[Kernel] Enable 8-bit weights in Fused Marlin MoE #8032

ElizaWszola · 2024-08-30T13:14:26Z

This PR covers the remaining work of PR #7079 . It enables 8-bit weights in the fused Marlin kernel without modifying the codepaths that run the kernel and also adds 8-bit tests to test_moe.py.

Tested e2e by running offline_inference.py with

llm = LLM(model="nm-testing/Mixtral-8x7B-Instruct-v0.1-W8A16-quantized")

and

llm = LLM(model="TheBloke/Mixtral-8x7B-v0.1-GPTQ",
          revision="gptq-8bit-128g-actorder_True")

Sonnet benchmark results (with act order, 8-bit):

TTFT	TPOT

github-actions · 2024-08-30T13:14:38Z

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dsikka

Just left one quick comment. I'm going to pull this PR in and try it with a compressed-tensors W8A16 model.

dsikka · 2024-08-30T16:01:04Z

vllm/model_executor/layers/quantization/compressed_tensors/compressed_tensors_moe.py

+        from vllm.model_executor.layers.fused_moe.fused_moe_marlin import (
+            fused_moe_marlin)
+
+        return fused_moe_marlin(


could we keep the name the same?

dsikka · 2024-08-30T16:05:58Z

/ready

dsikka · 2024-08-30T17:03:01Z

Just left one quick comment. I'm going to pull this PR in and try it with a compressed-tensors W8A16 model.

Confirmed this works with compressed-tensors w8a16

dsikka · 2024-08-30T20:17:52Z

vllm/model_executor/layers/fused_moe/fused_moe_marlin.py

+    else:
+        topk_weights, topk_ids = custom_routing_function(
+            hidden_states, gating_output, topk, renormalize)
+


Instead of doing this here, could we use FusedMoe.select_experts?
Similar to what fp8 does:

vllm/vllm/model_executor/layers/quantization/fp8.py

Line 486 in 1248e85

topk_weights, topk_ids = FusedMoE.select_experts(

In that case, the topk_weights and topk_ids would both be passed to fused_moe_marlin

I think this would also be needed for deepseek-v2 which requires grouped topk

dsikka · 2024-08-30T20:26:44Z

Still need to test with a deepseek-v2 model

csrc/moe/marlin_moe_ops.cu

dsikka · 2024-09-04T21:04:00Z

@ElizaWszola seems like the kernel test failures start after tests/kernels/test_moe.py - could you take a look?

dsikka

This LGTM pending the deepseek int4 model/group topk works fine.
I'll quantize a deepseek int8 model over the weekend and we can verify with that as well.

Thanks!

dsikka · 2024-09-13T16:17:56Z

tests/weight_loading/run_model_weight_loading_test.sh

What's going on this with this file?

I made some accidental changes in it when merging, and when I reverted them, it just showed no lines in diff

I don't know why it's still there...

mgoin

@dsikka confirmed that Deepseek with group quantization works, so all good! Nice work

