From 9089d5468a601f42aeee61335ee97646511348c3 Mon Sep 17 00:00:00 2001 From: Haixin Wang <98612668+haixiw@users.noreply.github.com> Date: Fri, 29 Sep 2023 13:05:32 -0700 Subject: [PATCH] V1.1.0 release (#34) * v1.1.0 changes * fix folder name * remove python license copy step * update some minor versions * No need to add python dependency file * Revert "No need to add python dependency file" This reverts commit 7e038399e7a67d52cd09a9affa672115ec782fcc. --- .github/workflows/build-huggingface.yml | 2 +- .../tgi/docker/1.1.0/py3/cu118/Dockerfile.gpu | 234 ++++++ .../1.1.0/py3/cu118/THIRD-PARTY-LICENSES | 736 ++++++++++++++++++ 3 files changed, 971 insertions(+), 1 deletion(-) create mode 100644 huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/Dockerfile.gpu create mode 100644 huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/THIRD-PARTY-LICENSES diff --git a/.github/workflows/build-huggingface.yml b/.github/workflows/build-huggingface.yml index 24a96da..41ca12b 100644 --- a/.github/workflows/build-huggingface.yml +++ b/.github/workflows/build-huggingface.yml @@ -6,7 +6,7 @@ on: tgi-version: description: 'tgi version' required: true - default: '1.0.3' + default: '1.1.0' pytorch-version: description: 'pytorch version' required: true diff --git a/huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/Dockerfile.gpu b/huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/Dockerfile.gpu new file mode 100644 index 0000000..eeb88e4 --- /dev/null +++ b/huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/Dockerfile.gpu @@ -0,0 +1,234 @@ +# Rust builder +FROM lukemathwalker/cargo-chef:latest-rust-1.71 AS chef +WORKDIR /usr/src + +ARG CARGO_REGISTRIES_CRATES_IO_PROTOCOL=sparse + +FROM chef as planner +COPY Cargo.toml Cargo.toml +COPY rust-toolchain.toml rust-toolchain.toml +COPY proto proto +COPY benchmark benchmark +COPY router router +COPY launcher launcher +RUN cargo chef prepare --recipe-path recipe.json + +FROM chef AS builder + +ARG GIT_SHA +ARG DOCKER_LABEL + +RUN PROTOC_ZIP=protoc-21.12-linux-x86_64.zip && \ + curl -OL https://github.com/protocolbuffers/protobuf/releases/download/v21.12/$PROTOC_ZIP && \ + unzip -o $PROTOC_ZIP -d /usr/local bin/protoc && \ + unzip -o $PROTOC_ZIP -d /usr/local 'include/*' && \ + rm -f $PROTOC_ZIP + +COPY --from=planner /usr/src/recipe.json recipe.json +RUN cargo chef cook --release --recipe-path recipe.json + +COPY Cargo.toml Cargo.toml +COPY rust-toolchain.toml rust-toolchain.toml +COPY proto proto +COPY benchmark benchmark +COPY router router +COPY launcher launcher +RUN cargo build --release + +# Python builder +# Adapted from: https://github.com/pytorch/pytorch/blob/master/Dockerfile +FROM debian:bullseye-slim as pytorch-install + +ARG PYTORCH_VERSION=2.0.1 +ARG PYTHON_VERSION=3.9 +# Keep in sync with `server/pyproject.toml +ARG CUDA_VERSION=11.8 +ARG MAMBA_VERSION=23.1.0-4 +ARG CUDA_CHANNEL=nvidia +ARG INSTALL_CHANNEL=pytorch +# Automatically set by buildx +ARG TARGETPLATFORM + +ENV PATH /opt/conda/bin:$PATH + +RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ + build-essential \ + ca-certificates \ + ccache \ + curl \ + git && \ + rm -rf /var/lib/apt/lists/* + +# Install conda +# translating Docker's TARGETPLATFORM into mamba arches +RUN case ${TARGETPLATFORM} in \ + "linux/arm64") MAMBA_ARCH=aarch64 ;; \ + *) MAMBA_ARCH=x86_64 ;; \ + esac && \ + curl -fsSL -v -o ~/mambaforge.sh -O "https://github.com/conda-forge/miniforge/releases/download/${MAMBA_VERSION}/Mambaforge-${MAMBA_VERSION}-Linux-${MAMBA_ARCH}.sh" +RUN chmod +x ~/mambaforge.sh && \ + bash ~/mambaforge.sh -b -p /opt/conda && \ + rm ~/mambaforge.sh + +# Install pytorch +# On arm64 we exit with an error code +RUN case ${TARGETPLATFORM} in \ + "linux/arm64") exit 1 ;; \ + *) /opt/conda/bin/conda update -y conda && \ + /opt/conda/bin/conda install -c "${INSTALL_CHANNEL}" -c "${CUDA_CHANNEL}" -y "python=${PYTHON_VERSION}" pytorch==$PYTORCH_VERSION "pytorch-cuda=$(echo $CUDA_VERSION | cut -d'.' -f 1-2)" ;; \ + esac && \ + /opt/conda/bin/conda clean -ya + +# CUDA kernels builder image +FROM pytorch-install as kernel-builder + +RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ + ninja-build \ + && rm -rf /var/lib/apt/lists/* + +RUN /opt/conda/bin/conda install -c "nvidia/label/cuda-11.8.0" -y cuda==11.8 && \ + /opt/conda/bin/conda clean -ya + +# Build Flash Attention CUDA kernels +FROM kernel-builder as flash-att-builder + +WORKDIR /usr/src + +COPY server/Makefile-flash-att Makefile + +# Build specific version of flash attention +RUN make build-flash-attention + +# Build Flash Attention v2 CUDA kernels +FROM kernel-builder as flash-att-v2-builder + +WORKDIR /usr/src + +COPY server/Makefile-flash-att-v2 Makefile + +# Build specific version of flash attention v2 +RUN make build-flash-attention-v2 + +# Build Transformers exllama kernels +FROM kernel-builder as exllama-kernels-builder + +WORKDIR /usr/src + +COPY server/exllama_kernels/ . + + +# Build specific version of transformers +RUN TORCH_CUDA_ARCH_LIST="8.0;8.6+PTX" python setup.py build + +# Build Transformers CUDA kernels +FROM kernel-builder as custom-kernels-builder + +WORKDIR /usr/src + +COPY server/custom_kernels/ . + +# Build specific version of transformers +RUN python setup.py build + +# Build vllm CUDA kernels +FROM kernel-builder as vllm-builder + +WORKDIR /usr/src + +COPY server/Makefile-vllm Makefile + +# Build specific version of vllm +RUN make build-vllm + +# Text Generation Inference base image +FROM nvidia/cuda:11.8.0-base-ubuntu20.04 as base + +# Conda env +ENV PATH=/opt/conda/bin:$PATH \ + CONDA_PREFIX=/opt/conda + +# Text Generation Inference base env +ENV HUGGINGFACE_HUB_CACHE=/tmp \ + HF_HUB_ENABLE_HF_TRANSFER=1 \ + PORT=80 + +WORKDIR /usr/src + +RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ + libssl-dev \ + ca-certificates \ + make \ + unzip \ + curl \ + && rm -rf /var/lib/apt/lists/* + +# Copy conda with PyTorch installed +COPY --from=pytorch-install /opt/conda /opt/conda + +# Copy build artifacts from flash attention builder +COPY --from=flash-att-builder /usr/src/flash-attention/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=flash-att-builder /usr/src/flash-attention/csrc/layer_norm/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=flash-att-builder /usr/src/flash-attention/csrc/rotary/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages + +# Copy build artifacts from flash attention v2 builder +COPY --from=flash-att-v2-builder /usr/src/flash-attention-v2/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages + +# Copy build artifacts from custom kernels builder +COPY --from=custom-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +# Copy build artifacts from exllama kernels builder +COPY --from=exllama-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages + +# Copy builds artifacts from vllm builder +COPY --from=vllm-builder /usr/src/vllm/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages + +# Install flash-attention dependencies +RUN pip install einops --no-cache-dir + +# Install server +COPY proto proto +COPY server server +COPY server/Makefile server/Makefile +RUN cd server && \ + make gen-server && \ + pip install -r requirements.txt && \ + pip install ".[bnb, accelerate, quantize]" --no-cache-dir +RUN rm -r proto server + +# Install benchmarker +COPY --from=builder /usr/src/target/release/text-generation-benchmark /usr/local/bin/text-generation-benchmark +# Install router +COPY --from=builder /usr/src/target/release/text-generation-router /usr/local/bin/text-generation-router +# Install launcher +COPY --from=builder /usr/src/target/release/text-generation-launcher /usr/local/bin/text-generation-launcher + +RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ + build-essential \ + g++ \ + && rm -rf /var/lib/apt/lists/* + +# AWS Sagemaker compatbile image +FROM base as sagemaker + +COPY --chmod=775 sagemaker-entrypoint.sh entrypoint.sh + +RUN HOME_DIR=/root && \ + pip install requests && \ + curl -o ${HOME_DIR}/oss_compliance.zip https://aws-dlinfra-utilities.s3.amazonaws.com/oss_compliance.zip && \ + unzip ${HOME_DIR}/oss_compliance.zip -d ${HOME_DIR}/ && \ + cp ${HOME_DIR}/oss_compliance/test/testOSSCompliance /usr/local/bin/testOSSCompliance && \ + chmod +x /usr/local/bin/testOSSCompliance && \ + chmod +x ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh && \ + ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh ${HOME_DIR} python && \ + rm -rf ${HOME_DIR}/oss_compliance* + +# From Scallion open-source dependencies +COPY llm-hosting-container/huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/THIRD-PARTY-LICENSES /root/THIRD-PARTY-LICENSES + +RUN /opt/conda/bin/conda clean -py + +ENTRYPOINT ["./entrypoint.sh"] +CMD ["--json-output"] + +LABEL dlc_major_version="1" +LABEL