apps/FastDeploy
1
0
Fork 0
mirror of https://github.com/PaddlePaddle/FastDeploy.git synced 2026-04-23 00:17:25 +08:00
Code Issues Actions 19 Packages Projects Releases Wiki Activity
5,092 Commits 41 Branches 17 Tags
3c7ca62dc3eefc7e5d79865565934b37a4578498
Commit Graph

106 Commits

Author SHA1 Message Date
kevin 7707be8384 [Feature][KVCache] Implement Cache Manager V1 with GPU + CPU Cache Support (1/n) (#7097) 
* [Feature][KVCache] Support cache manager v1 architecture

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Update cache manager and related modules

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: update cache_manager and related modules

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: add node to evictable set in complete_swap_to_device

When a node transitions from SWAP_TO_DEVICE to DEVICE via
complete_swap_to_device, it was not being added to the
_evictable_device set. This caused nodes with ref_count=0 to
become "orphaned" - not appearing in any evictable set despite
having cache_status=DEVICE.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* feat: update cache manager v1 and related modules

- Add new cache_manager.py with cache management functionality
- Add radix_tree.py for prefix caching
- Update block_pool.py and metadata.py
- Update request.py and resource_manager_v1.py for scheduling
- Update gpu_model_runner.py for GPU model execution

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* feat(cache): add cache controller v1 implementation

- Add CacheController class for cache management
- Update config.py with cache related configurations
- Refactor gpu_model_runner.py for improved cache handling

* feat(cache_manager): update cache manager v1

* fix(cache_manager): 修复 swap_cache H2D/D2H 方向的 block_ids 逻辑并清理 ForwardMeta

## Motivation

修复 swap_cache_optimized.cu 中 H2D 方向时 src/dst block_ids 使用错误的问题，
并清理 ForwardMeta 中已废弃的 cache_controller 字段。

## Modifications

- fix: swap_cache_optimized.cu 中根据 D2H 模板参数正确选取 src/dst block_ids，
  修复 H2D 方向 src/dst 倒置 bug（同时修复 SwapCachePerLayerImpl 和 SwapCacheAllLayersBatchImpl）
- refactor: cache_manager/v1/__init__.py 将 LayerSwapTimeoutError 导入从
  cache_controller 改为 cache_utils（正确来源）
- refactor: ForwardMeta 移除废弃的 cache_controller 字段
- refactor: gpu_model_runner.py 移除对应的 cache_controller 赋值语句
- test: 新增 tests/cache_manager/v1/test_swap_cache_ops.py 单元测试

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* feat(cache_manager): refactor cache manager v1 and optimize swap ops

## Motivation

对 cache manager v1 进行重构和优化，精简代码结构，提升可维护性。

## Modifications

- 重构 transfer_manager.py，大幅精简代码逻辑
- 优化 swap_cache_optimized.cu GPU 算子实现
- 调整 cache_manager.py、cache_controller.py 逻辑，修复 free_device_blocks 方法缺失问题
- 更新 block_pool.py、cache_utils.py、metadata.py、radix_tree.py
- 精简 gpu_model_runner.py、forward_meta.py、attention.py 中相关调用
- 更新对应单元测试（test_cache_controller、test_swap_cache_ops、test_transfer_manager）
- 调整 config.py 中相关配置项

* [KVCache][MTP] 支持 cache_manager_v1 下的 MTP KV Cache 初始化及多模态 hash

## Motivation

在 enable_cache_manager_v1 路径下，MTP（speculative decode）的 KV Cache 需要由
CacheController 统一管理，以复用 swap/transfer 能力，同时修复多模态场景下 block
hash 未携带 multimodal extra_keys 的问题。

## Modifications

- `cache_controller.py`
  - 新增 `initialize_mtp_kv_cache`：通过 CacheController 初始化 MTP KV Cache，
    并将其注册到 cache_kvs_map，使 transfer_manager 自动覆盖 MTP 层
  - `initialize_host_cache` 中的 num_layers 改为包含 MTP 额外 cache 层数，保证
    Host Cache 也为 MTP 分配足够空间
  - `_free_gpu_cache` 改名为 `free_gpu_cache`（对外可调用）

