merge cog-trt-llm into this repo (#38)

* Initial commit

* add /usr/local/tensorrt/targets/x86_64-linux-gnu/lib/ to LD_LIBRARY_PATH to fix libnvinfer.so.9 import

* Add pget install to dockerfile

* successfully compiled gpt2 with cog predict -- hello world

* Add config and brain dump gpt2 readme

* model downloading and uploading, in progress

* everything works

* output a tar instead of tar.gz

* local smoke test

* Add .gitignore file and remove test cache files

* Add development notes and implementation details

* Add instructions for running a dev environment

* Refactor tarball creation in TRTLLMBuilder

* added huggingface authentication for gated models

* Add TensorRT-LLM submodule and update Dockerfile and config

* Add instructions for running a dev environment

* added hf-enable-hf-transfer

* added starcoder config, changed predict.py, added requirements for hf-transfer

* readme backticks

* added a run to predict.py; fixed model configs

* downloader no symlinks, check if model already on disk. fix borked

* Clean up README and update model configuration

* Remove TensorRT-LLM submodule

* Update Dockerfile dependencies and file paths

* merge downloader from main

* Add get_gpu_info function to utils.py

* Update predict.py with TRT-LLM backend and GPU info

* merge with main

* add async cog

* Remove unused imports from config_parser.py

* print filenames as they're added to engine.tar

* Fix Hugging Face token login issue

* log info that predict is logging into HF Hub

* update readme

* Add support for specifying weight format in downloader.py and predict.py and disable hf_hub progress bar

* ignore .tar

* add pget download method

* refactor config processing and add support for   yaml argument.

* bug fixes

* add ammo and drop dependencies

* don't read token from config

* 🐛 Fix huggingface login flow

* update for 080

* update examples

* move examples copy to the end of dockerfile

* add tensorrtllm_backend submodule

* update readme with local, no build instructions

* add new llama config examples

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Read TRTLLM_DIR from env with fallback

* fix dockerfile

* rm .cog

* fix instructions

* clarify

* add notes

* add notes

* fit out dir

* Update README.md

Co-authored-by: Nathan Raw <[email protected]>

* Update README.md

* Switch from fetched cog-trt-llm to subdirectory

* Move cog-trt-llm ignore to .dockerignore

---------

Co-authored-by: Joe Hoover <[email protected]>
Co-authored-by: joe <[email protected]>
Co-authored-by: Dhruv Singal <[email protected]>
Co-authored-by: technillogue <[email protected]>
Co-authored-by: sylvie <[email protected]>
Co-authored-by: Nathan Raw <[email protected]>
Co-authored-by: Hamel Husain <[email protected]>

.dockerignore

@@ -32,3 +32,6 @@ gpt2/*.ot
 **/*.html
 **/*.pdf
 **/docs
+
+# builder source-code
+cog-trt-llm/

cog-trt-llm/.dockerignore

@@ -0,0 +1,33 @@
+# The .dockerignore file excludes files from the container build process.
+#
+# https://docs.docker.com/engine/reference/builder/#dockerignore-file
+
+# Exclude Git files
+.git
+.github
+.gitignore
+
+# Exclude Python cache files
+__pycache__
+.mypy_cache
+.pytest_cache
+.ruff_cache
+
+# Exclude Python virtual environment
+/venv
+
+# Exclude TRT-LLM Examples
+# TensorRT-LLM/examples
+models/
+tests/
+*.bin
+*.safetensors
+*.ot
+*.h5
+*.msgpack
+*.onnx
+**/gpt2/
+**/onnx/
+**/engine_outputs/
+*.tar
+**/*engine*/

cog-trt-llm/.gitignore

@@ -0,0 +1,8 @@
+*.bin
+*.safetensors
+*.cog
+*.hypothesis
+*.pytest_cache
+__pycache__/
+*.pyc
+models/*

cog-trt-llm/.gitmodules

@@ -0,0 +1,3 @@
+[submodule "tensorrtllm_backend"]
+	path = tensorrtllm_backend
+	url = https://github.com/triton-inference-server/tensorrtllm_backend.git

cog-trt-llm/Dockerfile

@@ -0,0 +1,64 @@
+#syntax=docker/dockerfile:1.4
+FROM triton_trt_llm as deps
+# Set environment variables
+ENV DEBIAN_FRONTEND=noninteractive
+ENV PYTHONUNBUFFERED=1
+ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/lib/x86_64-linux-gnu:/usr/local/nvidia/lib64:/usr/local/nvidia/bin:/usr/local/tensorrt/targets/x86_64-linux-gnu/lib/
+ENV NVIDIA_DRIVER_CAPABILITIES=all
+ENV PATH="/usr/bin:$PATH"
+
+# # Install necessary packages
+# RUN --mount=type=cache,target=/var/cache/apt set -eux; \
+#     apt-get update -qq; \
+#     apt-get install -qqy --no-install-recommends curl make build-essential libssl-dev zlib1g-dev \
+#     libbz2-dev libreadline-dev libsqlite3-dev wget llvm libncurses5-dev libncursesw5-dev \
+#     xz-utils tk-dev libffi-dev liblzma-dev git ca-certificates; \
+#     rm -rf /var/lib/apt/lists/*
+
+# Install Tini
+RUN TINI_VERSION=v0.19.0; \
+    TINI_ARCH="$(dpkg --print-architecture)"; \
+    curl -sSL -o /sbin/tini "https://github.com/krallin/tini/releases/download/${TINI_VERSION}/tini-${TINI_ARCH}"; \
+    chmod +x /sbin/tini
+
+# # Copy and install the Python wheel
+# COPY .cog/tmp/build1194876799/cog-0.0.1.dev-py3-none-any.whl /tmp/cog-0.0.1.dev-py3-none-any.whl
+# RUN pip install /tmp/cog-0.0.1.dev-py3-none-any.whl
+
+
+# pip install requirements
+RUN apt install python3.10-venv -y
+COPY requirements.txt /tmp/requirements.txt
+RUN pip install -r /tmp/requirements.txt cog==0.10.0a5
+
+RUN curl -o /usr/local/bin/pget -L "https://github.com/replicate/pget/releases/download/v0.5.6/pget_linux_x86_64" && chmod +x /usr/local/bin/pget
+
+# Set the working directory
+WORKDIR /src
+# this directory is needed for the build
+RUN mkdir -p .cog/ 
+
+# Expose the necessary port
+EXPOSE 5000
+
+# Set the environment variables for TRT-LLM
+# ENV CCACHE_DIR=/src/TensorRT-LLM/cpp/.ccache
+# ENV CCACHE_BASEDIR=/src/TensorRT-LLM
+
+RUN pip install https://r2.drysys.workers.dev/tmp/cog-0.10.0a4.dev74+g8bbe583.d20240209-py3-none-any.whl
+RUN pip install ammo
+
+
+# Define entrypoint and command
+ENTRYPOINT ["/sbin/tini", "--"]
+CMD ["python", "-m", "cog.server.http"]
+
+COPY tensorrtllm_backend /src/tensorrtllm_backend
+RUN pip install --no-cache-dir --extra-index-url https://pypi.nvidia.com nvidia-ammo~=0.7.0
+RUN pip install --no-cache-dir cython
+RUN cd /src/tensorrtllm_backend/tensorrt_llm/examples/quantization/ && pip install -r requirements.txt
+COPY *.py *.yaml /src/
+RUN ln -sf $(which echo) $(which pip)
+
+# Copy the examples
+COPY examples /src/examples

cog-trt-llm/LICENSE

@@ -0,0 +1,201 @@
+                                 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.