com.amazonaws.ml.engines.sagemaker.dlc.framework.huggingface.tgi="true" +LABEL com.amazonaws.sagemaker.capabilities.accept-bind-to-port="true" diff --git a/huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/THIRD-PARTY-LICENSES b/huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/THIRD-PARTY-LICENSES new file mode 100644 index 0000000..8207f17 --- /dev/null +++ b/huggingface/pytorch/tgi/docker/1.1.0/py3/cu118/THIRD-PARTY-LICENSES @@ -0,0 +1,736 @@ +** Flash Attention; version 2.3.0 -- https://github.com/Dao-AILab/flash-attention/tree/v2.3.0 +Copyright (c) 2022, the respective contributors, as shown by the AUTHORS file. +All rights reserved. + +BSD 3-Clause License + +Copyright (c) 2022, the respective contributors, as shown by the AUTHORS file. +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +* Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + +------ + +** miniforge; version 23.1.0-4 -- https://github.com/conda-forge/miniforge/tree/23.1.0-4 +Copyright (c) 2019-2022, conda-forge +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this +list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, +this list of conditions and the following disclaimer in the documentation +and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its contributors +may be used to endorse or promote products derived from this software without +specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND +ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED +WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + +Miniforge installer code uses BSD-3-Clause license as stated below. + +Binary packages that come with it have their own licensing terms +and by installing miniforge you agree to the licensing terms of individual +packages as well. They include different OSI-approved licenses including +the GNU General Public License and can be found in pkgs//info/licenses +folders. + +Miniforge installer comes with a boostrapping executable that is used +when installing miniforge and is deleted after miniforge is installed. +The bootstrapping executable uses micromamba, cli11, cpp-filesystem, +curl, c-ares, krb5, libarchive, libev, lz4, nghttp2, openssl, libsolv, +nlohmann-json, reproc and zstd which are licensed under BSD-3-Clause, +MIT and OpenSSL licenses. Licenses and copyright notices of these +projects can be found at the following URL. +https://github.com/conda-forge/micromamba-feedstock/tree/master/recipe. + +============================================================================= + +Copyright (c) 2019-2022, conda-forge +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this +list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, +this list of conditions and the following disclaimer in the documentation +and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its contributors +may be used to endorse or promote products derived from this software without +specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND +ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED +WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + +------ + +** text-generation-inference; version 1.1.0 -- https://github.com/huggingface/text-generation-inference +Copyright 2023 The HuggingFace Team + +Hugging Face Optimized Inference License 1.0 (HFOILv1.0) + + +This License Agreement governs the use of the Software and its Modifications. It +is a +binding agreement between the Licensor and You. + +This License Agreement shall be referred to as Hugging Face Optimized Inference +License +1.0 or HFOILv1.0. We may publish revised versions of this License Agreement from +time to +time. Each version will be given a distinguished number. + +By downloading, accessing, modifying, distributing or otherwise using the +Software, You +consent to all of the terms and conditions below. So, if You do not agree with +those, +please do not download, access, modify, distribute, or use the Software. + + +1. PERMISSIONS + +You may use, modify and distribute the Software pursuant to the following terms +and +conditions: + +Copyright License. Subject to the terms and conditions of this License Agreement +and where +and as applicable, each Contributor hereby grants You a perpetual, worldwide, +non-exclusive, royalty-free, copyright license to reproduce, prepare, publicly +display, +publicly perform, sublicense under the terms herein, and distribute the Software +and +Modifications of the Software. + +Patent