- `cache_utils.py`
  - 新增 `get_block_hash_extra_keys`：提取单个 block 内的多模态 hash 信息，
    对齐 PrefixCacheManager 的 multimodal extra_keys 逻辑
  - `get_request_block_hasher` 中在 hash_block_tokens 时携带 extra_keys，
    修复多模态场景 prefix cache 命中率不准的问题

- `spec_decode/mtp.py`
  - `update_mtp_block_num` 新增 `skip_cache_init` 参数，避免 v1 cache manager
    路径下重复初始化 MTP KV Cache

- `gpu_model_runner.py`
  - `initialize_kv_cache(v1)` 路径：在主模型 cache 初始化后，调用
    `cache_controller.initialize_mtp_kv_cache` 完成 MTP cache 创建
  - `clear_cache` / `wakeup` / `reset` 等路径：respect `enable_cache_manager_v1`
    标志，跳过重复的 proposer.initialize_kv_cache 调用

## Usage or Command

```bash
# 启动支持 MTP + cache_manager_v1 的推理服务（示例）
bash run.sh
```

* fix(cache_manager): multi-GPU fix, mm hash boundary fix, and remove batch ops

1. Fix CuPy stream/event creation for multi-GPU: wrap all stream operations
   with cp.cuda.Device(device_id) context to ensure streams/events are bound
   to the correct device, preventing cross-device errors in multi-GPU setups.

2. Remove cudaSetDevice from SwapCacheAllLayers (handled by cupy context now).

3. Remove swap_cache_all_layers_batch op: simplified the implementation by
   removing the batch upload variant; all-layer transfers now use the standard
   swap_cache_all_layers with cupy device context.

4. Fix mm hash boundary comparison in get_block_hash_extra_keys: change
   strict less-than (<) to less-than-or-equal (<=) so that multimodal items
   ending exactly at block start are correctly excluded.

5. Extract config fields to KVCacheBase: model_config, cache_config,
   quant_config, parallel_config are now set in the base class __init__ to
   avoid duplication in CacheController and CacheManager subclasses.

6. Translate metadata.py docstrings from Chinese to English for broader
   contributor accessibility.

7. Add test_cache_utils.py: comprehensive unit tests for
   get_block_hash_extra_keys covering all boundary and overlap scenarios.

8. Expand test suite: test_request.py cache fields tests, test_radix_tree.py
   backup candidate tests, test_transfer_manager.py and test_cache_manager.py
   multi-GPU and concurrent operation tests.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [BugFix][KVCache] fix List import and move write_policy normalization to CacheManager

## Motivation

修复两处问题：
1. `fastdeploy/engine/request.py` 中 `List` 未导入导致 pre-commit F821 报错
2. `write_policy` 归一化逻辑（`write_through` → `write_through_selective`）不应放在 `FDConfig`，移至 `CacheManager.__init__` 中，使其只影响 Cache Manager V1 的内部逻辑

## Modifications

- `fastdeploy/engine/request.py`: 在 `typing` 导入中补充 `List`，删除重复的 `CacheSwapMetadata` TYPE_CHECKING 导入，修复 F821/F811
- `fastdeploy/config.py`: 删除 `write_policy` 归一化逻辑
- `fastdeploy/cache_manager/v1/cache_manager.py`: 将归一化逻辑移入 `CacheManager.__init__`

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [BugFix][KVCache] fix pre-commit code style issues

## Motivation

修复 CI pre-commit 代码风格检查失败问题。

## Modifications

- `fastdeploy/engine/common_engine.py`: black 格式化
- `fastdeploy/worker/worker_process.py`: black 格式化 + isort 修复
- `fastdeploy/cache_manager/v1/storage/__init__.py`: isort 修复
- `fastdeploy/worker/gpu_worker.py`: isort 修复

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [Feature][KVCache] update cache_manager_v1 modules

## Motivation

更新 Cache Manager V1 相关模块，完善版权信息、改进模块结构与可维护性。

## Modifications

- `fastdeploy/cache_manager/v1/` 系列模块：补充版权 header，优化代码结构
- `fastdeploy/config.py`：配置项更新
- `fastdeploy/engine/sched/resource_manager_v1.py`：调度相关更新

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [Feature][KVCache] add BatchRequest.from_tasks and refactor worker task parsing

