mirror of
https://github.com/mudler/LocalAI.git
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feat: migrate python backends from conda to uv (#2215)
* feat: migrate diffusers backend from conda to uv - replace conda with UV for diffusers install (prototype for all extras backends) - add ability to build docker with one/some/all extras backends instead of all or nothing Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate autogtpq bark coqui from conda to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: convert exllama over to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate exllama2 to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate mamba to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate parler to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate petals to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: fix tests Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate rerankers to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate sentencetransformers to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: install uv for tests-linux Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: make sure file exists before installing on intel images Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate transformers backend to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate transformers-musicgen to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate vall-e-x to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate vllm to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: add uv install to the rest of test-extra.yml Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: adjust file perms on all install/run/test scripts Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: add missing acclerate dependencies Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: add some more missing dependencies to python backends Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: parler tests venv py dir fix Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: correct filename for transformers-musicgen tests Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: adjust the pwd for valle tests Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: cleanup and optimization work for uv migration Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: add setuptools to requirements-install for mamba Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: more size optimization work Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: make installs and tests more consistent, cleanup some deps Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: cleanup Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: mamba backend is cublas only Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: uncomment lines in makefile Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> --------- Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
This commit is contained in:
parent
e6768097f4
commit
28a421cb1d
101 changed files with 988 additions and 740 deletions
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@ -13,8 +13,7 @@ endif
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.PHONY: diffusers
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diffusers: protogen
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@echo "Installing $(CONDA_ENV_PATH)..."
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bash install.sh $(CONDA_ENV_PATH)
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bash install.sh
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.PHONY: run
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run: protogen
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@ -33,4 +32,8 @@ protogen-clean:
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$(RM) backend_pb2_grpc.py backend_pb2.py
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backend_pb2_grpc.py backend_pb2.py:
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python3 -m grpc_tools.protoc -I../.. --python_out=. --grpc_python_out=. backend.proto
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python3 -m grpc_tools.protoc -I../.. --python_out=. --grpc_python_out=. backend.proto
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.PHONY: clean
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clean: protogen-clean
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rm -rf venv
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@ -1,65 +0,0 @@
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name: diffusers
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channels:
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- defaults
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dependencies:
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- _libgcc_mutex=0.1=main
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- _openmp_mutex=5.1=1_gnu
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- bzip2=1.0.8=h7b6447c_0
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- ca-certificates=2023.08.22=h06a4308_0
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- ld_impl_linux-64=2.38=h1181459_1
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- libffi=3.4.4=h6a678d5_0
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- libgcc-ng=11.2.0=h1234567_1
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- libgomp=11.2.0=h1234567_1
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- libstdcxx-ng=11.2.0=h1234567_1
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- libuuid=1.41.5=h5eee18b_0
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- ncurses=6.4=h6a678d5_0
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- openssl=3.0.11=h7f8727e_2
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- pip=23.2.1=py311h06a4308_0
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- python=3.11.5=h955ad1f_0
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- readline=8.2=h5eee18b_0
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- setuptools=68.0.0=py311h06a4308_0
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- sqlite=3.41.2=h5eee18b_0
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- tk=8.6.12=h1ccaba5_0
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- tzdata=2023c=h04d1e81_0
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- wheel=0.41.2=py311h06a4308_0
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- xz=5.4.2=h5eee18b_0
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- zlib=1.2.13=h5eee18b_0
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- pip:
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- --pre
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- --extra-index-url https://download.pytorch.org/whl/nightly/
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- accelerate>=0.11.0
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- certifi==2023.7.22
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- charset-normalizer==3.3.0
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- compel==2.0.2
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- diffusers==0.24.0
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- filelock==3.12.4
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- fsspec==2023.9.2
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- grpcio==1.63.0
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- huggingface-hub>=0.19.4
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- idna==3.4
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- importlib-metadata==6.8.0
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- jinja2==3.1.2
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- markupsafe==2.1.3
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- mpmath==1.3.0
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- networkx==3.1
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- numpy==1.26.0
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- omegaconf
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- packaging==23.2
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- pillow==10.0.1
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- protobuf==4.24.4
