[Model] Add GraniteMoeHybrid 4.0 model #17497

s3woz · 2025-04-30T20:07:16Z

The PR adds support for upcoming Granite4.0 models. It is a companion PR to huggingface/transformers#37658 for adding the same model to HF.

Note: Running the model in vLLM depends on having HF Transformers with Granite4.0 support installed, see https://huggingface.co/ibm-granite/granite-4.0-tiny-preview

Note: It is re-opening #17461 again after fixing wrong rebase. Currently rebased on newer main, signed-off, resolved conflicts.
@DarkLight1337 - As per suggestion, Sampler removed from the model.

The HF model is not available in main yet. Model tests are currently marked with 'skip'.

@tdoublep @bohnstingl

github-actions · 2025-04-30T20:07:27Z

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tlrmchlsmth

First pass through looks good and implementation looks clean!

When will the model be available for testing?

tlrmchlsmth · 2025-04-30T23:09:23Z

tests/models/decoder_only/language/test_granitemoehybrid.py

Can ibm-research/granite-4.0-tiny-test be added to test_hybrid.py? It would be good to get a TP test in place

Hey @tlrmchlsmth, I'm working on the transformers side of this PR - ibm-research/granite-4.0-tiny-test won't be the name of the actual model, it's just a placeholder since the name of the model hasn't been decided quite yet 😅

I agree that it would be nice to add a hybrid model test though

(CC @DarkLight1337 since I had just sent a note to him about this PR a little while ago also)

I added the model to the test_hybrid.py, but since the name is not final and therefore the link to HF is not established yet, the tests are marked as skipped for now. Is that okay?

Thanks @bohnstingl sounds good! Were you able to run the tests on the upcoming model? I had seen some tp failures in my environment, but not just for this model, so may have something going on with my machines

alex-jw-brooks

Thanks for opening this! some thoughts

alex-jw-brooks · 2025-05-01T01:47:34Z

vllm/model_executor/models/granitemoehybrid.py

+
+        self.quant_config = vllm_config.quant_config
+
+        super().__init__()


Is there a reason the super().__init__() is called in the middle here?

No, the call to super().__init__() has been moved to the first instruction.

Cool thanks! I think you may have forgotten to push changes for this file

alex-jw-brooks · 2025-05-01T01:48:58Z

vllm/model_executor/models/granitemoehybrid.py

+                hidden_states = hidden_states * self.embedding_multiplier
+            residual = None
+        else:
+            assert intermediate_tensors is not None


Can you remove the asserts and raise errors instead?

The asserts are replaced with RuntimeErrors.

alex-jw-brooks · 2025-05-01T01:52:26Z

vllm/model_executor/models/granitemoehybrid.py

+
+        self.position_embedding_type = config.position_embedding_type
+        if self.position_embedding_type == "rope":
+            self.rotary_emb = get_rope(


Can this be changed to set self.rotary_emb to None if it's not rope? This will avoid potential attribute errors and we can do

if self.rotary_emb is not None: query, key = self.rotary_emb(positions, query, key)

in forward() instead

I think we don't need to store the position_embedding_type attribute explicitly. Now we set self.rotary_emb directly based on config.position_embedding_type and to None if there is no rope being used.

alex-jw-brooks · 2025-05-01T01:56:01Z

vllm/model_executor/models/granitemoehybrid.py

+        else:
+            assert intermediate_tensors is not None
+            hidden_states = intermediate_tensors["hidden_states"]
+            residual = intermediate_tensors["residual"]


This will be overwritten right below?

The initial value of residual is now not fixed to None anymore.

DarkLight1337 · 2025-05-01T06:05:40Z

Can you move the test based on #17459?

mergify · 2025-05-01T17:00:02Z

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @s3woz.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

bohnstingl · 2025-05-01T17:01:22Z

@DarkLight1337, I moved the test_granitemoehybrid.py to tests/models/language/generation/test_granitemoehybrid.py. Is that okay?