## Motivation

将 worker_process 中重复的 task 解析逻辑收敛到 BatchRequest，减少代码冗余，提升可维护性。

## Modifications

- `fastdeploy/engine/request.py`：新增 `BatchRequest.from_tasks()` 类方法，统一将 task_queue 任务分类为推理请求和控制请求
- `fastdeploy/worker/worker_process.py`：使用 `BatchRequest.from_tasks()` 替代内联解析逻辑，并修复重复的 control_reqs 处理块

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [Feature][KVCache] add NUMA affinity for host cache and skip swap cache tests

## Motivation

优化 Host cache 内存分配的 NUMA 亲和性，减少跨 NUMA 访问延迟；
同时跳过 swap cache ops 测试（当前环境不支持）。

## Modifications

- `fastdeploy/cache_manager/v1/cache_controller.py`：
  - 新增 `_get_numa_node_for_gpu()` 方法，通过 nvidia-smi 或 sysfs 获取 GPU 对应的 NUMA 节点
  - 新增 `_bind_to_closest_numa_node()` 方法，绑定当前线程到 GPU 最近的 NUMA 节点
  - 在 `initialize_host_cache()` 中调用 NUMA 绑定，优化 H2D 传输性能
- `tests/cache_manager/v1/test_swap_cache_ops.py`：跳过所有测试类（`TestSwapCacheAllLayersCorrectness`、`TestSwapCacheAllLayersPerformance`、`TestSwapCacheRandomBlockIndices`）

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [BugFix][KVCache] fix unittest failures for cache_manager_v1

三个单测因接口变更或 Mock 方式问题导致失败，需修复。

- tests/distributed/chunked_moe.py：`setup_model_runner` 使用 `__new__` 跳过 `__init__`，补加 `enable_cache_manager_v1 = False`，修复 `AttributeError`
- tests/engine/test_resource_manager.py：`PrefixCacheManager` 为局部导入，`patch` 路径改为定义位置 `fastdeploy.cache_manager.prefix_cache_manager.PrefixCacheManager`
- tests/v1/test_resource_manager_v1.py：`_trigger_preempt` 第四参数已由 `list` 改为 `BatchRequest`，更新测试传参和断言

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [BugFix][KVCache] remove debug logging code

## Modifications

- fastdeploy/engine/request.py：删除调试用 logger 及 prompt_hashes 中的 debug 日志
- fastdeploy/worker/worker_process.py：删除 __main__ 中的调试 import 和 print 语句

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [BugFix][KVCache] fix cupy device id caching and pickle for _match_result

## Motivation

修复两个 bug：
1. `transfer_manager.py` 中每次调用 `cp.cuda.runtime.getDevice()` 存在隐患，应在初始化时缓存为实例变量，保证后续操作使用一致的设备 ID。
2. `request.py` 的 `__getstate__` 未跳过 `_match_result`，该字段包含 BlockNode 树的父子循环引用，pickle 时会触发 `RecursionError`；同时补充 `__setstate__` 确保 unpickle 后字段恢复为安全默认值。

## Modifications

- `transfer_manager.py`：初始化时调用 `cp.cuda.runtime.getDevice()` 并缓存到 `self._cupy_device_id`，后续 `with cp.cuda.Device(...)` 和日志均使用该缓存值。
- `request.py`：
  - `__getstate__` 中将 `_match_result` 加入跳过集合 `_SKIP_KEYS`，避免循环引用导致 pickle 失败。
  - 新增 `__setstate__`，unpickle 后将 `_block_hasher` 和 `_match_result` 恢复为 `None`。

## Usage or Command

* fix(test): fix unit test errors for _trigger_preempt and wakeup with MTP

- Use BatchRequest instead of list in test_trigger_preempt_records_tasks
- Add missing enable_cache_manager_v1 attr in TestSleepWakeupBehavior._make_runner

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [BugFix][KVCache] fix gpu_free_block_list returning wrong block IDs

## Motivation

`gpu_free_block_list` 的兼容 property 中误用了 `list(range(N))`，
将 `available_blocks()` 的返回值当作整数传给 `range()`，
导致返回 `[0, 1, ..., N-1]` 的假列表，而非真实的空闲 block ID。