Co-authored-by: Dipika <[email protected]>

* [Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032) Co-authored-by: Dipika <[email protected]> * [Frontend] Expose revision arg in OpenAI server (vllm-project#8501) * [BugFix] Fix clean shutdown issues (vllm-project#8492) * [Bugfix][Kernel] Fix build for sm_60 in GGUF kernel (vllm-project#8506) * [Kernel] AQ AZP 3/4: Asymmetric quantization kernels (vllm-project#7270) * [doc] update doc on testing and debugging (vllm-project#8514) * [Bugfix] Bind api server port before starting engine (vllm-project#8491) * [perf bench] set timeout to debug hanging (vllm-project#8516) * [misc] small qol fixes for release process (vllm-project#8517) * [Bugfix] Fix 3.12 builds on main (vllm-project#8510) Signed-off-by: Joe Runde <[email protected]> * [refactor] remove triton based sampler (vllm-project#8524) * [Frontend] Improve Nullable kv Arg Parsing (vllm-project#8525) Signed-off-by: Alex-Brooks <[email protected]> * [Misc][Bugfix] Disable guided decoding for mistral tokenizer (vllm-project#8521) * [torch.compile] register allreduce operations as custom ops (vllm-project#8526) * [Misc] Limit to ray[adag] 2.35 to avoid backward incompatible change (vllm-project#8509) Signed-off-by: Rui Qiao <[email protected]> * [Benchmark] Support sample from HF datasets and image input for benchmark_serving (vllm-project#8495) * [Encoder decoder] Add cuda graph support during decoding for encoder-decoder models (vllm-project#7631) * [Feature][kernel] tensor parallelism with bitsandbytes quantization (vllm-project#8434) * [Model] Add mistral function calling format to all models loaded with "mistral" format (vllm-project#8515) Co-authored-by: Cyrus Leung <[email protected]> * [Misc] Don't dump contents of kvcache tensors on errors (vllm-project#8527) * [Bugfix] Fix TP > 1 for new granite (vllm-project#8544) Signed-off-by: Joe Runde <[email protected]> * [doc] improve installation doc (vllm-project#8550) Co-authored-by: Andy Dai <[email protected]> * [CI/Build] Excluding kernels/test_gguf.py from ROCm (vllm-project#8520) * [Kernel] Change interface to Mamba causal_conv1d_update for continuous batching (vllm-project#8012) * [CI/Build] fix Dockerfile.cpu on podman (vllm-project#8540) * [Misc] Add argument to disable FastAPI docs (vllm-project#8554) * [CI/Build] Avoid CUDA initialization (vllm-project#8534) * [CI/Build] Update Ruff version (vllm-project#8469) Signed-off-by: Aaron Pham <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> * [Core][Bugfix][Perf] Introduce `MQLLMEngine` to avoid `asyncio` OH (vllm-project#8157) Co-authored-by: Nick Hill <[email protected]> Co-authored-by: [email protected] <[email protected]> Co-authored-by: Robert Shaw <[email protected]> Co-authored-by: Simon Mo <[email protected]> * [Core] *Prompt* logprobs support in Multi-step (vllm-project#8199) * [Core] zmq: bind only to 127.0.0.1 for local-only usage (vllm-project#8543) Signed-off-by: Russell Bryant <[email protected]> * [Model] Support Solar Model (vllm-project#8386) Co-authored-by: Michael Goin <[email protected]> * [AMD][ROCm]Quantization methods on ROCm; Fix _scaled_mm call (vllm-project#8380) Co-authored-by: Alexei-V-Ivanov-AMD <[email protected]> Co-authored-by: Michael Goin <[email protected]> * [Kernel] Change interface to Mamba selective_state_update for continuous batching (vllm-project#8039) * [BugFix] Nonzero exit code if MQLLMEngine startup fails (vllm-project#8572) * [Bugfix] add `dead_error` property to engine client (vllm-project#8574) Signed-off-by: Joe Runde <[email protected]> * [Kernel] Remove marlin moe templating on thread_m_blocks (vllm-project#8573) Co-authored-by: [email protected] * [Bugfix] [Encoder-Decoder] Bugfix for encoder specific metadata construction during decode of encoder-decoder models. (vllm-project#8545) * Revert "[Misc][Bugfix] Disable guided decoding for mistral tokenizer" (vllm-project#8593) * [Bugfix] fixing sonnet benchmark bug in benchmark_serving.py (vllm-project#8616) * [MISC] remove engine_use_ray in benchmark_throughput.py (vllm-project#8615) * [Frontend] Use MQLLMEngine for embeddings models too (vllm-project#8584) * [Kernel][Amd] Add fp8 kv cache support for rocm custom paged attention (vllm-project#8577) * [Core] simplify logits resort in _apply_top_k_top_p (vllm-project#8619) * [Doc] Add documentation for