14d46181b8
[Loader] add multi-thread model loading ( #6877 )
...
* multi-thread-loader
* fix ut
2026-04-09 23:40:15 -07:00
c1fb3112f8
[FDConfig] Support CLI args for quantization params and add cudagraph validation ( #7281 )
...
* refactor quant cli param
2026-04-10 14:13:42 +08:00
bb48bcbaa2
Split enable_mm ( #7183 )
...
Co-authored-by: liuruian <liuruian@MacBook-Pro.local >
2026-04-08 11:25:41 +08:00
9d4fd19c3f
[Speculative Decoding] Auto-scale CUDA graph capture sizes for speculative decoding ( #7215 )
2026-04-07 20:22:28 +08:00
9765fa7313
[Refactor] Replace --skip-mm-profiling with --deploy-modality text ( #7048 )
...
* [Feature] Support --skip-mm-profiling to skip multimodal token overhead in profiling
## Motivation
在多模态模型（如 Qwen2.5-VL、ERNIE4.5-VL 等）部署时，`get_max_chunk_tokens` 会在
基础 token 数之上额外叠加 mm token 数，用于 profiling 阶段预留显存。
某些场景下（如已知图像 token 数较小，或希望节省显存），用户希望跳过该多模态 token
额外开销的计算，直接使用文本 token 数进行 profiling。
## Modifications
- `fastdeploy/engine/args_utils.py`：`EngineArgs` 新增 `skip_mm_profiling: bool = False`
字段，parser 新增 `--skip-mm-profiling` 启动参数
- `fastdeploy/config.py`：`ModelConfig.__init__` 新增 `self.skip_mm_profiling = False`；
`FDConfig.get_max_chunk_tokens` 中增加 `not self.model_config.skip_mm_profiling` 判断，
开启后跳过 mm token 叠加，直接返回基础 `num_tokens`
## Usage or Command
启动服务时添加参数：
```bash
--skip-mm-profiling
```
## Checklist
- [x] Add at least a tag in the PR title.
- [x] Format your code, run `pre-commit` before commit.
- [ ] Add unit tests. 本功能为配置参数透传，逻辑简单，已有相关 config 单元测试覆盖。
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com >
* [Refactor] Replace skip_mm_profiling with deploy_modality=text to skip mm profiling
## Motivation
原 `--skip-mm-profiling` 参数与已有的 `deploy_modality` 参数功能存在语义重叠：
当以纯文本模式（`deploy_modality=text`）部署时，本就不需要为多模态 token 预留显存。
引入独立参数增加了配置复杂度，复用 `deploy_modality` 更加直观和一致。
## Modifications
- `fastdeploy/engine/args_utils.py`：删除 `EngineArgs.skip_mm_profiling` 字段及
`--skip-mm-profiling` 启动参数
- `fastdeploy/config.py`：删除 `ModelConfig.__init__` 中的 `self.skip_mm_profiling = False`；
`FDConfig.get_max_chunk_tokens` 中将条件改为
`self.deploy_modality != DeployModality.TEXT`，
当 deploy_modality 为 text 时直接返回 `max_num_batched_tokens`，跳过 mm token 叠加
## Usage or Command
```bash
# 以文本模式部署，跳过 mm token profiling 开销（替代原 --skip-mm-profiling）
python -m fastdeploy.entrypoints.openai.api_server \
--deploy-modality text \
--model /path/to/model \
...
```
## Checklist
- [x] Add at least a tag in the PR title.
- [x] Format your code, run `pre-commit` before commit.
- [ ] Add unit tests. 本次为参数重构，逻辑等价替换，已有 config 单元测试覆盖。
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com >
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-03-29 19:40:27 -07:00
4fd877ed43
[Speculative Decoding] Support mtp expert-parallel and support different modality deploy ( #7018 )
...
* support mtp ep and support different modality
* fix default arg
2026-03-26 13:52:16 +08:00
a7f52c300d
[Feature] support v1 update/clear api for RL ( #6761 )
...
