[Bugfix] Tolerate an unset group_size in the Marlin MoE support probe - #17
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Reworked after review — the previous version did not fix the reported failure. The v1 patch normalised v2 normalises at the config-read boundary instead, in all three places that read
This follows the six existing in-tree sites ( Two more corrections to the previous description:
Consequence: this PR needs CUDA validation with a real channel-strategy compressed-tensors int4 MoE checkpoint, loaded end to end past weight prep. The v1 unit test is withdrawn — it passed for four different normalisation targets and would also have passed with the fix reverted. I have not yet produced the replacement evidence, so treat this as not ready for review until that load succeeds. |
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Superseded by vllm-project/vllm#52716, fixes vllm-project/vllm#52713. Closing the fork PR. |
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…ead of crashing engine init (vllm-project#51703) Signed-off-by: Eoin <eoin@turintech.ai> Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
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…6 path
compressed-tensors leaves `group_size` unset for per-channel strategies, so
`QuantizationArgs.group_size` is `None`. Two sites then compare it against ints
and raise instead of returning a verdict:
marlin_utils.py:377/:383 (support probe, via oracle/int_wna16.py:167)
TypeError: '<=' not supported between instances of 'NoneType' and 'int'
marlin_utils.py:344 (weight prep, via oracle/int_wna16.py:607)
TypeError: '>' not supported between instances of 'NoneType' and 'int'
The first raise happens inside `_backend_incompatibility_reason`, whose return
type is `str | None` -- it is meant to report why a backend is unsuitable, so
raising aborts backend selection instead of falling back.
Normalising inside the probe is not sufficient: it makes the probe return True,
Marlin is then selected, and the load dies at the second site, because
`compressed_tensors_moe_wna16.py:477` forwards the raw `weight_quant`. So this
normalises at the three places that read `group_size` off the config instead:
compressed_tensors_moe_wna16.py:69
oracle/int_wna16.py:163 (probe)
oracle/int_wna16.py:1500 (weight prep)
This matches the six existing sites that already do
`-1 if group_size is None else group_size` (`compressed_tensors_wNa16.py:67` and
siblings) and `compressed_tensors_moe.py:104`'s `weight_quant.group_size or -1`.
`-1` is the in-tree encoding for per-channel and is accepted by
`MARLIN_SUPPORTED_GROUP_SIZES`.
Co-authored-by: Claude <noreply@anthropic.com>
Signed-off-by: Artur Fierka <artur.fierka@intel.com>
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Promoted upstream as vllm#53163. Changed on the way out: rebased onto Branch kept. Pre-rebase state: |
Summary
check_moe_marlin_supports_configcomparedgroup_sizeagainst integers:compressed-tensors leaves
group_sizeunset for per-channel strategies, so it arrives asNoneand both raise:The raise happens inside
_backend_incompatibility_reason, whose contract is to return a reason string for an unsupported config. So instead of falling back to another backend, backend selection aborts and the user gets a traceback. In practice this hits compressed-tensors int4 MoE checkpoints withstrategy: "channel".Fix
Normalise
Noneto the-1this function already accepts, and widen the annotation toint | Noneto match what callers pass._check_marlin_supportedin the same module already declaresgroup_size: int | Noneand tests forNoneexplicitly, so this follows the existing convention rather than inventing one.Test plan
Three cases in
tests/quantization/test_moe_wna16.py, one per independent read of the same field. Extended that file rather than adding a new one, perAGENTS.md.test_wna16_oracle_handles_unset_group_sizeoracle/int_wna16.pyTypeErrorforMARLINtest_ct_wna16_moe_method_normalises_unset_group_sizeCompressedTensorsWNA16MoEMethod.__init__TypeErrortest_marlin_weight_prep_accepts_unset_group_sizeconvert_to_wna16_moe_kernel_formatTypeErrorThe second one matters most: it is the path a user actually walks when serving a per-channel compressed-tensors MoE checkpoint, not a synthetic call into a helper.
Why two cases skip on XPU, and why that is not a coverage hole.
select_wna16_moe_backendconsults a per-platform priority list, which on XPU is[XPU]. So__init__takes the non-Marlin branch and assertsstrategy == "group"— a deliberate, pre-existing rejection of channelwise that this PR does not touch — and the Marlin probe is never reached. The weight-prep case needsgptq_marlin_repack, which has no CPU or XPU kernel. Both skip explicitly with a reason rather than passing vacuously. The probe case still discriminates on XPU because it calls_backend_incompatibility_reasonwithbackend=MARLINdirectly, bypassing the priority list — which is why the XPU column still shows a real fail-to-pass transition.An earlier revision of these tests passed without the fix on every platform. Root cause:
make_dummy_moe_config()with no arguments yieldshidden_dim=1, and1 % 128 != 0rejects Marlin beforegroup_sizeis ever compared, so the probe returned a reason without touching theNonepath. The shapes are now explicit (hidden_dim=4096,intermediate_size=1024) and each test asserts its own premise.No perf or accuracy impact: this is a support-probe predicate evaluated once per layer at construction, not on any forward path.
ruff check+ruff format --checkclean, localpre-commit rungreen.Relationship to other work
Found while investigating grouped int8 WNA16 MoE handling. This fix is independent of that question and correct either way — an incompatibility probe should not raise. The two mutually-exclusive alternatives for the int8 semantics are separate draft PRs, linked from the issue.
AI assistance was used (Claude Code); every changed line was reviewed and all tests above were run personally on NVIDIA B200, H200 and Intel B70 hardware.