FA num splits option #2357

wdykas · 2025-11-06T22:37:27Z

Description

I want to be able to control num splits in FA3. This exposes this argument for non-context-parallel cases.

Type of change

Documentation change (change only to the documentation, either a fix or a new content)
Bug fix (non-breaking change which fixes an issue)
New feature (non-breaking change which adds functionality)
Breaking change (fix or feature that would cause existing functionality to not work as expected)
Infra/Build change
Code refactoring

Changes

Please list the changes introduced in this PR:

Change A
Change B

Checklist:

I have read and followed the contributing guidelines
The functionality is complete
I have commented my code, particularly in hard-to-understand areas
I have made corresponding changes to the documentation
My changes generate no new warnings
I have added tests that prove my fix is effective or that my feature works
New and existing unit tests pass locally with my changes

greptile-apps

Greptile Overview

Greptile Summary

This PR exposes the num_splits parameter for FlashAttention v2 and v3 backends, allowing users to control memory optimization during attention computation.

Key Changes:

Added optional num_splits parameter to DotProductAttention.forward() method
Passes num_splits to both FlashAttention v2 and v3 backend implementations when provided
Parameter is conditionally added to kwargs only when not None

Areas for Improvement:

Missing parameter documentation in the docstring
No version compatibility check for flash-attn (unlike other optional parameters like window_size and deterministic)
No tests demonstrating the new functionality

Confidence Score: 4/5

This PR is safe to merge with minor documentation improvements recommended
The implementation correctly follows the existing pattern for optional parameters in FlashAttention backends. The changes are minimal and well-scoped. However, the score is not 5 due to: (1) missing parameter documentation, (2) lack of version compatibility checks that other optional parameters have, and (3) no accompanying tests. These are quality-of-life improvements rather than critical issues.
No files require special attention - the implementation is straightforward and follows existing patterns

Important Files Changed

File Analysis

Filename	Score	Overview
transformer_engine/pytorch/attention/dot_product_attention/backends.py	4/5	Added `num_splits` parameter to FlashAttention forward method and passes it to both FA v2 and FA v3 backends when provided
transformer_engine/pytorch/attention/dot_product_attention/dot_product_attention.py	4/5	Added `num_splits` parameter to DotProductAttention forward signature and forwards it to FlashAttention backend

Sequence Diagram

sequenceDiagram
    participant User
    participant DotProductAttention
    participant FlashAttention
    participant FlashAttn_v2
    participant FlashAttn_v3

    User->>DotProductAttention: forward(query, key, value, num_splits=...)
    Note over DotProductAttention: New optional parameter
    DotProductAttention->>FlashAttention: forward(..., num_splits=num_splits)
    Note over FlashAttention: Check backend version
    alt Flash Attention v2
        FlashAttention->>FlashAttention: if num_splits is not None
        FlashAttention->>FlashAttention: fa_optional_forward_kwargs["num_splits"] = num_splits
        FlashAttention->>FlashAttn_v2: flash_attn_func(..., **fa_optional_forward_kwargs)
        FlashAttn_v2-->>FlashAttention: output
    else Flash Attention v3
        FlashAttention->>FlashAttention: if num_splits is not None
        FlashAttention->>FlashAttention: fa_3_optional_forward_kwargs["num_splits"] = num_splits
        FlashAttention->>FlashAttn_v3: flash_attn_func(..., **fa_3_optional_forward_kwargs)
        FlashAttn_v3-->>FlashAttention: output
    end
    FlashAttention-->>DotProductAttention: output
    DotProductAttention-->>User: output

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greptile-apps · 2025-11-06T22:41:52Z

transformer_engine/pytorch/attention/dot_product_attention/dot_product_attention.py

        inference_params: Optional[InferenceParams] = None,
        pad_between_seqs: Optional[bool] = None,
        fp8_output: Optional[bool] = False,
+        num_splits: Optional[int] = None,


style: Missing documentation for the num_splits parameter in the docstring. Add a parameter description explaining what this controls and when it should be used (e.g., "Controls the number of splits for FlashAttention computation. Used for memory optimization.")