License. Subject to the terms and conditions of this License Agreement +and where +and as applicable, each Contributor hereby grants You a perpetual, worldwide, +non-exclusive, royalty-free patent license to make, have made, Use, offer to +sell, sell, +import, and otherwise transfer the Software, where such license applies only to +those +patent claims licensable by such Contributor that are necessarily infringed by +their +Contribution(s) alone or by combination of their Contribution(s) with the +Software to +which such Contribution(s) was submitted. If You institute patent litigation +against any +entity (including a cross-claim or counterclaim in a lawsuit) alleging that the +Software +or a Contribution incorporated within the Software constitutes direct or +contributory +patent infringement, then any rights granted to You under this License Agreement +for the +Software shall terminate as of the date such litigation is filed. + +No other rights. All rights not expressly granted herein are retained. + + +2. RESTRICTIONS + +You may not distribute the Software as a hosted or managed, and paid service, +where the +service grants users access to any substantial set of the features or +functionality of the +Software. If you wish to do so, You will need to be granted additional rights +from the +Licensor which will be subject to a separate mutually agreed agreement. + +You may not sublicense the Software under any other terms than those listed in +this +License. + + +3. OBLIGATIONS + +When You modify the Software, You agree to: - attach a notice stating the +Modifications of +the Software You made; and - attach a notice stating that the Modifications of +the +Software are released under this License Agreement. + +When You distribute the Software or Modifications of the Software, You agree to: +- give +any recipients of the Software a copy of this License Agreement; - retain all +Explanatory +Documentation; and if sharing the Modifications of the Software, add Explanatory +Documentation documenting the changes made to create the Modifications of the +Software; - +retain all copyright, patent, trademark and attribution notices. + + +4. MISCELLANEOUS + +Termination. Licensor reserves the right to restrict Use of the Software in +violation of +this License Agreement, upon which Your licenses will automatically terminate. + +Contributions. Unless You explicitly state otherwise, any Contribution +intentionally +submitted for inclusion in the Software by You to the Licensor shall be under +the terms +and conditions of this License, without any additional terms or conditions. +Notwithstanding the above, nothing herein shall supersede or modify the terms of +any +separate license agreement you may have executed with Licensor regarding such +Contributions. + +Trademarks and related. Nothing in this License Agreement permits You (i) to +make Use of +Licensors’ trademarks, trade names, or logos, (ii) otherwise suggest endorsement +by +Licensor, or (iii) misrepresent the relationship between the parties; and any +rights not +expressly granted herein are reserved by the Licensors. + +Output You generate. Licensor claims no rights in the Output. You agree not to +contravene +any provision as stated in the License Agreement with your Use of the Output. + +Disclaimer of Warranty. Except as expressly provided otherwise herein, and to +the fullest +extent permitted by law, Licensor provides the Software (and each Contributor +provides its +Contributions) AS IS, and Licensor disclaims all warranties or guarantees of any +kind, +express or implied, whether arising under any law or from any usage in trade, or +otherwise +including but not limited to the implied warranties of merchantability, non- +infringement, +quiet enjoyment, fitness for a particular purpose, or otherwise. You are solely +responsible for determining the appropriateness of the Software and +Modifications of the +Software for your purposes (including your use or distribution of the Software +and +Modifications of the Software), and assume any risks associated with Your +exercise of +permissions under this License Agreement. + +Limitation of Liability. In no event and under no legal theory, whether in tort +(including +negligence), contract, or otherwise, unless required by applicable law (such as +deliberate +and grossly negligent acts) or agreed to in writing, shall any Contributor