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- psutil==5.9.5
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- pyparsing==3.1.1
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- pyyaml==6.0.1
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- regex==2023.10.3
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- requests==2.31.0
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- safetensors==0.4.0
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- sympy==1.12
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- tqdm==4.66.1
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- transformers>=4.25.1
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- triton==2.1.0
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- typing-extensions==4.8.0
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- urllib3==2.0.6
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- zipp==3.17.0
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- torch
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- opencv-python
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prefix: /opt/conda/envs/diffusers
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@ -1,75 +0,0 @@
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name: diffusers
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channels:
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- defaults
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dependencies:
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- _libgcc_mutex=0.1=main
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- _openmp_mutex=5.1=1_gnu
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- bzip2=1.0.8=h7b6447c_0
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- ca-certificates=2023.08.22=h06a4308_0
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- ld_impl_linux-64=2.38=h1181459_1
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- libffi=3.4.4=h6a678d5_0
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- libgcc-ng=11.2.0=h1234567_1
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- libgomp=11.2.0=h1234567_1
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- libstdcxx-ng=11.2.0=h1234567_1
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- libuuid=1.41.5=h5eee18b_0
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- ncurses=6.4=h6a678d5_0
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- openssl=3.0.11=h7f8727e_2
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- pip=23.2.1=py311h06a4308_0
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- python=3.11.5=h955ad1f_0
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- readline=8.2=h5eee18b_0
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- setuptools=68.0.0=py311h06a4308_0
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- sqlite=3.41.2=h5eee18b_0
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- tk=8.6.12=h1ccaba5_0
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- tzdata=2023c=h04d1e81_0
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- wheel=0.41.2=py311h06a4308_0
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- xz=5.4.2=h5eee18b_0
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- zlib=1.2.13=h5eee18b_0
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- pip:
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- accelerate>=0.11.0
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- certifi==2023.7.22
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- charset-normalizer==3.3.0
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- compel==2.0.2
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- diffusers==0.24.0
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- filelock==3.12.4
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- fsspec==2023.9.2
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- grpcio==1.63.0
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- huggingface-hub>=0.19.4
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- idna==3.4
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- importlib-metadata==6.8.0
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- jinja2==3.1.2
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- markupsafe==2.1.3
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- mpmath==1.3.0
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- networkx==3.1
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- numpy==1.26.0
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- nvidia-cublas-cu12==12.1.3.1
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- nvidia-cuda-cupti-cu12==12.1.105
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- nvidia-cuda-nvrtc-cu12==12.1.105
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- nvidia-cuda-runtime-cu12==12.1.105
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- nvidia-cudnn-cu12==8.9.2.26
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- nvidia-cufft-cu12==11.0.2.54
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- nvidia-curand-cu12==10.3.2.106
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- nvidia-cusolver-cu12==11.4.5.107
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- nvidia-cusparse-cu12==12.1.0.106
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- nvidia-nccl-cu12==2.18.1
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- nvidia-nvjitlink-cu12==12.2.140
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- nvidia-nvtx-cu12==12.1.105
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- omegaconf
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- packaging==23.2
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- pillow==10.0.1
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- protobuf==4.24.4
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- psutil==5.9.5
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- pyparsing==3.1.1
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- pyyaml==6.0.1
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- regex==2023.10.3
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- requests==2.31.0
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- safetensors==0.4.0
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- sympy==1.12
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- torch==2.1.0
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- tqdm==4.66.1
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- transformers>=4.25.1
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- triton==2.1.0
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- typing-extensions==4.8.0
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- urllib3==2.0.6
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- zipp==3.17.0
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- opencv-python
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prefix: /opt/conda/envs/diffusers
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@ -1,50 +1,34 @@
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#!/bin/bash
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set -ex
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SKIP_CONDA=${SKIP_CONDA:-0}
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BUILD_ISOLATION_FLAG=""
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# Check if environment exist
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conda_env_exists(){
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! conda list --name "${@}" >/dev/null 2>/dev/null
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}
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MY_DIR="$(dirname -- "${BASH_SOURCE[0]}")"
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if [ $SKIP_CONDA -eq 1 ]; then
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echo "Skipping conda environment installation"
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else
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export PATH=$PATH:/opt/conda/bin
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if conda_env_exists "diffusers" ; then
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echo "Creating virtual environment..."
