Disaggregate prefill for kv cache register style (#950)
### What this PR does / why we need it?
This PR adopt `LLMDataDist` for kv cache register and `pull_blocks`
style disaggregate prefill implementation. The interface implementation
mainly follows the design of NIXL PR
https://github.com/vllm-project/vllm/pull/17751/files#diff-7eaad0b7dee0626bf29d10081b0f0c5e3ea15a4af97e7b182a4e0d35f8346953
.
This PR can be test with the following step:
- Generate the rank table for all machine.
- execute`toy_proxy.py` to launch the disaggregate prefill proxy server,
specify the prefill ip, port and the decode ip, port
- Run the prefill server and decode server.
- send the request to the disaggregate prefill proxy
### Does this PR introduce _any_ user-facing change?
### How was this patch tested?
- vLLM version: v0.9.2
- vLLM main:
8d0a01a5f2
---------
Signed-off-by: ganyi <pleaplusone.gy@gmail.com>
Signed-off-by: machenglong <machenglong_yewu@cmss.chinamobile.com>
Signed-off-by: liziyu179 <3475441767@qq.com>
Signed-off-by: underfitc <hucong24@huawei.com>
Signed-off-by: zouyida2052 <zouyida@huawei.com>
Signed-off-by: liziyu <liziyu16@huawei.com>
Signed-off-by: underfituu <hzhucong@163.com>
Co-authored-by: machenglong <machenglong_yewu@cmss.chinamobile.com>
Co-authored-by: liziyu179 <3475441767@qq.com>
Co-authored-by: underfitc <hucong24@huawei.com>
Co-authored-by: zouyida2052 <zouyida@huawei.com>
Co-authored-by: liziyu <liziyu16@huawei.com>
Co-authored-by: underfituu <hzhucong@163.com>
This commit is contained in:
@@ -23,6 +23,7 @@ Run `pytest tests/test_offline_inference.py`.
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import os
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from unittest.mock import patch
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import pytest
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from modelscope import snapshot_download # type: ignore
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from vllm import SamplingParams
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from vllm.model_executor.models.registry import ModelRegistry
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@@ -93,6 +94,10 @@ def test_models_distributed_DeepSeek_dbo():
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vllm_model.generate(example_prompts, sampling_params)
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@pytest.mark.skip(
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reason=
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"deepseek dbo dose not consider the support on half precision float, will enable this ut after we actually support it"
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)
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@patch.dict(os.environ, {"VLLM_ASCEND_ENABLE_DBO": "1"})
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def test_models_distributed_DeepSeekV3_dbo():
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example_prompts = ["The president of the United States is"] * 41
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@@ -113,6 +118,7 @@ def test_models_distributed_DeepSeekV3_dbo():
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vllm_model.generate(example_prompts, sampling_params)
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@pytest.mark.skip(reason="Due to OOM,waiting for 1311pr to merge in")
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def test_models_distributed_DeepSeek_W8A8():
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example_prompts = [
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"Hello, my name is",
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