sgl-project/sglang v0.4.0

Release v0.4.0

on GitHub

Highlights

blog: https://lmsys.org/blog/2024-12-04-sglang-v0-4/

We’re excited to release SGLang v0.4, featuring significant performance improvements and new features:

• Zero-overhead batch scheduler: 1.1x increase in throughput.
• Cache-aware load balancer: up to 1.9x increase in throughput with 3.8x higher cache hit rate.
• Data parallelism attention for DeepSeek models: up to 1.9x decoding throughput improvement.
• Fast structured outputs with xgrammar: up to 10x faster.

What's Changed

• fix: add xgrammar dependency by @zhyncs in #2126
• docs: fix module docstrings and copyright headers by @XuehaiPan in #2077
• feat(pre-commit): trim unnecessary notebook metadata from git history by @XuehaiPan in #2127
• Expose max total num tokens from Runtime & Engine API by @henryhmko in #2092
• Only stream output on tp rank 0 by @merrymercy in #2124
• Revert "Only stream output on tp rank 0" by @merrymercy in #2130
• Add initial support for intel Gaudi accelerators by @ankurneog in #2121
• Add simple CPU offloading support. by @janimo in #2081
• Fix grid size in Triton decoding kernel by @ispobock in #2134
• [CI] Fix test cases by @merrymercy in #2137
• Add concurrency option for benchmark by @cermeng in #2136
• Fix dp print message by @merrymercy in #2138
• fix: resolve bench_serving args by @zhyncs in #2139
• [router] cache-aware load-balancing router v1 by @ByronHsu in #2114
• Bump sglang-router to 0.0.5 by @ByronHsu in #2142
• update router doc by @ByronHsu in #2143
• fix dp_rank env by @ByronHsu in #2144
• Add more api routes (completion, health, etc) to the router by @ByronHsu in #2146
• add prefix match for certain tenant by @ByronHsu in #2147
• Improve sglang router by @ByronHsu in #2148
• Merged three native APIs into one: get_server_info by @henryhmko in #2152
• feat: remove the dependency on FusedMoE by @zhyncs in #2153
• feat: update gitignore and add tuning config for FusedMoE by @zhyncs in #2155
• fix: resolve end-of-file-fixer by @zhyncs in #2157
• Simplify Scheduler.update_running_batch by @merrymercy in #2154
• feat: update other MoE models deps by @zhyncs in #2156
• Update CI threshold & Improve code style by @merrymercy in #2159
• fix: use torch.sum for compatible by @zhyncs in #2161
• Fix mixed chunked prefill in overlap mode by @merrymercy in #2158
• Balance CI tests by @merrymercy in #2162
• Rename triton_fused_moe -> fused_moe_triton by @merrymercy in #2163
• Fix docs by @merrymercy in #2164
• [Fused moe] add tuning fused configs for qwen2 57b and mixtral 8x7b by @BBuf in #2167
• Allow overwrite flashinfer use_tensorcore by @merrymercy in #2169
• Replace prob based with threshold based load balancing by @ByronHsu in #2170
• feat: fused_moe fp8 monkey patch by @zhyncs in #2174
• [Fix] Avoid calling fill_vocab_mask for terminated requests by @Ubospica in #2175
• [CI] Split test cases in CI for better load balancing by @merrymercy in #2180
• Bump rustls from 0.23.16 to 0.23.18 in /rust by @dependabot in #2182
• [feat] Refactor session control interface and add CI by @Ying1123 in #2173
• [router] Replace print with logger by @ByronHsu in #2183
• Use custom allreduce w/ torch.compile by @merrymercy in #2185
• [Performance]: Process affinity to CPU cores with multiple sockets support by @HaiShaw in #2171
• Update CI threshold by @merrymercy in #2186
• Update XGrammar to the latest API by @Ubospica in #2176
• [router] Rust e2e test by @ByronHsu in #2184
• Input_embeds support by @RinRin-32 in #2052
• [CI] Minor fix for CI by @merrymercy in #2187
• Rename double sparsity config file by @merrymercy in #2188
• Release v0.3.6.post1 by @merrymercy in #2189
• Update sampler.py to skip the success check by @merrymercy in #2197
• remove unused imports by @WrRan in #2195
• Remove unresolved reference 'self' by @apemost in #2198
• using is not not != to test None by @WrRan in #2196
• fix: add cuda-python for xgrammar by @zhyncs in #2199
• minor: update check_env by @zhyncs in #2201
• add sglang version to get_server_info by @binarycrayon in #2206
• docs: update adoption by @zhyncs in #2204
• Bump router to 0.0.9 with better logging by @ByronHsu in #2207
• Fix rust warning by @ByronHsu in #2208
• Fix flasky tests by @merrymercy in #2212
• [feat] Support session control for vision language models by @Ying1123 in #2210
• Use an env var SGLANG_SET_CPU_AFFINITY to set cpu affinity; turn it off by default by @merrymercy in #2217
• Revert "Use an env var SGLANG_SET_CPU_AFFINITY to set cpu affinity; turn it off by default" by @merrymercy in #2221
• Use an env var SGLANG_SET_CPU_AFFINITY to set cpu affinity; turn it off by default by @merrymercy in #2222
• Release v0.3.6.post2 by @merrymercy in #2214
• Rename DP_RANK to SGLANG_DP_RANK by @merrymercy in #2218
• [3rdparty, document] Updated Documentation that for triton fused_moe kernel tuning for AMD Instinct GPUs by @kkHuang-amd in #2191
• Bump sglang-router to 0.0.10 for env name change by @ByronHsu in #2226
• fix typo prompts by @qibaoyuan in #2224