GGUF quantization (vllm-project#8618) * Create SECURITY.md (vllm-project#8642) * [CI/Build] Re-enabling Entrypoints tests on ROCm, excluding ones that fail (vllm-project#8551) * [Misc] guard against change in cuda library name (vllm-project#8609) * [Bugfix] Fix Phi3.5 mini and MoE LoRA inference (vllm-project#8571) * [bugfix] [AMD] add multi-step advance_step to ROCmFlashAttentionMetadata (vllm-project#8474) * [Core] Support Lora lineage and base model metadata management (vllm-project#6315) * [Model] Add OLMoE (vllm-project#7922) * [CI/Build] Removing entrypoints/openai/test_embedding.py test from ROCm build (vllm-project#8670) * [Bugfix] Validate SamplingParam n is an int (vllm-project#8548) * [Misc] Show AMD GPU topology in `collect_env.py` (vllm-project#8649) * [Bugfix] Config got an unexpected keyword argument 'engine' (vllm-project#8556) * [Bugfix][Core] Fix tekken edge case for mistral tokenizer (vllm-project#8640) * [Doc] neuron documentation update (vllm-project#8671) Signed-off-by: omrishiv <[email protected]> * [Hardware][AWS] update neuron to 2.20 (vllm-project#8676) Signed-off-by: omrishiv <[email protected]> * [Bugfix] Fix incorrect llava next feature size calculation (vllm-project#8496) * [Core] Rename `PromptInputs` and `inputs`(vllm-project#8673) * [MISC] add support custom_op check (vllm-project#8557) Co-authored-by: youkaichao <[email protected]> * [Core] Factor out common code in `SequenceData` and `Sequence` (vllm-project#8675) * [beam search] add output for manually checking the correctness (vllm-project#8684) * [Kernel] Build flash-attn from source (vllm-project#8245) * [VLM] Use `SequenceData.from_token_counts` to create dummy data (vllm-project#8687) * [Doc] Fix typo in AMD installation guide (vllm-project#8689) * [Kernel][Triton][AMD] Remove tl.atomic_add from awq_gemm_kernel, 2-5x speedup MI300, minor improvement for MI250 (vllm-project#8646) * [dbrx] refactor dbrx experts to extend FusedMoe class (vllm-project#8518) * [Kernel][Bugfix] Delete some more useless code in marlin_moe_ops.cu (vllm-project#8643) * [Bugfix] Refactor composite weight loading logic (vllm-project#8656) * [ci][build] fix vllm-flash-attn (vllm-project#8699) * [Model] Refactor BLIP/BLIP-2 to support composite model loading (vllm-project#8407) * [Misc] Use NamedTuple in Multi-image example (vllm-project#8705) Signed-off-by: Alex-Brooks <[email protected]> * [MISC] rename CudaMemoryProfiler to DeviceMemoryProfiler (vllm-project#8703) * [Model][VLM] Add LLaVA-Onevision model support (vllm-project#8486) Co-authored-by: litianjian <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Roger Wang <[email protected]> Co-authored-by: DarkLight1337 <[email protected]> * [SpecDec][Misc] Cleanup, remove bonus token logic. (vllm-project#8701) * [build] enable existing pytorch (for GH200, aarch64, nightly) (vllm-project#8713) * [misc] upgrade mistral-common (vllm-project#8715) * [Bugfix] Avoid some bogus messages RE CUTLASS's revision when building (vllm-project#8702) * [Bugfix] Fix CPU CMake build (vllm-project#8723) Co-authored-by: Yuan <[email protected]> * [Bugfix] fix docker build for xpu (vllm-project#8652) * [Core][Frontend] Support Passing Multimodal Processor Kwargs (vllm-project#8657) Signed-off-by: Alex-Brooks <[email protected]> * [Hardware][CPU] Refactor CPU model runner (vllm-project#8729) * [Bugfix][CPU] fix missing input intermediate_tensors in the cpu_model_runner (vllm-project#8733) * [Model] Support pp for qwen2-vl (vllm-project#8696) * [VLM] Fix paligemma, fuyu and persimmon with transformers 4.45 : use config.text_config.vocab_size (vllm-project#8707) * [CI/Build] use setuptools-scm to set __version__ (vllm-project#4738) Co-authored-by: youkaichao <[email protected]> * [Kernel] (2/N) Machete - Integrate into CompressedTensorsWNA16 and GPTQMarlin (vllm-project#7701) Co-authored-by: mgoin <[email protected]> Co-authored-by: Divakar Verma <[email protected]> Co-authored-by: Tyler Michael Smith <[email protected]> * [Kernel][LoRA] Add assertion for punica sgmv kernels (vllm-project#7585) * [Core] Allow IPv6 in VLLM_HOST_IP with zmq (vllm-project#8575) Signed-off-by: Russell Bryant <[email protected]> * 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) Co-authored-by: Brendan Wong <[email protected]> * 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) Signed-off-by: Alex-Brooks <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: DarkLight1337 <[email protected]> * [Bugfix] Fix potentially unsafe custom allreduce synchronization (vllm-project#8558) * [Kernel] Split Marlin MoE kernels into multiple files (vllm-project#8661) Co-authored-by: mgoin <[email protected]> * [Frontend] Batch inference for llm.chat() API (vllm-project#8648) Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Roger Wang <[email protected]> Co-authored-by: Roger Wang <[email protected]> * [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 <[email protected]> * [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) --------- Signed-off-by: Joe Runde <[email protected]> Signed-off-by: Alex-Brooks <[email protected]> Signed-off-by: Rui Qiao <[email protected]> Signed-off-by: Aaron Pham <[email protected]> Signed-off-by: Russell Bryant <[email protected]> Signed-off-by: omrishiv <[email protected]> Signed-off-by: Travis Johnson <[email protected]> Co-authored-by: ElizaWszola <[email protected]> Co-authored-by: Dipika <[email protected]> Co-authored-by: lewtun <[email protected]> Co-authored-by: Nick Hill <[email protected]> Co-authored-by: sasha0552 <[email protected]> Co-authored-by: Luka Govedič <[email protected]> Co-authored-by: youkaichao <[email protected]> Co-authored-by: Kevin Lin <[email protected]> Co-authored-by: Simon Mo <[email protected]> Co-authored-by: Joe Runde <[email protected]> Co-authored-by: Alex Brooks <[email protected]> Co-authored-by: Roger Wang <[email protected]> Co-authored-by: Rui Qiao <[email protected]> Co-authored-by: Isotr0py <[email protected]> Co-authored-by: sroy745 <[email protected]> Co-authored-by: chenqianfzh <[email protected]> Co-authored-by: Patrick von Platen <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Andy Dai <[email protected]> Co-authored-by: Alexey Kondratiev(AMD) <[email protected]> Co-authored-by: Tyler Michael Smith <[email protected]> Co-authored-by: Daniele <[email protected]> Co-authored-by: Jiaxin Shan <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Aaron Pham <[email protected]> Co-authored-by: Alexander Matveev <[email protected]> Co-authored-by: [email protected] <[email protected]> Co-authored-by: Robert Shaw <[email protected]> Co-authored-by: afeldman-nm <[email protected]> Co-authored-by: Russell Bryant <[email protected]> Co-authored-by: Geun, Lim <[email protected]> Co-authored-by: Michael Goin <[email protected]> Co-authored-by: Gregory Shtrasberg <[email protected]> Co-authored-by: Alexei-V-Ivanov-AMD <[email protected]> Co-authored-by: Kuntai Du <[email protected]> Co-authored-by: Kunshang Ji <[email protected]> Co-authored-by: Charlie Fu <[email protected]> Co-authored-by: 盏一 <[email protected]> Co-authored-by: bnellnm <[email protected]> Co-authored-by: Amit Garg <[email protected]> Co-authored-by: William Lin <[email protected]> Co-authored-by: Niklas Muennighoff <[email protected]> Co-authored-by: saumya-saran <[email protected]> Co-authored-by: Pastel！ <[email protected]> Co-authored-by: omrishiv <[email protected]> Co-authored-by: zyddnys <[email protected]> Co-authored-by: youkaichao <[email protected]> Co-authored-by: rasmith <[email protected]> Co-authored-by: Divakar Verma <[email protected]> Co-authored-by: Huazhong Ji <[email protected]> Co-authored-by: litianjian <[email protected]> Co-authored-by: litianjian <[email protected]> Co-authored-by: Roger Wang <[email protected]> Co-authored-by: Lily Liu <[email protected]> Co-authored-by: Yuan <[email protected]> Co-authored-by: Yan Ma <[email protected]> Co-authored-by: Li, Jiang <[email protected]> Co-authored-by: Yanyi Liu <[email protected]> Co-authored-by: Jani Monoses <[email protected]> Co-authored-by: Lucas Wilkinson <[email protected]> Co-authored-by: Jee Jee Li <[email protected]> Co-authored-by: jiqing-feng <[email protected]> Co-authored-by: Hongxia Yang <[email protected]> Co-authored-by: Brendan Wong <[email protected]> Co-authored-by: Cody Yu <[email protected]> Co-authored-by: Peter Salas <[email protected]> Co-authored-by: Hanzhi Zhou <[email protected]> Co-authored-by: Andy <[email protected]> Co-authored-by: Travis Johnson <[email protected]> Co-authored-by: Archit Patke <[email protected]> Co-authored-by: zifeitong <[email protected]> Co-authored-by: sohamparikh <[email protected]>

