[Feature] mm support prefix cache (#4134)

* support mm prefix caching

* update code

* fix mm_hashes

* support encoder cache

* add encoder cache

* update code

* update encoder cache

* fix features bug

* fix worker bug

* support processor cache, need to optimize yet

* refactor multimodal data cache

* update code

* update code

* update v1 scheduler

* update code

* update code

* update codestyle

* support turn off processor cache and encoder cache

* update pre-commit

* fix code

* solve review

* update code

* update code

* update test case

* set processor cache in GiB

* update test case

* support mm prefix caching for qwen model

* fix code style check

* update pre-commit

* fix unit test

* fix unit test

* add ci test case

* fix rescheduled bug

* change text_after_process to prompt_tokens

* fix unit test

* fix chat template

* change model path

* [EP] fix adapter bugs (#4572)

* Update expert_service.py

* Update common_engine.py

* Update expert_service.py

* fix v1 hang bug (#4573)

* fix import image_ops error on some platforms (#4559)

* [CLI]Update parameters in bench latecy cli tool and fix collect-env cli tool (#4558)

* add collect-env

* del files

* [Graph Optimization] Add dy_runnable and introduce cudagraph_switch_threshold for cudagraph mode switching (#4578)

* add new branch for sot

* reorder

* fix batch bug

* [XPU]Moe uses a new operator (#4585)

* [XPU]Moe uses a new operator

* [XPU]Moe uses a new operator

* update response

* [Feature] Support Paddle-OCR (#4396)

* init

* update code

* fix code style & disable thinking

* adapt for common_engine.update_mm_requests_chunk_size

* use 3d rope

* use flash_attn_unpadded

* opt siglip

* update to be compatible with the latest codebase

* fix typo

* optim OCR performance

* fix bug

* fix bug

* fix bug

* fix bug

* normlize name

* modify xpu rope

* revert logger

* fix bug

* fix bug

* fix bug

* support default_v1

* optim performance

* fix bug

---------

Co-authored-by: root <root@szzj-acg-tge1-fdda9.szzj.baidu.com>
Co-authored-by: zhangyue66 <zhangyue66@baidu.com>

* [DataProcessor] add reasoning_tokens into usage info (#4520)

* add reasoning_tokens into usage info initial commit

* add unit tests

* modify unit test

* modify and add unit tests

* fix unit test

* move steam usage to processor

* modify processor

* modify test_logprobs

* modify test_logprobs.py

* modify stream reasoning tokens accumulation

* fix unit test

* perf: Optimize task queue communication from engine to worker (#4531)

* perf: Optimize task queue communication from engine to worker

* perf: get_tasks to numpy

* perf: get_tasks remove to_numpy

* fix: request & replace ENV

* remove test_e2w_perf.py

* fix code style

---------

Co-authored-by: Jiang-Jia-Jun <163579578+Jiang-Jia-Jun@users.noreply.github.com>

* Clean up ports after processing results (#4587)

* [CI] Add /re-run command in PR comments to restart failed CI workflows (#4593)

* [Others] api server exits when worker process is dead (#3271)

* [fix] fix terminal hangs when worker process is dead

* [chore] change sleep time of monitor

* [chore] remove redundant comments

* update docs

---------

Co-authored-by: ApplEOFDiscord <wwy640130@163.com>
Co-authored-by: ApplEOFDiscord <31272106+ApplEOFDiscord@users.noreply.github.com>
Co-authored-by: ltd0924 <32387785+ltd0924@users.noreply.github.com>
Co-authored-by: yinwei <yinwei_hust@163.com>
Co-authored-by: JYChen <zoooo0820@qq.com>
Co-authored-by: qwes5s5 <45442318+qwes5s5@users.noreply.github.com>
Co-authored-by: Ryan <zihaohuang@aliyun.com>
Co-authored-by: yyssys <atyangshuang@foxmail.com>
Co-authored-by: ming1753 <61511741+ming1753@users.noreply.github.com>
Co-authored-by: root <root@szzj-acg-tge1-fdda9.szzj.baidu.com>
Co-authored-by: zhangyue66 <zhangyue66@baidu.com>
Co-authored-by: kxz2002 <115912648+kxz2002@users.noreply.github.com>
Co-authored-by: SunLei <sunlei5788@gmail.com>
Co-authored-by: Jiang-Jia-Jun <163579578+Jiang-Jia-Jun@users.noreply.github.com>
Co-authored-by: Zhang Yulong <35552275+ZhangYulongg@users.noreply.github.com>
Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com>
Co-authored-by: 李泳桦 <39643373+liyonghua0910@users.noreply.github.com>

tests/input/test_qwen_vl_processor.py

@@ -91,17 +91,18 @@ class TestQwenVLProcessor(unittest.TestCase):
         config.vision_config.tokens_per_second = 2
 
         self.patcher_parse_image = patch(
-            "fastdeploy.entrypoints.chat_utils.MultiModalPartParser.parse_image", return_value=mock_pil_image(480, 640)
+            "fastdeploy.entrypoints.chat_utils.MultimodalPartParser.parse_image", return_value=mock_pil_image(480, 640)
         )
         self.patcher_parse_image.start()
 
         self.patcher_parse_video = patch(
-            "fastdeploy.entrypoints.chat_utils.MultiModalPartParser.parse_video", return_value=b"123"
+            "fastdeploy.entrypoints.chat_utils.MultimodalPartParser.parse_video", return_value=b"123"
         )
         self.patcher_parse_video.start()
 
         self.patcher_read_frames = patch(
-            "fastdeploy.input.qwen_vl_processor.process.read_frames", return_value=mock_read_frames(480, 640, 5, 2)
+            "fastdeploy.input.qwen_vl_processor.process.DataProcessor._load_and_process_video",
+            return_value=mock_read_frames(480, 640, 5, 2),
         )
         self.patcher_read_frames.start()
 
@@ -163,8 +164,6 @@ class TestQwenVLProcessor(unittest.TestCase):
         self.assertEqual(
             result.multimodal_inputs["image_type_ids"].shape[0], result.multimodal_inputs["grid_thw"][:, 0].sum()
         )
-        self.assertEqual(result.multimodal_inputs["pic_cnt"], 1)
-        self.assertEqual(result.multimodal_inputs["video_cnt"], 1)
 
     def test_process_request_dict(self):
         """
@@ -204,8 +203,6 @@ class TestQwenVLProcessor(unittest.TestCase):
         self.assertEqual(
             result["multimodal_inputs"]["image_type_ids"].shape[0], result["multimodal_inputs"]["grid_thw"][:, 0].sum()
         )
-        self.assertEqual(result["multimodal_inputs"]["pic_cnt"], 1)
-        self.assertEqual(result["multimodal_inputs"]["video_cnt"], 1)
 
     def test_prompt(self):
         """
@@ -240,8 +237,6 @@ class TestQwenVLProcessor(unittest.TestCase):
         self.assertEqual(
             result.multimodal_inputs["image_type_ids"].shape[0], result.multimodal_inputs["grid_thw"][:, 0].sum()
         )
-        self.assertEqual(result.multimodal_inputs["pic_cnt"], 1)
-        self.assertEqual(result.multimodal_inputs["video_cnt"], 1)
 
     def test_message_and_prompt(self):
         """