9e4e6fe207
[CI] the readability of benchmarking and prepare for dashboard ( #5571 )
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[CI] Improve the readability of performance benchmarking results and prepare for upcoming performance dashboard (#5571 )
2024-06-17 11:41:08 -07:00
728c4c8a06
[Hardware][Intel GPU] Add Intel GPU(XPU) inference backend ( #3814 )
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Co-authored-by: Jiang Li <jiang1.li@intel.com >
Co-authored-by: Abhilash Majumder <abhilash.majumder@intel.com >
Co-authored-by: Abhilash Majumder <30946547+abhilash1910@users.noreply.github.com >
2024-06-17 11:01:25 -07:00
1f12122b17
[Misc] use AutoTokenizer for benchmark serving when vLLM not installed ( #5588 )
2024-06-17 09:40:35 -07:00
e2b85cf86a
Fix w8a8 benchmark and add Llama-3-8B ( #5562 )
2024-06-17 06:48:06 +00:00
0e9164b40a
[mypy] Enable type checking for test directory ( #5017 )
2024-06-15 04:45:31 +00:00
d74674bbd9
[Misc] Fix arg names ( #5524 )
2024-06-14 09:47:44 -07:00
319ad7f1d3
[CI/Build][Misc] Add CI that benchmarks vllm performance on those PRs with perf-benchmarks label ( #5073 )
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Co-authored-by: simon-mo <simon.mo@hey.com >
2024-06-13 22:36:20 -07:00
85657b5607
[Kernel] Factor out epilogues from cutlass kernels ( #5391 )
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Co-authored-by: Michael Goin <michael@neuralmagic.com >
Co-authored-by: youkaichao <youkaichao@gmail.com >
Co-authored-by: zifeitong <zifei.tong@parasail.io >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-neuralmagic@users.noreply.github.com >
2024-06-13 11:22:19 -07:00
88407532e7
[Bugfix]if the content is started with ":"(response of ping), client should i… ( #5303 )
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Signed-off-by: Wang, Yi A <yi.a.wang@intel.com >
Co-authored-by: Roger Wang <ywang@roblox.com >
2024-06-12 20:16:41 -07:00
1a8bfd92d5
[Hardware] Initial TPU integration ( #5292 )
2024-06-12 11:53:03 -07:00
b3376e5c76
[Misc] Add args for selecting distributed executor to benchmarks ( #5335 )
2024-06-08 09:20:16 +08:00
51a08e7d8f
[Kernel] Re-tune Mixtral MoE configurations for FP8 on H100 ( #5238 )
2024-06-05 10:59:14 -07:00
02cc3b51a7
[misc] benchmark_serving.py -- add ITL results and tweak TPOT results ( #5263 )
2024-06-05 10:17:51 -07:00
27208be66e
[Kernel] Add back batch size 1536 and 3072 to MoE tuning ( #5242 )
2024-06-04 09:58:47 -07:00
3a434b07ed
[Kernel] Enhance MoE benchmarking & tuning script ( #4921 )
2024-06-03 20:06:59 -07:00
f081c3ce4b
[Kernel] Update Cutlass fp8 configs ( #5144 )
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Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-neuralmagic@users.noreply.github.com >
2024-06-01 08:46:07 +00:00
e9899fb7a4
[Model] Enable FP8 QKV in MoE and refine kernel tuning script ( #5039 )
2024-05-31 14:29:19 -07:00
a22dea54d3
[Model] Support MAP-NEO model ( #5081 )
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Co-authored-by: Zhuohan Li <zhuohan123@gmail.com >
2024-05-30 19:24:41 -07:00
616e600e0b
[Misc] add gpu_memory_utilization arg ( #5079 )
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Signed-off-by: pandyamarut <pandyamarut@gmail.com >
2024-05-28 17:16:18 -07:00
5ae5ed1e60
[Core] Consolidate prompt arguments to LLM engines ( #4328 )
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Co-authored-by: Roger Wang <ywang@roblox.com >
2024-05-28 13:29:31 -07:00
f17a1a8f96
[Misc] Make Serving Benchmark More User-friendly ( #5044 )
2024-05-25 17:28:16 +00:00
6066253296
Marlin 24 prefill performance improvement (about 25% better on average) ( #4983 )
2024-05-23 02:39:27 -04:00
a3a73ab069
[Misc] Load FP8 kv-cache scaling factors from checkpoints ( #4893 )
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The 2nd PR for #4532 .
This PR supports loading FP8 kv-cache scaling factors from a FP8 checkpoint (with .kv_scale parameter).
2024-05-22 13:28:20 -07:00
c3af44722c
[Doc]Add documentation to benchmarking script when running TGI ( #4920 )
2024-05-20 20:16:57 +00:00
f09edd8a25
Add JSON output support for benchmark_latency and benchmark_throughput ( #4848 )
2024-05-16 10:02:56 -07:00
5c342570d7
Add marlin unit tests and marlin benchmark script ( #4815 )
2024-05-16 09:36:49 -04:00
973617ae02
[Speculative decoding][Re-take] Enable TP>1 speculative decoding ( #4840 )
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Co-authored-by: Cade Daniel <edacih@gmail.com >
Co-authored-by: Cade Daniel <cade@anyscale.com >
2024-05-16 00:53:51 -07:00
ccb63a8245
[Core][Hash][Automatic Prefix caching] Accelerating the hashing function by avoiding deep copies ( #4696 )
2024-05-14 21:34:33 +09:00
3521ba4f25
[Core][Model runner refactoring 1/N] Refactor attn metadata term ( #4518 )
2024-05-03 10:20:12 -07:00
24bb4fe432
[Kernel] Update fused_moe tuning script for FP8 ( #4457 )
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This PR updates the tuning script for the fused_moe kernel to support FP8 and also adds configurations for TP4. Note that for the configuration I removed num_warps and num_stages for small batch sizes since that improved performance and brought the benchmarks on par with the numbers before in that regime to make sure this is a strict improvement over the status quo.