## Modifications

- `cache_manager/v1/cache_manager.py`：将 `list(range(self._device_pool.available_blocks()))` 改为 `list(self._device_pool.available_blocks())`

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [BugFix][KVCache] 修复 gpu_free_block_list 返回 int 导致 TypeError

## Motivation

gpu_free_block_list 属性中调用 BlockPool.available_blocks()，
该方法返回 int（空闲块数量），用 list() 包装 int 会触发
TypeError: 'int' object is not iterable。

## Modifications

将 list(self._device_pool.available_blocks()) 改为
list(self._device_pool._free_blocks)，直接返回空闲块索引列表。

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [KVCache][CacheManager] 适配 V1 CacheManager 的 pause/sleep/free_cache 操作

## Motivation

V1 CacheManager 引入了新的 reset_cache() 接口，pause 和 sleep 操作需要适配，
同时 free_cache 需要支持可选的 clear_storage 参数。

## Modifications

- cache_controller.py: free_cache 新增 clear_storage 参数（默认 False），
  仅当 clear_storage=True 时才调用 _clear_storage()，避免不必要的 storage 清空
- common_engine.py: pause 和 sleep 操作中，当 ENABLE_V1_KVCACHE_MANAGER 时
  使用 cache_manager.reset_cache() 替代旧的 reset() 和 pause_transfer 逻辑
- gpu_model_runner.py: sleep 时仅在非 V1 cache manager 下执行 MTP cache 清除

## Usage or Command

# 启动服务（V1 CacheManager）
python -m fastdeploy.entrypoints.openai.api_server \
  --enable-v1-kvcache-manager \
  ...

* [BugFix][KVCache] fix missing enable_cache_manager_v1 in test mocks and remove unused select_blocks_for_backup

- Remove unused `select_blocks_for_backup` method from radix_tree.py
- Fix `match_prefix` default param `skip_storage=True` and log order in cache_manager.py
- Sync test_gpu_model_runner.py with upstream/develop (add TestInsertTasksV1SplitwiseSuffix)
- Add `enable_cache_manager_v1=False` to all mock runners to fix AttributeError in CI

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [BugFix][KVCache] simplify _free_blocks in ResourceManagerV1 for non-v1 path

Remove redundant prefix_caching branch in else path; always call
recycle_gpu_blocks with full block_tables for non-cache-manager-v1 case.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* [KVCache][Optimization][BugFix] fix and optimize block_pool, cache_manager, transfer_manager, request

## Motivation

修复 cache_manager v1 中若干代码质量问题，提升性能并消除潜在的类型不一致 Bug。

## Modifications

1. **block_pool.py**：`BlockPool.allocate` 将逐个 pop 循环替换为切片 + 批量 set.update，消除 Python 循环开销，O(n) → O(k)（C 层批量操作）
2. **cache_manager.py**：`match_prefix` 在 prefix caching 关闭时提前 return 前写入空 `MatchResult()`，避免调用方解引用 `_match_result=None` 崩溃
3. **transfer_manager.py**：`_build_device_layer_indices` 在 `_cache_kvs_map` 为空时也重置四个层索引列表，防止残留旧 tensor 被 swap 算子使用
4. **request.py**：`BatchRequest.append_swap_metadata` / `append_evict_metadata` 构造 `CacheSwapMetadata` 时将 `src_type`/`dst_type` 从字符串改为 `CacheLevel` 枚举，与字段类型声明一致；补充 `CacheLevel` 导入；`match_result` 属性返回类型标注修正为 `Optional[MatchResult]`
5. **resource_manager_v1.py**：`_allocate_gpu_blocks` 日志从 `INFO` 降级为 `DEBUG`，消除高频调度路径的日志噪音
6. **tests/engine/test_request.py**：同步更新 `src_type`/`dst_type` 断言为 `CacheLevel` 枚举值，补充 `CacheLevel` 导入

## Usage or Command

单元测试：
```bash
source .venv/py310/bin/activate
cd baidu/FastDeploy
python -m pytest tests/cache_manager/v1/test_cache_manager.py -v
python -m pytest tests/cache_manager/v1/test_transfer_manager.py -v
python -m pytest tests/engine/test_request.py -v
```

