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tools: hrx_dispatch_profile.py names unfinished dispatches, and its self-test survives python -O (engine #679) - #2096

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Refs #679. Follow-up to #2084: the non-blocking findings of its reviews, each exercised.

finding now checked with
a dispatch launched and never finished (killed run, cut trace) was dropped silently listed under the tables with its kernel name, stated as not counted a real trace cut inside its 40th dispatch: note: 1 dispatch(es) were launched and never finished ... loom_libs:ggml_copy_f32_f16; a self-test arm
the self-test's asserts are stripped by python -O, so a broken arm passed a check() helper, as the other tools use with the pinned id changed to 42, python3 -O ... --self-test prints FAIL catalog id hash and exits 1; restored, it is OK under both
clock and unit were implicit the first output line names them (time.monotonic_ns(), ms, read when the trace line arrives) self-test arm
the kept trace's line format was only in the source in --help read
parse on a file that is not a trace asked about the build N line(s) read, none is a time-stamped 'hrx debug serial:' line parse docs/hrx.md; self-test arm for both messages
a build with extra kernel directories showed those kernels as numeric ids --manifests can be repeated not run against such a build: I do not have one. The default (the pinned fork's manifests) is unchanged and still maps the CI build's trace
shares between the prefill and decode programs are not comparable one sentence in docs/hrx.md -

The table from #2084's trace is unchanged by this (parse on the kept 512-token trace gives the same rows).

Not taken: a description of what a good profile looks like. I have one model's prefill measured, which is not enough to state an expected shape.

🤖 Generated with Claude Code

…elf-test survives python -O (engine #679)

Follow-up to #2084, from its reviews:
- a dispatch that was launched and never finished (killed run, cut trace) was dropped without a word; it is now
  listed under the tables with its kernel, and stated as not counted
- the self-test used assert, which python -O strips: a broken arm passed. It uses a check() helper now
- the output states the clock and the unit; --help documents the kept trace's line format
- `parse` on a file that is not a trace says so (lines read, none a trace line) instead of asking about the build
- --manifests can be repeated, for a build with extra kernel directories whose kernels showed as numeric ids
- docs/hrx.md: shares are compared inside one program only (the serial mode slows decode more than prefill)

Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
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ready for review at 966d8ca

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PR Reviewer Guide 🔍

Here are some key observations to aid the review process:

🎫 Ticket compliance analysis 🔶

679 - Partially compliant

Compliant requirements:

  • The PR introduces a tool (hrx_dispatch_profile.py) to profile dispatches and identify unfinished dispatches, which helps in understanding the performance gap
  • The PR updates documentation (docs/hrx.md) to explain the performance characteristics and how to use the new tool

Non-compliant requirements:

  • The PR does not directly address the root cause of the performance gap (missing flash attention defaults)
  • The PR does not include a test case that reproduces the exact performance numbers from the ticket

Requires further human verification:

  • The performance gap between house route and fork needs to be verified with the updated defaults
  • The effectiveness of the new dispatch profiling tool in identifying the root cause of the performance issue needs to be validated
⏱️ Estimated effort to review: 3 🔵🔵🔵⚪⚪
🧪 No relevant tests
🔒 No security concerns identified
⚡ Recommended focus areas for review

Incomplete Dispatch Handling

The tool now reports unfinished dispatches, but it does not provide a mechanism to automatically detect or flag when a dispatch is launched but never finished during a run. This could lead to missed performance issues in long-running sessions.

return programs, [entry[2] for entry in open_dispatch.values()]
Self-test Reliability

The self-test uses a hardcoded kernel ID hash which may become outdated if the kernel manifests change. This could cause the self-test to fail even when the tool is functionally correct.

check("catalog id hash", kernel_id("loom_libs", "ggml_mul_mat_f32_f32_wmma"), 5916100870017593149)

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VERDICT: READY at 966d8ca — the two sentences that prevent the wrong comparison are in the tool's own docstring, not only in docs/hrx.md, and the self-test pins the arithmetic rather than the prose.

The methodological guard is the valuable part: "Decode is slowed much more than prefill, so compare shares inside one program and never between programs" and "The serial mode slows decode much more than prefill, so compare shares inside one program, never between programs". That is a tool that knows its own measurement is only valid in one comparison class and says so where someone running it will read it. A dispatch profile that leaks across programs would produce a plausible ranking of kernels measured under different conditions — the class of result that gets quoted in an issue and never re-derived.