be +liable to +You for damages, including any direct, indirect, special, incidental, or +consequential +damages of any character arising as a result of this License Agreement or out of +the Use +or inability to Use the Software (including but not limited to damages for loss +of +goodwill, work stoppage, computer failure or malfunction, model failure or +malfunction, or +any and all other commercial damages or losses), even if such Contributor has +been advised +of the possibility of such damages. + +Accepting Warranty or Additional Liability. While sharing the Software or +Modifications of +the Software thereof, You may choose to offer and charge a fee for, acceptance +of support, +warranty, indemnity, or other liability obligations and/or rights consistent +with this +License Agreement. However, in accepting such obligations, You may act only on +Your own +behalf and on Your sole responsibility, not on behalf of Licensor or any other +Contributor, and you hereby agree to indemnify, defend, and hold Licensor and +each other +Contributor (and their successors or assigns) harmless for any liability +incurred by, or +claims asserted against, such Licensor or Contributor (and their successors or +assigns) by +reason of your accepting any such warranty or additional liability. + +Severability. This License Agreement is a license of copyright and patent rights +and an +agreement in contract between You and the Licensor. If any provision of this +License +Agreement is held to be invalid, illegal or unenforceable, the remaining +provisions shall +be unaffected thereby and remain valid as if such provision had not been set +forth herein. + + +5. DEFINITIONS + +“Contribution” refers to any work of authorship, including the original version +of the +Software and any Modifications of the Software that is intentionally submitted +to Licensor +for inclusion in the Software by the copyright owner or by an individual or +entity +authorized to submit on behalf of the copyright owner. For the purposes of this +definition, “submitted” means any form of electronic, verbal, or written +communication +sent to the Licensor or its representatives, including but not limited to +communication on +electronic mailing lists, source code control systems, and issue tracking +systems that are +managed by, or on behalf of, the Licensor for the purpose of discussing and +improving the +Software, but excluding communication that is conspicuously marked or otherwise +designated +in writing by the copyright owner as “Not a Contribution.” + +“Contributor” refers to Licensor and any individual or entity on behalf of whom +a +Contribution has been received by Licensor and subsequently incorporated within +the +Software. + +“Data” refers to a collection of information extracted from the dataset used +with the +Model, including to train, pretrain, or otherwise evaluate the Model. The Data +is not +licensed under this License Agreement. + +“Explanatory Documentation” refers to any documentation or related information +including +but not limited to model cards or data cards dedicated to inform the public +about the +characteristics of the Software. Explanatory documentation is not licensed under +this +License. + +"License Agreement" refers to these terms and conditions. + +“Licensor” refers to the rights owners or entity authorized by the rights owners +that are +granting the terms and conditions of this License Agreement. + +“Model” refers to machine-learning based assemblies (including checkpoints), +consisting of +learnt weights and parameters (including optimizer states), corresponding to a +model +architecture as embodied in Software source code. Source code is not licensed +under this +License Agreement. + +“Modifications of the Software” refers to all changes to the Software, including +without +limitation derivative works of the Software. + +“Output” refers to the results of operating the Software. + +“Share” refers to any transmission, reproduction, publication or other sharing +of the +Software or Modifications of the Software to a third party, including providing +the +Softwaire as a hosted service made available by electronic or other remote +means, +including - but not limited to - API-based or web access. + +“Software” refers to the software and Model (or parts of either) that Licensor +makes +available under this License Agreement. + +“Third Parties” refers