├── .clang-format ├── .github ├── ISSUE_TEMPLATE │ ├── bug-report.md │ ├── config.yml │ ├── documentation.md │ ├── feature-request.md │ ├── general.md │ ├── model-request.md │ ├── speed-report.md │ └── tracking.md └── workflows │ ├── documentation.yml │ └── update-relax.yml ├── .gitignore ├── .gitmodules ├── CMakeLists.txt ├── CONTRIBUTORS.md ├── LICENSE ├── README.md ├── android ├── .gitignore ├── CMakeLists.txt ├── MLCChat │ ├── .gitignore │ ├── app │ │ ├── .gitignore │ │ ├── build.gradle │ │ ├── proguard-rules.pro │ │ └── src │ │ │ └── main │ │ │ ├── AndroidManifest.xml │ │ │ ├── assets │ │ │ └── app-config.json │ │ │ ├── ic_launcher-playstore.png │ │ │ ├── java │ │ │ └── ai │ │ │ │ └── mlc │ │ │ │ └── mlcchat │ │ │ │ ├── AppViewModel.kt │ │ │ │ ├── ChatView.kt │ │ │ │ ├── MainActivity.kt │ │ │ │ ├── NavView.kt │ │ │ │ ├── StartView.kt │ │ │ │ └── ui │ │ │ │ └── theme │ │ │ │ ├── Color.kt │ │ │ │ ├── Theme.kt │ │ │ │ └── Type.kt │ │ │ └── res │ │ │ ├── drawable │ │ │ ├── ic_android_black_24dp.xml │ │ │ └── mlc_logo_108.xml │ │ │ ├── values │ │ │ ├── colors.xml │ │ │ ├── strings.xml │ │ │ └── themes.xml │ │ │ └── xml │ │ │ ├── backup_rules.xml │ │ │ └── data_extraction_rules.xml │ ├── build.gradle │ ├── gradle.properties │ ├── gradle │ │ └── wrapper │ │ │ ├── gradle-wrapper.jar │ │ │ └── gradle-wrapper.properties │ ├── gradlew │ ├── gradlew.bat │ └── settings.gradle ├── README.md ├── prepare_libs.sh ├── prepare_model_lib.py └── src │ ├── cpp │ └── tvm_runtime.h │ └── java │ └── ai │ └── mlc │ └── mlcllm │ └── ChatModule.java ├── ci ├── bash.sh ├── jenkinsfile.groovy └── task │ ├── black.sh │ ├── clang-format.sh │ ├── isort.sh │ ├── mypy.sh │ └── pylint.sh ├── cmake └── gen_cmake_config.py ├── cpp ├── README.md ├── base.h ├── cli_main.cc ├── conv_templates.cc ├── conversation.cc ├── conversation.h ├── image_embed.cc ├── image_embed.h ├── json_parser.h ├── llm_chat.cc ├── llm_chat.h ├── model_metadata.cc ├── model_metadata.h ├── random.h ├── support.h ├── tokenizers.cc └── tokenizers.h ├── docs ├── .gitignore ├── Makefile ├── README.md ├── _static │ └── img │ │ ├── mlc-logo-with-text-landscape.svg │ │ └── project-structure.svg ├── community │ ├── faq.rst │ └── guideline.rst ├── compilation │ ├── compile_models.rst │ ├── configure_quantization.rst │ ├── distribute_compiled_models.rst │ ├── get-vicuna-weight.rst │ └── python.rst ├── conf.py ├── deploy │ ├── android.rst │ ├── cli.rst │ ├── ios.rst │ ├── javascript.rst │ ├── python.rst │ └── rest.rst ├── get_started │ ├── mlc_chat_config.rst │ └── project_overview.rst ├── index.rst ├── install │ ├── conda.rst │ ├── emcc.rst │ ├── gpu.rst │ ├── mlc_llm.rst │ └── tvm.rst ├── make.bat ├── prebuilt_models.rst ├── privacy.rst ├── requirements.txt └── tutorials │ └── customize │ └── define_new_models.rst ├── examples ├── python │ ├── benchmark.py │ ├── run_llama_batched_vllm.py │ ├── sample_chat_stream.py │ └── sample_mlc_chat.py └── rest │ ├── nodejs │ ├── README.MD │ ├── dotenv.example │ ├── package.json │ ├── sample_client.js │ ├── sample_langchain.ts │ ├── sample_openai.js │ └── tsconfig.json │ ├── python │ ├── sample_client.py │ ├── sample_langchain.py │ └── sample_openai.py │ └── resources │ ├── linux.txt │ └── state_of_the_union.txt ├── ios ├── .gitignore ├── MLCChat.xcodeproj │ ├── project.pbxproj │ ├── project.xcworkspace │ │ ├── contents.xcworkspacedata │ │ └── xcshareddata │ │ │ ├── IDEWorkspaceChecks.plist │ │ │ └── WorkspaceSettings.xcsettings │ └── xcshareddata │ │ └── xcschemes │ │ └── MLCChat.xcscheme ├── MLCChat │ ├── Assets.xcassets │ │ ├── AccentColor.colorset │ │ │ └── Contents.json │ │ ├── AppIcon.appiconset │ │ │ ├── Contents.json │ │ │ └── mlc-logo.png │ │ └── Contents.json │ ├── Common │ │ └── Constants.swift │ ├── Info.plist │ ├── MLCChat.entitlements │ ├── MLCChatApp.swift │ ├── Models │ │ ├── AppConfig.swift │ │ ├── ExampleModelConfig.swift │ │ ├── ModelConfig.swift │ │ └── ParamsConfig.swift │ ├── Preview Content │ │ └── Preview Assets.xcassets │ │ │ └── Contents.json │ ├── States │ │ ├── AppState.swift │ │ ├── ChatState.swift │ │ └── ModelState.swift │ ├── Views │ │ ├── ChatView.swift │ │ ├── ImageProcessing.swift │ │ ├── MessageView.swift │ │ ├── ModelView.swift │ │ └── StartView.swift │ └── app-config.json ├── MLCSwift │ ├── Package.swift │ ├── README.md │ ├── Sources │ │ ├── ObjC │ │ │ ├── LLMChat.mm │ │ │ └── include │ │ │ │ └── LLMChat.h │ │ └── Swift │ │ │ ├── LLMChat.swift │ │ │ └── ThreadWorker.swift │ └── tvm_home ├── README.md ├── prepare_libs.sh ├── prepare_model_lib.py └── prepare_params.sh ├── mlc android模型编译及apk发布.md ├── mlc_llm ├── __init__.py ├── build.py ├── core.py ├── dispatch │ ├── __init__.py │ ├── dispatch_tir_operator.py │ ├── dispatch_tir_operator_adreno.py │ ├── gpt_neox │ │ ├── __init__.py │ │ ├── dolly_v2_3b.py │ │ ├── dolly_v2_3b_mod.py │ │ ├── redpajama_incite_chat_3b_v1.py │ │ ├── redpajama_incite_chat_3b_v1_mod.py │ │ ├── redpajama_incite_chat_3b_v1_tune.py │ │ ├── redpajama_q4f32.py │ │ ├── redpajama_q4f32_mod.py │ │ └── redpajama_q4f32_tune.py │ └── llama │ │ ├── __init__.py │ │ └── main.py ├── quantization │ ├── __init__.py │ ├── autogptq_quantization.py │ ├── ft_quantization.py │ ├── group_quantization.py │ ├── quantization.py │ └── tir_utils.py ├── relax_model │ ├── __init__.py │ ├── chatglm.py │ ├── commons.py │ ├── gpt_bigcode.py │ ├── gpt_neox.py │ ├── gptj.py │ ├── llama.py │ ├── llama_batched_vllm.py │ ├── minigpt.py │ ├── mistral.py │ ├── modules.py │ ├── param_manager.py │ ├── rwkv.py │ └── stablelm_3b.py ├── transform │ ├── __init__.py │ ├── clean_up_tir_attrs.py │ ├── decode_matmul_ewise.py │ ├── decode_take.py │ ├── decode_transpose.py │ ├── fuse_split_rotary_embedding.py │ ├── lift_tir_global_buffer_alloc.py │ ├── reorder_transform_func.py │ ├── rewrite_attention.py │ └── transpose_matmul.py └── utils.py ├── pyproject.toml ├── python ├── README.md ├── mlc_chat │ ├── __init__.py │ ├── __main__.py │ ├── base.py │ ├── callback.py │ ├── chat_module.py │ ├── cli │ │ ├── __init__.py │ │ ├── benchmark.py │ │ ├── check_device.py │ │ ├── compile.py │ │ ├── convert_weight.py │ │ ├── delivery.py │ │ └── gen_config.py │ ├── compiler │ │ ├── __init__.py │ │ ├── compile.py │ │ ├── compiler_pass │ │ │ ├── __init__.py │ │ │ ├── clean_up_tir_attrs.py │ │ │ ├── estimate_memory_usage.py │ │ │ ├── fuse_dequantize_matmul_ewise.py │ │ │ ├── fuse_dequantize_take.py │ │ │ ├── fuse_dequantize_transpose.py │ │ │ ├── fuse_split_rotary_embedding.py │ │ │ ├── fuse_transpose_matmul.py │ │ │ ├── lift_global_buffer_alloc.py │ │ │ └── pipeline.py │ │ ├── convert_weight.py │ │ ├── flags_model_config_override.py │ │ ├── flags_optimization.py │ │ ├── gen_config.py │ │ ├── help.py │ │ ├── loader │ │ │ ├── __init__.py │ │ │ ├── huggingface_loader.py │ │ │ ├── loader.py │ │ │ ├── mapping.py │ │ │ ├── stats.py │ │ │ └── utils.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── gpt2 │ │ │ │ ├── __init__.py │ │ │ │ ├── gpt2_loader.py │ │ │ │ ├── gpt2_model.py │ │ │ │ └── gpt2_quantization.py │ │ │ ├── llama │ │ │ │ ├── __init__.py │ │ │ │ ├── llama_loader.py │ │ │ │ ├── llama_model.py │ │ │ │ └── llama_quantization.py │ │ │ ├── mistral │ │ │ │ ├── __init__.py │ │ │ │ ├── mistral_loader.py │ │ │ │ ├── mistral_model.py │ │ │ │ └── mistral_quantization.py │ │ │ └── model.py │ │ └── quantization │ │ │ ├── __init__.py │ │ │ ├── awq_quantization.py │ │ │ ├── group_quantization.py │ │ │ ├── no_quantization.py │ │ │ ├── quantization.py │ │ │ └── utils.py │ ├── embeddings │ │ ├── __init__.py │ │ └── openai.py │ ├── gradio.py │ ├── interface │ │ ├── __init__.py │ │ └── openai_api.py │ ├── libinfo.py │ ├── rest.py │ └── support │ │ ├── __init__.py │ │ ├── argparse.py │ │ ├── auto_config.py │ │ ├── auto_device.py │ │ ├── auto_target.py │ │ ├── auto_weight.py │ │ ├── config.py │ │ ├── download.py │ │ ├── logging.py │ │ ├── style.py │ │ └── tqdm.py └── setup.py ├── rust ├── .gitignore ├── Cargo.toml ├── README.md ├── build.rs ├── examples │ └── mlc_chat.rs ├── rustfmt.toml └── src │ ├── chat_module.rs │ ├── config.rs │ └── lib.rs ├── scripts ├── build_site.sh ├── check_url_validity.py ├── gh_deploy_site.sh ├── local_deploy_site.sh └── prep_emcc_deps.sh ├── setup.py ├── site ├── .gitignore ├── CNAME ├── _config.yml ├── gif │ ├── android-demo.gif │ ├── ios-demo.gif │ └── linux-demo.gif ├── img │ ├── android │ │ ├── android-diagram.png │ │ ├── android-studio.png │ │ ├── android-vs-ios.png │ │ └── local-advantage.png │ ├── diag.svg │ └── multi-gpu │ │ ├── figure-1.svg │ │ ├── figure-2.svg │ │ └── figure-3.svg └── index.md ├── tests ├── cpp │ └── conv_unittest.cc ├── legacy-python │ ├── compare_lib.py │ ├── dump_intermediate.py │ ├── evaluate.py │ ├── module_intercept.py │ ├── test_batching_llama.py │ ├── test_build_args.py │ ├── test_build_model_from_args.py │ └── test_sliding_window_mask.py └── python │ ├── api │ ├── test_python.py │ └── test_rest.py │ ├── loader │ ├── test_awq.py │ └── test_huggingface.py │ ├── model │ ├── test_gpt2.py │ ├── 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