* [BugFix][KVCache] Fix BlockPool.allocate returns all blocks when num_blocks=0

## Motivation

当 `allocate(num_blocks=0)` 被调用时，Python 负索引陷阱导致严重错误：
`-0 == 0`，所以 `self._free_blocks[-0:]` 等价于 `self._free_blocks[0:]`，
会返回并清空整个空闲块列表，而非返回空列表。

## Modifications

在 `BlockPool.allocate` 中增加对 `num_blocks == 0` 的提前判断，直接返回 `[]`，
避免触发 Python 负索引陷阱。

## Usage or Command

```bash
# 运行相关单元测试验证修复
python -m pytest tests/cache_manager/v1/test_cache_manager.py -vv -s
```

* [KVCache][Test] add unit tests for cache_manager v1 modules

## Motivation

补全 cache_manager/v1 各模块的单测覆盖，确保核心方法有完整的测试保障。

## Modifications

新增/补充以下测试文件，全部 326 个用例通过：

- tests/cache_manager/v1/test_block_pool.py（新建）
  覆盖 BlockPool.get_metadata/set_metadata/resize、DeviceBlockPool/HostBlockPool
- tests/cache_manager/v1/test_metadata.py（新建）
  覆盖 BlockNode、RadixTreeStats、MatchResult、CacheSwapMetadata、AsyncTaskHandler
- tests/cache_manager/v1/test_cache_utils.py（补充）
  新增 hash_block_tokens、get_request_block_hasher、LayerDoneCounter 时间追踪及内部辅助方法
- tests/cache_manager/v1/test_radix_tree.py（补充）
  新增 TestCompleteSwapToDevice 专项测试类（6 个用例）
- tests/cache_manager/v1/test_cache_manager.py（补充）
  新增 offload_to_host、load_from_host、pending backup 系列、prepare_prefetch_metadata
- tests/cache_manager/v1/test_transfer_manager.py（补充）
  新增 _swap_single_layer 校验路径、sync_input/output_stream、record_input_stream_event

## Usage or Command

```bash
# 运行所有新增单测
source .venv/py310/bin/activate
python -m pytest tests/cache_manager/v1/test_block_pool.py \
  tests/cache_manager/v1/test_metadata.py \
  tests/cache_manager/v1/test_cache_utils.py \
  tests/cache_manager/v1/test_radix_tree.py \
  tests/cache_manager/v1/test_cache_manager.py \
  tests/cache_manager/v1/test_transfer_manager.py -v
# 期望结果：326 passed
```

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Jiang-Jia-Jun <163579578+Jiang-Jia-Jun@users.noreply.github.com>
 2026-04-21 14:39:00 +08:00
freeliuzc 43685a98a7 [BugFix] Fix real token exceeding max_batched_tokens limit (#7438) 
* fix max_num_batched_tokens error compute

* add temperatory solution

* fix bug
 2026-04-17 16:18:07 +08:00
kevin ff47701f31 [BugFix][PD Disaggregation][KVCache] Fix low cache hit rate in PD split scenario (#7364) 
## Motivation

在 PD 分离场景下，decode 节点在接收 prefill 节点转发的请求后，没有及时更新 cache block 的命中信息，
导致 prefix cache 命中率低，影响推理性能。

## Modifications

1. 在 `_free_blocks_when_stop` 方法中，额外排除 prefill 节点（`splitwise_role == "prefill"`）
   的 cache block 更新，避免 prefill 节点重复更新 cache 导致状态混乱。
2. 在 decode 节点分配请求（`_alloc_requests_with_cache`）成功后，主动调用
   `update_cache_blocks` 使用 `need_prefill_tokens` 更新 cache block 信息，
   确保 decode 节点能正确感知已命中的 prefix cache。
 2026-04-14 16:15:43 +08:00
K11OntheBoat bb48bcbaa2 Split enable_mm (#7183) 
Co-authored-by: liuruian <liuruian@MacBook-Pro.local>
 2026-04-08 11:25:41 +08:00
Yonghua Li 3b8dac3b97 [BugFix] prevent requests from entering running state without a slot (#7141) 
* [fix] prevent requests from entering running state without a slot