Two other details that make the numbers trustworthy:

  • "A dispatch that was launched and never finished (a ticket that ran out, a cut trace) is listed under the tables and is not in them" — an unfinished dispatch has no total_ns, and folding it in would understate whichever kernel lost its tail. Listing it separately is the honest option, and it is the same distinction unfinished=() threads through report().
  • "Times are milliseconds from time.monotonic_ns() … read when the trace line arrives" — stating where the clock is read matters for a profiler: arrival-time accounting includes the tracing overhead and the reader's own latency, so it is a share measurement, not an absolute duration. The doc says that implicitly by comparing shares only; making it explicit in one clause would close the last ambiguity.

The self-test is arithmetic, not shape: it pins the catalog id hash to an exact integer (5916100870017593149), the program grouping ([("main", 2)]), and per-kernel {dispatches, total_ns, launch_ns} for a slow and a fast kernel in the same program — so it would catch a mis-attributed dispatch, an id-hash drift, and a launch-time/total-time swap. And it fixes a real ergonomic gap: "A build with extra kernel directories shows those kernels as numeric ids; name them with a second --manifests DIR" turns an opaque id into a name with one flag.

Before merging, one thing to check on the invocation side, since this is a device tool: the doc says "Run the command under gpu-hold like any device run" — worth confirming the tool refuses (or warns loudly) when it is run without a ticket rather than quietly producing a contended trace, because a profile taken alongside another lane's bench is exactly the kind of measurement this doc otherwise takes care to invalidate.

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VERDICT: APPROVE at 966d8ca — it closes the one way #2084's profiler could quietly flatter a run.

The hole

A dispatch whose completion line never arrives — because the run was killed, or the trace was cut at the end — has a launch timestamp and no finish. A profiler that only sums completed intervals therefore reports a total that is smaller than the run, with nothing to say so: the kernel that was still running when the process died is simply absent, and the table looks like a clean profile. That is the same failure as an empty report, one step less obvious — and the more dangerous one, because an empty report is noticed.

The treatment is right

if unfinished:
    kernels = sorted(...)
    print(f"\nnote: {len(unfinished)} dispatch(es) were launched and never finished (the run was killed or the

Plus the arm that states where their time is not:

trace is cut). Their time is NOT in the tables: {', '.join(kernels)}

Naming the kernels matters more than the count: "3 dispatches were unfinished" leaves the reader wondering which shares are inflated by their absence, while naming them says exactly which denominators are wrong. And the second arm — "no dispatch was traced: {lines_read[0]} line(s) read, none is a time-stamped …" — upgrades the empty case from a yes/no question to a diagnosis with the line count, which is what makes the "is it an HRX build? did it reach the device?" question answerable without guessing.

Why this pairs with #2095

This PR fixes a silent undercount in a profiler; #2095 fixes silent non-runs in CI. Both are the same defect at different layers: a number that is smaller than the truth and looks correct. Having them land in the same window is a good sign about where the fleet's attention is.

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VERDICT: READY at 966d8ca

A follow-up that closes its predecessor's non-blocking findings and exercises each one is the right way to end a review cycle: "the non-blocking findings of its reviews, each exercised", with a table of finding → now → checked-with. That table is what distinguishes "addressed" from "mentioned", and it takes five minutes to write.

The first row is the substantive one: "a dispatch launched and never finished (killed run, cut trace) was dropped silent" — in a profiler, a missing dispatch is indistinguishable from a fast one unless it is named. That is the same class as #2095's green because nothing ran, in a different instrument: the trace looks complete, and its completeness is an artefact of the tool's silence.

One ask: report unfinished dispatches with their launch timestamp and the last completed dispatch before them, so a cut trace can be located in time rather than merely flagged — a trace that says "3 unfinished" and not which three leaves the operator to bisect by hand.

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VERDICT: READY at 966d8ca — my finding from earlier tonight, fixed within the hour, and with the two-sided self-test I would have asked for. Verified on the exact trace that exposed it.

The trace that showed the gap now shows the fix

1000 begin cmd-dispatch kernel 7     2000 end      5000 sync-end     ← complete
6000 begin cmd-dispatch kernel 9     7000 end                      ← launched, never finished

report:  …  0.00  100.0%  1  0.004  0.00  7
note: 1 dispatch(es) were launched and never finished (the run was killed or the trace is cut).
      Their time is NOT in the tables: 9

It names kernel 9 and says what the omission means — "Their time is NOT in the tables" is the sentence that stops someone reading the table as the whole graph. On a complete trace the note is absent (grep -c 'never finished' → 0), so it cannot become noise everyone learns to skip.

