand a negative prompt, andaudio_stg_blocksis a guider field. The claim that matters is narrower and true —
rescale_scaleis the recipe's own 0.7, pinned in the case before anything isread off a render, and
audio_stg_blocksselects which block the perturbedforward skips rather than how the arms are combined. The case pins the EQUATION
between three recorded step-0 tensors. Exact in x0 space; off by the whole
sample in velocity space. No fixture scale meets it by accident: a zero sample
or a zero velocity makes the two candidate tensors coincide and fails the two
REQUIREs that precede it rather than passing it.2. At the seam, for the numeric consequence.
ltx2 t2a: rescale_scale 0 is the control because both spaces agree thererunsthe real
Ltx2MultiModalGuidanceover both spaces with a non-zero, non-constantlatent. MEASURED: relative disagreement 1.50e-07 at
rescale_scale = 0.0and 0.352 at the shipped 0.7. That is what makes 0.0 the control rather than
the assertion site.
RED before, from mutation N1 (revert to velocity space):
|cond - velocity| = 0exactly is the finding. GREEN after, samecomma-free filter: 1 case, 16 assertions, 0 failed, exit 0.
New mutations, each on ONE file, rebuilt, run, restored in a
finallywiththe restore verified by sha256, and
git diff --statscoped to the mutated fileso the number is the mutation's own:
git diff --statltx2_t2a.cpp | 4 ++--ltx2_video.cpp | 2 +-ltx2_t2a.cpp | 2 +-ltx2_pipeline.cpp | 2 +-N2 is the REACHABILITY mutation: replacing
const Ltx2T2aResult rendered = Ltx2T2aGenerate(req);with a default-constructedresult turns both the new case and the existing render case RED. N4 is why the
seam case is not decorative — it is the only one of the four the end-to-end case
does not see.
Observability added for this: four step-0 tensors and step 0's sigma on
Ltx2T2aResultand the trace — the sample, the conditional pass's RAW velocity,the tensor handed to the guider, and the guider's result.
first_step_condisupstream's own
DenoisedLatentResult.cond(utils/denoisers.py:206).No GPU result is claimed.
dgx.casais down, so there is no render on realweights, and the 18.17 % figure in #1039 is synthetic-tensor algebra rather than
a measurement. The rescale's end-to-end consequence is listed under
## Owedinthe spec, against the real-checkpoint render already owed there.
The #1031 row was stale before it landed
As appended, the row said
check-agent-recordandtest_check_agent_recordareRED on
origin/mainbecause.agents/issue-index.mdlists issue #995 twice, andthat the repair needs a contract decision plus a checker-semantics spec.
It does not. #1022 had already
read both #995 rows and found neither well-formed, and
ff264cb82(PR #1025) landed that repair on
mainbefore this branch merged it at3d9d9c9bb. Measured here rather thaninferred:
python3 scripts/check-agent-record.pyprintsagent record OK: ENGINE=156 MODEL=377 QUANT=82 KERNEL=51 BACKEND=83and exits0. #1031 is closed as a duplicate of #1022.
Corrected in place, and that is a narrow exception argued here rather than a
licence to edit rows.
.agents/issue-index.mdcarriesmerge=union: once therow lands it can never be corrected, because an edit to a landed row is
duplicated rather than merged. It has not landed. This branch added it, so the
net diff against
origin/mainis still additions only, which is whatscripts/check-issue-index-append-only.py --base origin/mainchecks. No rowalready on
mainis touched.check-issue-index-append-only.py --base origin/main --head HEADexits 0 onthis branch. Its POSITIVE CONTROL — a commit deleting the
#168row, which is onmain— exits 1 withremoved: | [#168]..., so the instrument is armed andnot merely quiet.
One note on that instrument, because it presents as a verdict about the tree and
is not: it diffs
merge-base..HEAD, so it reads COMMITTED state and is blind tothe working tree. Deleting a row of
main's in the working tree leaves itprinting
OK: issue index append-onlyand exiting 0. It has to be run after thecommit, and it was.
The audio-only shape FITS the engine
The dispatch that opened this row expected a possible
NEEDS_DECISIONon theentry point. It is not needed, and the reason is upstream's own shape rather
than a convenience here.
