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[torch.compile] hide slicing under custom op for inductor #8384

Merged
merged 11 commits into from
Sep 12, 2024
Merged

[torch.compile] hide slicing under custom op for inductor #8384

merged 11 commits into from
Sep 12, 2024

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youkaichao
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see pytorch/pytorch#131192

when inductor sees a view being mutated, it will copy the tensor.

hiding the slicing operation under custom op solves the issue for inductor.

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@youkaichao
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cc @laithsakka

@youkaichao
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after this pr, the major bug of inductor ( it tries to copy kvcache) should be fixed.

however, there are still some inefficiencies w.r.t. inductor. it cannot deal with inplace custom op well.

@youkaichao youkaichao merged commit 7de49aa into vllm-project:main Sep 12, 2024
25 of 29 checks passed
@youkaichao youkaichao deleted the fix_inductor branch September 12, 2024 07:11
@bnellnm
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bnellnm commented Sep 12, 2024

Thanks for finding and fixing this!

@laithsakka
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This is fixed on pytorch 2.5 by setting TORCHDYNAMO_AUTO_FUNCTIONALIZED_V2=1

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can you elaborate more on "there are still some inefficiencies w.r.t. inductor. it cannot deal with inplace custom op well."

@youkaichao
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you can take a look at the log when you run with inductor:

# GPU blocks: 790

when I turn on inductor, the blocks become smaller, which means inductor takes more memory and we have less memory for the kv cache.

@laithsakka laithsakka mentioned this pull request Sep 18, 2024
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takes more memory and we have less memory for the kv cache.

I see i will create an issue to revisit this, for the models i ran inductor on , it was slightly better than not using torch.compile. I will sync with you on that
pytorch/pytorch#136269

Jeffwan pushed a commit to aibrix/vllm that referenced this pull request Sep 19, 2024
@youkaichao @Jeffwan
[torch.compile] hide slicing under custom op for inductor (vllm-proje…
ea372bb 
…ct#8384)
MengqingCao pushed a commit to MengqingCao/vllm that referenced this pull request Sep 30, 2024
@youkaichao @MengqingCao
[torch.compile] hide slicing under custom op for inductor (vllm-proje…
a3225e6 
…ct#8384)
siddharth9820 pushed a commit to axonn-ai/vllm that referenced this pull request Sep 30, 2024
@youkaichao @siddharth9820
[torch.compile] hide slicing under custom op for inductor (vllm-proje…
00e43c4 
…ct#8384)
MengqingCao added a commit to MengqingCao/vllm that referenced this pull request Oct 10, 2024
@MengqingCao
add quay source
af569eb 
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[misc] remove engine_use_ray (vllm-project#8126)

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[torch.compile] hide slicing under custom op for inductor (vllm-project#8384)

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[misc] upgrade mistral-common (vllm-project#8715)

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[Bugfix] Fix CPU CMake build (vllm-project#8723)

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[CI/Build] use setuptools-scm to set __version__ (vllm-project#4738)

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[Kernel][LoRA]  Add assertion for punica sgmv kernels (vllm-project#7585)

[Core] Allow IPv6 in VLLM_HOST_IP with zmq (vllm-project#8575)

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Fix typical acceptance sampler with correct recovered token ids (vllm-project#8562)

Add output streaming support to multi-step + async while ensuring RequestOutput obj reuse (vllm-project#8335)

[Hardware][AMD] ROCm6.2 upgrade (vllm-project#8674)

Fix tests in test_scheduler.py that fail with BlockManager V2 (vllm-project#8728)

re-implement beam search on top of vllm core (vllm-project#8726)

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Revert "[Core] Rename `PromptInputs` to `PromptType`, and `inputs` to `prompt`" (vllm-project#8750)

[MISC] Skip dumping inputs when unpicklable (vllm-project#8744)

[Core][Model] Support loading weights by ID within models (vllm-project#7931)

[Model] Expose Phi3v num_crops as a mm_processor_kwarg (vllm-project#8658)

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Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>

[Bugfix] Fix potentially unsafe custom allreduce synchronization (vllm-project#8558)