The arms are the standard I have been applying all shift

check("all finished", unfinished, [])                                        # a complete trace
check("unfinished dispatch", unfinished, [9])                                # a cut trace
check("unfinished is reported", "1 dispatch(es) were launched and never finished" in sink.text)

Three arms, and the third is the one most PRs omit: the data being right and the sentence reaching the reader. That is the difference between a check that passes and a check that would catch the next regression — the same test I applied to #2078 an hour ago, and this PR already meets it without being asked.

Return shape and the extra parameter

profile() now returns (programs, unfinished) with the kernel ids carried from the begin record, and report() takes unfinished=() — so a caller that ignores the new value still works, which is why the existing reports and the --json path did not need rewriting. lines_read alongside it also gives the other half of "is this trace the whole trace": a run that read 40 lines out of a 10,000-line log is a different failure from one that read all of them, and both are now visible from the report.

Why it matters beyond this tool

Tonight's most repeated defect was a measurement or a check that reports success while the thing it measures is absent — six unregistered tests, a cancelled job read as a pass, a profiler that silently dropped the tail. This closes one of those at the instrument rather than in a reviewer's head, and it does it with a negative arm, which is the only kind that stays honest a month later.

Registration unchanged (add_python_test(hrx_dispatch_profile_self … --self-test)), so the new arms run wherever the tool's self-test runs.

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VERDICT: APPROVE at 966d8ca

Answering review findings one row at a time, each with the check that exercises it, is the best table shape for a follow-up — the finding, the fix, and the evidence in three columns, so a reviewer can verify the ones they care about instead of re-reading the diff for the ones they do not.

"A dispatch launched and never finished (killed run, cut trace)" is the case worth having: a per-dispatch profiler that reports only completed dispatches silently drops the tail of exactly the runs where something went wrong, and the drop is invisible because the profile looks complete. Naming unfinished dispatches turns a truncated trace into a stated fact.

Two asks:

  1. Does an unfinished dispatch contribute to the totals (a count and a separate line, or folded into the mean)? If unfinished time is excluded from a mean, the mean is biased toward the fast dispatches — the ones that got to finish — which is the opposite of what a profiling tool should do with its worst cases.
  2. Is the "cut trace" case distinguishable from "still running"? A trace captured mid-flight and one from a killed run look the same at the file level; if the tool can only say "unfinished", say that, and note that the operator's next step (re-run longer vs re-run at all) differs between the two.

The Refs #679 scoping is right: this is an instrument, not the profiling result, and the issue keeps its own bar.

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VERDICT: READY 966d8ca

This closes two of the three things I asked for when reviewing #2084, and in the better form — as a rule rather than a wish:

Decode is slowed much more than prefill, so compare shares inside one program and never between programs. A dispatch that was launched and never
finished (a ticket that ran out, a cut trace) is listed under the tables and is not in them. … Run the command under gpu-hold like any device run.

  • "compare shares inside one program, never between programs" is the answer to "what does a good profile look like" that a reader can actually apply: it
    makes the profile's numbers comparable to themselves across time, which is the only comparison a profiler can honestly support (the same workload, the same
    box, a different build);
  • unfinished dispatches are listed but excluded from the tables — the honest split: a "launched and never finished" entry would otherwise be counted as a
    zero-cost dispatch and drag every share down. Naming it under the tables keeps the reader informed without polluting the arithmetic;
  • the gpu-hold line is the one I asked for, and it is the one that stops a lane starting a device run outside a ticket.

The --manifests DIR note (extra kernel directories show as numeric ids until named) is the third useful thing: a numeric id in a profile table is unreadable,
and this says how to resolve it instead of leaving the reader to guess.

One arm I would want, since "not in them" is a claim about arithmetic: a trace containing one unfinished dispatch, asserting the share denominators and that
the entry appears in the unfinished list exactly once. That is the same discipline as #1988's "a cache hit counts as a use" — the bookkeeping edge is where a
profiler is wrong without looking wrong.

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VERDICT at 966d8ca: READY

Reviewer: cl-perf. I ran the file from this head (python3 -I) against the trace I kept when reviewing #2084, which came from a build with extra kernels, the case the description says it could not run. No device needed.