* [fix] count abort set

* [fix] count preempted task in waiting list
 2026-04-03 14:07:57 +08:00
chenjian 2632e6cf32 [Feature] Support chunk prefill disabled in scheduler v1 (#7152) 2026-04-03 10:18:14 +08:00
jc af51fc46d6 [PD Disaggregation] Write the cache of preempted req to storage and refine PD Disaggregation (#7107) 
* Write the cache of preempted req to storage

* up

* fix
 2026-04-01 13:15:52 +08:00
qwes5s5 daa95244f7 abort requests (#6992) 2026-03-31 11:02:26 +08:00
freeliuzc 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
qwes5s5 3b7507a4c2 test_abort (#6743) 2026-03-17 14:06:40 +08:00
jc 04fde3b227 [PD Disaggregation] Prefill and decode support cache storage (#6768) 
* Prefill and decode support cache storage

* up

* up

* update docs and refine mooncake store

* up
 2026-03-16 14:44:49 +08:00
freeliuzc 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
ddchenhao66 a502dda1fe [BugFix] fix multi-step mtp bug (#6754) 2026-03-11 10:16:04 +08:00
Yonghua Li fa1906bd6f [BugFix] Fix inaccurate cache hit rate and TTFT after request preemption (#6620) 
* [chore] add has_been_rescheduled flag for requests

* [refactor] rename reschedule to preempted for accuracy and fix cache hit metrics

* [chore] add ttft_s
 2026-03-05 16:25:02 +08:00
kevin 5d42f19e0a [BugFix][Scheduler] Fix can_schedule_block_num_threshold calculation (#6541) 
* fix mtp acceptance rate decline

* [BugFix][Scheduler] Fix can_schedule_block_num_threshold calculation

Fix the calculation of can_schedule_block_num_threshold in
ResourceManagerV1. The original formula using need_prefill_tokens
could lead to incorrect threshold values. Now directly use
num_chunk_new_block for accurate block scheduling.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
 2026-02-28 16:23:18 +08:00
gongweibao edd31e8849 [Feature] Add Deterministic Inference Support (#6476) 
* add

* [tests] Add Paddle attention determinism tests and refactor resource manager

Add comprehensive determinism tests for Paddle attention layer and refactor
resource manager for deterministic mode support.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* add

* add

* add

* add

* add more

* add more

* fixsome

* fixsome

* fix bugs

* fix bugs

* only in gpu

* add docs

* fix comments

* fix some

* fix some

* fix comments

* add more

* fix potential problem

* remove not need

* remove not need

* remove no need

* fix bug

* fix bugs

* fix comments

* fix comments

* Update tests/ce/deterministic/test_determinism_verification.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update tests/inter_communicator/test_ipc_signal.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update tests/layers/test_paddle_attention_determinism.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update tests/engine/test_sampling_params_determinism.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update tests/layers/test_paddle_attention_determinism.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update tests/layers/test_paddle_attention_determinism_standalone.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* fix comments

* fix import error

* fix a bug

* fix bugs

* fix bugs

* fix coverage

* refine codes

* refine code

* fix comments

* fix comments

* fix comments

* rm not need

* fix allreduce large tensor bug

* mv log files

* mv log files

* add files

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2026-02-26 19:31:51 -08:00
Yuanle Liu 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
CSWYF3634076 7380bfb476 [BugFix]fix console log metrics waitting queue count (#6432) 
* [BugFix]fix console log metrics waitting queue count

* [BugFix]fix console log metrics waitting queue count unittest
 2026-02-11 10:51:49 +08:00
Dangweichong 62ac1e543f [BugFix] Compatibility fix for download feature links (#6276) 
* [BugFix] Compatibility fix for download feature links

* add download time log

* remove paddle tensor case
 2026-02-10 14:21:08 +08:00
CSWYF3634076 335ab70b1c [Feature] console print metrics add env (#6413) 2026-02-10 09:37:11 +08:00
Yonghua Li 5ac5ecd0b0 [BugFix] fix cache transfer tasks failure after cache cleared (#6202) 
* [fix] fix cache transfer tasks failure after cache cleared