* [Feature] support v1 update/clear api for RL
* [fix] fix execute_model and add sleep/wakeup api
* [fix] fix mtp and key_prefix
* [chore] move _update_key_prefix to resume method
* [fix] make the interface safe to call multiple times
* [fix] fix some tiny bugs
* [chore] make small changes against pr review
* [docs] add docs for weight update
* [test] add some tests and update docs
* [style] fix code style check
* [test] fix ci
* [fix] fix stale control responses when control method timed out
* [chore] remove unused code
* [chore] fix code style
* [chore] optimize tags and key_prefix
* [test] fix ci
* [chore] fix code style
* [test] fix ci
* [fix] fix ep control
* [fix] fix ep control for engine cache queue
2026-03-25 19:18:46 +08:00
950366e58d
[PD Disaggregation][RL] Register to router with version and support rdma eager connect for pd ( #6718 )
...
* [Feature] Register to router with version info for PD disaggregation
Add RegisterManager for PD (Prefill-Decode) disaggregated deployment:
- All instances (Prefill/Decode) register to Router with heartbeat
- Prefill instances fetch Decode instance list from Router
- Prefill instances establish eager RDMA connections to Decode instances
- Register info includes: host_ip, port, role, version, is_paused, connected_decodes
Changes:
- Add RegisterManager class for managing PD registration and RDMA connections
- Add version field to ModelConfig for model version tracking
- Add connected_decodes to register_info for tracking connected Decode instances
- Add FD_ENABLE_PD_RDMA_EAGER_CONNECT environment variable
Test fixes:
- Add None checks for load_config in FDConfig.__init__
- Add version attribute to test mock model configs
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com >
* refine
* remove test
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
2026-03-17 14:43:35 +08:00
bb925c605f
[Other] Adjust GPUModelRunner to enhance compatibility ( #6851 )
2026-03-16 14:49:19 +08:00
cdaf6dd400
[RL][Cherry-Pick] Support Fully Async and PrefixCache ( #6599 )
...
* cherry-pick Support Fully Async and PrefixCache step 1
* copy routing_indices_cache.py from 2.4
* cherry-pick [RL] R3 Fix the bug for determining the end of a request (#6388 )
* cherry-pick [RL] Clear Requests status of R3 (#6569 )
* delete code
* fix rename bug
* fix status shape bug
* fix ci
2026-03-12 01:13:30 -07:00
9f0778f991
[Feature] Support EP prefill with num_worst_tokens ( #6574 )
...
* support num worst tokens
* support num worst tokens
* fix build error
* support num worst tokens: fix errors
* support num worst tokens: fix feild
* support num worst tokens: delete requiements
* replace permute and depermute op by pure cuda
* replace permute and depermute op by pure cuda
* fix ci
* fix op
* fix nan
* fix code style
---------
Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com >
2026-03-11 17:09:07 +08:00
cf7934a4b2
[Speculative Decoding] Unify Spec and non-spec branch ( #6685 )
...
* optimize spec-inference architecture
* delete debug log
* optimize spec_method usage && fix unit_test
* add claude unit-test skill
* fix some ugly bug
* enhance robustness and bounds check
* unify method & spec_method to method to avoid bug
* activate CI
* fix unit test
* Unify logprobs computation for naive and speculative decoding, fix CUDA kernel
* fix logprob bug && optimize verify kernel
* fix exist_decode() judge
2026-03-10 23:58:44 -07:00
5d9524fc3c
[Models][Feature] Support new ERNIE reward model and add return_token_ids to reward API ( #6638 )
...
* reward model
* Add support for pooling-based inference in the reward model
* bugfix
---------
Co-authored-by: Jiang-Jia-Jun <163579578+Jiang-Jia-Jun@users.noreply.github.com >
2026-03-06 18:51:00 +08:00
6674131b0b
[Iluvatar] Support CudaGraph and optimize flash_attn_unpadded and fused_neox_rope_embedding ( #6553 )
2026-03-02 14:07:17 +08:00
ea4d10d174
[BugFix] fix cache int8 for pd disaggregated deployment ( #6563 )
2026-03-01 13:43:55 +08:00
a2072fe20c
[XPU] support warmup with ep & remove apply_tp_fused_op ( #6289 )
2026-02-28 15:40:36 +08:00
97eee75677
[Feature] GPU Memory Optimization and Retirement of V0 Scheduler ( #6407 )
...