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conda env create --name diffusers --file $1
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echo "Virtual environment created."
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else
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echo "Virtual environment already exists."
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fi
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uv venv ${MY_DIR}/venv
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source ${MY_DIR}/venv/bin/activate
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if [ -f "requirements-install.txt" ]; then
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# If we have a requirements-install.txt, it means that a package does not properly declare it's build time
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# dependencies per PEP-517, so we have to set up the proper build environment ourselves, and then install
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# the package without build isolation
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BUILD_ISOLATION_FLAG="--no-build-isolation"
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uv pip install --requirement ${MY_DIR}/requirements-install.txt
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fi
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uv pip install ${BUILD_ISOLATION_FLAG} --requirement ${MY_DIR}/requirements.txt
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if [ -f "requirements-${BUILD_TYPE}.txt" ]; then
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uv pip install ${BUILD_ISOLATION_FLAG} --requirement ${MY_DIR}/requirements-${BUILD_TYPE}.txt
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fi
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if [ -d "/opt/intel" ]; then
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# Intel GPU: If the directory exists, we assume we are using the Intel image
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# https://github.com/intel/intel-extension-for-pytorch/issues/538
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pip install torch==2.1.0a0 \
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torchvision==0.16.0a0 \
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torchaudio==2.1.0a0 \
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intel-extension-for-pytorch==2.1.10+xpu \
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--extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/
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pip install google-api-python-client \
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grpcio==1.63.0 \
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grpcio-tools==1.63.0 \
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diffusers==0.24.0 \
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transformers>=4.25.1 \
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accelerate \
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compel==2.0.2 \
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Pillow
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if [ -f "requirements-intel.txt" ]; then
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uv pip install ${BUILD_ISOLATION_FLAG} --index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/ --requirement ${MY_DIR}/requirements-intel.txt
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fi
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fi
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if [ "$PIP_CACHE_PURGE" = true ] ; then
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if [ $SKIP_CONDA -ne 1 ]; then
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# Activate conda environment
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source activate diffusers
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fi
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pip cache purge
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fi
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3
backend/python/diffusers/requirements-intel.txt
Normal file
3
backend/python/diffusers/requirements-intel.txt
Normal file
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@ -0,0 +1,3 @@
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intel-extension-for-pytorch
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torchaudio
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torchvision
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10
backend/python/diffusers/requirements.txt
Normal file
10
backend/python/diffusers/requirements.txt
Normal file
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@ -0,0 +1,10 @@
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accelerate
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compel
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diffusers
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grpcio==1.63.0
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opencv-python
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pillow
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protobuf
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torch
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transformers
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certifi
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@ -1,19 +1,10 @@
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#!/bin/bash
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##
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## A bash script wrapper that runs the diffusers server with conda
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## A bash script wrapper that runs the GRPC backend
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if [ -d "/opt/intel" ]; then
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# Assumes we are using the Intel oneAPI container image
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# https://github.com/intel/intel-extension-for-pytorch/issues/538
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export XPU=1
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else
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export PATH=$PATH:/opt/conda/bin
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# Activate conda environment
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source activate diffusers
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fi
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MY_DIR="$(dirname -- "${BASH_SOURCE[0]}")"
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# get the directory where the bash script is located
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DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
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source $MY_DIR/venv/bin/activate
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python $DIR/backend_diffusers.py $@
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python $MY_DIR/backend_diffusers.py $@
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20
backend/python/diffusers/test.sh
Normal file → Executable file
20
backend/python/diffusers/test.sh
Normal file → Executable file
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@ -1,14 +1,16 @@
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#!/bin/bash
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##
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## A bash script wrapper that runs the diffusers server with conda
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## A bash script wrapper that runs python unittests
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export PATH=$PATH:/opt/conda/bin
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MY_DIR="$(dirname -- "${BASH_SOURCE[0]}")"
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# Activate conda environment
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source activate diffusers
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source $MY_DIR/venv/bin/activate
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# get the directory where the bash script is located
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DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
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python -m unittest $DIR/test.py
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if [ -f "${MY_DIR}/test.py" ]; then
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pushd ${MY_DIR}
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python -m unittest test.py
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popd
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else
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echo "ERROR: No tests defined for backend!"
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exit 1
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fi
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