• Remove fused_moe_grok by @merrymercy in #2223
• add profile in offline benchmark & update doc by @bjmsong in #2123
• Rename tuned MI300X config files for fused_moe_triton by @HaiShaw in #2228
• Update Install Method 2. From source by @HaiShaw in #2232
• Fix chunked prefill size for bench_offline_throughput by @merrymercy in #2234
• Disable overlap scheduler for multimodal models by @merrymercy in #2235
• Add OLMo2 model. by @janimo in #2233
• Crash the server correctly during error by @merrymercy in #2231
• Fix memory leak during abort by @merrymercy in #2238
• fix missing launch server import by @qeternity in #2242
• [fix] Fix prefix caching for multi-image/video by @Ying1123 in #2239
• Update backend.md by @merrymercy in #2250
• Update backend.md by @merrymercy in #2251
• Revert "Add simple CPU offloading support" by @Ying1123 in #2252
• Revert "Revert "Add simple CPU offloading support"" by @Ying1123 in #2253
• Simplify tokenizer manager by @merrymercy in #2254
• Fix hash collision for multi modal models by @merrymercy in #2256
• [Minor] fix the style for multimodal models by @merrymercy in #2257
• chore: bump v0.3.6.post3 by @zhyncs in #2259
• minor: add sgl-kernel dir by @zhyncs in #2261
• [benchmark] Add fused_moe_triton benchmark and tuning tools by @BBuf in #2225
• Fix the default chunked prefill size by @merrymercy in #2268
• Support LoRA in Completion API by @bjmsong in #2243
• Add new contributors so they can trigger CI automatically by @merrymercy in #2269
• udate weights from disk by @zhaochenyang20 in #2265
• add get weights by parameter name for llama by @zhaochenyang20 in #2266
• [CI] Print summary on github actions by @merrymercy in #2274
• [CI] Kill zombie processes by @merrymercy in #2280
• [FEAT] Support GGUF format by @zhengy001 in #2215
• [Fix] fix assertion error for chunked prefill when disabling cache by @wangraying in #2282
• Revert "[FEAT] Support GGUF format" by @merrymercy in #2285
• Revert "[Fix] fix assertion error for chunked prefill when disabling cache" by @merrymercy in #2286
• [CI] Fix ci tests by @merrymercy in #2284
• Revert "Revert "[FEAT] Support GGUF format"" by @merrymercy in #2287
• feat: add Dockerfile for development by @zhyncs in #2289
• [CI] Fix missing files in run_suite.py by @merrymercy in #2288
• adapt vllm distributed module to sglang by @yizhang2077 in #2244
• Fix chunked prefill when ignore eos by @hnyls2002 in #2290
• [CI] Balance CI tests by @merrymercy in #2293
• feat: add should_use_tensor_core by @zhyncs in #2179
• Feat: upgrade outlines & support compatibility with the old version by @gobraves in #2292
• minor: support flashinfer nightly by @zhyncs in #2295
• Add a simple torch native attention backend by @YangQun1 in #2241
• feat: skip good first issue by @zhyncs in #2298
• minor: rm unused _grouped_size_compiled_for_decode_kernels by @zhyncs in #2299
• feat: support sgl-kernel pypi by @zhyncs in #2302
• Fix logprob for completions by @merrymercy in #2301
• feat: use warp reduce as a simple example by @zhyncs in #2304
• fix: resolve CodeQL cpp issue by @zhyncs in #2305
• misc: update build setup by @zhyncs in #2306
• Online weight updates from torch.distributed by @zhaochenyang20 in #2279
• [Fix] Fix the padded hash value for image tokens by @merrymercy in #2309
• Use rocminfo instead of rocm-smi for more OS/WSL support by @HaiShaw in #2310
• [Minor] Fix code style by @merrymercy in #2311
• Add more fused moe benchmark utilities by @merrymercy in #2314
• Update model_loader deps and qqq quantization deps (#2220) by @zhyncs in #2318
• Relax to include more AMD GPUs by @HaiShaw in #2319
• [feat] Enable chunked prefill for llava-onevision by @Ying1123 in #2281
• [Minor] Fix logger and style by @merrymercy in #2325
• Revert "[feat] Enable chunked prefill for llava-onevision" by @Ying1123 in #2329
• ROCm Container: set SGLANG_SET_CPU_AFFINITY=1 by @HaiShaw in #2328
• Add missing license for router wheel by @MrAta in #2324
• Improve torch compile for fused moe by @merrymercy in #2327
• fix: resolve cmake url for Dockerfile.dev by @zhyncs in #2335
• Fix gptq for moe layers by @merrymercy in #2300
• [router] Copy license when publishing & bump version by @ByronHsu in #2339
• chore: bump v0.4.0 by @zhyncs in #2338

New Contributors

• @henryhmko made their first contribution in #2092
• @ankurneog made their first contribution in #2121
• @cermeng made their first contribution in #2136
• @Ubospica made their first contribution in #2175
• @dependabot made their first contribution in #2182
• @RinRin-32 made their first contribution in #2052
• @WrRan made their first contribution in #2195
• @apemost made their first contribution in #2198
• @qibaoyuan made their first contribution in #2224
• @zhengy001 made their first contribution in #2215
• @wangraying made their first contribution in #2282
• @gobraves made their first contribution in #2292
• @YangQun1 made their first contribution in #2241
• @MrAta made their first contribution in #2324

Full Changelog: v0.3.6...v0.4.0