greptile-apps · 2025-11-06T22:41:53Z

transformer_engine/pytorch/attention/dot_product_attention/backends.py

+                    if num_splits is not None:
+                        # Forward optional split control to flash-attn if available
+                        fa_optional_forward_kwargs["num_splits"] = num_splits


style: Verify that the flash-attn version supports num_splits parameter. Unlike other optional parameters (e.g., window_size has fa_utils.v2_3_plus check, deterministic has fa_utils.v2_4_1_plus check), this parameter is added without a version guard.

greptile-apps · 2025-11-06T22:41:54Z

transformer_engine/pytorch/attention/dot_product_attention/backends.py

+                    if num_splits is not None:
+                        # Forward optional split control to flash-attn v3 if supported
+                        fa_3_optional_forward_kwargs["num_splits"] = num_splits


style: Same as FA v2: verify flash-attn v3 supports num_splits to avoid potential TypeError

greptile-apps · 2025-11-10T20:34:35Z

Greptile Overview

Greptile Summary

This PR adds support for controlling the num_splits parameter in FlashAttention-3 for non-context-parallel cases. The implementation adds the parameter to the DotProductAttention.forward() method and properly validates that it's only used with FA3 backends.

Key Changes:

Added num_splits parameter to DotProductAttention.forward() with comprehensive docstring
Implemented dual-layer validation (at both DotProductAttention and FlashAttention levels) to ensure num_splits is only used with FA3
Forwards num_splits to FA3 backend functions (flash_attn_func_v3, flash_attn_varlen_func_v3, flash_attn_with_kvcache_v3)
Added test case test_dpa_num_splits that verifies the feature works with FA3

Issues Found:

Dead code at backends.py:939-941 - the check if num_splits is not None: inside the FA2 path can never be true due to earlier validation
Previous comments about missing version guards appear to be false positives - the validation at line 848 correctly prevents num_splits from being passed to FA2

Confidence Score: 4/5

Safe to merge with minor code cleanup suggested
The implementation is functionally correct with proper validation ensuring num_splits is only used with FA3. The dead code at line 939-941 doesn't affect correctness but should be removed for clarity. Tests adequately cover the new functionality.
backends.py:939-941 contains unreachable dead code that should be removed for code clarity

Important Files Changed

File Analysis

Filename	Score	Overview
transformer_engine/pytorch/attention/dot_product_attention/dot_product_attention.py	4/5	Added `num_splits` parameter with proper validation to ensure it's only used with FA3
transformer_engine/pytorch/attention/dot_product_attention/backends.py	3/5	Forwards `num_splits` to FA2/FA3 backends with validation, but contains unreachable dead code in FA2 path
tests/pytorch/attention/test_attention.py	5/5	Added test for `num_splits` with proper FA3 availability check and backend filtering

Sequence Diagram

sequenceDiagram
    participant User
    participant DotProductAttention
    participant FlashAttention
    participant FA3/FA2

    User->>DotProductAttention: forward(query, key, value, num_splits=2)
    DotProductAttention->>DotProductAttention: Validate num_splits requires FA3
    alt FA3 not selected and num_splits set
        DotProductAttention-->>User: ValueError (FA3 required)
    end
    DotProductAttention->>FlashAttention: forward(..., num_splits=2)
    FlashAttention->>FlashAttention: Check use_flash_attn_3 flag
    alt num_splits set and not FA3
        FlashAttention-->>DotProductAttention: ValueError (FA3 required)
    end
    alt FA3 enabled
        FlashAttention->>FA3: flash_attn_*_v3(..., num_splits=2)
        FA3-->>FlashAttention: output
    else FA2 path (num_splits must be None)
        FlashAttention->>FA2: flash_attn_func(...)
        FA2-->>FlashAttention: output
    end
    FlashAttention-->>DotProductAttention: output
    DotProductAttention-->>User: output

