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feat(conda): conda environments (#1144)
* feat(autogptq): add a separate conda environment for autogptq (#1137) **Description** This PR related to #1117 **Notes for Reviewers** Here we lock down the version of the dependencies. Make sure it can be used all the time without failed if the version of dependencies were upgraded. I change the order of importing packages according to the pylint, and no change the logic of code. It should be ok. I will do more investigate on writing some test cases for every backend. I can run the service in my environment, but there is not exist a way to test it. So, I am not confident on it. Add a README.md in the `grpc` root. This is the common commands for creating `conda` environment. And it can be used to the reference file for creating extral gRPC backend document. Signed-off-by: GitHub <noreply@github.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * [Extra backend] Add seperate environment for ttsbark (#1141) **Description** This PR relates to #1117 **Notes for Reviewers** Same to the latest PR: * The code is also changed, but only the order of the import package parts. And some code comments are also added. * Add a configuration of the `conda` environment * Add a simple test case for testing if the service can be startup in current `conda` environment. It is succeed in VSCode, but the it is not out of box on terminal. So, it is hard to say the test case really useful. **[Signed commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)** - [x] Yes, I signed my commits. <!-- Thank you for contributing to LocalAI! Contributing Conventions ------------------------- The draft above helps to give a quick overview of your PR. Remember to remove this comment and to at least: 1. Include descriptive PR titles with [<component-name>] prepended. We use [conventional commits](https://www.conventionalcommits.org/en/v1.0.0/). 2. Build and test your changes before submitting a PR (`make build`). 3. Sign your commits 4. **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below). 5. **X/Twitter handle:** we announce bigger features on X/Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! By following the community's contribution conventions upfront, the review process will be accelerated and your PR merged more quickly. If no one reviews your PR within a few days, please @-mention @mudler. --> Signed-off-by: GitHub <noreply@github.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(conda): add make target and entrypoints for the dockerfile Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(conda): Add seperate conda env for diffusers (#1145) **Description** This PR relates to #1117 **Notes for Reviewers** * Add `conda` env `diffusers.yml` * Add Makefile to create it automatically * Add `run.sh` to support running as a extra backend * Also adding it to the main Dockerfile * Add make command in the root Makefile * Testing the server, it can start up under the env Signed-off-by: GitHub <noreply@github.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(conda):Add seperate env for vllm (#1148) **Description** This PR is related to #1117 **Notes for Reviewers** * The gRPC server can be started as normal * The test case can be triggered in VSCode * Same to other this kind of PRs, add `vllm.yml` Makefile and add `run.sh` to the main Dockerfile, and command to the main Makefile **[Signed commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)** - [x] Yes, I signed my commits. <!-- Thank you for contributing to LocalAI! Contributing Conventions ------------------------- The draft above helps to give a quick overview of your PR. Remember to remove this comment and to at least: 1. Include descriptive PR titles with [<component-name>] prepended. We use [conventional commits](https://www.conventionalcommits.org/en/v1.0.0/). 2. Build and test your changes before submitting a PR (`make build`). 3. Sign your commits 4. **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below). 5. **X/Twitter handle:** we announce bigger features on X/Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! By following the community's contribution conventions upfront, the review process will be accelerated and your PR merged more quickly. If no one reviews your PR within a few days, please @-mention @mudler. --> Signed-off-by: GitHub <noreply@github.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(conda):Add seperate env for huggingface (#1146) **Description** This PR is related to #1117 **Notes for Reviewers** * Add conda env `huggingface.yml` * Change the import order, and also remove the no-used packages * Add `run.sh` and `make command` to the main Dockerfile and Makefile * Add test cases for it. It can be triggered and succeed under VSCode Python extension but it is hang by using `python -m unites test_huggingface.py` in the terminal ``` Running tests (unittest): /workspaces/LocalAI/extra/grpc/huggingface Running tests: /workspaces/LocalAI/extra/grpc/huggingface/test_huggingface.py::TestBackendServicer::test_embedding /workspaces/LocalAI/extra/grpc/huggingface/test_huggingface.py::TestBackendServicer::test_load_model /workspaces/LocalAI/extra/grpc/huggingface/test_huggingface.py::TestBackendServicer::test_server_startup ./test_huggingface.py::TestBackendServicer::test_embedding Passed ./test_huggingface.py::TestBackendServicer::test_load_model Passed ./test_huggingface.py::TestBackendServicer::test_server_startup Passed Total number of tests expected to run: 3 Total number of tests run: 3 Total number of tests passed: 3 Total number of tests failed: 0 Total number of tests failed with errors: 0 Total number of tests skipped: 0 Finished running tests! ``` **[Signed commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)** - [x] Yes, I signed my commits. <!-- Thank you for contributing to LocalAI! Contributing Conventions ------------------------- The draft above helps to give a quick overview of your PR. Remember to remove this comment and to at least: 1. Include descriptive PR titles with [<component-name>] prepended. We use [conventional commits](https://www.conventionalcommits.org/en/v1.0.0/). 2. Build and test your changes before submitting a PR (`make build`). 3. Sign your commits 4. **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below). 5. **X/Twitter handle:** we announce bigger features on X/Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! By following the community's contribution conventions upfront, the review process will be accelerated and your PR merged more quickly. If no one reviews your PR within a few days, please @-mention @mudler. --> Signed-off-by: GitHub <noreply@github.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(conda): Add the seperate conda env for VALL-E X (#1147) **Description** This PR is related to #1117 **Notes for Reviewers** * The gRPC server cannot start up ``` (ttsvalle) @Aisuko ➜ /workspaces/LocalAI (feat/vall-e-x) $ /opt/conda/envs/ttsvalle/bin/python /workspaces/LocalAI/extra/grpc/vall-e-x/ttsvalle.py Traceback (most recent call last): File "/workspaces/LocalAI/extra/grpc/vall-e-x/ttsvalle.py", line 14, in <module> from utils.generation import SAMPLE_RATE, generate_audio, preload_models ModuleNotFoundError: No module named 'utils' ``` The installation steps follow https://github.com/Plachtaa/VALL-E-X#-installation below: * Under the `ttsvalle` conda env ``` git clone https://github.com/Plachtaa/VALL-E-X.git cd VALL-E-X pip install -r requirements.txt ``` **[Signed commits](../CONTRIBUTING.md#signing-off-on-commits-developer-certificate-of-origin)** - [x] Yes, I signed my commits. <!-- Thank you for contributing to LocalAI! Contributing Conventions ------------------------- The draft above helps to give a quick overview of your PR. Remember to remove this comment and to at least: 1. Include descriptive PR titles with [<component-name>] prepended. We use [conventional commits](https://www.conventionalcommits.org/en/v1.0.0/). 2. Build and test your changes before submitting a PR (`make build`). 3. Sign your commits 4. **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below). 5. **X/Twitter handle:** we announce bigger features on X/Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! By following the community's contribution conventions upfront, the review process will be accelerated and your PR merged more quickly. If no one reviews your PR within a few days, please @-mention @mudler. --> Signed-off-by: GitHub <noreply@github.