to individuals or legal entities that are not under +common control +with Licensor or You. + +“Use” refers to anything You or your representatives do with the Software, +including but +not limited to generating any Output, fine tuning, updating, running, training, +evaluating +and/or reparametrizing the Model. + +"You" (or "Your") refers to an individual or Legal Entity exercising +permissions granted +by this License Agreement and/or making Use of the Software for whichever +purpose and in +any field of Use. + +------ + +** transformers; version 4.33.2 -- https://github.com/huggingface/transformers + +Copyright 2018- The Hugging Face team. All rights reserved. + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. For the purposes of this definition, + "control" means (i) the power, direct or indirect, to cause the + direction or management of such entity, whether by contract or + otherwise, or (ii) ownership of fifty percent (50%) or more of the + outstanding shares, or (iii) beneficial ownership of such entity. + + "You" (or "Your") shall mean an individual or Legal Entity + exercising permissions granted by this License. + + "Source" form shall mean the preferred form for making modifications, + including but not limited to software source code, documentation + source, and configuration files. + + "Object" form shall mean any form resulting from mechanical + transformation or translation of a Source form, including but + not limited to compiled object code, generated documentation, + and conversions to other media types. + + "Work" shall mean the work of authorship, whether in Source or + Object form, made available under the License, as indicated by a + copyright notice that is included in or attached to the work + (an example is provided in the Appendix below). + + "Derivative Works" shall mean any work, whether in Source or Object + form, that is based on (or derived from) the Work and for which the + editorial revisions, annotations, elaborations, or other modifications + represent, as a whole, an original work of authorship. For the purposes + of this License, Derivative Works shall not include works that remain + separable from, or merely link (or bind by name) to the interfaces of, + the Work and Derivative Works thereof. + + "Contribution" shall mean any work of authorship, including + the original version of the Work and any modifications or additions + to that Work or Derivative Works thereof, that is intentionally + submitted to Licensor for inclusion in the Work by the copyright owner + or by an individual or Legal Entity authorized to submit on behalf of + the copyright owner. For the purposes of this definition, "submitted" + means any form of electronic, verbal, or written communication sent + to the Licensor or its representatives, including but not limited to + communication on electronic mailing lists, source code control systems, + and issue tracking systems that are managed by, or on behalf of, the + Licensor for the purpose of discussing and improving the Work, but + excluding communication that is conspicuously marked or otherwise + designated in writing by the copyright owner as "Not a Contribution." + + "Contributor" shall mean Licensor and any individual or Legal Entity + on behalf of whom a Contribution has been received by Licensor and + subsequently incorporated within the Work. + + 2. Grant of Copyright License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + copyright license to reproduce, prepare Derivative Works of, + publicly display, publicly perform, sublicense, and distribute the + Work and such Derivative Works in Source or Object form. + + 3. Grant of Patent License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + (except as stated in this section) patent license to make, have made, + use, offer to sell, sell, import, and otherwise transfer the Work, + where such license applies only to those patent claims licensable + by such Contributor that are necessarily infringed by their + Contribution(s) alone or by combination of their Contribution(s) + with the Work to which such Contribution(s) was submitted. If You + institute patent litigation against any entity (including a + cross-claim or counterclaim in a lawsuit) alleging that the Work + or a Contribution incorporated within the Work constitutes direct + or contributory patent infringement, then any patent licenses + granted