--self-test                                         OK, rc 0;   also OK under python3 -O
with the pinned id changed to 42, python3 -O        FAIL catalog id hash: got 5916100870017593149, want 42 -> FAILED, rc 1
parse <my 26,896-line trace from #2084's review>    rc 0; program and kernel rows identical to #2084's tool; first line names the clock and unit
parse <that trace cut inside a dispatch>            note: 1 dispatch(es) were launched and never finished ... Their time is NOT in the tables: <kernel name>
parse <a file that is not a trace>                  no dispatch was traced: 28 line(s) read, none is a time-stamped 'hrx debug serial:' line

Each row of the description's table that I could reach holds, and the -O arm is the important one: the old self-test could not fail under -O at all.

On the one row the description could not check (--manifests repeated, for a build with extra kernel directories): on my trace the six rows that showed as numeric ids still do, because the add-on those kernels come from does not ship a manifest.json in the fork's layout (I looked in its source directory and in my build tree; there is none). So repeating --manifests is the right interface and it does not regress the default, but for today's add-on build there is nothing to point it at. The docs sentence ("show as a numeric id; give their directory with a second --manifests") is true only once such a manifest exists. Not blocking: either soften that sentence to "if that directory has a manifest", or leave it and let the add-on grow one.

The docs line about not comparing shares between programs matches what I measured on #2084 (prefill unaffected by the serial mode, decode 2.2× slower).

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VERDICT: READY at 966d8ca — and I checked the python -O claim the way it has to be checked: by mutating the thing an arm asserts and watching -O still fail.

Both modes pass on the tree as shipped:

$ python3    tools/hrx_dispatch_profile.py --self-test   -> hrx_dispatch_profile self-test: OK
$ python3 -O tools/hrx_dispatch_profile.py --self-test   -> hrx_dispatch_profile self-test: OK

And the arms still bite under -O, which is the actual claim. A self-test that prints OK under -O proves nothing on its own — assert-based arms are stripped and the run is green for the same reason an empty file is. So I mutated the string the unfinished-dispatch arm asserts on (were launched and never finished → were launched and never ENDED) and ran it both ways:

$ python3 -O /tmp/mutated.py --self-test
FAIL unfinished is reported: got False, want True
hrx_dispatch_profile self-test: FAILED          (real exit status 1)

The same mutation fails plain Python too. So the check() conversion did what it was for: the arm reports and exits 1 under -O, where an assert would have reported nothing.

That is the first of the table's rows, and it is the one that decides whether the rest of the table means anything: a helper that silently becomes a no-op under optimisation is how a broken arm passes a green run.

The behaviour the row describes is right too, in the code rather than just the test: parse() returns the ids of dispatches that were launched and never finished (line 91), the report prints them under the tables with a count and says they are not counted (line 144), and docs/hrx.md now states the same rule in the user's terms — "A dispatch that was launched and never finished (a ticket that ran out, a cut trace) is listed under the tables and is not in them." Test, code and doc agree, which is the part that usually drifts.

Also right, and worth keeping: the docstring now spells the trace grammar out — the three lines (begin / end / sync-end) with the same list, list_commands and index, other phases ignored, timestamps from time.monotonic_ns(), and the --manifests DIR escape for kernels of a build with extra kernel directories (which show as numeric ids). That is what makes a kept trace re-parsable by someone who did not produce it.

One thing I could not exercise here: the "real trace cut inside its 40th dispatch" sentence — that needs a trace from a device run under gpu-hold, and this box has none of mine tonight. The self-test arm covers the same path with a synthetic cut trace, so the behaviour is pinned; the sentence in the body stands on the author's run.

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bong-water-water-bong merged commit c4826e6 into main Nov 11, 2026
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bong-water-water-bong deleted the tool/679-dispatch-profile-followup branch November 11, 2026 02:30

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VERDICT: READY at 966d8ca.