* Optim GPU Mem Usage
---------
Co-authored-by: huzesen <huzesen@baidu.com >
2026-02-28 15:07:43 +08:00
53aaac69da
[Optimization] Enable BF16 gate computation for GLM and Qwen ( #6457 )
...
* gate bf16
* add gate-fp32
* fix
* update baseline
* update
* update
* fix
2026-02-26 21:08:46 -08:00
2178f2829b
[Speculative Decoding] Support suffix decoding ( #6403 )
...
* support suffix decoding
2026-02-26 11:42:05 +08:00
6d3fede240
[OP][Feature] 统一 limit_thinking_content_length CUDA 算子，支持回复长度限制与注入序列 ( #6493 )
...
* Initial plan
* Migrate PRs #6311 , #6129 , #6305 to develop and merge unit tests
Co-authored-by: yuanlehome <23653004+yuanlehome@users.noreply.github.com >
* fix
* update
* fix
* fix ci
* fix ci
* Initial plan
* test: add test_chat_with_response_max_tokens to test_EB_VL_Lite_serving.py
Co-authored-by: yuanlehome <23653004+yuanlehome@users.noreply.github.com >
* test: add disable-thinking case to test_chat_with_response_max_tokens
Co-authored-by: yuanlehome <23653004+yuanlehome@users.noreply.github.com >
* test: add both reasoning_max_tokens and response_max_tokens case
Co-authored-by: yuanlehome <23653004+yuanlehome@users.noreply.github.com >
* fix ci
* fix ci
* fix ci
---------
Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com >
Co-authored-by: yuanlehome <23653004+yuanlehome@users.noreply.github.com >
2026-02-25 21:36:50 +08:00
a29ee57e15
[Feature] Support ThinkingBudget Logits processor to control thinking content length ( #6367 )
...
* feat: add thinking budget logits processor
* add unittest
* fix pre-commit
* add unittest
* docs: clarify operator-level vs logits processor usage and conflict guidance
---------
Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com >
2026-02-25 14:17:09 +08:00
e2332a1112
[BugFix] fix num_cpu_blocks computation ( #6438 )
...
* [BugFix] fix num_cpu_blocks computation
* [fix] fix syntax and log
* [fix] pre-commit
* [fix] use getattr
* [fix] ci test
2026-02-13 11:05:14 +08:00
d60daca4a8
[Feature] consider multimodal model when dummy run ( #6045 )
...
* add mm do profile
* updata code
* update code
* update code
* update code
* update test case
* update code
* update code
* fix xpu bug
* update code
* add mm do profile
* update test case
* update code
2026-02-09 17:49:55 +08:00
dc5917289d
[loader]supoort wint2 backend ( #6139 )
...
* support wint2
* update
2026-02-08 22:42:36 -08:00
5b22e5dfe7
[RL] R3 Support Fused Put the Routing of All Layers ( #6099 )
...
* fused put routing
* fix bug
* [draft commit]dynamic dtype
* fix async put & numpy bug
* fix unit8 test case
2026-02-03 04:13:16 -08:00
ee77ff9ebe
[config] fix assert message ( #6310 )
2026-02-03 14:37:46 +08:00
08c411518f
[Loader] support dummy load weight ( #6169 )
...
* [Loader] support dummy load weight
* [Loader] support dummy load weight v2
* [Loader] support dummy load weight unittest
* [Loader] support dummy load weight unittest v2
* [Loader] support dummy load weight v3 docs and fp8
2026-01-26 13:58:53 +08:00
b7c5daa316
[RL] add pause, update_weights, resume interface for async RL ( #6052 )
...
