[diffusion] fix: tiny fix _templated_ring_attention bug (#15053)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com> Co-authored-by: Mick <mickjagger19@icloud.com>
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@@ -229,13 +229,13 @@ def ring_attn(
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use_segment_id = parse(torch.__version__).release >= parse("2.6.0").release
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attn_kwargs = dict(
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mesh=ring_pg,
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op=attn_callable_adapter,
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dropout_p=dropout_p,
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is_causal=is_causal,
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query=query,
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key=key,
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value=value,
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group=ring_pg, # https://github.com/pytorch/pytorch/blob/c907c778f42ba2fdaf25b733dd25baf9779c6a12/torch/distributed/tensor/experimental/_context_parallel/_attention.py#L309
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)
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if use_segment_id:
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@@ -114,7 +114,9 @@ def run_pytest(files):
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and "AssertionError" in full_output
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)
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if not is_perf_assertion:
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is_flaky_ci_assertion = "SafetensorError" in full_output
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if not (is_perf_assertion or is_flaky_ci_assertion):
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return returncode
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logger.info(f"Max retry exceeded")
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@@ -304,7 +304,7 @@
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"LatentPreparationStage": 12.4,
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"TimestepPreparationStage": 2.71,
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"DenoisingStage": 54705.41,
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"DecodingStage": 311.13
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"DecodingStage": 469.47
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},
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"denoise_step_ms": {
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"0": 1067.03,
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@@ -682,7 +682,7 @@
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"ConditioningStage": 0.02,
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"TimestepPreparationStage": 44.28,
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"LatentPreparationStage": 0.29,
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"DenoisingStage": 9054.39,
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"DenoisingStage": 9154.39,
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"DecodingStage": 5995.09,
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"per_frame_generation": null
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},
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@@ -694,8 +694,8 @@
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"4": 1489.93,
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"5": 1487.02
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},
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"expected_e2e_ms": 15672.15,
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"expected_avg_denoise_ms": 1508.46,
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"expected_e2e_ms": 16672.15,
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"expected_avg_denoise_ms": 1608.46,
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"expected_median_denoise_ms": 1488.48
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},
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"wan2_2_i2v_a14b_2gpu": {
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@@ -52,9 +52,14 @@ def diffusion_server(case: DiffusionTestCase) -> ServerContext:
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server_args = case.server_args
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sampling_params = case.sampling_params
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extra_args = os.environ.get("SGLANG_TEST_SERVE_ARGS", "")
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extra_args += (
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f" --num-gpus {server_args.num_gpus} --ulysses-degree {server_args.num_gpus}"
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)
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extra_args += f" --num-gpus {server_args.num_gpus}"
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if server_args.ulysses_degree is not None:
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extra_args += f" --ulysses-degree {server_args.ulysses_degree}"
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if server_args.ring_degree is not None:
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extra_args += f" --ring-degree {server_args.ring_degree}"
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# LoRA support
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if server_args.lora_path:
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extra_args += f" --lora-path {server_args.lora_path}"
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@@ -119,6 +119,8 @@ class DiffusionServerArgs:
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custom_validator: str | None = None # optional custom validator name
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# resources
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num_gpus: int = 1
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ulysses_degree: int | None = None
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ring_degree: int | None = None
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# LoRA
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lora_path: str | None = None # LoRA adapter path (HF repo or local path)
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@@ -485,6 +487,9 @@ TWO_GPU_CASES_B = [
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warmup_text=1,
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warmup_edit=0,
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num_gpus=2,
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# test ring attn
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ulysses_degree=1,
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ring_degree=2,
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),
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T2I_sampling_params,
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),
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