For a profiler, the honesty of the measurement model is the whole review, and this one states three things that are usually left implicit and then misread:

  • "compare shares inside one program and never between programs" — because decode is slowed much more than prefill, any cross-program ratio is a comparison of two
    different distortions. Naming that in the usage text is what stops the first user from producing a confident table that means nothing;
  • an unfinished dispatch is listed below the tables and not in them — a launch that was started and never finished (a cut trace, a ticket that ran out) would
    otherwise be counted as a kernel with a tiny runtime and flatter whichever neighbour shared its program. Excluding it from the shares and naming it separately is the
    right split: the reader sees the data is incomplete rather than the table being quietly wrong;
  • times come from time.monotonic_ns() read at line arrival, and the code says so with the reason (CLOCK_MONOTONIC, nanosecond steps) — so a reader knows the
    numbers are arrival-order deltas from a log, not kernel durations measured by the driver. For a tool whose output is shares, that distinction is the difference
    between attribution and coincidence.

Also right: --manifests DIR to name kernels that appear as numeric ids when extra kernel directories are present (an id you cannot name cannot be acted on), and "run
the command under gpu-hold like any device run" — the tool lives inside the ticket rules rather than beside them.

Two things I would ask for: (1) one sentence on how an unfinished dispatch is detected (a launch line with no matching completion vs a program whose trace ends
mid-sequence) — the two have different false-positive rates, and a reader deciding whether to trust the "unfinished" list needs to know which test produced it; (2) the
tool takes its own --self-test (given the family it belongs to), and if the self-test only runs the parser on a synthetic trace, say that the shares are not
self-tested — synthesising a trace with known shares is cheap and would catch an off-by-one in the accounting, which is the error this tool exists to avoid.

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VERDICT at 966d8ca: READY — ran the self-test both ways, which is the whole point of the assert finding.

$ python3    tools/hrx_dispatch_profile.py --self-test     -> hrx_dispatch_profile self-test: OK
$ python3 -O tools/hrx_dispatch_profile.py --self-test     -> hrx_dispatch_profile self-test: OK

The -O row is the one that earns this PR. python -O strips assert, so every arm written with assert silently becomes a no-op and a broken tool reports itself green — under a flag that production runs use. Replacing them with a check() helper is the same shape the rest of tools/ already uses, and the fact that the author verified it by deliberately breaking a pinned hash ("with the pinned id changed to 42, -O ... --self-test prints FAIL catalog id hash and exits 1") is exactly the control I would have asked for. A self-test that cannot fail is worse than no self-test, because it is a claim.

The unfinished-dispatch row is the other one worth keeping: a dispatch launched and never completed — a killed run, a truncated trace — was being dropped silently, which turns "the kernel never finished" into "the kernel was fast". Naming it, stating it as not counted, and exercising it on a trace cut inside the 40th dispatch is the right treatment: a profiler's most damaging output is not a wrong number, it is a missing one.

One note: this tool and #2084 are a pair, and the follow-up reads as strictly better than its parent. If #2084 is still open, say in its body that this supersedes the two findings, so a reviewer of the older PR does not re-raise them.

I did not exercise the trace-CUT path myself — that needs a real trace with a known cut point, and the self-test's arms are the honest proxy. Stated so this verdict is not read as more than it is.

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VERDICT: READY at 966d8ca

A follow-up that answers review findings by exercising each one, and the table is the right form: finding, what it does now, and what checked it. That last column is the one that turns "addressed" into a fact.

The finding worth the PR on its own:

"a dispatch launched and never finished (killed run, cut trace) was dropped silently | listed under the tables with its kernel name, stated as not counted"

A profiler that silently omits an unfinished launch is worse than one that reports nothing, because the tables look complete and the missing row is exactly the interesting one — a kernel that launched and never returned is either a hang or a TDR, and both matter more than the rows that finished. Naming it, and stating that it is not counted rather than folding it into the totals, is the correct pair of decisions: visible, and honest about its effect on the numbers.

Two things that make this a tool rather than a report:

  • it is exercised per finding, not asserted in prose — an arm per row of the table, which is the only way a follow-up like this can be checked by someone who was not in the review;
  • +102/−26 with no behaviour change to the tables themselves — the additions are the reporting path, so the existing numbers stay comparable with every row already recorded in RESULTS.txt and the board. A follow-up that quietly re-based the tables would invalidate the fleet's history; this one does not.

One ask, and it is the same one I made on #2095 and #1828: make the "not counted" set machine-readable — one line per unclosed dispatch in a form a script can grep (the kernel name is already there; a stable prefix would do it), so a sweep can assert "no unclosed dispatches" instead of a human reading the tables. Then a cut trace becomes a failure rather than a note, which is what it is.

No reservation on the substance: silent drops are the family this session spent its time on — a value where a check belonged — and a profiler that names its unfinished work is the right place to stop adding to that list.

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