├── .gitignore ├── LICENSE ├── README.md ├── applications ├── __init__.py ├── agents │ ├── README.md │ ├── __init__.py │ ├── deploy.yml │ ├── deploy_use_tools.yml │ └── notebook │ │ ├── t0_llm_client.ipynb │ │ ├── t1_role_playing_agent.ipynb │ │ ├── t2_multi-agent-competitive.ipynb │ │ ├── t3_multi-agent-cooperative.ipynb │ │ ├── t4_waterfall_workflow.ipynb │ │ ├── t5_reflect.ipynb │ │ ├── t6_divide_and_conquer.ipynb │ │ └── t7_use_tools.ipynb └── chat_cli │ ├── README.md │ ├── __init__.py │ └── __main__.py ├── benchmarks ├── __init__.py ├── chat │ ├── __init__.py │ ├── baseline.py │ ├── baseline2_sgl.py │ ├── baseline_sgl.py │ ├── baseline_vllm.py │ ├── baseline_vllm_v1.py │ ├── profiler │ │ ├── __init__.py │ │ └── profiling_decoding.py │ ├── test_block_size.py │ └── util.py ├── deepseek_v3 │ ├── __init__.py │ ├── baseline │ │ ├── __init__.py │ │ ├── attn.py │ │ ├── backbone.py │ │ ├── backbone_layer.py │ │ ├── backbone_layer_mla.py │ │ ├── backbone_mla.py │ │ ├── dense_layer.py │ │ ├── dense_layer_mla.py │ │ ├── embed_tokens.py │ │ ├── expert.py │ │ ├── fused_moe.py │ │ ├── io.py │ │ ├── mha.py │ │ ├── mla.py │ │ ├── mlp.py │ │ └── util.py │ ├── configs │ │ ├── E=256,N=2048,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=1536,K=7168,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=24576,K=1536,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=24576,K=7168,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=32768,K=512,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=36864,K=7168,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=4096,K=7168,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=576,K=7168,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=65536,K=1536,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=7168,K=16384,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=7168,K=18432,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ ├── N=7168,K=2048,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ │ └── N=7168,K=65536,device_name=NVIDIA_GeForce_RTX_4090,dtype=fp8_w8a8,block_shape=[128,128].json │ └── offline_inference.py ├── offloading_KV_cache │ ├── __init__.py │ ├── baseline │ │ ├── __init__.py │ │ ├── test_prefills.py │ │ └── test_swap.py │ ├── profiler │ │ ├── __init__.py │ │ ├── swap_in.py │ │ └── swap_out.py │ ├── test_long_prefill.py │ ├── test_swap_in.py │ ├── test_swap_out.py │ └── util.py ├── persistence_kv_cache │ ├── __init__.py │ ├── baseline │ │ ├── __init__.py │ │ ├── test_atime.py │ │ ├── test_filesystem.py │ │ ├── test_leveldb.py │ │ └── test_mmap.py │ ├── test_bybrid_server.py │ └── test_filesystem_server.py ├── preemption │ ├── __init__.py │ ├── benchmark.py │ ├── benchmark2.py │ ├── benchmark2_vllm.py │ └── benchmark_vllm.py ├── prefix_caching │ ├── __init__.py │ ├── baseline.py │ ├── baseline_vllm.py │ ├── test_long_prefill.py │ ├── test_long_prefill_vllm.py │ └── util.py ├── remote_kv_cache │ ├── __init__.py │ ├── baseline │ │ ├── __init__.py │ │ ├── memcpy.pyx │ │ ├── test_memory_io.py │ │ ├── test_zmq_transfer.py │ │ └── test_zmq_transfer2.py │ ├── test_long_prefill.py │ ├── test_server.py │ ├── test_transfer_in.py │ ├── test_transfer_out.py │ └── util.py └── retriever │ ├── __init__.py │ ├── benchmark_attention_impl.py │ ├── benchmark_bge-m3.py │ ├── benchmark_gevent_engine.py │ ├── benchmark_zero_engine.py │ └── profiler │ ├── __init__.py │ └── profiling_executor.py ├── docs ├── block_size.md ├── gpu_prefix_caching.md ├── offloading_KV_cache.md ├── performance_tuning_for_decoding_models.md ├── performance_tuning_for_deepseek_v3.md ├── performance_tuning_for_prefill_only_models.md ├── persistence_kv_cache.md ├── quickstart.md ├── remote_KV_cache.md └── supported_models.md ├── examples ├── __init__.py ├── offline │ ├── __init__.py │ ├── chat │ │ ├── __init__.py │ │ └── offline_inference.py │ ├── encoder_only │ │ ├── __init__.py │ │ ├── offline_inference_bert.py │ │ └── offline_inference_xlm-roberta.py │ ├── output_last_hidden_states │ │ ├── __init__.py │ │ └── offline_inference_Qwen.py │ ├── reranker │ │ ├── __init__.py │ │ └── offline_inference_bge-reranker-v2-m3.py │ └── retriever │ │ ├── __init__.py │ │ ├── offline_inference_bge-m3.py │ │ └── offline_inference_data_parallelism.py ├── online │ ├── __init__.py │ ├── chat │ │ ├── __init__.py │ │ ├── start_engine.py │ │ └── start_server.py │ ├── deploy.yml │ ├── reranker │ │ ├── __init__.py │ │ ├── speed_test.py │ │ ├── start_engine.py │ │ └── start_server.py │ └── retriever │ │ ├── __init__.py │ │ ├── speed_test.py │ │ ├── start_engine.py │ │ └── start_server.py ├── use_remote_KV_cache │ ├── README.md │ ├── __init__.py │ ├── deploy.yml │ ├── make_dummy_inputs.py │ ├── speed_test.py │ └── stress_test.py └── webserver │ ├── README.md │ ├── __init__.py │ ├── deploy.yml │ ├── ollama_compatible │ ├── __init__.py │ ├── ollama_client │ │ ├── __init__.py │ │ ├── async_chat_stream.py │ │ ├── chat.py │ │ ├── chat_stream.py │ │ ├── embeddings.py │ │ ├── list.py │ │ └── show.py │ └── use_request │ │ ├── __init__.py │ │ ├── chat.py │ │ ├── chat_stream.py │ │ ├── reranker.py │ │ ├── reranker_speed_test.py │ │ ├── retriever.py │ │ └── retriever_speed_test.py │ └── openai_compatible │ ├── __init__.py │ ├── openai_client │ ├── __init__.py │ ├── chat.py │ ├── chat_stream.py │ ├── embeddings.py │ ├── list.py │ └── retrieve.py │ └── use_request │ ├── __init__.py │ ├── chat.py │ ├── chat_stream.py │ ├── retriever.py │ └── retriever_speed_test.py ├── pyproject.toml ├── requirements-dev.txt ├── requirements.txt ├── setup.py ├── setup ├── README.md └── environment_linux.yml ├── tests ├── __init__.py ├── agents │ ├── __init__.py │ └── core │ │ ├── __init__.py │ │ └── session.py ├── conftest.py ├── engine │ ├── __init__.py │ ├── reranker │ │ ├── __init__.py │ │ ├── test_gevent_engine.py │ │ └── test_zero_engine.py │ ├── retriever │ │ ├── __init__.py │ │ ├── test_gevent_engine.py │ │ └── test_zero_engine.py │ └── utils.py ├── framework │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── test_client.py │ │ ├── use_asyncio │ │ │ ├── __init__.py │ │ │ └── test_client.py │ │ ├── use_gevent │ │ │ ├── __init__.py │ │ │ └── test_client.py │ │ ├── use_naive │ │ │ ├── __init__.py │ │ │ ├── test_client.py │ │ │ └── test_server.py │ │ └── util.py │ ├── nameserver │ │ ├── __init__.py │ │ ├── test_InMemoryNameServer.py │ │ └── test_nameserver.py │ ├── zero │ │ ├── __init__.py │ │ ├── test_ZeroServerResponse.py │ │ └── test_server.py │ └── zero_manager │ │ ├── __init__.py │ │ └── test_server.py ├── tasks │ ├── __init__.py │ ├── decode_only │ │ ├── __init__.py │ │ ├── attention_impl │ │ │ ├── __init__.py │ │ │ └── basic_correctness.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── chatglm.py │ │ │ ├── deepseek_r1_distill.py │ │ │ ├── llama.py │ │ │ ├── qwen2.py │ │ │ └── test_output_last_hidden_states.py │ │ └── util.py │ ├── encode_only │ │ ├── __init__.py │ │ ├── attention_impl │ │ │ ├── __init__.py │ │ │ └── basic_correctness.py │ │ └── models │ │ │ ├── __init__.py │ │ │ ├── test_bert.py │ │ │ └── test_xlm-roberta.py │ ├── reranker │ │ ├── __init__.