Co-authored-by: Dipika <[email protected]>

[Bugfix] Streamed tool calls now more strictly follow OpenAI's format; ensures Vercel AI SDK compatibility (vllm-project#8272) [Frontend] Add progress reporting to run_batch.py (vllm-project#8060) Co-authored-by: Adam Lugowski <[email protected]> [Bugfix] Correct adapter usage for cohere and jamba (vllm-project#8292) [Misc] GPTQ Activation Ordering (vllm-project#8135) [Misc] Fused MoE Marlin support for GPTQ (vllm-project#8217) Add NVIDIA Meetup slides, announce AMD meetup, and add contact info (vllm-project#8319) [Bugfix] Fix missing `post_layernorm` in CLIP (vllm-project#8155) [CI/Build] enable ccache/scccache for HIP builds (vllm-project#8327) [Frontend] Clean up type annotations for mistral tokenizer (vllm-project#8314) [CI/Build] Enabling kernels tests for AMD, ignoring some of then that fail (vllm-project#8130) Fix ppc64le buildkite job (vllm-project#8309) [Spec Decode] Move ops.advance_step to flash attn advance_step (vllm-project#8224) [Misc] remove peft as dependency for prompt models (vllm-project#8162) [MISC] Keep chunked prefill enabled by default with long context when prefix caching is enabled (vllm-project#8342) [Bugfix] lookahead block table with cuda graph max capture (vllm-project#8340) [Bugfix] Ensure multistep lookahead allocation is compatible with cuda graph max capture (vllm-project#8340) [Core/Bugfix] pass VLLM_ATTENTION_BACKEND to ray workers (vllm-project#8172) [CI/Build][Kernel] Update CUTLASS to 3.5.1 tag (vllm-project#8043) [Misc] Skip loading extra bias for Qwen2-MOE GPTQ models (vllm-project#8329) [Bugfix] Fix InternVL2 vision embeddings process with pipeline parallel (vllm-project#8299) [Hardware][NV] Add support for ModelOpt static scaling checkpoints. (vllm-project#6112) [model] Support for Llava-Next-Video model (vllm-project#7559) Co-authored-by: Roger Wang <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> [Frontend] Create ErrorResponse instead of raising exceptions in run_batch (vllm-project#8347) [Model][VLM] Add Qwen2-VL model support (vllm-project#7905) Co-authored-by: Roger Wang <[email protected]> Co-authored-by: DarkLight1337 <[email protected]> [Hardware][Intel] Support compressed-tensor W8A8 for CPU backend (vllm-project#7257) [CI/Build] Excluding test_moe.py from AMD Kernels tests for investigation (vllm-project#8373) [Bugfix] Add missing attributes in mistral tokenizer (vllm-project#8364) [Kernel][Misc] register ops to prevent graph breaks (vllm-project#6917) Co-authored-by: Sage Moore <[email protected]> [Misc] Move device options to a single place (vllm-project#8322) [Speculative Decoding] Test refactor (vllm-project#8317) Co-authored-by: youkaichao <[email protected]> Pixtral (vllm-project#8377) Co-authored-by: Roger Wang <[email protected]> Bump version to v0.6.1 (vllm-project#8379) [MISC] Dump model runner inputs when crashing (vllm-project#8305) [misc] remove engine_use_ray (vllm-project#8126) [TPU] Use Ray for default distributed backend (vllm-project#8389) Fix the AMD weight loading tests (vllm-project#8390) [Bugfix]: Fix the logic for deciding if tool parsing is used (vllm-project#8366) [Gemma2] add bitsandbytes support for Gemma2 (vllm-project#8338) [Misc] Raise error when using encoder/decoder model with cpu backend (vllm-project#8355) [Misc] Use RoPE cache for MRoPE (vllm-project#8396) [torch.compile] hide slicing under custom op for inductor (vllm-project#8384) [Hotfix][VLM] Fixing max position embeddings for Pixtral (vllm-project#8399) [Bugfix] Fix InternVL2 inference with various num_patches (vllm-project#8375) Co-authored-by: DarkLight1337 <[email protected]> [Model] Support multiple images for qwen-vl (vllm-project#8247) Signed-off-by: Alex-Brooks <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: DarkLight1337 <[email protected]> [BugFix] lazy init _copy_stream to avoid torch init wrong gpu instance (vllm-project#8403) [BugFix] Fix Duplicate Assignment in Hermes2ProToolParser (vllm-project#8423) [Bugfix] Offline mode fix (vllm-project#8376) Signed-off-by: Joe Runde <[email protected]> [multi-step] add flashinfer backend (vllm-project#7928) [Core] Add engine option to return only deltas or final output (vllm-project#7381) [Bugfix] multi-step + flashinfer: ensure cuda graph compatible (vllm-project#8427) [Hotfix][Core][VLM] Disable chunked prefill by default and prefix caching for multimodal models (vllm-project#8425) [CI/Build] Disable multi-node test for InternVL2 (vllm-project#8428) [Hotfix][Pixtral] Fix multiple images bugs (vllm-project#8415) [Bugfix] Fix weight loading issue by rename variable. (vllm-project#8293) [Misc] Update Pixtral example (vllm-project#8431) [BugFix] fix group_topk (vllm-project#8430) [Core] Factor out input preprocessing to a separate class (vllm-project#7329) [Bugfix] Mapping physical device indices for e2e test utils (vllm-project#8290) [Bugfix] Bump fastapi and pydantic version (vllm-project#8435) [CI/Build] Update pixtral tests to use JSON (vllm-project#8436) [Bugfix] Fix async log stats (vllm-project#8417) [bugfix] torch profiler bug for single gpu with GPUExecutor (vllm-project#8354) bump version to v0.6.1.post1 (vllm-project#8440) [CI/Build] Enable InternVL2 PP test only on single node (vllm-project#8437) [doc] recommend pip instead of conda (vllm-project#8446) [Misc] Skip loading extra bias for Qwen2-VL GPTQ-Int8 (vllm-project#8442) [misc][ci] fix quant test (vllm-project#8449) [Installation] Gate FastAPI version for Python 3.8 (vllm-project#8456) [plugin][torch.compile] allow to add custom compile backend (vllm-project#8445) [CI/Build] Reorganize models tests (vllm-project#7820) [Doc] Add oneDNN installation to CPU backend