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greptile-apps · 2025-11-10T20:34:34Z

transformer_engine/pytorch/attention/dot_product_attention/backends.py

+                    if num_splits is not None:
+                        # Forward optional split control to flash-attn if available
+                        fa_optional_forward_kwargs["num_splits"] = num_splits


logic: Unlike other optional parameters (window_size has fa_utils.v2_3_plus, deterministic has fa_utils.v2_4_1_plus), num_splits is added to FA2 kwargs without version checking. If flash-attn v2 doesn't support this parameter, this will cause a TypeError at runtime.

Suggested change

if num_splits is not None:

# Forward optional split control to flash-attn if available

fa_optional_forward_kwargs["num_splits"] = num_splits

if num_splits is not None:

# Only add num_splits if flash-attn supports it (check version if needed)

# TODO: Add version check once minimum flash-attn version with num_splits is determined

fa_optional_forward_kwargs["num_splits"] = num_splits

cyanguwa · 2025-11-10T22:25:32Z

tests/pytorch/attention/test_attention.py

 @pytest.mark.parametrize("qkv_layout", ["sbhd_sbhd_sbhd", "thd_thd_thd"])
-def test_dpa_max_logit(dtype, model_configs, model, qkv_layout):
+@pytest.mark.parametrize("num_splits", [None, 2])
+def test_dpa_max_logit(dtype, model_configs, model, qkv_layout, num_splits):


Can you make the num_splits a separate test, instead of piggybacking on the max_logit test :) You can still call test_dot_product_attention in it the same way you do here. Thanks!

done I think

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cyanguwa · 2025-11-11T00:03:08Z

Could you please follow the instructions here to fix the DCO? Thanks!

cyanguwa · 2025-11-11T00:03:19Z

/te-ci pytorch L0

Deleted unused header Signed-off-by: Oleg Goncharov <[email protected]> Signed-off-by: Peter Dykas <[email protected]>

…#2321) * L1 rework Signed-off-by: Phuong Nguyen <[email protected]> * comment out test_multi_process_grouped_gemm for now Signed-off-by: Phuong Nguyen <[email protected]> * rm e5m2 from test norm + MXFP8 Signed-off-by: Phuong Nguyen <[email protected]> --------- Signed-off-by: Phuong Nguyen <[email protected]> Signed-off-by: Peter Dykas <[email protected]>

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* code drop Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * fix: Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * fix Signed-off-by: Pawel Gadzinski <[email protected]> --------- Signed-off-by: Pawel Gadzinski <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Peter Dykas <[email protected]>

* code drop Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fixes Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * fix Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * fix Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> * fix Signed-off-by: Pawel Gadzinski <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix Signed-off-by: Pawel Gadzinski <[email protected]> --------- Signed-off-by: Pawel Gadzinski <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Peter Dykas <[email protected]>

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* Try to use pre-downloaded dataset artifacts first Signed-off-by: Jeremy Berchtold <[email protected]> * Set HF_HUB_OFFLINE to disable any network calls to HF when the pre-downloaded dataset is available Signed-off-by: Jeremy Berchtold <[email protected]> --------- Signed-off-by: Jeremy Berchtold <[email protected]> Signed-off-by: Peter Dykas <[email protected]>

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* Make cast_master_weights_to_fp8 compatible with older MCore version Signed-off-by: kunlunl <[email protected]> * Rename keep_columnwise to manual_post_all_gather_processing & Optimize unit test Signed-off-by: kunlunl <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove redundant _test_mini_optimizer() Signed-off-by: kunlunl <[email protected]> --------- Signed-off-by: kunlunl <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Tim Moon <[email protected]> Signed-off-by: Peter Dykas <[email protected]>

…VIDIA#2348) * Add test to check jaxpr that amax is reused for nvfp4 recipe Signed-off-by: Jeremy Berchtold <[email protected]> * Move test to test_helper.py and rename file Signed-off-by: Jeremy Berchtold <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jeremy Berchtold <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Peter Dykas <[email protected]>