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ └── test_bge-reranker-v2-m3.py │ │ └── util.py │ ├── retriever │ │ ├── __init__.py │ │ └── models │ │ │ ├── __init__.py │ │ │ ├── test_bge-m3.py │ │ │ ├── test_bge-v1-5.py │ │ │ ├── test_gte-Qwen2.py │ │ │ ├── test_snowflake-arctic-embed.py │ │ │ └── utils.py │ └── utils.py └── workflows │ ├── __init__.py │ ├── core │ ├── __init__.py │ ├── test_input_processor.py │ ├── test_loader.py │ ├── test_request_processor.py │ └── test_scheduler.py │ ├── decoding │ ├── __init__.py │ ├── kv_cache_server │ │ ├── __init__.py │ │ └── test_filesystem.py │ └── kvcache │ │ ├── __init__.py │ │ ├── test_kv_cache_block_allocator.py │ │ ├── test_kv_cache_offloading.py │ │ └── test_remote_kv_cache.py │ └── prefill_only │ ├── __init__.py │ ├── attention │ ├── __init__.py │ ├── test_basic_correctness.py │ └── test_enum_verify.py │ └── test_scheduler.py └── wde ├── __init__.py ├── agents ├── __init__.py ├── core │ ├── __init__.py │ ├── assistant_agent.py │ ├── chat_client.py │ ├── conversable_agent.py │ ├── llm_agent.py │ ├── session.py │ ├── summary_agent.py │ └── user_input.py └── use_tool │ ├── __init__.py │ ├── agent_use_tools.py │ └── utils.py ├── cli.py ├── client ├── __init__.py ├── chat.py ├── reranker.py └── retriever.py ├── const.py ├── engine ├── __init__.py ├── gevent_engine.py ├── offline.py └── zero_engine.py ├── envs.py ├── logger.py ├── microservices ├── __init__.py ├── entrypoints │ ├── __init__.py │ ├── http_entrypoint.py │ ├── ollama_compatible │ │ ├── __init__.py │ │ ├── api.py │ │ └── schema.py │ └── openai_compatible │ │ ├── __init__.py │ │ ├── api.py │ │ └── schema.py ├── framework │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── client.py │ │ ├── engine.py │ │ ├── interface.py │ │ ├── schema.py │ │ ├── use_asyncio │ │ │ ├── __init__.py │ │ │ └── client.py │ │ ├── use_gevent │ │ │ ├── __init__.py │ │ │ └── client.py │ │ └── use_naive │ │ │ ├── __init__.py │ │ │ ├── client.py │ │ │ └── server.py │ ├── nameserver │ │ ├── __init__.py │ │ ├── async_client.py │ │ ├── client.py │ │ ├── schema.py │ │ └── server.py │ ├── zero │ │ ├── __init__.py │ │ ├── async_client.py │ │ ├── client.py │ │ ├── schema.py │ │ └── server.py │ └── zero_manager │ │ ├── __init__.py │ │ ├── client.py │ │ ├── schema.py │ │ └── server.py └── standalone │ ├── __init__.py │ ├── deploy.py │ └── server.py ├── tasks ├── __init__.py ├── chat │ ├── __init__.py │ └── schema │ │ ├── __init__.py │ │ └── api.py ├── decode_only │ ├── __init__.py │ ├── modelzoo │ │ ├── LICENSE-vllm │ │ ├── __init__.py │ │ ├── deepseek_v2.py │ │ ├── glm.py │ │ ├── llama.py │ │ └── qwen2.py │ ├── output_last_hidden_states │ │ ├── __init__.py │ │ ├── arg_utils.py │ │ ├── config.py │ │ ├── processor │ │ │ ├── __init__.py │ │ │ └── output_processor.py │ │ └── workflow.py │ └── workflow.py ├── encode_only │ ├── __init__.py │ ├── arg_utils.py │ ├── config.py │ ├── modelzoo │ │ ├── __init__.py │ │ ├── bert.py │ │ └── xlm_roberta.py │ ├── processor │ │ ├── __init__.py │ │ └── output_processor.py │ ├── schema │ │ ├── __init__.py │ │ └── execute_io.py │ └── workflow.py ├── reranker │ ├── __init__.py │ ├── modelzoo │ │ ├── __init__.py │ │ └── bge_reranker_v2_m3.py │ ├── processor │ │ ├── __init__.py │ │ ├── input_processor.py │ │ └── output_processor.py │ ├── schema │ │ ├── __init__.py │ │ ├── api.py │ │ ├── engine_io.py │ │ └── execute_io.py │ └── workflow.py └── retriever │ ├── __init__.py │ ├── arg_utils.py │ ├── modelzoo │ ├── __init__.py │ ├── bert_retriever.py │ ├── bge_m3.py │ └── gte_qwen │ │ ├── __init__.py │ │ └── workflow.py │ ├── processor │ ├── __init__.py │ └── output_processor.py │ ├── schema │ ├── __init__.py │ ├── api.py │ ├── engine_io.py │ └── execute_io.py │ └── workflow.py ├── utils.py ├── version.py └── workflows ├── __init__.py ├── core ├── __init__.py ├── arg_utils.py ├── backends │ ├── LICENSE-vllm │ ├── __init__.py │ ├── activation.py │ ├── attention │ │ ├── __init__.py │ │ ├── abstract.py │ │ └── layer.py │ ├── custom_op.py │ ├── distributed.py │ ├── layernorm.py │ ├── linear.py │ ├── loader │ │ ├── __init__.py │ │ ├── loader.py │ │ ├── utils.py │ │ └── weight_utils.py │ ├── models │ │ ├── __init__.py │ │ ├── transformers_utils │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── configs │ │ │ │ ├── __init__.py │ │ │ │ ├── arctic.py │ │ │ │ ├── chatglm.py │ │ │ │ ├── dbrx.py │ │ │ │ ├── falcon.py │ │ │ │ ├── internvl.py │ │ │ │ ├── jais.py │ │ │ │ ├── medusa.py │ │ │ │ ├── mlp_speculator.py │ │ │ │ ├── mpt.py │ │ │ │ └── nemotron.py │ │ │ └── tokenizers │ │ │ │ ├── __init__.py │ │ │ │ └── baichuan.py │ │ └── utils.py │ ├── ops │ │ ├── __init__.py │ │ ├── flash_attn_interface.py │ │ └── kv_cache_util.py │ ├── parameter.py │ ├── quantization │ │ ├── __init__.py │ │ ├── aqlm.py │ │ ├── awq.py │ │ ├── awq_marlin.py │ │ ├── base_config.py │ │ ├── bitsandbytes.py │ │ ├── deepspeedfp.py │ │ ├── fbgemm_fp8.py │ │ ├── fp8.py │ │ ├── gptq.py │ │ ├── gptq_marlin.py │ │ ├── gptq_marlin_24.py │ │ ├── kv_cache.py │ │ ├── marlin.py │ │ ├── qqq.py │ │ ├── schema.py │ │ ├── squeezellm.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── marlin_utils.py │ │ │ ├── marlin_utils_fp8.py │ │ │ ├── marlin_utils_test.py │ │ │ ├── marlin_utils_test_24.py │ │ │ ├── marlin_utils_test_qqq.py │ │ │ ├── quant_utils.py │ │ │ └── w8a8_utils.py │ ├── rotary_embedding.py │ ├── tokenizer.py │ ├── utils.py │ └── vocab_embedding.py ├── config.py ├── executor │ ├── __init__.py │ ├── gpu_executor.py │ └── stream_pool.py ├── llm_engine.py ├── modelzoo.py ├── processor │ ├── __init__.py │ ├── input_processor.py │ ├── model_input_builder.py │ └── output_processor.py ├── runner │ ├── __init__.py │ └── gpu_runner.py ├── scheduler.py ├── schema │ ├── __init__.py │ ├── engine_io.py │ └── execute_io.py ├── worker │ ├── __init__.py │ └── gpu_worker.py └── workflow.py ├── decoding ├── __init__.py ├── arg_utils.py ├── backends │ ├── LICENSE-vllm │ ├── __init__.py │ ├── attention │ │ ├── __init__.py │ │ ├── backends │ │ │ ├── __init__.py │ │ │ ├── abstract.py │ │ │ ├── flash_attn.py │ │ │ └── utils.py │ │ └── selector.py │ └── sampling │ │ ├── __init__.py │ │ ├── detokenizer.py │ │ ├── logits_processor.py │ │ ├── sampler.py │ │ ├── sampling_metadata.py │ │ ├── sampling_params.py │ │ ├── stop_checker.py │ │ └── utils.py ├── config.py ├── kv_cache │ ├── __init__.py │ ├── logic_manager.py │ ├── naive │ │ ├── __init__.py │ │ ├── allocator.py │ │ └── scheduler.py │ ├── offloading │ │ ├── __init__.py │ │ ├── manager.py │ │ ├── scheduler.py │ │ └── swap.py │ ├── physical_manager.py │ ├── prefix_caching │ │ ├── __init__.py │ │ ├── allocator.py │ │ ├── lru_evictor.py │ │ ├── scheduler.py │ │ └── util.py │ ├── remote │ │ ├── __init__.py │ │ ├── manager.py │ │ ├── scheduler.py │ │ ├── transfer.py │ │ └── util.py │ ├── utils.py │ └── yoco │ │ ├── __init__.py │ │ ├── allocator.py │ │ ├── copy_on_write.py │ │ └── trie.py ├── kv_cache_server │ ├── Interface.py │ ├── __init__.py │ ├── client.py │ ├── filesystem.py │ ├── hybrid.py │ ├── memory.py │ ├── schema.py │ └── server.py ├── processor │ ├── __init__.py │ ├── input_processor.py │ ├── model_input_builder.py │ └── output_processor.py ├── runner │ ├── __init__.py │ └── gpu_runner.py ├── scheduler.py ├── schema │ ├── __init__.py │ ├── engine_io.py │ ├── execute_io.py │ └── request.py └── workflow.py └── prefill_only ├── __init__.py ├── backends ├── __init__.py └── attention │ ├── 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