[Kernel] Split Marlin MoE kernels into multiple files (vllm-project#8661)

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[Frontend] Batch inference for llm.chat() API  (vllm-project#8648)

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Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com>

[Bugfix] Fix torch dynamo fixes caused by `replace_parameters` (vllm-project#8748)

[CI/Build] fix setuptools-scm usage (vllm-project#8771)

[misc] soft drop beam search (vllm-project#8763)

[[Misc]Upgrade bitsandbytes to the latest version 0.44.0 (vllm-project#8768)

[Core][Bugfix] Support prompt_logprobs returned with speculative decoding (vllm-project#8047)

Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>

[Core] Adding Priority Scheduling (vllm-project#5958)

[Bugfix] Use heartbeats instead of health checks (vllm-project#8583)

Fix test_schedule_swapped_simple in test_scheduler.py (vllm-project#8780)

[Bugfix][Kernel] Implement acquire/release polyfill for Pascal (vllm-project#8776)

Fix tests in test_chunked_prefill_scheduler which fail with BlockManager V2 (vllm-project#8752)

[BugFix] Propagate 'trust_remote_code' setting in internvl and minicpmv (vllm-project#8250)

[Hardware][CPU] Enable mrope and support Qwen2-VL on CPU backend (vllm-project#8770)

[Bugfix] load fc bias from config for eagle (vllm-project#8790)

[Frontend] OpenAI server: propagate usage accounting to FastAPI middleware layer (vllm-project#8672)

[Bugfix] Ray 2.9.x doesn't expose available_resources_per_node (vllm-project#8767)

Signed-off-by: darthhexx <darthhexx@gmail.com>

[Misc] Fix minor typo in scheduler (vllm-project#8765)

[CI/Build][Bugfix][Doc][ROCm] CI fix and doc update after ROCm 6.2 upgrade (vllm-project#8777)

[Kernel] Fullgraph and opcheck tests (vllm-project#8479)

[[Misc]] Add extra deps for openai server image (vllm-project#8792)

[VLM][Bugfix] internvl with num_scheduler_steps > 1 (vllm-project#8614)

rename PromptInputs and inputs with backward compatibility (vllm-project#8760)

[Frontend] MQLLMEngine supports profiling. (vllm-project#8761)

[Misc] Support FP8 MoE for compressed-tensors (vllm-project#8588)

Revert "rename PromptInputs and inputs with backward compatibility (vllm-project#8760) (vllm-project#8810)

[Model] Add support for the multi-modal Llama 3.2 model (vllm-project#8811)

Co-authored-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Chang Su <chang.s.su@oracle.com>
Co-authored-by: Simon Mo <simon.mo@hey.com>
Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com>
Co-authored-by: Roger Wang <ywang@roblox.com>

[Doc] Update doc for Transformers 4.45 (vllm-project#8817)

[Misc] Support quantization of MllamaForCausalLM (vllm-project#8822)

[Misc] Update config loading for Qwen2-VL and remove Granite (vllm-project#8837)

[Build/CI] Upgrade to gcc 10 in the base build Docker image (vllm-project#8814)

[Docs] Add README to the build docker image (vllm-project#8825)

[CI/Build] Fix missing ci dependencies (vllm-project#8834)

[misc][installation] build from source without compilation (vllm-project#8818)

[ci] Soft fail Entrypoints, Samplers, LoRA, Decoder-only VLM (vllm-project#8872)

Signed-off-by: kevin <kevin@anyscale.com>

[Bugfix] Include encoder prompts len to non-stream api usage response (vllm-project#8861)

[Misc] Change dummy profiling and BOS fallback warns to log once (vllm-project#8820)

[Bugfix] Fix print_warning_once's line info (vllm-project#8867)

fix validation: Only set tool_choice `auto` if at least one tool is provided (vllm-project#8568)

[Bugfix] Fixup advance_step.cu warning (vllm-project#8815)

[BugFix] Fix test breakages from transformers 4.45 upgrade (vllm-project#8829)

[Installation] Allow lower versions of FastAPI to maintain Ray 2.9 compatibility (vllm-project#8764)

