├── .gitattributes ├── .gitignore ├── 3rd ├── bmengine │ ├── CMakeLists.txt │ ├── bmengine │ │ ├── CMakeLists.txt │ │ ├── c10d │ │ │ └── c10d.cpp │ │ ├── cmake │ │ │ └── FindNCCL.cmake │ │ ├── core │ │ │ ├── allocator.cpp │ │ │ ├── context.cpp │ │ │ ├── engine.cpp │ │ │ ├── exception.cpp │ │ │ ├── guard.cpp │ │ │ ├── layer.cpp │ │ │ ├── logger.cpp │ │ │ ├── memory.cpp │ │ │ ├── storage.cpp │ │ │ ├── stream.cpp │ │ │ ├── tensor.cpp │ │ │ ├── tensor_impl.cpp │ │ │ ├── tensor_print.cpp │ │ │ └── thread_pool.cpp │ │ ├── functions │ │ │ ├── arthmetic.cu │ │ │ ├── cat.cu │ │ │ ├── element.cu │ │ │ ├── gemm.cpp │ │ │ ├── index_select.cu │ │ │ ├── init.cu │ │ │ ├── scatter.cu │ │ │ ├── softmax.cu │ │ │ ├── sort.cu │ │ │ ├── tensor_ops.cu │ │ │ ├── topk.cu │ │ │ ├── transpose.cu │ │ │ └── typecast.cu │ │ └── include │ │ │ ├── bmengine │ │ │ ├── c10d │ │ │ │ ├── c10d.h │ │ │ │ └── host_communicator.hpp │ │ │ ├── core │ │ │ │ ├── context.h │ │ │ │ ├── core.h │ │ │ │ ├── dtype.h │ │ │ │ ├── engine.h │ │ │ │ ├── engine_config.h │ │ │ │ ├── exception.h │ │ │ │ ├── export.h │ │ │ │ ├── guard.h │ │ │ │ ├── layer.h │ │ │ │ ├── logger.h │ │ │ │ ├── storage.h │ │ │ │ ├── stream.h │ │ │ │ ├── tensor.h │ │ │ │ ├── thread_pool.h │ │ │ │ └── utils.h │ │ │ ├── functions │ │ │ │ ├── all.h │ │ │ │ ├── arthmetic.h │ │ │ │ ├── cat.h │ │ │ │ ├── element.h │ │ │ │ ├── gemm.h │ │ │ │ ├── index_select.h │ │ │ │ ├── init.h │ │ │ │ ├── list.h │ │ │ │ ├── reduce.cuh │ │ │ │ ├── scatter.h │ │ │ │ ├── softmax.h │ │ │ │ ├── sort.h │ │ │ │ ├── tensor_ops.h │ │ │ │ ├── topk.h │ │ │ │ ├── transpose.h │ │ │ │ ├── typecast.h │ │ │ │ └── utils.cuh │ │ │ ├── logger │ │ │ │ ├── file.h │ │ │ │ ├── kernel_time_trace.hpp │ │ │ │ ├── logger.h │ │ │ │ ├── null.h │ │ │ │ ├── std_log_op.hpp │ │ │ │ ├── stdio.h │ │ │ │ ├── syslog.h │ │ │ │ ├── time.h │ │ │ │ └── vector_printer.h │ │ │ └── storage │ │ │ │ └── local.h │ │ │ └── private │ │ │ ├── 3rd │ │ │ ├── concurrentqueue.h │ │ │ └── spdlog │ │ │ │ ├── async.h │ │ │ │ ├── async_logger-inl.h │ │ │ │ ├── async_logger.h │ │ │ │ ├── cfg │ │ │ │ ├── argv.h │ │ │ │ ├── env.h │ │ │ │ ├── helpers-inl.h │ │ │ │ └── helpers.h │ │ │ │ ├── common-inl.h │ │ │ │ ├── common.h │ │ │ │ ├── details │ │ │ │ ├── backtracer-inl.h │ │ │ │ ├── backtracer.h │ │ │ │ ├── circular_q.h │ │ │ │ ├── console_globals.h │ │ │ │ ├── file_helper-inl.h │ │ │ │ ├── file_helper.h │ │ │ │ ├── fmt_helper.h │ │ │ │ ├── log_msg-inl.h │ │ │ │ ├── log_msg.h │ │ │ │ ├── log_msg_buffer-inl.h │ │ │ │ ├── log_msg_buffer.h │ │ │ │ ├── mpmc_blocking_q.h │ │ │ │ ├── null_mutex.h │ │ │ │ ├── os-inl.h │ │ │ │ ├── os.h │ │ │ │ ├── periodic_worker-inl.h │ │ │ │ ├── periodic_worker.h │ │ │ │ ├── registry-inl.h │ │ │ │ ├── registry.h │ │ │ │ ├── synchronous_factory.h │ │ │ │ ├── tcp_client-windows.h │ │ │ │ ├── tcp_client.h │ │ │ │ ├── thread_pool-inl.h │ │ │ │ ├── thread_pool.h │ │ │ │ ├── udp_client-windows.h │ │ │ │ ├── udp_client.h │ │ │ │ └── windows_include.h │ │ │ │ ├── fmt │ │ │ │ ├── bin_to_hex.h │ │ │ │ ├── bundled │ │ │ │ │ ├── args.h │ │ │ │ │ ├── chrono.h │ │ │ │ │ ├── color.h │ │ │ │ │ ├── compile.h │ │ │ │ │ ├── core.h │ │ │ │ │ ├── fmt.license.rst │ │ │ │ │ ├── format-inl.h │ │ │ │ │ ├── format.h │ │ │ │ │ ├── locale.h │ │ │ │ │ ├── os.h │ │ │ │ │ ├── ostream.h │ │ │ │ │ ├── printf.h │ │ │ │ │ ├── ranges.h │ │ │ │ │ └── xchar.h │ │ │ │ ├── chrono.h │ │ │ │ ├── compile.h │ │ │ │ ├── fmt.h │ │ │ │ ├── ostr.h │ │ │ │ ├── ranges.h │ │ │ │ └── xchar.h │ │ │ │ ├── formatter.h │ │ │ │ ├── fwd.h │ │ │ │ ├── logger-inl.h │ │ │ │ ├── logger.h │ │ │ │ ├── pattern_formatter-inl.h │ │ │ │ ├── pattern_formatter.h │ │ │ │ ├── sinks │ │ │ │ ├── android_sink.h │ │ │ │ ├── ansicolor_sink-inl.h │ │ │ │ ├── ansicolor_sink.h │ │ │ │ ├── base_sink-inl.h │ │ │ │ ├── base_sink.h │ │ │ │ ├── basic_file_sink-inl.h │ │ │ │ ├── basic_file_sink.h │ │ │ │ ├── daily_file_sink.h │ │ │ │ ├── dist_sink.h │ │ │ │ ├── dup_filter_sink.h │ │ │ │ ├── hourly_file_sink.h │ │ │ │ ├── mongo_sink.h │ │ │ │ ├── msvc_sink.h │ │ │ │ ├── null_sink.h │ │ │ │ ├── ostream_sink.h │ │ │ │ ├── qt_sinks.h │ │ │ │ ├── ringbuffer_sink.h │ │ │ │ ├── rotating_file_sink-inl.h │ │ │ │ ├── rotating_file_sink.h │ │ │ │ ├── sink-inl.h │ │ │ │ ├── sink.h │ │ │ │ ├── stdout_color_sinks-inl.h │ │ │ │ ├── stdout_color_sinks.h │ │ │ │ ├── stdout_sinks-inl.h │ │ │ │ ├── stdout_sinks.h │ │ │ │ ├── syslog_sink.h │ │ │ │ ├── systemd_sink.h │ │ │ │ ├── tcp_sink.h │ │ │ │ ├── udp_sink.h │ │ │ │ ├── win_eventlog_sink.h │ │ │ │ ├── wincolor_sink-inl.h │ │ │ │ └── wincolor_sink.h │ │ │ │ ├── spdlog-inl.h │ │ │ │ ├── spdlog.h │ │ │ │ ├── stopwatch.h │ │ │ │ ├── tweakme.h │ │ │ │ └── version.h │ │ │ ├── allocator.h │ │ │ ├── context.h │ │ │ ├── engine.h │ │ │ ├── guard.h │ │ │ ├── logger.h │ │ │ ├── memory.h │ │ │ ├── rwlock.h │ │ │ ├── stream.h │ │ │ ├── tensor_impl.h │ │ │ └── tensor_ops.h │ └── tests │ │ ├── CMakeLists.txt │ │ ├── test_allocator.cpp │ │ ├── test_bitonic.cpp │ │ ├── test_element.cpp │ │ ├── test_gemm.cpp │ │ ├── test_index_select.cpp │ │ ├── test_nccl.cpp │ │ ├── test_print_tensor.cpp │ │ ├── test_softmax.cpp │ │ ├── test_template.cpp │ │ └── test_thread_pool.cpp ├── deep_gemm │ ├── deep_gemm_api.h │ └── libdeep_gemm.a ├── flash_decoding │ ├── README.md │ └── flash_api.h ├── flash_mla │ ├── flash_mla.h │ └── libflash_mla.a └── zmq │ ├── libzmq.a │ ├── zmq.h │ ├── zmq.hpp │ ├── zmq_addon.hpp │ └── zmq_utils.h ├── CHANGELOG.md ├── CMakeLists.txt ├── LICENSE ├── NOTICE ├── README.md ├── cmake └── bmengine.cmake ├── docker └── Dockerfile ├── docs └── benchmarks │ ├── README.md │ ├── benchmarks.md │ └── images │ └── image.png ├── examples ├── __init__.py ├── models │ ├── __init__.py │ ├── common_args.py │ └── test_deepseek_vl_v2.py ├── offline_inference.py ├── online_batch_completion.py └── online_stream_chat.py ├── requirements.txt ├── scripts └── run_tests.sh ├── setup.py ├── src ├── generator │ ├── batch_generator.cpp │ ├── batch_generator.h │ ├── beam_buffer_manager.hpp │ ├── beam_result_manager.hpp │ ├── beam_util.cu │ ├── beam_util.h │ ├── generator.h │ ├── prefix_cache.hpp │ ├── random_util.cu │ └── random_util.h ├── kvcache │ ├── block_allocator.cpp │ ├── block_allocator.h │ ├── kvcache.cpp │ ├── kvcache.h │ ├── paged_kvcache.cu │ ├── paged_kvcache.h │ ├── ragged_buffer_kernel.cu │ ├── ragged_buffer_kernel.h │ ├── transformer_buffer.cu │ └── transformer_buffer.h ├── model │ ├── allocate_util.hpp │ ├── buffer_context.cpp │ ├── buffer_context.h │ ├── dyn_batch_context.h │ ├── host_all_reducer.cpp │ ├── llama.cpp │ ├── llama.h │ ├── model.h │ ├── model_config.hpp │ ├── model_context.cpp │ ├── model_context.h │ ├── model_util.cu │ ├── model_util.h │ └── rag_buffer_context.h ├── nn │ ├── attention │ │ ├── attention.cpp │ │ ├── attention.h │ │ ├── attention_base.hpp │ │ ├── attention_kernel.cu │ │ ├── attention_kernel.h │ │ ├── attention_softmax_kernel.cu │ │ ├── ds_flash_mla_api.cpp │ │ ├── ds_flash_mla_api.h │ │ ├── flash_decoding.cpp │ │ ├── flash_decoding.h │ │ ├── multi_head_latent_attention.cpp │ │ └── quant_attention.cuh │ ├── block │ │ ├── block.cpp │ │ ├── block.h │ │ ├── block_kernel.cu │ │ └── block_kernel.h │ ├── embedding │ │ ├── embedding.cu │ │ └── embedding.h │ ├── feedforward │ │ ├── feedforward.cpp │ │ ├── feedforward.h │ │ ├── ff_kernel.cu │ │ └── ff_kernel.h │ ├── functions │ │ ├── activation.cuh │ │ ├── cross_entropy.cu │ │ ├── element.cu │ │ ├── functions.h │ │ └── softmax.cu │ ├── layernorm │ │ ├── layernorm.cu │ │ └── layernorm.h │ ├── linear │ │ ├── activation_kernel.cu │ │ ├── activation_kernel.h │ │ ├── cuda_helper.cpp │ │ ├── cuda_helper.h │ │ ├── gemm_grouped.cpp │ │ ├── gemm_grouped.h │ │ ├── linear.cpp │ │ └── linear.h │ ├── nn.h │ ├── position │ │ ├── rope_common.cuh │ │ ├── rope_preparer.cu │ │ ├── rope_preparer.h │ │ ├── rotary_embedding.cu │ │ ├── rotary_embedding.h │ │ ├── rotary_embedding_fuse.cu │ │ └── rotary_embedding_fuse_cache.cu │ ├── quant │ │ ├── awq │ │ │ ├── awq.h │ │ │ ├── dequantize.cuh │ │ │ └── gemm_kernels.cu │ │ ├── fp8 │ │ │ ├── fp8.h │ │ │ └── fp8_util.cu │ │ ├── gptq │ │ │ ├── compat.cuh │ │ │ ├── gptq.h │ │ │ ├── groupwise_int8.cu │ │ │ ├── matrix_view.cuh │ │ │ ├── q_gemm.cu │ │ │ ├── q_gemm_k_major.cu │ │ │ ├── qdq_4.cuh │ │ │ ├── qdq_util.cuh │ │ │ └── utils.cu │ │ ├── int8 │ │ │ ├── quant_kernel.cu │ │ │ ├── quant_kernel.h │ │ │ └── quant_reduce_kernel.cu │ │ └── marlin │ │ │ ├── awq_marlin_repack.cu │ │ │ ├── gptq_marlin.cu │ │ │ ├── gptq_marlin_repack.cu │ │ │ ├── marlin.cuh │ │ │ ├── marlin.h │ │ │ ├── marlin_dtypes.cuh │ │ │ └── scalar_type.hpp │ └── tests │ │ ├── CMakeLists.txt │ │ ├── test_attention_rag_buffer.cpp │ │ └── test_quant.cpp ├── py_export │ ├── bind.cpp │ ├── bind.h │ ├── py_batch_generator.cpp │ ├── py_llama.cpp │ ├── py_model_base.cpp │ ├── py_model_base.h │ ├── py_model_config.cpp │ ├── py_utils.cpp │ └── py_utils.h └── utils │ ├── array_guard.h │ ├── env.h │ ├── exception.h │ ├── lru_cache.hpp │ ├── matrix.hpp │ ├── print.h │ └── ts_queue.hpp ├── tests ├── __init__.py ├── benchmark_llama2.py ├── benchmark_llama2a.py ├── py_export_internal │ ├── CMakeLists.txt │ ├── bind_internal.cpp │ ├── bind_internal.h │ ├── functions.cpp │ ├── internal_utils.cpp │ ├── internal_utils.h │ ├── layer_attention.cpp │ ├── layer_base.hpp │ ├── layer_embedding.cpp │ ├── layer_feedforward.cpp │ └── layer_linear.cpp ├── sentence.txt ├── stream_web_demo.py ├── test_arthmetic.py ├── test_attention.py ├── test_attn_softmax.py ├── test_concat_tensor.py ├── test_embedding.py ├── test_feedforward.py ├── test_index_along_dim.py ├── test_lazy_loader.py ├── test_linear.py ├── test_llama.py ├── test_log_prob.py ├── test_mistral.py ├── test_rotary_embedding.py └── test_softmax.py ├── tools └── gen_smooth_quant_scales.py ├── version.py └── zhilight ├── __init__.py ├── config ├── __init__.py ├── adapter.py ├── cohere_adapter.py ├── config_util.py ├── deepseek_adapter.py ├── dev_config.py ├── dist_config.py ├── llama_adapter.py ├── qwen2_adapter.py └── qwen3_adapter.py ├── convert.py ├── dynamic_batch.py ├── lazy_unpickling.py ├── llama.py ├── load_tensor_util.py ├── loader.py ├── models ├── __init__.py ├── auto_model.py └── deepseek_vl_v2.py ├── quant.py ├── server ├── __init__.py └── openai │ ├── __init__.py │ ├── basic │ ├── __init__.py │ ├── config.py │ ├── logger.py │ ├── outputs.py │ ├── sampling_params.py │ ├── sequence.py │ └── utils.py │ ├── engine │ ├── __init__.py │ ├── arg_utils.py │ ├── async_llm_engine.py │ ├── llm_engine.py │ └── metrics.py │ ├── entrypoints │ ├── __init__.py │ ├── api_server.py │ ├── cli_args.py │ ├── middleware.py │ ├── preparse_cli_args.py │ ├── protocol.py │ ├── reasoning_parser.py │ ├── serving_chat.py │ ├── serving_completion.py │ └── serving_engine.py │ └── lora │ ├── __init__.py │ └── request.py ├── utils ├── __init__.py └── image_utils.py └── version.py /.gitattributes: -------------------------------------------------------------------------------- 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