documentation (vllm-project#8467) [HotFix] Fix final output truncation with stop string + streaming (vllm-project#8468) bump version to v0.6.1.post2 (vllm-project#8473) [Hardware][intel GPU] bump up ipex version to 2.3 (vllm-project#8365) Co-authored-by: Yan Ma <[email protected]> [Kernel][Hardware][Amd]Custom paged attention kernel for rocm (vllm-project#8310) [Model] support minicpm3 (vllm-project#8297) Co-authored-by: DarkLight1337 <[email protected]> [torch.compile] fix functionalization (vllm-project#8480) [torch.compile] add a flag to disable custom op (vllm-project#8488) [TPU] Implement multi-step scheduling (vllm-project#8489) [Bugfix][Model] Fix Python 3.8 compatibility in Pixtral model by updating type annotations (vllm-project#8490) [Bugfix][Kernel] Add `IQ1_M` quantization implementation to GGUF kernel (vllm-project#8357) [Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032) Co-authored-by: Dipika <[email protected]> [Frontend] Expose revision arg in OpenAI server (vllm-project#8501) [BugFix] Fix clean shutdown issues (vllm-project#8492) [Bugfix][Kernel] Fix build for sm_60 in GGUF kernel (vllm-project#8506) [Kernel] AQ AZP 3/4: Asymmetric quantization kernels (vllm-project#7270) [doc] update doc on testing and debugging (vllm-project#8514) [Bugfix] Bind api server port before starting engine (vllm-project#8491) [perf bench] set timeout to debug hanging (vllm-project#8516) [misc] small qol fixes for release process (vllm-project#8517) [Bugfix] Fix 3.12 builds on main (vllm-project#8510) Signed-off-by: Joe Runde <[email protected]> [refactor] remove triton based sampler (vllm-project#8524) [Frontend] Improve Nullable kv Arg Parsing (vllm-project#8525) Signed-off-by: Alex-Brooks <[email protected]> [Misc][Bugfix] Disable guided decoding for mistral tokenizer (vllm-project#8521) [torch.compile] register allreduce operations as custom ops (vllm-project#8526) [Misc] Limit to ray[adag] 2.35 to avoid backward incompatible change (vllm-project#8509) Signed-off-by: Rui Qiao <[email protected]> [Benchmark] Support sample from HF datasets and image input for benchmark_serving (vllm-project#8495) [Encoder decoder] Add cuda graph support during decoding for encoder-decoder models (vllm-project#7631) [Feature][kernel] tensor parallelism with bitsandbytes quantization (vllm-project#8434) [Model] Add mistral function calling format to all models loaded with "mistral" format (vllm-project#8515) Co-authored-by: Cyrus Leung <[email protected]> [Misc] Don't dump contents of kvcache tensors on errors (vllm-project#8527) [Bugfix] Fix TP > 1 for new granite (vllm-project#8544) Signed-off-by: Joe Runde <[email protected]> [doc] improve installation doc (vllm-project#8550) Co-authored-by: Andy Dai <[email protected]> [CI/Build] Excluding kernels/test_gguf.py from ROCm (vllm-project#8520) [Kernel] Change interface to Mamba causal_conv1d_update for continuous batching (vllm-project#8012) [CI/Build] fix Dockerfile.cpu on podman (vllm-project#8540) [Misc] Add argument to disable FastAPI docs (vllm-project#8554) [CI/Build] Avoid CUDA initialization (vllm-project#8534) [CI/Build] Update Ruff version (vllm-project#8469) Signed-off-by: Aaron Pham <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> [Core][Bugfix][Perf] Introduce `MQLLMEngine` to avoid `asyncio` OH (vllm-project#8157) Co-authored-by: Nick Hill <[email protected]> Co-authored-by: [email protected] <[email protected]> Co-authored-by: Robert Shaw <[email protected]> Co-authored-by: Simon Mo <[email protected]> [Core] *Prompt* logprobs support in Multi-step (vllm-project#8199) [Core] zmq: bind only to 127.0.0.1 for local-only usage (vllm-project#8543) Signed-off-by: Russell Bryant <[email protected]> [Model] Support Solar Model (vllm-project#8386) Co-authored-by: Michael Goin <[email protected]> [AMD][ROCm]Quantization methods on ROCm; Fix _scaled_mm call (vllm-project#8380) Co-authored-by: Alexei-V-Ivanov-AMD <[email protected]> Co-authored-by: Michael Goin <[email protected]> [Kernel] Change interface to Mamba selective_state_update for continuous batching (vllm-project#8039) [BugFix] Nonzero exit code if MQLLMEngine startup fails (vllm-project#8572) [Bugfix] add `dead_error` property to engine client (vllm-project#8574) Signed-off-by: Joe Runde <[email protected]> [Kernel] Remove marlin moe templating on thread_m_blocks (vllm-project#8573) Co-authored-by: [email protected] [Bugfix] [Encoder-Decoder] Bugfix for encoder specific metadata construction during decode of encoder-decoder models. (vllm-project#8545) Revert "[Misc][Bugfix] Disable guided decoding for mistral tokenizer" (vllm-project#8593) [Bugfix] fixing sonnet benchmark bug in benchmark_serving.py (vllm-project#8616) [MISC] remove engine_use_ray in benchmark_throughput.py (vllm-project#8615) [Frontend] Use MQLLMEngine for embeddings models too (vllm-project#8584) [Kernel][Amd] Add fp8 kv cache support for rocm custom paged attention (vllm-project#8577) [Core] simplify logits resort in _apply_top_k_top_p (vllm-project#8619) [Doc] Add documentation for GGUF quantization (vllm-project#8618) Create SECURITY.md (vllm-project#8642) [CI/Build] Re-enabling Entrypoints tests on ROCm, excluding ones that fail (vllm-project#8551) [Misc] guard against change in cuda library name (vllm-project#8609) [Bugfix] Fix Phi3.5 mini and MoE LoRA inference (vllm-project#8571) [bugfix] [AMD] add multi-step advance_step to ROCmFlashAttentionMetadata (vllm-project#8474) [Core] Support Lora lineage and base model metadata management (vllm-project#6315) [Model] Add OLMoE (vllm-project#7922) [CI/Build] Removing entrypoints/openai/test_embedding.py test from ROCm build (vllm-project#8670) [Bugfix] Validate