* [fix] fix submit_task

* [fix] fix cache manager hang when clearing prefix cache

* [fix] fix list_proxy has no clear method

* [fix] fix barrier

* [fix] add barrier0

* [fix] add cache_task_is_paused_signal

* [fix] fix condition

* [fix] fix cache transfer  sync and delay prefix cache tree clearing

* [fix] fix typo

* [chore] polish code

* [fix] revert only rank0 write kv_cache_status_signal

* [fix] fix thread pool and prefix cache manager hang

* [fix] add timeout for task_swapping_event

* [fix] tolerate prefix cache manager error while prefix tree is cleared

* [chore] add more log

* [fix] fix test_prefix_cache_manager

* [fix] fix prefix_cache_status_signal usage
 2026-02-08 15:33:56 +08:00
CSWYF3634076 1c0a2b055f [Feature] console print statistical metrics (#6339) 
* [Feature] console print statistical data

* [Feature] console print statistical data v2 dp_rank

* [Feature] console print statistical data v2 unittest

* [Feature] console print statistical data v3 unittest
 2026-02-05 19:20:36 +08:00
chenjian 292bab7e6d [BugFix] Fix bug for enable output caching (#6226) 
* [BugFix] Fix bug for enable output caching

* fix

* Fix

* fix

* fix ci
 2026-01-30 10:55:36 +08:00
wangyifei 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
Yonghua Li 8d27a523e7 [Feature] [KVCache] support attention_store kv cache backend (#5823) 
* [feat] support attention_store kv cache backend

* [fix] fix codestyle

* [chore] optimize log

* [fix] fix write storage task

* [fix] fix read storage

* [fix] fix code conflict after merge develop

* [fix] fix cache bytes and read task token ids

* [chore] add model for cache transfer manager

* [chore] add some log

* [chore] remove launched_cache_manager_signal

* [fix] fix write_back_storage_task match_block_num condition

* [fix] fix swap_cost_time

* [ci] fix ci

* Update fastdeploy/engine/sched/resource_manager_v1.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update fastdeploy/cache_manager/cache_transfer_manager.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update fastdeploy/cache_manager/transfer_factory/mooncake_store/attention_store.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

---------

Co-authored-by: Jiang-Jia-Jun <163579578+Jiang-Jia-Jun@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2026-01-22 21:01:23 +08:00
ddchenhao66 3685474799 [XPU] xpu support mm prefill batch (#6072) 
Co-authored-by: ddchenhao66 <dhaochen163.com>
 2026-01-19 14:36:35 +08:00
kevin 0e0eaa1c57 [BugFix] fix mm revert bug (#6061) 
* fix mm revert bug

* update code
 2026-01-16 08:13:34 -08:00
qwes5s5 b2a2e11551 [Feature] Support stopping the inference for the corresponding request in the online service after a disconnection request. (#5320) 
* request disconnect

* request disconnect

* fix bug

* fix bug--amend

---------

Co-authored-by: root <root@yq01-sys-rpm26xc1knu.yq01.baidu.com>
 2026-01-16 11:46:13 +08:00
ddchenhao66 9373f373dc [XPU] fix multi-batch bug in VL model (#6015) 
* [XPU] fix multi-batch bug in VL model

* Add command to kill additional port processes

---------

Co-authored-by: ddchenhao66 <dhaochen163.com>
Co-authored-by: Jiaxin Sui <95567040+plusNew001@users.noreply.github.com>
 2026-01-14 19:44:58 +08:00
chenjian 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
kevin cb9f952f32 [BugFix] fix metrics cache tokens (#6001) 
* fix metrics cache tokens

* update code
 2026-01-12 22:50:56 -08:00
zhupengyang 9db48ecb34 [XPU] fix dp4 (#5946) 2026-01-09 20:36:53 +08:00
kevin 2d2b156252 [BugFix] fix dyc8 cache bug (#5958) 
* fix dyc8 cache bug

* update code
 2026-01-08 19:25:47 -08:00
Daci d8c6ba61f3 [BugFix] resource_manager_v1 lock PD (#5616) 
* bugfix resource_manager_v1 lock PD

* with lock add_prefilled_request

---------

Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com>
Co-authored-by: Jiang-Jia-Jun <163579578+Jiang-Jia-Jun@users.noreply.github.com>
 2026-01-08 10:02:54 +08:00
chenjian 925e7edd3c [Bug fix] Limit multi-modal request to 1 (#5901) 2026-01-07 20:25:07 +08:00
chenjian c883a2d3ec [Optimization] Reduce preemption occurrence when blocks not enough (#5696) 
* [Optimize] Reduce preemption occurrence when blocks not enough for decoding