…IA#2349) Signed-off-by: Peter Dykas <[email protected]>

* Fix cuDNN backend selection for more case. Add CG as a option as well Signed-off-by: Kirthi Shankar Sivamani <[email protected]> * fix logic Signed-off-by: Kirthi Shankar Sivamani <[email protected]> * Fix cuDNN checks Signed-off-by: Kirthi Shankar Sivamani <[email protected]> * Add more checks Signed-off-by: Kirthi Shankar Sivamani <[email protected]> * Fix cuddn version Signed-off-by: Kirthi Shankar Sivamani <[email protected]> * Fix error message Signed-off-by: Kirthi Shankar Sivamani <[email protected]> * Add check for window size Signed-off-by: Kirthi Shankar Sivamani <[email protected]> --------- Signed-off-by: Kirthi Shankar Sivamani <[email protected]> Signed-off-by: Peter Dykas <[email protected]>

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* Changing default activations in MLP, TransformerLayer, dropout rate after FC1 to 0, and return_layernorm_output to False Signed-off-by: tdophung <[email protected]> * Fixing the failing tests by hard coding arguments to the previous values instead of relying on newer default values Signed-off-by: tdophung <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: tdophung <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Peter Dykas <[email protected]>

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greptile-apps · 2025-11-12T16:39:12Z

transformer_engine/pytorch/attention/dot_product_attention/backends.py

+        if num_splits is not None and not use_flash_attn_3:
+            if not fa_utils.v3_is_installed:
+                raise ValueError(
+                    "num_splits is only supported with FlashAttention-3, which is not installed. "
+                )
+            raise ValueError(
+                "num_splits is only supported with FlashAttention-3. "
+                "Please adjust configuration to enable FA3 for these inputs."
+            )


style: The validation logic here correctly prevents num_splits from being used with non-FA3 backends. However, there's a potential issue with code maintainability: later in the code (line 939), num_splits is added to fa_optional_forward_kwargs without a version check, unlike other optional parameters. While the current validation prevents reaching that code with num_splits set and FA2, this creates fragile coupling between distant code sections. Consider either: (1) adding a version guard at line 939 similar to window_size and deterministic, or (2) adding an assertion that num_splits is None in the FA2 branch.

wdykas · 2025-11-12T17:00:09Z

Could you please follow the instructions here to fix the DCO? Thanks!

I think this is done?

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greptile-apps · 2025-11-12T17:01:48Z

transformer_engine/pytorch/attention/dot_product_attention/backends.py

+                    if num_splits is not None:
+                        # Forward optional split control to flash-attn if available
+                        fa_optional_forward_kwargs["num_splits"] = num_splits


style: This is unreachable dead code. The validation at line 848 already ensures num_splits is None when use_flash_attn_3 is False, so this condition can never be true inside the if not use_flash_attn_3: block. Consider removing this check for code clarity.

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cyanguwa added the 2.10.0 label Nov 11, 2025

Oleg-Goncharov and others added 21 commits November 12, 2025 08:32

[Common] Deleted unused header (NVIDIA#2324)

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clean up and tests

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change tests

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Fix out of bounds access in the FP4 dequantize kernel (NVIDIA#2346)

a68eda5

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Fix sharding of segment position to match id in ring attention. (NVID…

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Update cudnn frontend to v1.16.0 (NVIDIA#2362)

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Move Triton to common (NVIDIA#2359)

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remove comment from gpt

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wdykas force-pushed the num-splits-attention branch from 2c90ec0 to 52a5f37 Compare November 12, 2025 16:32

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Merge branch 'NVIDIA:main' into num-splits-attention

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FA num splits option #2357

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FA num splits option #2357

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Confidence Score: 4/5

Important Files Changed

Sequence Diagram

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wdykas commented Nov 6, 2025 •

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