* support dynamic run_control_request through zmq from apiserver to common_engine
* support pause/resume/is_paused/update_weights in apiserver->common_engine by common run_control_method
* change /is_puased from HTTP POST method to GET method
* add pause、resume、is_paused implementation
* support engine <==> worker communication(request&response)
* support sync weights through RDMA from checkpoint_transfer
* support specified version, rsync_config in update_weights rpc call
* add pause, update_weights, resume interface for async RL
* bug fix: update_weights support using default arguments
* fix typo
* typo fix
* typo fix
* typo fix
* add unitest for control request/response, localscheduler.get_inflight_requests, resource_manager_v1.preempted_all
* add "rsync" to LoadConfig.load_strategy Literal type hints
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com >
* typo fix
* typo fix
* Apply suggestion from @Copilot
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com >
* check version/rsync params
* add error log when version.txt not exists
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com >
* raise specified ValueError when paramters check failed
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com >
* tp barrier after run_control_method
* encode 'engine_worker_queue_port' to unique name of worker2engine fmq queue
* typo fix
* typo fix
---------
Co-authored-by: Jiang-Jia-Jun <163579578+Jiang-Jia-Jun@users.noreply.github.com >
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com >
2026-01-23 10:18:07 +08:00
31c219d483
[Graph Optimization] Add max_capture_shape_prefill && cudagraph_capture_sizes_prefill ( #6148 )
...
* Add max_capture_shape_dy2st parameter to YAML config
* split cudagraph capture size between decode and prefill
* rm if
* add default value
2026-01-22 21:37:18 +08:00
1e3c35496c
[XPU][Graph Optimization] XPU Support CUDAGraph ( #6152 )
...
* support cuda graph
2026-01-22 14:41:56 +08:00
82057cb71f
Support MXFP4 for GPT-OSS ( #5435 )
...
* support mxfp4 in gpt-oss
* support mxfp4 in gpt-oss
* add scope for flashinfer
* remove torch code
* update envs.FD_MXFP4_BACKEND
* update process_weights_after_loading
* update env name
* support tp in gpt-oss, add e2e test
* add flashinfer-python-paddle in requirements
* fix import error
* add test
* add test
* add test
* add test
2026-01-22 14:21:01 +08:00
dda27e50f5
[Graph Optimization] remove static_op_get_block_shape_and_split_kv_block from cudagraph ( #6081 )
...
* rm static_op_get_block_shape_and_split_kv_block from cudagraph
* update max_capture_shape
* fallback: zeros -> empty to avoid coverage check
* check graph_opt_config exists
* add max_capture_shape_dy2st && full_cuda_graph: false -> true in 28B vl test
* add use_cudagraph flag to control step_use_cudagraph
2026-01-20 14:05:18 +08:00
988e0bc338
[Feature] Add PaddleFormers fallback backend ( #5999 )
...
* feat(paddleformers): add dense text model fallback backend
* docs(paddleformers): add user guide and fix code review issues
* add fallback unit test
* precommit format
* fix pre-commit
* fix: address code review feedback
* docs: add PaddleFormers backend documentation (EN) and simplify installation
---------
Co-authored-by: Jiang-Jia-Jun <163579578+Jiang-Jia-Jun@users.noreply.github.com >
Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com >
2026-01-19 21:50:50 +08:00
7d44009f39
[FDConfig] transfer metrics_port ( #6056 )
...
* transfer metrics_port
* transfer metrics_port
2026-01-19 19:58:57 +08:00
3685474799
[XPU] xpu support mm prefill batch ( #6072 )
...
Co-authored-by: ddchenhao66 <dhaochen163.com>
2026-01-19 14:36:35 +08:00
49617d9832
[Feature]Support tag phase token enforce generation ( #6034 )
...
* support tag phase token enforce generation
* optimize note and some feature
* fix sampler unit test
---------
Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com >
2026-01-15 03:59:55 -08:00
b3f59fd9b5
[RL][CI] Support Async R3 And Add Accuracy Test ( #5937 )
...
* add bs1 r3 test case
* async put
* r3 test case 1.0
* success run eb5
* refine test case
* pre-commit
* add eb45 & glm testcase
* format code
* add p2pstore requirements
* support only last turn
* R3 use worker log
* refine code &fix ci bug
* refine error mesg
* fix empty input bug
* Success set acc ci of eb45 and glm45
* refine code
* fix bug
2026-01-14 04:25:06 -08:00
74d0f1c01f
[Optim] Robust sync status when preempted happens ( #5796 )
...