DarkLight1337 · 2025-05-01T17:31:19Z

Yes sounds good.

alex-jw-brooks · 2025-05-01T23:20:59Z

tests/models/language/generation/test_hybrid.py

+    max_tokens: int,
+    num_logprobs: int,
+) -> None:
+    if model == "ibm-research/granite-4.0-tiny-test":


I think for now, we can just comment it out in the hybrid model list instead of skipping like this for these tests

I reverted the changes of test_hybrid.py and just added the models as a comment to the HYBRID_MODELS

alex-jw-brooks · 2025-05-01T23:21:55Z

tests/models/language/generation/test_hybrid.py

+    )
+
+
+@pytest.mark.parametrize("model", SSM_MODELS[0:1] + HYBRID_MODELS[0:2])


Is this supposed to be SSM_MODELS[0:1] + HYBRID_MODELS[0:2]) rather than [SSM_MODELS[0], HYBRID_MODELS[0]]?

This was just an approach to include the new model in the test, because with [SSM_MODELS[0], HYBRID_MODELS[0]], it would not be tested, right? I reverted those changes though for the moment.

Yup! I think that is on purpose (there is a comment at the top of the file), although now sure about the reason. I assume probably because they take awhile to run

Yeah it is to reduce CI cost

alex-jw-brooks · 2025-05-01T23:25:06Z

tests/models/language/generation/test_hybrid.py

@@ -0,0 +1,346 @@
+# SPDX-License-Identifier: Apache-2.0


This is the same as tests/models/decoder_only/language/test_hybrid.py with the new model added right? I think this PR has both files

I apologize, I missed to commit the deletion of the old file. This should now be fixed.

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com>

bohnstingl · 2025-05-02T05:53:45Z

@alex-jw-brooks. I apologize, I have missed to push the changes to vllm/model_executor/models/granitemoehybrid.py. I also did a rebase to the latest main, in order to have the new test structure correct. What do you think?

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com>

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

s3woz · 2025-05-05T08:00:02Z

@DarkLight1337 , thank you for fixing the spacing.
I've also fixed model URLs, as we have it now uploaded in preview version.
Still, the HF code is not in the main yet, so skipping tests.
BTW, Does vLLM CI always pull the HF main? I.e. is it fine to enable test immediately after HF PR goes into main, or do we need to wait for HF release?

DarkLight1337 · 2025-05-05T08:08:08Z

The CI only uses the HF transformers version defined in the requirements file

… in CI Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

tests/models/registry.py

…rs in HF Transformers Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

DarkLight1337 · 2025-05-05T11:30:43Z

Maybe need to also add min_transformers_version

…in HF Transformers Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

s3woz · 2025-05-05T12:22:46Z

Maybe need to also add min_transformers_version

I don't know which exact version would include it. To be on the safe side, I've commented out for now.

Update: Apparently I cannot comment out, as tests fail then. As suggested, I've used min_transformers_version and set it to the next minor version 4.52.0, similarly to some other models in registry there.

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

tests/models/language/generation/test_granitemoehybrid.py

tests/models/language/generation/test_hybrid.py

Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

s3woz · 2025-05-05T20:51:32Z

Two CI tests failed, both unrelated to this PR:

buildkite/ci/pr/v1-test — Failed (exit status 1)
 v1/engine/test_engine_core_client.py::test_startup_failure
 ...
 Start compiling function <code object forward at 0xda82150, file "/usr/local/lib/python3.12/dist-packages/vllm/model_executor/models/llama.py", line 345>
[2025-05-05T18:30:39Z] +++++++++++++++++++++++++++++++++++ Timeout ++++++++++++++++++++++++++++++++++++

and

buildkite/ci/pr/2-node-tests-4-gpus-in-total — Failed (exit status 1)
 docker run -d --gpus '"device=2,3"' ...
 nvidia-container-cli: device error: 3: unknown device: unknown.

I've force-pushed to retrigger CI checks and see if this persists. (Generally, I'm not sure if this is the right way to retrigger or is there a way to retrigger selected tests only.)