All the numbers below are for mistralai/Mixtral-8x7B-Instruct-v0.1, 1000 input and 50 output tokens.
Before this PR (with static activation scaling):
qps = 1: 9.8 ms ITL, 0.49s e2e latency
qps = 2: 9.7 ms ITL, 0.49s e2e latency
qps = 4: 10.1 ms ITL, 0.52s e2e latency
qps = 6: 11.9 ms ITL, 0.59s e2e latency
qps = 8: 14.0 ms ITL, 0.70s e2e latency
qps = 10: 15.7 ms ITL, 0.79s e2e latency
After this PR (with static activation scaling):
qps = 1: 9.8 ms ITL, 0.49s e2e latency
qps = 2: 9.7 ms ITL, 0.49s e2e latency
qps = 4: 10.2 ms ITL, 0.53s e2e latency
qps = 6: 11.9 ms ITL, 0.59s e2e latency
qps = 8: 11.9 ms ITL, 0.59s e2e latency
qps = 10: 12.1 ms ITL, 0.61s e2e latency
2024-05-01 11:47:38 -07:00
24750f4cad
[Core] Enable prefix caching with block manager v2 enabled ( #4142 )
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Co-authored-by: Lei Wen <wenlei03@qiyi.com >
Co-authored-by: Sage Moore <sagemoore@utexas.edu >
2024-05-01 11:20:32 -07:00
f4bc4de1b1
[Core]refactor aqlm quant ops ( #4351 )
2024-04-25 15:03:56 -04:00
a395a638c2
[Misc] Use public API in benchmark_throughput ( #4300 )
2024-04-24 21:10:24 +00:00
7923dcad12
[Misc] Update ShareGPT Dataset Sampling in Serving Benchmark ( #4279 )
2024-04-24 09:49:13 -07:00
2b7949c1c2
AQLM CUDA support ( #3287 )
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Co-authored-by: mgoin <michael@neuralmagic.com >
2024-04-23 13:59:33 -04:00
53b018edcb
[Bugfix] Get available quantization methods from quantization registry ( #4098 )
2024-04-18 00:21:55 -07:00
fe3b5bbc23
[Bugfix] fix output parsing error for trtllm backend ( #4137 )
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Co-authored-by: Roger Wang <ywang@roblox.com >
2024-04-17 11:07:23 +00:00
c2b4a1bce9
[Doc] Add typing hints / mypy types cleanup ( #3816 )
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Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com >
2024-04-11 17:17:21 -07:00
e9da5a40c6
[Misc] Add indirection layer for custom ops ( #3913 )
2024-04-10 20:26:07 -07:00
67b4221a61
[Core][5/N] Fully working chunked prefill e2e ( #3884 )
2024-04-10 17:56:48 -07:00
c013d32c75
[Benchmark] Add cpu options to bench scripts ( #3915 )
2024-04-09 21:30:03 -07:00
e4be7d70bb
[CI/Benchmark] add more iteration and use median for robust latency benchmark ( #3889 )
2024-04-06 21:32:30 +00:00
b7782002e1
[Benchmark] Refactor sample_requests in benchmark_throughput ( #3613 )
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Co-authored-by: Roger Wang <ywang@roblox.com >
2024-04-04 09:56:22 +00:00
819a309c0f
[Bugfix] Fix args in benchmark_serving ( #3836 )
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Co-authored-by: Roger Wang <ywang@roblox.com >
2024-04-04 07:41:05 +00:00
2ff767b513
Enable scaled FP8 (e4m3fn) KV cache on ROCm (AMD GPU) ( #3290 )
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Co-authored-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com >
Co-authored-by: HaiShaw <hixiao@gmail.com >
Co-authored-by: AdrianAbeyta <Adrian.Abeyta@amd.com >
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com >
Co-authored-by: root <root@gt-pla-u18-08.pla.dcgpu >
Co-authored-by: mawong-amd <156021403+mawong-amd@users.noreply.github.com >
Co-authored-by: ttbachyinsda <ttbachyinsda@outlook.com >
Co-authored-by: guofangze <guofangze@kuaishou.com >
Co-authored-by: Michael Goin <mgoin64@gmail.com >
Co-authored-by: jacobthebanana <50071502+jacobthebanana@users.noreply.github.com >
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu >
2024-04-03 14:15:55 -07:00
ccb58b23e6
[Misc] Fix Benchmark TTFT Calculation for Chat Completions ( #3768 )
2024-04-01 15:24:30 -07:00
98a42e7078
[Benchmark] Change mii to use persistent deployment and support tensor parallel ( #3628 )
2024-03-28 17:33:52 -07:00
b51c1cc9d2
[2/N] Chunked prefill data update ( #3538 )
2024-03-28 10:06:01 -07:00
45b6ef6513
feat(benchmarks): Add Prefix Caching Benchmark to Serving Benchmark ( #3277 )
2024-03-27 13:39:26 -07:00
1956931436
[Misc] add the "download-dir" option to the latency/throughput benchmarks ( #3621 )
2024-03-27 13:39:05 -07:00