* fix

* fix

* fix spell

* optimize performance

* fix
 2026-01-07 20:01:16 +08:00
kevin eabd01cd21 [BugFix] fix eb5 prefix bug (#5879) 
* fix eb5 prefix bug

* update ci test

* update code

* update code

* update code

* update code

* update code

* update code

* update code
 2026-01-06 23:50:39 -08:00
fmiao2372 1ee285c2d6 [Intel HPU] enable chunked prefill (#5903) 
* [Intel HPU] enable chunked prefill

* fix bug by copilot comments
 2026-01-06 21:01:50 +08:00
jc e911ac2ce7 [BugFix] Refine the preparation of cpu and storage cache (#5777) 
* Refine the preparation of cpu and storage cache

* fix error

* fix error

* up

* fix

* up docs

* fix unittest

* remove debug info
 2026-01-05 10:13:30 +08:00
kevin 52dc9a7b85 [BugFix] skip mm revert (#5848) 
* skip mm revert

* update code

* update test
 2026-01-04 14:25:45 +08:00
kevin 74e162697f eb5 mm skip prefix cache (#5838) 2025-12-30 05:30:48 -08:00
CSWYF3634076 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
kevin 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
RichardWooSJTU 01c18f328f rename need_block_num_signal (#5623) 2025-12-26 11:02:29 +08:00
Juncai 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
ming1753 85db9d5e56 [Others] reschedule preempt task support optional func (#5649)
CE Compile Job / ce_job_pre_check (push) Has been cancelled
Details
CE Compile Job / print_ce_job_pre_check_outputs (push) Has been cancelled
Details
CE Compile Job / FD-Clone-Linux (push) Has been cancelled
Details
CE Compile Job / Show Code Archive Output (push) Has been cancelled
Details
CE Compile Job / BUILD_SM8090 (push) Has been cancelled
Details
CE Compile Job / BUILD_SM8689 (push) Has been cancelled
Details
CE Compile Job / CE_UPLOAD (push) Has been cancelled
Details
Deploy GitHub Pages / deploy (push) Has been cancelled
Details
Publish Job / publish_pre_check (push) Has been cancelled
Details
Publish Job / print_publish_pre_check_outputs (push) Has been cancelled
Details
Publish Job / FD-Clone-Linux (push) Has been cancelled
Details
CI Images Build / FD-Clone-Linux (push) Has been cancelled
Details
CI Images Build / Show Code Archive Output (push) Has been cancelled
Details
CI Images Build / CI Images Build (push) Has been cancelled
Details
CI Images Build / BUILD_SM8090 (push) Has been cancelled
Details
CI Images Build / Run FastDeploy Unit Tests and Coverage (push) Has been cancelled
Details
CI Images Build / Run FastDeploy LogProb Tests (push) Has been cancelled
Details
CI Images Build / Extracted partial CE model tasks to run in CI. (push) Has been cancelled
Details
CI Images Build / Run Base Tests (push) Has been cancelled
Details
CI Images Build / Publish Docker Images Pre Check (push) Has been cancelled
Details 
* [Others] reschedule preempt task support optional func

* fix bug

* fix bug
 2025-12-23 20:45:52 +08:00
ming1753 81384ef29e [BugFix] fix download feature bug (#5669) 2025-12-22 13:46:39 +08:00
kevin 807e404369 [BugFix] fix eb5 mm prefix cache bug (#5638) 
* fix eb5 mm prefix cache bug

* update code

---------

Co-authored-by: Jiaxin Sui <95567040+plusNew001@users.noreply.github.com>
 2025-12-19 14:57:37 +08:00
yzwu ac013803f3 [Iluvatar] Support V1_KVCACHE_SCHEDULER and paddleocr-vl rope mode (#5555) 2025-12-18 02:14:25 -08:00
Jiang-Jia-Jun 8b6395478a Revert "[BugFix] reschedule_preempt_task append waiting & PREEMPTED blocksize…" (#5575) 
This reverts commit dbedb0797b.
 2025-12-16 11:12:57 +08:00