├── .gitignore ├── LICENSE ├── Makefile ├── Makefile.dare ├── Makefile.delta_weights ├── Makefile.orthogonal ├── Makefile.pypi ├── README.md ├── imgs └── multi-loras.png ├── mixture-of-multi-loras └── extract_dare_loras.sh ├── multi_loras ├── __init__.py ├── __main__.py ├── __version__.py ├── dare.py ├── delta_weights.py ├── extract_lora.py ├── lorahub.py ├── merge_models.py ├── merge_peft_adapters.py ├── merging_methods.py ├── orthogonal_component.py └── slora │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── common │ ├── __init__.py │ ├── basemodel │ │ ├── __init__.py │ │ ├── basemodel.py │ │ ├── infer_struct.py │ │ ├── layer_infer │ │ │ ├── __init__.py │ │ │ ├── base_layer_infer.py │ │ │ ├── post_layer_infer.py │ │ │ ├── pre_layer_infer.py │ │ │ ├── template │ │ │ │ ├── __init__.py │ │ │ │ ├── post_layer_infer_template.py │ │ │ │ ├── pre_layer_infer_template.py │ │ │ │ └── transformer_layer_infer_template.py │ │ │ └── transformer_layer_infer.py │ │ ├── layer_weights │ │ │ ├── __init__.py │ │ │ ├── base_layer_weight.py │ │ │ ├── hf_load_utils.py │ │ │ ├── pre_and_post_layer_weight.py │ │ │ └── transformer_layer_weight.py │ │ └── triton_kernel │ │ │ ├── __init__.py │ │ │ ├── apply_penalty.py │ │ │ ├── dequantize_gemm_int4.py │ │ │ ├── dequantize_gemm_int8.py │ │ │ ├── destindex_copy_kv.py │ │ │ └── quantize_gemm_int8.py │ ├── build_utils.py │ ├── configs │ │ ├── __init__.py │ │ └── config.py │ ├── gqa_mem_manager.py │ ├── infer_utils.py │ ├── int8kv_mem_manager.py │ ├── mem_allocator.py │ ├── mem_manager.py │ └── ppl_int8kv_mem_manager.py │ ├── csrc │ ├── bgmv │ │ ├── bgmv_all.cu │ │ ├── bgmv_config.h │ │ ├── bgmv_impl.cuh │ │ └── vec_dtypes.cuh │ └── lora_ops.cc │ ├── install_slora_kernel.py │ ├── io_struct.py │ ├── models │ ├── __init__.py │ ├── bmm │ │ └── lora_bmm_infer.py │ ├── llama │ │ ├── __init__.py │ │ ├── infer_struct.py │ │ ├── layer_infer │ │ │ ├── __init__.py │ │ │ ├── post_layer_infer.py │ │ │ ├── pre_layer_infer.py │ │ │ └── transformer_layer_infer.py │ │ ├── layer_weights │ │ │ ├── __init__.py │ │ │ ├── pre_and_post_layer_weight.py │ │ │ └── transformer_layer_weight.py │ │ ├── model.py │ │ └── triton_kernel │ │ │ ├── __init__.py │ │ │ ├── context_flashattention_nopad.py │ │ │ ├── rmsnorm.py │ │ │ ├── rotary_emb.py │ │ │ ├── token_attention_nopad_att1.py │ │ │ ├── token_attention_nopad_reduceV.py │ │ │ ├── token_attention_nopad_softmax.py │ │ │ └── token_attention_softmax_and_reducev.py │ ├── llama2 │ │ ├── __init__.py │ │ ├── layer_infer │ │ │ ├── __init__.py │ │ │ └── transformer_layer_infer.py │ │ ├── layer_weights │ │ │ ├── __init__.py │ │ │ └── transformer_layer_weight.py │ │ ├── model.py │ │ └── triton_kernel │ │ │ ├── __init__.py │ │ │ ├── context_flashattention_nopad.py │ │ │ ├── token_attention_nopad_att1.py │ │ │ ├── token_attention_nopad_reduceV.py │ │ │ ├── token_attention_nopad_softmax.py │ │ │ └── token_attention_softmax_and_reducev.py │ └── peft │ │ ├── layer_weights │ │ ├── hf_load_utils.py │ │ └── lora_layer_weight.py │ │ ├── lora_adapter.py │ │ ├── lora_single_batch_infer.py │ │ ├── lora_unordered_batch_infer.py │ │ └── triton_kernel │ │ ├── lora │ │ ├── __init__.py │ │ └── lora_prefill.py │ │ └── tests │ │ ├── bench_ops.py │ │ └── benchmark_utils.py │ ├── mprophet │ ├── constants.py │ ├── hardware_parameters.py │ ├── lora_config.py │ ├── lora_stats.py │ ├── measure.py │ └── model_config.py │ ├── router │ ├── __init__.py │ ├── abort_req_queue.py │ ├── cluster_req_queue.py │ ├── input_params.py │ ├── manager.py │ ├── model_infer │ │ ├── __init__.py │ │ ├── infer_adapter.py │ │ ├── infer_batch.py │ │ ├── model_rpc.py │ │ ├── naive_infer_adapter.py │ │ └── post_process.py │ ├── peft_req_queue.py │ ├── pets_req_queue.py │ ├── profiler.py │ ├── req_queue.py │ └── stats.py │ ├── sampling_params.py │ ├── slora_server.py │ └── utils │ ├── __init__.py │ ├── infer_utils.py │ ├── metric.py │ ├── model_load.py │ ├── model_utils.py │ └── net_utils.py └── setup.py /.gitignore: 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