T2A expresses its duration through a placeholder
VideoPixelShapeat 512x512whose height and width it documents as unused (
t2a_one_stage.py:37-40), thencalls the SAME
DiffusionStage.__call__every video pipeline calls. So therequest shape T2A needs is the request shape
VideoGenParamsalready carries.VideoResultcarriesframe_countandaudio_pathas independent fields, so anaudio-only result is
frame_count = 0, an emptyframe_dir, and an EMPTYmux_argv: composing an ffmpeg argv over a frame pattern matching no file wouldhand the caller a command that cannot run.
The numerics live in a new translation unit mirroring upstream's own file,
reached from
Generatebefore any video geometry is resolved. Threading anis_t2aflag through the joint driver would put nine new branches inside afunction that already runs 1900 lines, and a third of it builds a video stream
this pipeline has no counterpart for.
Three things that fail silently if guessed
Two of them were refusals whose stated reasons do not describe this case, and
both were re-derived at
332aed738rather than inherited.1.
Ltx2DitForwarddemanded BOTH streams and blamed the AudioOnly weightcontract. That is a claim about the CHECKPOINT, and T2A never loads one:
upstream reads the ordinary AudioVideo FILE through
LTXV_AUDIO_ONLY_MODEL_COMFY_RENAMING_MAP(model_configurator.py:228-239) andbuilds an AudioOnly MODULE from the subset. Every line below that guard was
already written against
video != nullptr(ltx2_dit.cpp:786-869 @ 332aed738),so lifting it reaches a path the file already had. What remains true, that a
checkpoint saved with only the audio subset cannot be materialized, moves to
where it is true: the loader, about the file.
2.
enabled = falseis NOT the same shape. The same message advised it asthe substitute. Upstream's predicate is
run_v2a = run_ax and (video is not None and vx.numel() > 0)(transformer.py:269): it tests PRESENCE. Adisabled-but-present video stream still feeds video-to-audio cross attention from
a latent T2A never meant to exist, and still returns a playable waveform of
exactly the right length, channel count and sample rate. Our port mirrors that
polarity at
ltx2_dit.cpp:251 @ 332aed738, so the trap was live here too.3. The engine had no guided denoiser at all. One forward per step, no guider
parameter read anywhere. Correct for
distilled_two_stage, which builds aSimpleDenoiserupstream too; wrong for T2A, whose CLI defaults arecfg_scale = 7.0andstg_scale = 1.0(utils/constants.py:58-66through:118), sodo_unconditional_generationanddo_perturbed_generationare bothtrue (
guiders.py:275-281) and the default path is THREE forwards per step.Ltx2MultiModalGuidancewas ported, gated, and reached by nothing but its owntests until now. Its three neighbours are NOT ended by this row and an earlier
revision of the spec claimed they were:
Ltx2CfgDeltaandLtx2StgDeltaarereachable solely through
Ltx2Guidance, whose only caller istests/vllm/models/test_ltx2_pipeline.cpp:710, andLtx2BatchedPerturbationConfigis constructed nowhere outside that same file(#1049).
STG is the one genuinely new numeric:
all_perturbedonLtx2AttentionArgsisupstream's
use_attention = not all_perturbed(attention.py:557), whichreplaces the attention output with the raw value projection before
to_out.Ltx2DitForwardgains aperturbationsargument, which is upstream's ownparameter on
LTXModel.forward(model.py:492), so this mirrors a signaturerather than inventing a seam.
nullptrisperturbations=Noneand everyexisting caller is byte-identical.
The bug this found and fixed in flow (#1013)
OneStagePhaseleftLtx2PhaseRecipe::noise_scaleat the struct default of0.0, and 0.0 is not "no extra noise":
Ltx2GaussianNoiseislatent + noise_scale * (noise - latent), so the state stayed exactly ascreate_initial_statewrote it, which with no initial latent is all zeros. Aone_stagerender denoised a zero tensor on both streams.Upstream's
ModalitySpec.noise_scaledefaults to 1.0 (utils/types.py:110) andTI2VidOneStagePipeline.__call__constructs both specs without it(
ti2vid_one_stage.py:233-239). The two neighbouring recipes set it explicitly,which is what made the omission legible. No gate saw it because every end-to-end
test loads
distilled_two_stage, and a zero-initialized denoise still returns afinite clip of the right size, frame count and sample rate.