SamplingParam n is an int (vllm-project#8548) [Misc] Show AMD GPU topology in `collect_env.py` (vllm-project#8649) [Bugfix] Config got an unexpected keyword argument 'engine' (vllm-project#8556) [Bugfix][Core] Fix tekken edge case for mistral tokenizer (vllm-project#8640) [Doc] neuron documentation update (vllm-project#8671) Signed-off-by: omrishiv <[email protected]> [Hardware][AWS] update neuron to 2.20 (vllm-project#8676) Signed-off-by: omrishiv <[email protected]> [Bugfix] Fix incorrect llava next feature size calculation (vllm-project#8496) [Core] Rename `PromptInputs` and `inputs`(vllm-project#8673) [MISC] add support custom_op check (vllm-project#8557) Co-authored-by: youkaichao <[email protected]> [Core] Factor out common code in `SequenceData` and `Sequence` (vllm-project#8675) [beam search] add output for manually checking the correctness (vllm-project#8684) [Kernel] Build flash-attn from source (vllm-project#8245) [VLM] Use `SequenceData.from_token_counts` to create dummy data (vllm-project#8687) [Doc] Fix typo in AMD installation guide (vllm-project#8689) [Kernel][Triton][AMD] Remove tl.atomic_add from awq_gemm_kernel, 2-5x speedup MI300, minor improvement for MI250 (vllm-project#8646) [dbrx] refactor dbrx experts to extend FusedMoe class (vllm-project#8518) [Kernel][Bugfix] Delete some more useless code in marlin_moe_ops.cu (vllm-project#8643) [Bugfix] Refactor composite weight loading logic (vllm-project#8656) [ci][build] fix vllm-flash-attn (vllm-project#8699) [Model] Refactor BLIP/BLIP-2 to support composite model loading (vllm-project#8407) [Misc] Use NamedTuple in Multi-image example (vllm-project#8705) Signed-off-by: Alex-Brooks <[email protected]> [MISC] rename CudaMemoryProfiler to DeviceMemoryProfiler (vllm-project#8703) [Model][VLM] Add LLaVA-Onevision model support (vllm-project#8486) Co-authored-by: litianjian <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Roger Wang <[email protected]> Co-authored-by: DarkLight1337 <[email protected]> [SpecDec][Misc] Cleanup, remove bonus token logic. (vllm-project#8701) [build] enable existing pytorch (for GH200, aarch64, nightly) (vllm-project#8713) [misc] upgrade mistral-common (vllm-project#8715) [Bugfix] Avoid some bogus messages RE CUTLASS's revision when building (vllm-project#8702) [Bugfix] Fix CPU CMake build (vllm-project#8723) Co-authored-by: Yuan <[email protected]> [Bugfix] fix docker build for xpu (vllm-project#8652) [Core][Frontend] Support Passing Multimodal Processor Kwargs (vllm-project#8657) Signed-off-by: Alex-Brooks <[email protected]> [Hardware][CPU] Refactor CPU model runner (vllm-project#8729) [Bugfix][CPU] fix missing input intermediate_tensors in the cpu_model_runner (vllm-project#8733) [Model] Support pp for qwen2-vl (vllm-project#8696) [VLM] Fix paligemma, fuyu and persimmon with transformers 4.45 : use config.text_config.vocab_size (vllm-project#8707) [CI/Build] use setuptools-scm to set __version__ (vllm-project#4738) Co-authored-by: youkaichao <[email protected]> [Kernel] (2/N) Machete - Integrate into CompressedTensorsWNA16 and GPTQMarlin (vllm-project#7701) Co-authored-by: mgoin <[email protected]> Co-authored-by: Divakar Verma <[email protected]> Co-authored-by: Tyler Michael Smith <[email protected]> [Kernel][LoRA] Add assertion for punica sgmv kernels (vllm-project#7585) [Core] Allow IPv6 in VLLM_HOST_IP with zmq (vllm-project#8575) Signed-off-by: Russell Bryant <[email protected]> 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) Co-authored-by: Brendan Wong <[email protected]> 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) Signed-off-by: Alex-Brooks <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: DarkLight1337 <[email protected]> [Bugfix] Fix potentially unsafe custom allreduce synchronization (vllm-project#8558) [Kernel] Split Marlin MoE kernels into multiple files (vllm-project#8661) Co-authored-by: mgoin <[email protected]> [Frontend] Batch inference for llm.chat() API (vllm-project#8648) Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Cyrus Leung <[email protected]> Co-authored-by: Roger Wang <[email protected]> Co-authored-by: Roger Wang <[email protected]> [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 <[email protected]> [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 <[email protected]> [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 <[email protected]> Co-authored-by: Chang Su <[email protected]> Co-authored-by: Simon Mo <[email protected]> Co-authored-by: Roger Wang <[email protected]> Co-authored-by: Roger Wang <[email protected]> [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 <[email protected]> [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 <[email protected]> [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 <[email protected]> [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 <[email protected]> [Core] Multi-Step + Single Step Prefills via Chunked Prefill code path (vllm-project#8378) Co-authored-by: Varun Sundar Rabindranath <[email protected]> [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 <[email protected]> Co-authored-by: youkaichao <[email protected]> [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 <[email protected]> [Frontend] Make beam search emulator temperature modifiable (vllm-project#8928) Co-authored-by: Eduard Balzin <[email protected]> [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 <[email protected]> Co-authored-by: youkaichao <[email protected]> [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 <[email protected]> [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 <[email protected]> [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)