* [Model] Add GraniteMoeHybrid 4.0 model (vllm-project#17497) Signed-off-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com> Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> * [easy] Fix logspam on PiecewiseBackend errors (vllm-project#17138) Signed-off-by: rzou <zou3519@gmail.com> * [Bugfix] Fixed prompt length for random dataset (vllm-project#17408) Signed-off-by: Mikhail Podvitskii <podvitskiymichael@gmail.com> * [Doc] Update notes for H2O-VL and Gemma3 (vllm-project#17219) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Misc] Fix ScalarType float4 naming (vllm-project#17690) Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> * Fix `dockerfilegraph` pre-commit hook (vllm-project#17698) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [Bugfix] Fix triton import with local TritonPlaceholder (vllm-project#17446) Signed-off-by: Mengqing Cao <cmq0113@163.com> * [V1] Enable TPU V1 backend by default (vllm-project#17673) Signed-off-by: mgoin <mgoin64@gmail.com> * [V1][PP] Support PP for MultiprocExecutor (vllm-project#14219) Signed-off-by: jiang1.li <jiang1.li@intel.com> Signed-off-by: jiang.li <jiang1.li@intel.com> * [v1] AttentionMetadata for each layer (vllm-project#17394) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * [Feat] Add deprecated=True to CLI args (vllm-project#17426) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [Docs] Use gh-file to add links to tool_calling.md (vllm-project#17709) Signed-off-by: windsonsea <haifeng.yao@daocloud.io> * [v1] Introduce KVCacheBlocks as interface between Scheduler and KVCacheManager (vllm-project#17479) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * [doc] Add RAG Integration example (vllm-project#17692) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Bugfix] Fix modality limits in vision language example (vllm-project#17721) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Make right sidebar more readable in "Supported Models" (vllm-project#17723) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [TPU] Increase block size and reset block shapes (vllm-project#16458) * [Misc] Add Next Edit Prediction (NEP) datasets support in `benchmark_serving.py` (vllm-project#16839) Signed-off-by: dtransposed <damian@damian-ml-machine.europe-west3-b.c.jetbrains-grazie.internal> Signed-off-by: dtransposed <> Co-authored-by: dtransposed <damian@damian-ml-machine.europe-west3-b.c.jetbrains-grazie.internal> * [Bugfix] Fix for the condition to accept empty encoder inputs for mllama (vllm-project#17732) Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com> * [Kernel] Unified Triton kernel that doesn't distinguish between prefill + decode (vllm-project#16828) Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> Co-authored-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> --------- Signed-off-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com> Signed-off-by: rzou <zou3519@gmail.com> Signed-off-by: Mikhail Podvitskii <podvitskiymichael@gmail.com> Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Signed-off-by: Mengqing Cao <cmq0113@163.com> Signed-off-by: mgoin <mgoin64@gmail.com> Signed-off-by: jiang1.li <jiang1.li@intel.com> Signed-off-by: jiang.li <jiang1.li@intel.com> Signed-off-by: Chen Zhang <zhangch99@outlook.com> Signed-off-by: Aaron Pham <contact@aarnphm.xyz> Signed-off-by: windsonsea <haifeng.yao@daocloud.io> Signed-off-by: reidliu41 <reid201711@gmail.com> Signed-off-by: dtransposed <damian@damian-ml-machine.europe-west3-b.c.jetbrains-grazie.internal> Signed-off-by: dtransposed <> Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com> Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Co-authored-by: Stan Wozniak <77159600+s3woz@users.noreply.github.com> Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> Co-authored-by: Richard Zou <zou3519@users.noreply.github.com> Co-authored-by: Mikhail Podvitskii <podvitskiymichael@gmail.com> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Mengqing Cao <cmq0113@163.com> Co-authored-by: Michael Goin <mgoin64@gmail.com> Co-authored-by: Li, Jiang <jiang1.li@intel.com> Co-authored-by: Chen Zhang <zhangch99@outlook.com> Co-authored-by: Aaron Pham <contact@aarnphm.xyz> Co-authored-by: Michael Yao <haifeng.yao@daocloud.io> Co-authored-by: Reid <61492567+reidliu41@users.noreply.github.com> Co-authored-by: reidliu41 <reid201711@gmail.com> Co-authored-by: Jevin Jiang <jevin0change@gmail.com> Co-authored-by: d.transposed <damian.bogunowicz@gmail.com> Co-authored-by: dtransposed <damian@damian-ml-machine.europe-west3-b.c.jetbrains-grazie.internal> Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com> Co-authored-by: Thomas Parnell <tpa@zurich.ibm.com> Co-authored-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com> Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> Signed-off-by: Mu Huai <tianbowen.tbw@antgroup.com>