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fix: set image type Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(conda):Add seperate conda env for exllama (#1149) Add seperate env for exllama Signed-off-by: Aisuko <urakiny@gmail.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Setup conda Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Set image_type arg Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * ci: prepare only conda env in tests Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Dockerfile: comment manual pip calls Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * conda: add conda to PATH Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fixes * add shebang * Fixups Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * file perms Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * debug * Install new conda in the worker * Disable GPU tests for now until the worker is back * Rename workflows * debug * Fixup conda install * fixup(wrapper): pass args Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: GitHub <noreply@github.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Signed-off-by: Aisuko <urakiny@gmail.com> Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com> Co-authored-by: Aisuko <urakiny@gmail.com>
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11
extra/grpc/diffusers/Makefile
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11
extra/grpc/diffusers/Makefile
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.PONY: diffusers
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diffusers:
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@echo "Creating virtual environment..."
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@conda env create --name diffusers --file diffusers.yml
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@echo "Virtual environment created."
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.PONY: run
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run:
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@echo "Running diffusers..."
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bash run.sh
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@echo "Diffusers run."
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5
extra/grpc/diffusers/README.md
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5
extra/grpc/diffusers/README.md
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# Creating a separate environment for the diffusers project
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```
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make diffusers
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```
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@ -1,27 +1,32 @@
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#!/usr/bin/env python3
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import grpc
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from concurrent import futures
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import time
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import backend_pb2
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import backend_pb2_grpc
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import argparse
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from collections import defaultdict
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from enum import Enum
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import signal
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import sys
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import time
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import os
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# import diffusers
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import torch
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from torch import autocast
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from diffusers import StableDiffusionXLPipeline, StableDiffusionDepth2ImgPipeline, DPMSolverMultistepScheduler, StableDiffusionPipeline, DiffusionPipeline, EulerAncestralDiscreteScheduler
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from diffusers.pipelines.stable_diffusion import safety_checker
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from compel import Compel
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from PIL import Image
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from io import BytesIO
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import torch
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import backend_pb2
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import backend_pb2_grpc
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import grpc
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from diffusers import StableDiffusionXLPipeline, StableDiffusionDepth2ImgPipeline, DPMSolverMultistepScheduler, StableDiffusionPipeline, DiffusionPipeline, EulerAncestralDiscreteScheduler
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from diffusers import StableDiffusionImg2ImgPipeline
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from diffusers.pipelines.stable_diffusion import safety_checker
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from compel import Compel
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from transformers import CLIPTextModel
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from enum import Enum
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from collections import defaultdict
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from safetensors.torch import load_file
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_ONE_DAY_IN_SECONDS = 60 * 60 * 24
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COMPEL=os.environ.get("COMPEL", "1") == "1"
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CLIPSKIP=os.environ.get("CLIPSKIP", "1") == "1"
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74
extra/grpc/diffusers/diffusers.yml
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extra/grpc/diffusers/diffusers.yml
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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==0.23.0
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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==0.21.4
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- filelock==3.12.4
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- fsspec==2023.9.2
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- grpcio==1.59.0
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- huggingface-hub==0.17.3
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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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- 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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- tokenizers==0.14.1
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- torch==2.1.0
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- tqdm==4.66.1
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- transformers==4.34.0
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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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prefix: /opt/conda/envs/diffusers
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14
extra/grpc/diffusers/run.sh
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14
extra/grpc/diffusers/run.sh
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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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export PATH=$PATH:/opt/conda/bin
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# Activate conda environment
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source activate diffusers
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# get the directory where the bash script is located
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DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
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python $DIR/backend_diffusers.py $@
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