to You under this License for that Work shall terminate + as of the date such litigation is filed. + + 4. Redistribution. You may reproduce and distribute copies of the + Work or Derivative Works thereof in any medium, with or without + modifications, and in Source or Object form, provided that You + meet the following conditions: + + (a) You must give any other recipients of the Work or + Derivative Works a copy of this License; and + + (b) You must cause any modified files to carry prominent notices + stating that You changed the files; and + + (c) You must retain, in the Source form of any Derivative Works + that You distribute, all copyright, patent, trademark, and + attribution notices from the Source form of the Work, + excluding those notices that do not pertain to any part of + the Derivative Works; and + + (d) If the Work includes a "NOTICE" text file as part of its + distribution, then any Derivative Works that You distribute must + include a readable copy of the attribution notices contained + within such NOTICE file, excluding those notices that do not + pertain to any part of the Derivative Works, in at least one + of the following places: within a NOTICE text file distributed + as part of the Derivative Works; within the Source form or + documentation, if provided along with the Derivative Works; or, + within a display generated by the Derivative Works, if and + wherever such third-party notices normally appear. The contents + of the NOTICE file are for informational purposes only and + do not modify the License. You may add Your own attribution + notices within Derivative Works that You distribute, alongside + or as an addendum to the NOTICE text from the Work, provided + that such additional attribution notices cannot be construed + as modifying the License. + + You may add Your own copyright statement to Your modifications and + may provide additional or different license terms and conditions + for use, reproduction, or distribution of Your modifications, or + for any such Derivative Works as a whole, provided Your use, + reproduction, and distribution of the Work otherwise complies with + the conditions stated in this License. + + 5. Submission of Contributions. Unless You explicitly state otherwise, + any Contribution intentionally submitted for inclusion in the Work + by You to the Licensor shall be under the terms and conditions of + this License, without any additional terms or conditions. + Notwithstanding the above, nothing herein shall supersede or modify + the terms of any separate license agreement you may have executed + with Licensor regarding such Contributions. + + 6. Trademarks. This License does not grant permission to use the trade + names, trademarks, service marks, or product names of the Licensor, + except as required for reasonable and customary use in describing the + origin of the Work and reproducing the content of the NOTICE file. + + 7. Disclaimer of Warranty. Unless required by applicable law or + agreed to in writing, Licensor provides the Work (and each + Contributor provides its Contributions) on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or + implied, including, without limitation, any warranties or conditions + of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A + PARTICULAR PURPOSE. You are solely responsible for determining the + appropriateness of using or redistributing the Work and assume any + risks associated with Your exercise of permissions under this License. + + 8. Limitation of Liability. In no event and under no legal theory, + whether in tort (including negligence), contract, or otherwise, + unless required by applicable law (such as deliberate and grossly + negligent acts) or agreed to in writing, shall any Contributor be + liable to You for damages, including any direct, indirect, special, + incidental, or consequential damages of any character arising as a + result of this License or out of the use or inability to use the + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + APPENDIX: How to apply the Apache License to your work. + + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "[]" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. +* For transformers see also this required NOTICE: + Copyright 2018- The Hugging Face team. All rights reserved. + + https://github.com/huggingface/transformers/blob/main/LICENSE + +------ + +** pytorch; version 