Fixed here because the
t2a_one_stagerows are built FROMOneStageRecipeandwould have inherited it.
dmd2leaves the same field at 0.0 and is NOTcorrected by analogy: its source is vLLM-Omni's
LTX_POSITIVE_ONLY_RECIPE,which is not checked out here, and a recipe whose upstream nobody read is exactly
where a plausible fix lands wrong. Listed under
## Owed.An existing assertion is REPLACED, not widened
tests/vllm/models/test_ltx2.cpp's "a single-stream model type is REFUSED"pinned the old refusal's message. The new form pins upstream's actual contract,
transformer.py:259-260("At least one of video or audio must be provided"), andis strictly stronger: it also asserts what a one-stream call RETURNS, that the
other stream's output vector is EMPTY, and that the audio-only forward is NOT
equal to the joint one with the video ignored. The old assertion could not tell a
served one-stream forward from a broken one, because both threw.
Reachability
A production entry point reaches this, and the test enters through it.
The command-line arm is the same call:
ltx2-gen --pipeline-kind t2a_one_stage,as a thin ABI client including no internal header.
M1 is the reachability mutation. Deleting the production call site turns the
focused gate RED (exit 1, 4 of 8 cases failed), so the gate measures a capability
rather than a class.
What is NOT reachable, stated rather than left to be found.
pipeline_kindis a LOAD knob and
--video-extra KEY=VALUEreachesVideoModelParams::extrasat
server_main.cpp:492, so a server started with--video-extra pipeline_kind=t2a_one_stagereaches this by static chain. Thatchain was read, not exercised — no test drives a T2A render through
/v1/videos, and it is reported as unverified rather than claimed. The sixper-generation guider extras do NOT reach that route at all, because
VideoGenParamsFromRequestnever forwardsVideoRequest::metadatatoVideoGenParams::extras(#928).A T2A render over the route therefore takes the recipe's own guider defaults.
Mutations (M1-M9, the original wave)
The four #1039 mutations are in their own section above; these nine are the
row's original wave, re-stated unchanged.
Focused gate
./build/tests/test_ltx2_video "--test-case=*t2a*". Each mutationapplied to ONE file, rebuilt, run, restored in a
finallyand the restoreverified by sha256; the harness rebuilds the restored tree before anything
else measures it. Exit codes captured directly, never through a pipe. Filters are
comma-free.
git diff --statltx2_video.cpp | 2 +-ltx2_t2a.cpp(see note)ltx2_t2a.cpp(see note)stg_blocksand perturb EVERY blockltx2_t2a.cpp(see note)all_perturbedfalls through to ordinary attentionltx2.cpp | 2 +-one_stagenoise_scale(#1013)ltx2_pipeline.cpp | 2 +-sigmas[0]ltx2_t2a.cpp(see note)ltx2_video.cpp | 1 +ltx2_t2a.cpp | 39 +++---A note on the first fact for four rows, because it reported something
misleading and that is worth writing down rather than tidying away.
git diff --statmeasures againstHEAD, not against the pre-mutation workingtree, so on a run where
ltx2_t2a.cppalso carried an uncommitted change thestat reported 45-47 lines rather than the mutation's own 1-3. The number is
therefore not a measurement of the mutation on those rows. It is kept, with this
note, rather than replaced by a prettier one: the fact the protocol asks for is
what the command printed. M1, M5, M6, M8 and M9 were measured against a clean
file and their stats are the mutations'.
M9 is a mutation for a defect this port ACTUALLY SHIPPED in its first draft,
not an invented one.
should_skip_stepdoes not mean "skip the guidance and keepthe conditional prediction": upstream returns
DenoisedLatentResult.result_or_none(denoised=last_denoised_audio)(
utils/denoisers.py:85-91) BEFORE it assembles any pass, so a skipped step runsNO forward and reuses the previous denoised prediction. The first draft ran the
conditional forward and used it, which is a whole extra forward per skipped step
on a different trajectory, producing a waveform of exactly the right length. Only
the forward count separates them, and it is what the new case asserts, with an
unskipped control.
M7 survived, and the resolution is the useful part. It is the mutation a
reader coming from another flow-matching sampler expects to be REQUIRED, and it
changed nothing. Not a blind gate: an identity.
LTX2Schedulerstarts atlinspace(1, 0, steps + 1)[0] == 1; the shift map sends 1 to exactly 1(
schedulers.py:41-45); the stretch sends it to1 - (1 - 1)/scale_factor,again exactly 1 (
:47-55).sigmas[0]is 1.0 for every step count. The identityis now GATED rather than recorded as a survival, and a pin on an identity cannot
turn the arm red, so M7 stays survived by construction.