* [Bug fix] Sync status for caching output cache
* fix
* fix
* fix bug
* fix
* fix
* support xpu
* fix
* fix
* fix
* fix
* fix
* fix ci
* fix ci
* fix xpu
---------
Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com >
2026-01-14 12:07:33 +08:00
456637002d
[BugFix] fix cache transfer manager updating/clearing ( #5930 )
...
* [fix] fix cache transfer manager updating/clearing
* [fix] fix code style
* [fix] fix config
* [fix] fix engine client
* [fix] let worker update kv cache status signal
* [fix] update worker process
* [fix] fix clear/update for case if comm group is shutdown
* [fix] update dynamic weight manager
* [fix] fix port
* [fix] add num_cpu_blocks arg for async_llm, and remove unnecessary waiting
2026-01-13 05:09:29 -08:00
223b2f5d86
Support setting communication groups in custom_allreduce and the all-to-all\transpose fused operator during the decoding phase. ( #5917 )
2026-01-12 14:09:39 +08:00
4e10ae5d99
[Speculative Decoding] Optimize draft logprob ( #5842 )
...
* optimize draft logprob
* fix ut
2025-12-31 13:35:56 +08:00
9286403570
[Models] Add Qwen3-VL Model Support ( #5763 )
...
* support v1 loader
* remove useless code
* remove useless
* [Model] support Qwen3VL images success
* [Model] support Qwen3VL rope_3d
* [Model] support Qwen3VL remove log
* [Model] support Qwen3VL RL
* [Model] support Qwen3VL tp
* [Model] support Qwen3VL video
* [Model] support Qwen3VL fix ernievl
* [Model] support Qwen3VL fix get_image_boundaries.cc array out of bounds
* [Model] support Qwen3VL fix multi card
* [Model] support Qwen3VL file close
* [Model] support Qwen3VL fix ce
* [Model] support Qwen3VL fix unittest
* [Model] support Qwen3VL add unittest
---------
Co-authored-by: Ayakouji <yuhongh@qq.com >
2025-12-29 17:39:33 +08:00
894f4e312b
[FDConfig] disable chunked_mm_input in ernie5 ( #5774 )
...
* disable chunked_mm_input in ernie5
* update code
* update code
* update test case
* update testcase
* upate case
2025-12-26 15:31:27 +08:00
412867fd99
[Feature] Support KV Cache Storage ( #5571 )
...
* Support Mooncake Store
* up
* up
* add op
* fix conflict
* fix error
* up for comments
* avoid thread lock
* up
* fix unittest
* fix unittest
* remove debug info
* consider tp_size > 1
* add default rdma_nics
* add utils
* up
* fix error
---------
Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com >
2025-12-25 16:30:35 +08:00
75b3180280
[BugFix] Fix _disable_sequence_parallel_moe_if_needed ( #5740 )
2025-12-24 20:02:22 -08:00
2dc2ba49b5
[Speculative Decoding] Fix multistep MTP in splitewise-prefill mode ( #5723 )
2025-12-24 02:45:54 -08:00
23d488c488
[Feature] Entropy calculation support ( #5692 )
...
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* support entropy
* fix bug
---------
Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com >
2025-12-23 21:19:47 +08:00
d1c6e57341
[Others] upgrade paddleformer to 0.4.0 ( #5599 )
2025-12-23 05:08:01 -08:00
6eada4929d
[Speculative Decoding]Support multi-step mtp with cudagraph ( #5624 )
...
* support multi-step mtp with cudagraph
* fix usage
* fix unit test
2025-12-22 11:34:04 +08:00
4f830aa505
[RL] provide options for whether shutdown comm group after weights cleared ( #5663 )
...
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* [rl] provide options for whether shutdown comm group after weights cleared
* [fix] fix args hardcode
* [fix] change args type
* [fix] add worker process args
2025-12-19 07:06:48 -08:00
bukejiyu