├── .devcontainer └── devcontainer.json ├── .dockerignore ├── .github ├── ISSUE_TEMPLATE │ ├── bug-report.yml │ ├── config.yml │ ├── feature-request.yml │ └── new-model-addition.yml ├── PULL_REQUEST_TEMPLATE.md └── workflows │ ├── build.yaml │ ├── client-tests.yaml │ ├── docs.yaml │ ├── integration-tests │ └── action.yaml │ ├── load_test.yaml │ ├── release_charts.yaml │ ├── router_tests.yaml │ ├── run-tests.yaml │ └── server_tests.yaml ├── .gitignore ├── .gitmodules ├── .pre-commit-config.yaml ├── .vscode └── settings.json ├── Cargo.lock ├── Cargo.toml ├── Dockerfile ├── Dockerfile.dev ├── LICENSE ├── Makefile ├── README.md ├── assets ├── architecture.jpg └── benchmark.png ├── charts └── lorax │ ├── .gitignore │ ├── .helmignore │ ├── Chart.yaml │ ├── templates │ ├── _helpers.tpl │ ├── deployment.yaml │ └── service.yaml │ └── values.yaml ├── clients └── python │ ├── .gitignore │ ├── Makefile │ ├── README.md │ ├── lorax │ ├── __init__.py │ ├── client.py │ ├── errors.py │ └── types.py │ ├── poetry.lock │ ├── pyproject.toml │ └── tests │ ├── conftest.py │ ├── test_errors.py │ └── test_types.py ├── container-entrypoint.sh ├── docs ├── CNAME ├── LoRAX_Main_Logo-Orange.png ├── LoRAX_Main_Logo-White.png ├── favicon-16x16.png ├── favicon-32x32.png ├── favicon.ico ├── getting_started │ ├── docker.md │ ├── kubernetes.md │ ├── local.md │ └── skypilot.md ├── guides │ ├── contributing │ │ ├── development_env.md │ │ └── index.md │ ├── cuda_graphs.md │ ├── merging_adapters.md │ ├── quantization.md │ ├── speculative_decoding.md │ └── structured_output.md ├── http_status_codes │ └── http_status.md ├── index.md ├── models │ ├── adapters │ │ ├── index.md │ │ ├── lora.md │ │ └── medusa.md │ └── base_models.md ├── reference │ ├── launcher.md │ ├── metrics.md │ ├── openai_api.md │ ├── openapi.json │ ├── python_client │ │ ├── client.md │ │ └── index.md │ └── rest_api.md └── requirements.txt ├── integration-tests ├── __init__.py ├── pytest.ini ├── requirements.txt ├── test_base_llms.py ├── test_classifications.py ├── test_embeddings.py └── utils │ ├── __init__.py │ └── docker_runner.py ├── launcher ├── Cargo.toml ├── build.rs └── src │ ├── env_runtime.rs │ └── main.rs ├── load_tests └── starcoder_load.js ├── mkdocs.yml ├── proto └── generate.proto ├── router ├── Cargo.toml ├── README.md ├── build.rs ├── client │ ├── Cargo.toml │ ├── build.rs │ └── src │ │ ├── client.rs │ │ ├── lib.rs │ │ ├── pb │ │ └── .gitignore │ │ └── sharded_client.rs ├── grpc-metadata │ ├── Cargo.toml │ └── src │ │ └── lib.rs └── src │ ├── adapter.rs │ ├── batch.rs │ ├── block_allocator.rs │ ├── config.rs │ ├── health.rs │ ├── infer.rs │ ├── lib.rs │ ├── loader.rs │ ├── main.rs │ ├── queue.rs │ ├── radix.rs │ ├── scheduler.rs │ ├── server.rs │ ├── tool_grammar.rs │ └── validation.rs ├── rust-toolchain.toml ├── sagemaker-entrypoint.sh ├── server ├── .gitignore ├── Makefile ├── Makefile-awq ├── Makefile-eetq ├── Makefile-flash-att ├── Makefile-flash-att-v2 ├── Makefile-megablocks ├── Makefile-vllm ├── README.md ├── custom_kernels │ ├── custom_kernels │ │ ├── fused_attention_cuda.cu │ │ └── fused_bloom_attention_cuda.cu │ └── setup.py ├── exllama_kernels │ ├── exllama_kernels │ │ ├── cu_compat.cuh │ │ ├── cuda_buffers.cu │ │ ├── cuda_buffers.cuh │ │ ├── cuda_func │ │ │ ├── column_remap.cu │ │ │ ├── column_remap.cuh │ │ │ ├── q4_matmul.cu │ │ │ ├── q4_matmul.cuh │ │ │ ├── q4_matrix.cu │ │ │ └── q4_matrix.cuh │ │ ├── exllama_ext.cpp │ │ ├── hip_compat.cuh │ │ ├── matrix.cuh │ │ ├── tuning.h │ │ └── util.cuh │ └── setup.py ├── exllamav2_kernels │ ├── exllamav2_kernels │ │ ├── config.h │ │ ├── cpp │ │ │ └── util.h │ │ ├── cuda │ │ │ ├── compat.cuh │ │ │ ├── matrix_view.cuh │ │ │ ├── q_gemm.cu │ │ │ ├── q_gemm.cuh │ │ │ ├── q_gemm_kernel.cuh │ │ │ ├── q_gemm_kernel_gptq.cuh │ │ │ ├── q_matrix.cu │ │ │ ├── q_matrix.cuh │ │ │ ├── quant │ │ │ │ ├── qdq_2.cuh │ │ │ │ ├── qdq_3.cuh │ │ │ │ ├── qdq_4.cuh │ │ │ │ ├── qdq_5.cuh │ │ │ │ ├── qdq_6.cuh │ │ │ │ ├── qdq_8.cuh │ │ │ │ └── qdq_util.cuh │ │ │ └── util.cuh │ │ └── ext.cpp │ └── setup.py ├── lorax_server │ ├── __init__.py │ ├── adapters │ │ ├── __init__.py │ │ ├── config.py │ │ ├── lora.py │ │ ├── medusa.py │ │ ├── medusa_lora.py │ │ ├── types.py │ │ ├── utils.py │ │ └── weights.py │ ├── cache.py │ ├── cli.py │ ├── interceptor.py │ ├── layers │ │ ├── __init__.py │ │ ├── awq │ │ │ ├── conversion_utils.py │ │ │ └── quantize │ │ │ │ └── qmodule.py │ │ ├── bnb.py │ │ ├── conv.py │ │ ├── eetq.py │ │ ├── fp8.py │ │ ├── gptq │ │ │ ├── __init__.py │ │ │ ├── custom_autotune.py │ │ │ ├── exllama.py │ │ │ ├── exllamav2.py │ │ │ └── quant_linear.py │ │ ├── hqq.py │ │ ├── layernorm.py │ │ ├── linear.py │ │ ├── rotary.py │ │ └── tensor_parallel.py │ ├── models │ │ ├── __init__.py │ │ ├── bloom.py │ │ ├── causal_lm.py │ │ ├── custom_modeling │ │ │ ├── __init__.py │ │ │ ├── bloom_modeling.py │ │ │ ├── clip.py │ │ │ ├── flash_bert_modeling.py │ │ │ ├── flash_cohere_modeling.py │ │ │ ├── flash_dbrx_modeling.py │ │ │ ├── flash_gemma2_modeling.py │ │ │ ├── flash_gemma_modeling.py │ │ │ ├── flash_gpt2_modeling.py │ │ │ ├── flash_granite_modeling.py │ │ │ ├── flash_llama_modeling.py │ │ │ ├── flash_mistral_modeling.py │ │ │ ├── flash_mixtral_modeling.py │ │ │ ├── flash_neox_modeling.py │ │ │ ├── flash_phi3_modeling.py │ │ │ ├── flash_phi_modeling.py │ │ │ ├── flash_qwen2_modeling.py │ │ │ ├── flash_qwen_modeling.py │ │ │ ├── flash_roberta_modeling.py │ │ │ ├── flash_rw_modeling.py │ │ │ ├── flash_santacoder_modeling.py │ │ │ ├── flash_solar_modeling.py │ │ │ ├── llava_next.py │ │ │ ├── mllama.py │ │ │ ├── mpt_modeling.py │ │ │ ├── neox_modeling.py │ │ │ ├── opt_modeling.py │ │ │ ├── siglip.py │ │ │ ├── t5_modeling.py │ │ │ ├── utils.py │ │ │ └── vlm.py │ │ ├── flash_bert.py │ │ ├── flash_causal_lm.py │ │ ├── flash_cohere.py │ │ ├── flash_dbrx.py │ │ ├── flash_distilbert.py │ │ ├── flash_gemma.py │ │ ├── flash_gemma2.py │ │ ├── flash_gpt2.py │ │ ├── flash_granite.py │ │ ├── flash_llama.py │ │ ├── flash_mistral.py │ │ ├── flash_mixtral.py │ │ ├── flash_neox.py │ │ ├── flash_phi.py │ │ ├── flash_phi3.py │ │ ├── flash_qwen.py │ │ ├── flash_qwen2.py │ │ ├── flash_roberta.py │ │ ├── flash_rw.py │ │ ├── flash_santacoder.py │ │ ├── flash_solar.py │ │ ├── galactica.py │ │ ├── gpt_neox.py │ │ ├── metadata_kernels.py │ │ ├── mllama.py │ │ ├── model.py │ │ ├── mpt.py │ │ ├── opt.py │ │ ├── rw.py │ │ ├── santacoder.py │ │ ├── seq2seq_lm.py │ │ ├── t5.py │ │ ├── types.py │ │ └── vlm_causal_lm.py │ ├── pb │ │ └── .gitignore │ ├── server.py │ ├── tracing.py │ └── utils │ │ ├── __init__.py │ │ ├── adapter.py │ │ ├── attention │ │ ├── __init__.py │ │ └── common.py │ │ ├── awq │ │ └── awq.py │ │ ├── convert.py │ │ ├── dist.py │ │ ├── errors.py │ │ ├── flash_attn.py │ │ ├── flash_attn_triton.py │ │ ├── flashinfer_attention.py │ │ ├── gptq │ │ ├── custom_autotune.py │ │ ├── exllamav2.py │ │ ├── quant_linear.py │ │ └── quantize.py │ │ ├── graph.py │ │ ├── import_utils.py │ │ ├── layers.py │ │ ├── logits_process.py │ │ ├── lora.py │ │ ├── merges │ │ ├── __init__.py │ │ ├── strategies.py │ │ └── utils.py │ │ ├── ops │ │ ├── __init__.py │ │ ├── bgmv_expand.py │ │ ├── bgmv_expand_slice.py │ │ ├── bgmv_shrink.py │ │ ├── libentry.py │ │ ├── sgmv_expand.py │ │ ├── sgmv_expand_slice.py │ │ ├── sgmv_shrink.py │ │ └── utils.py │ │ ├── paged_attention.py │ │ ├── punica.py │ │ ├── segments.py │ │ ├── sources │ │ ├── __init__.py │ │ ├── hub.py │ │ ├── local.py │ │ ├── s3.py │ │ └── source.py │ │ ├── state.py │ │ ├── tokenizer.py │ │ ├── tokens.py │ │ ├── torch_utils.py │ │ ├── watermark.py │ │ └── weights.py ├── poetry.lock ├── punica_kernels │ ├── README.md │ ├── punica_kernels │ │ ├── bgmv │ │ │ ├── bgmv_all.cu │ │ │ ├── bgmv_config.h │ │ │ └── bgmv_impl.cuh │ │ ├── flashinfer_adapter │ │ │ ├── flashinfer_all.cu │ │ │ ├── flashinfer_config.h │ │ │ ├── flashinfer_decl.h │ │ │ └── generated │ │ │ │ ├── batch_decode_p16_g1_h128_bf16.cu │ │ │ │ ├── batch_decode_p16_g1_h128_fp16.cu │ │ │ │ ├── batch_decode_p16_g2_h128_bf16.cu │ │ │ │ ├── batch_decode_p16_g2_h128_fp16.cu │ │ │ │ ├── batch_decode_p16_g4_h128_bf16.cu │ │ │ │ ├── batch_decode_p16_g4_h128_fp16.cu │ │ │ │ ├── batch_decode_p16_g8_h128_bf16.cu │ │ │ │ ├── batch_decode_p16_g8_h128_fp16.cu │ │ │ │ ├── batch_prefill_p16_g1_h128_bf16.cu │ │ │ │ ├── batch_prefill_p16_g1_h128_fp16.cu │ │ │ │ ├── batch_prefill_p16_g2_h128_bf16.cu │ │ │ │ ├── batch_prefill_p16_g2_h128_fp16.cu │ │ │ │ ├── batch_prefill_p16_g4_h128_bf16.cu │ │ │ │ ├── batch_prefill_p16_g4_h128_fp16.cu │ │ │ │ ├── batch_prefill_p16_g8_h128_bf16.cu │ │ │ │ ├── batch_prefill_p16_g8_h128_fp16.cu │ │ │ │ └── dispatch.inc │ │ ├── punica_ops.cc │ │ ├── rms_norm │ │ │ ├── rms_norm.h │ │ │ └── rms_norm_cutlass.cu │ │ ├── sgmv │ │ │ ├── sgmv.h │ │ │ ├── sgmv_cutlass.cu │ │ │ └── sgmv_cutlass.cuh │ │ └── sgmv_flashinfer │ │ │ ├── sgmv_all.cu │ │ │ ├── sgmv_config.h │ │ │ └── sgmv_flashinfer.cuh │ └── setup.py ├── pyproject.toml ├── requirements.txt └── tests │ ├── 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