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com> Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com> Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> Signed-off-by: Yuqi Zhang <yuqizhang@google.com>

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com> Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> Signed-off-by: minpeter <kali2005611@gmail.com>

s3woz force-pushed the granitemoehybrid_clean branch from 55bc3e7 to 3569fe4 Compare April 30, 2025 21:09

s3woz marked this pull request as ready for review April 30, 2025 22:56

s3woz requested review from DarkLight1337 and ywang96 as code owners April 30, 2025 22:56

tlrmchlsmth reviewed Apr 30, 2025

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Added test to functionally verify match between HF and vLLM

24bf59b

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com>

bohnstingl force-pushed the granitemoehybrid_clean branch from 590412a to 0dbb1b9 Compare May 2, 2025 05:48

mergify bot removed the needs-rebase label May 2, 2025

s3woz force-pushed the granitemoehybrid_clean branch 2 times, most recently from bbff670 to 0d4f3cd Compare May 2, 2025 07:57

s3woz and others added 11 commits May 2, 2025 08:42

GraniteMoeHybrid model

b7e89a0

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Removed MLA and added RoPE

e0136b3

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com>

Updated basic examples

4cfef42

Signed-off-by: Thomas Ortner <boh@zurich.ibm.com>

TensorParallel and cleanup

859e473

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Fixing previous commit

bcb5e77

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Cleanup

18bb63d

Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Cleanup

7cb6a81

Co-authored-by: Thomas Ortner <boh@zurich.ibm.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Removing sampler. Fixing URLs

b69ca16

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Fixing pre-hook errors.

6f8b1f4

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

ruff reformatting pre-commit fix

c3b6460

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Skip tests until HF models become available

171532c

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Update docs/source/models/supported_models.md

495fe33

Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

DarkLight1337 enabled auto-merge (squash) May 5, 2025 07:55

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s3woz force-pushed the granitemoehybrid_clean branch from f7de40b to 495fe33 Compare May 5, 2025 07:55

DarkLight1337 enabled auto-merge (squash) May 5, 2025 08:08

Commenting out failing HF registry test as code is not yet in HF used…

e114f1b

… in CI Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

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Temporarily marking model as is_available_online=False until it appea…

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…rs in HF Transformers Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Temporarily commenting out registration test until the model appears …

dc04497

…in HF Transformers Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

s3woz added 2 commits May 5, 2025 12:31

Fixing pre-commit error

a636074

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

Marking model with next minor min_transformers_version

8c68720

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Update tests/models/language/generation/test_hybrid.py

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s3woz force-pushed the granitemoehybrid_clean branch from 711dcd4 to ca47978 Compare May 5, 2025 17:00

Clarifying comments

95ede00

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DarkLight1337 merged commit 999328b into vllm-project:main May 6, 2025
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cyang49 mentioned this pull request May 6, 2025

[Model] Mamba2 causal conv1d Refactor to Split Prefill and Decode Requests for Corresponding Kernels #17146

Merged


		self.quant_config = vllm_config.quant_config

		super().__init__()

		)


		@pytest.mark.parametrize("model", SSM_MODELS[0:1] + HYBRID_MODELS[0:2])

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[Model] Add GraniteMoeHybrid 4.0 model #17497

[Model] Add GraniteMoeHybrid 4.0 model #17497

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s3woz commented Apr 30, 2025 •

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s3woz commented May 5, 2025 •

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