2.0.1 -- https://github.com/pytorch/pytorch +Copyright (c) 2016- Facebook, Inc (Adam Paszke) +Copyright (c) 2014- Facebook, Inc (Soumith Chintala) +Copyright (c) 2011-2014 Idiap Research Institute (Ronan Collobert) +Copyright (c) 2012-2014 Deepmind Technologies (Koray Kavukcuoglu) +Copyright (c) 2011-2012 NEC Laboratories America (Koray Kavukcuoglu) +Copyright (c) 2011-2013 NYU (Clement Farabet) +Copyright (c) 2006-2010 NEC Laboratories America (Ronan Collobert, Leon Bottou, +Iain Melvin, Jason Weston) +Copyright (c) 2006 Idiap Research Institute (Samy Bengio) +Copyright (c) 2001-2004 Idiap Research Institute (Ronan Collobert, Samy Bengio, +Johnny Mariethoz) + +From Caffe2: + +Copyright (c) 2016-present, Facebook Inc. All rights reserved. + +All contributions by Facebook: +Copyright (c) 2016 Facebook Inc. + +All contributions by Google: +Copyright (c) 2015 Google Inc. +All rights reserved. + +All contributions by Yangqing Jia: +Copyright (c) 2015 Yangqing Jia +All rights reserved. + +All contributions by Kakao Brain: +Copyright 2019-2020 Kakao Brain + +All contributions by Cruise LLC: +Copyright (c) 2022 Cruise LLC. +All rights reserved. + +All contributions from Caffe: +Copyright(c) 2013, 2014, 2015, the respective contributors +All rights reserved. + +All other contributions: +Copyright(c) 2015, 2016 the respective contributors +All rights reserved. + +Caffe2 uses a copyright model similar to Caffe: each contributor holds +copyright over their contributions to Caffe2. The project versioning records +all such contribution and copyright details. If a contributor wants to further +mark their specific copyright on a particular contribution, they should +indicate their copyright solely in the commit message of the change when it is +committed. + +All rights reserved. + +From PyTorch: + +Copyright (c) 2016- Facebook, Inc (Adam Paszke) +Copyright (c) 2014- Facebook, Inc (Soumith Chintala) +Copyright (c) 2011-2014 Idiap Research Institute (Ronan Collobert) +Copyright (c) 2012-2014 Deepmind Technologies (Koray Kavukcuoglu) +Copyright (c) 2011-2012 NEC Laboratories America (Koray Kavukcuoglu) +Copyright (c) 2011-2013 NYU (Clement Farabet) +Copyright (c) 2006-2010 NEC Laboratories America (Ronan Collobert, Leon Bottou, +Iain Melvin, Jason Weston) +Copyright (c) 2006 Idiap Research Institute (Samy Bengio) +Copyright (c) 2001-2004 Idiap Research Institute (Ronan Collobert, Samy Bengio, +Johnny Mariethoz) + +From Caffe2: + +Copyright (c) 2016-present, Facebook Inc. All rights reserved. + +All contributions by Facebook: +Copyright (c) 2016 Facebook Inc. + +All contributions by Google: +Copyright (c) 2015 Google Inc. +All rights reserved. + +All contributions by Yangqing Jia: +Copyright (c) 2015 Yangqing Jia +All rights reserved. + +All contributions by Kakao Brain: +Copyright 2019-2020 Kakao Brain + +All contributions by Cruise LLC: +Copyright (c) 2022 Cruise LLC. +All rights reserved. + +All contributions from Caffe: +Copyright(c) 2013, 2014, 2015, the respective contributors +All rights reserved. + +All other contributions: +Copyright(c) 2015, 2016 the respective contributors +All rights reserved. + +Caffe2 uses a copyright model similar to Caffe: each contributor holds +copyright over their contributions to Caffe2. The project versioning records +all such contribution and copyright details. If a contributor wants to further +mark their specific copyright on a particular contribution, they should +indicate their copyright solely in the commit message of the change when it is +committed. + +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright + notice, this list of conditions and the following disclaimer in the + documentation and/or other materials provided with the distribution. + +3. Neither the names of Facebook, Deepmind Technologies, NYU, NEC Laboratories +America + and IDIAP Research Institute nor the names of its contributors may be + used to endorse or promote products derived from this software without + specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE +ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE +LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF +SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS +INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN +CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) +ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE +POSSIBILITY OF SUCH DAMAGE.