Co-authored-by: Dipika <[email protected]> Signed-off-by: Alvant <[email protected]>

Co-authored-by: Dipika <[email protected]> Signed-off-by: Amit Garg <[email protected]>

Co-authored-by: Dipika <[email protected]>

Enable 8-bit weights in Fused Marlin MoE

0abac6f

ElizaWszola added 2 commits August 30, 2024 09:36

fix rocm

fdf69c2

bad paste

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dsikka reviewed Aug 30, 2024

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github-actions bot added the ready ONLY add when PR is ready to merge/full CI is needed label Aug 30, 2024

dsikka added 3 commits August 30, 2024 17:29

add test case; fix imports for tests

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Merge branch 'main' into marlin-moe-8-bit

080ab23

fix to adapt custom_routin_function

638777a

dsikka reviewed Aug 30, 2024

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ElizaWszola and others added 4 commits September 2, 2024 03:04

Use select_experts to compute top_k tensors in fused moe

bd4b84d

bring back fused_moe_marlin -> fused_marlin_moe

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Merge branch 'main' into marlin-moe-8-bit

befc52b

remove large model

b45594c

mgoin reviewed Sep 4, 2024

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csrc/moe/marlin_moe_ops.cu Outdated Show resolved Hide resolved

ElizaWszola added 2 commits September 4, 2024 13:10

Cleanup, comments

effd2cd

fix moe init

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dsikka and others added 9 commits September 4, 2024 21:14

move larger models to an options larger test

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add optional flag

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swap gpu

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Temp disable part of moe tests to see what's breaking

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Fixes to act_order, make unit tests more robust

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try to narrow down cuda error

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Try different subset of test params

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ElizaWszola added 6 commits September 10, 2024 01:06

Merge branch 'main' into marlin-moe-8-bit

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fix and cleanup after merge

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cleanup

b16838e

validate cache for the kernel code

e53abb9

cleanup commented out code

2f82715

Merge branch 'main' into marlin-moe-8-bit

f97b524

dsikka reviewed Sep 13, 2024

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ElizaWszola added 3 commits September 13, 2024 14:20

Merge branch 'main' into marlin-moe-8-bit

771f693

fix type conversion

aac7c20

Merge branch 'main' into marlin-moe-8-bit

9d7caad

mgoin approved these changes Sep 16, 2024

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mgoin merged commit a091e2d into vllm-project:main Sep 16, 2024
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ElizaWszola mentioned this pull request Sep 18, 2024

Integrate fused Mixtral MoE with Marlin kernels #7079

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Jeffwan pushed a commit to aibrix/vllm that referenced this pull request Sep 19, 2024

[Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032)

4678370

Co-authored-by: Dipika <[email protected]>

dtrifiro pushed a commit to opendatahub-io/vllm that referenced this pull request Sep 27, 2024

[Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032)

1965aad

Co-authored-by: Dipika <[email protected]>

MengqingCao pushed a commit to MengqingCao/vllm that referenced this pull request Sep 30, 2024

[Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032)

558d305

Co-authored-by: Dipika <[email protected]>

siddharth9820 pushed a commit to axonn-ai/vllm that referenced this pull request Sep 30, 2024

[Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032)

4badf5f

Co-authored-by: Dipika <[email protected]>

Alvant pushed a commit to compressa-ai/vllm that referenced this pull request Oct 26, 2024

[Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032)

49247c0

Co-authored-by: Dipika <[email protected]> Signed-off-by: Alvant <[email protected]>

garg-amit pushed a commit to garg-amit/vllm that referenced this pull request Oct 28, 2024

[Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032)

bac09e3

Co-authored-by: Dipika <[email protected]> Signed-off-by: Amit Garg <[email protected]>

KuntaiDu pushed a commit to KuntaiDu/vllm that referenced this pull request Nov 20, 2024

[Kernel] Enable 8-bit weights in Fused Marlin MoE (vllm-project#8032)

4dc4a0a

Co-authored-by: Dipika <[email protected]>

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[Kernel] Enable 8-bit weights in Fused Marlin MoE #8032

[Kernel] Enable 8-bit weights in Fused Marlin MoE #8032

ElizaWszola commented Aug 30, 2024 •

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[Kernel] Enable 8-bit weights in Fused Marlin MoE #8032

[Kernel] Enable 8-bit weights in Fused Marlin MoE #8032

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ElizaWszola commented Aug 30, 2024 •

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