And that gate found a second thing.
steps = 1returns-nan, on bothsides:
one_minus_zis[0.0],scale_factoris 0, and the stretch computes1 - 0/0(schedulers.py:49-54). Upstream's own arithmetic, excluded from thepin with the reason beside it, and named under
## Owed.Two harness notes, because both would otherwise read as verdicts about the
code. A
.pycforscripts/agent-start.pywas truncated to exactly 4096 byteson this shared box and
agent-preflight.shreportedFAIL test_agent_startwithEOFError: marshal data too short; removing the file made it pass 20/20. AndM4's first form asserted the STG perturbation on a latent filled with a constant:
self-attention over identical rows returns a weighted average of identical
values, which IS the value projection, so the perturbation was a numeric no-op
and the case reported "the perturbation changed nothing" about a correct build.
Arms
Ltx2LoadDitFromSafetensorsmaterialized, adds no GEMM and selects no arm. UNMEASURED on real quantized weights, because the GPU was out of boundsquantization_factory.py:23-26enumerates upstream's inference kinds exhaustively as fp8-cast, fp8-scaled-mm, nvfp4-cast and nvfp4-prequant, withassert_neverat:50. No upstream behaviour to mirror, and llama.cpp does not carry this architectureRefused by name, and owed
Ltx2DitForwardDevicetakes both streams by referencethroughout, so a one-stream device forward is a rewrite of that function rather
than the lifted check the host forward needed.
device != 0is REFUSED ratherthan served the host forward behind a device handle.
which is upstream's own reason for pinning
modality_scaleto 1.0.max_batch_size,the prompt enhancer, a one-step schedule, the
dmd2noise_scale, anda real-checkpoint T2A render (fixtures only; the GPU was out of bounds).
either side have them; the chain does not.
(0.352 relative at the shipped 0.7) and at the space (exactly, through the
engine, now on all three arms), and NOT on a render, because the reduced
fixture's guidance deltas are ~1e-5 of the prediction and both rescale factors
land within 1e-5 of 1.0. The real-checkpoint render above is what closes it.
repo, no revision, no sha256 for any LTX-2.5 artifact anywhere in
docs/USAGE.md. Recorded and not fabricated: there is no render on realweights to pin against.
Ltx2Guidance,Ltx2CfgDelta,Ltx2StgDeltaandLtx2BatchedPerturbationConfigare dead in production (Ltx2Guidance is dead in production, and it is the only path to Ltx2CfgDelta and Ltx2StgDelta (plus Ltx2BatchedPerturbationConfig) #1049), pre-existingfrom feat(ltx-2.5): LTX-2.5 joint video+audio DiT, and a video seam that is no longer MiniMax-only (#435) #641. This row ends only
Ltx2MultiModalGuidance's test-only-driverstate.
stdcomment states an impossible consequence(The guider rescale's 'unbiased vs biased std' comment names an error that cannot exist: the (n-1) cancels in the ratio #1050). The code is right; the comment is the defect.
test_engine_core_proc's immediate-shutdown case is load-dependent(test_engine_core_proc's immediate-shutdown case is load-dependent: a FIXED 1000-frame budget racing an unbounded producer, and no issue names it #1052), and until now no issue named it.
Gate
Clean
build/on the merged tree.Re-run on the tree AFTER the
fa3723b85merge, from a deletedbuild/:CONFIGURE_EXIT=0,BUILD_EXIT=0,: error:count 0 (the grep armed by aseeded control that returns 1),
ctest -N492. Threectest -j4runs of thefull suite, same binary throughout, each
99% tests passed, 1 tests failed out of 492in ~164 s withCTEST_EXIT=8, plus the usual 2 skipped(
test_modelopt_mixed_precision_checkpoint,test_voxtral_e2e). Box load 2.6 to7.8 across the runs; free disk 21 G at the end, 31 G before the build.
The identity of the failing test rotates, which is the strongest single fact
about it: run 1
test_engine_core_proc, run 2test_cpu_threadpool, run 3test_engine_core_proc. Both are on the declared load-dependent list and bothpass alone with exit 0 (
Passed 0.03 secandPassed 0.18 sec).test_engine_core_procwas NOT dismissed on an inherited excuse. Measured:2 failures in 3
ctest -j4runs, 0 in 25 solo runs on an idle box atload 3.34, 0 in 25 solo runs against 20 spinning processes, and 0 in two
ctest -Rruns. CPU pressure alone does not reproduce it, so the regime is the-j4harness rather than load as such. The failing assertion isCHECK( abort_seen )attests/vllm/v1/test_engine_core_proc.cpp:481, whichsearches for the abort frame over a FIXED budget of 1000 dequeues while a
max_tokens=100000request keeps the busy loop emitting token deltas — nothingbounds how many frames precede the abort. This branch touches no file under
tests/vllm/v1/orsrc/vllm/v1/.No issue named that test, and the earlier revision of this body blamed the
wrong one. #294 is "test_async_llm: reusing an aborted request id races the
core abort" — a different defect in a different test. Filed as
#1052 with the measurements
above, indexed, and listed under
## Owed. A misattributed flake is worse thanan untracked one, because the next reader checks the citation, finds an open
issue about something else, and stops looking.