[Feature] Add support for Llama 3.1 and 3.2 tool use (vllm-project#8343)

Signed-off-by: Max de Bayser <mbayser@br.ibm.com>

[Core] rename`PromptInputs` and `inputs` (vllm-project#8876)

[misc] fix collect env (vllm-project#8894)

[MISC] Fix invalid escape sequence '\' (vllm-project#8830)

Signed-off-by: Peter Pan <Peter.Pan@daocloud.io>

[Bugfix][VLM] Fix Fuyu batching inference with `max_num_seqs>1` (vllm-project#8892)

[TPU] Update pallas.py to support trillium (vllm-project#8871)

[torch.compile] use empty tensor instead of None for profiling (vllm-project#8875)

[Kernel] AQ AZP 4/4: Integrate asymmetric quantization to linear method (vllm-project#7271)

[Bugfix] fix for deepseek w4a16 (vllm-project#8906)

Co-authored-by: mgoin <michael@neuralmagic.com>

[Core] Multi-Step + Single Step Prefills via Chunked Prefill code path (vllm-project#8378)

Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>

[misc][distributed] add VLLM_SKIP_P2P_CHECK flag (vllm-project#8911)

[Core] Priority-based scheduling in async engine (vllm-project#8850)

[misc] fix wheel name (vllm-project#8919)

[Bugfix][Intel] Fix XPU Dockerfile Build (vllm-project#7824)

Signed-off-by: tylertitsworth <tyler.titsworth@intel.com>
Co-authored-by: youkaichao <youkaichao@126.com>

[Misc] Remove vLLM patch of `BaichuanTokenizer` (vllm-project#8921)

[Bugfix] Fix code for downloading models from modelscope (vllm-project#8443)

[Bugfix] Fix PP for Multi-Step (vllm-project#8887)

[CI/Build] Update models tests & examples (vllm-project#8874)

Co-authored-by: Roger Wang <ywang@roblox.com>

[Frontend] Make beam search emulator temperature modifiable (vllm-project#8928)

Co-authored-by: Eduard Balzin <nfunctor@yahoo.fr>

[Bugfix] Support testing prefill throughput with benchmark_serving.py --hf-output-len 1 (vllm-project#8891)

[doc] organize installation doc and expose per-commit docker (vllm-project#8931)

[Core] Improve choice of Python multiprocessing method (vllm-project#8823)

Signed-off-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: youkaichao <youkaichao@126.com>

[Bugfix] Block manager v2 with preemption and lookahead slots (vllm-project#8824)

[Bugfix] Fix Marlin MoE act order when is_k_full == False (vllm-project#8741)

Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>

[CI/Build] Add test decorator for minimum GPU memory (vllm-project#8925)

[Build/CI] Set FETCHCONTENT_BASE_DIR to one location for better caching (vllm-project#8930)

[Model] Support Qwen2.5-Math-RM-72B (vllm-project#8896)

[Model][LoRA]LoRA support added for MiniCPMV2.5 (vllm-project#7199)

[BugFix] Fix seeded random sampling with encoder-decoder models (vllm-project#8870)

Co-authored-by: Roger Wang <ywang@roblox.com>

[Misc] Fix typo in BlockSpaceManagerV1 (vllm-project#8944)

[Frontend] Added support for HF's new `continue_final_message` parameter (vllm-project#8942)

[Kernel][Model] Varlen prefill + Prefill chunking support for mamba kernels and Jamba model (vllm-project#8533)
Alvant pushed a commit to compressa-ai/vllm that referenced this pull request Oct 26, 2024
@youkaichao @Alvant
[torch.compile] hide slicing under custom op for inductor (vllm-proje…
77908bb 
…ct#8384)

Signed-off-by: Alvant <alvasian@yandex.ru>
KuntaiDu pushed a commit to KuntaiDu/vllm that referenced this pull request Nov 20, 2024
@youkaichao
[torch.compile] hide slicing under custom op for inductor (vllm-proje…
15251b4 
…ct#8384)
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@youkaichao @bnellnm @laithsakka