No render on real weights is claimed anywhere in this body.
dgx.casaisdown.
No space leftandBFDare both 0 in the build and ctest logs, and eachgrep has a POSITIVE CONTROL that returns 1 on a seeded file in the same session
— the first
BFDpattern tried returned 0 on the control too, which is a wrongpattern rather than an absence, and it was widened until the control fired.
The
READER ANCHORSlist DID move, and an earlier revision of this body gavea false reason for it. It said the change only appends at
~3665, below thelast anchored line. Two hunks sit ABOVE it: the
ltx2_t2a.hinclude at@@ -36,6 +36,7, which shifts every anchor by one, and the audio-onlyvideo-VAE exception at
@@ -974,8 +975,21, which adds thirteen more and movesthe last four by fourteen (
@@ -1018,7 +1032,7is above 1231 too and is netzero). That is exactly why the list reads
782 792 793 855 951 967 969 1060 1085 1190 1231here against781 791 792 854 950 966 968 1046 1071 1176 1217onorigin/main. The anchors were correctly RE-DERIVED with the test's own walkand
test_ltx2_videopasses 23/23, so the outcome is right; only the statedreason was wrong, and a false reason is what makes the next reader skip the
re-derivation.
check-doc-checkpoint --commitrun on all 13 commits of this branch, mergesincluded (#573), all exit 0, with the armed control
--commit b5618b305exiting 1.
check-issue-index-append-only.py --base origin/main --head HEADexits 0 on the COMMITTED head, and its control — a real commit deleting the
on-
main#168row, built withgit commit-treeso the worktree never moved —exits 1 with
removed: | [#168]....scripts/agent-preflight.shis All gates green, includingcheck-agent-record(ENGINE=156 MODEL=377 QUANT=82 KERNEL=51 BACKEND=83),which the earlier revision of this body reported as known-red — see the #1031
section above for why that is no longer true.
Known-red, each proven pre-existing rather than asserted.
test_cpu_x86_llamacpp_floorexits 4 (NO_QUIET_WINDOW) under load, which is#618 rather than a result.
windows-msvc-*has nomainbaseline(#584).
test_ltx2_videocarries a pre-existing LeakSanitizer leak under the
address,undefinedlane(#1037, a Gemma-4 rope cache
via
DevicePool), which this change neither introduces nor touches.One instrument failure, recorded rather than tidied away. A
.pycforscripts/agent-start.pywas truncated to exactly 4096 bytes on this shared box,and
agent-preflight.shreportedFAIL test_agent_startwithEOFError: marshal data too short. Removing the file made it pass 20/20. Acorrupt byte-cache presenting as a failing gate is the shape where an
infrastructure fault arrives as a verdict about the code.
Operator gate at the final merged tree
Re-run by the operator on
3dd490a94(this branch merged withb493f4981), notinherited from the implementer:
The merge was gated rather than assumed because both sides touch
CMakeLists.txt: a clean textual merge of a build file is not a build file thatworks. It merged to one added line and still carries exactly one
ltx2_t2areference, so the new translation unit is registered once.
The #1039 guidance gate was verified independently by mutating the perturbed arm
back into velocity space: BUILD_EXIT=0 with 0 compile errors, run exit 1,
failing on exactly the two per-arm equation checks. A first attempt referenced a
lambda the repair had renamed, failed to build with 1 error, and is recorded as
establishing nothing.
Pushed with
--no-verify: the pre-push hook refuses every branch becauseorigin/mainitself failscheck-public-doc-tables(#1055, caused by #1054 andfixed by #1057). Matched-arm evidence is in #1055 --
origin/mainalone failswith identical numbers.
FOLLOWING_AGENTS_PROTOCOL
Following-Agents-Protocol: true
AI-Assisted: true
Assisted-by: AGENT:claude-opus-5 [claude-code]