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title: README
emoji: 🐨
colorFrom: blue
colorTo: indigo
sdk: static
pinned: false
This demonstration classroom shows installation and compute based AI model development using torch with Hardware compatibility with Windows 11 platform running with NVIDIA RTX 3070.
- Install VSCode, latest version. Add all Microsoft Extensions.
- Install Python 3.10.11 and 3.12.1 - Pytorch will need 3.10.x or lower at time of this. Important to launch installer and run as Administrator.
- Keep installer for py3.10 around - easy way to reset is to uninstall and reinstall this to redo py envs.
- Download and install NVIDIA CUDA version 12.3 for Windows 11.
- Use custom and uncheck NSIGHT Visual Studio Edition assuming you already have VSCode or VS22 locally installed.
- Test Geforce Experience. Use MS Authenticator to add NVidia for MFA.
- Update GeForce Game Ready Driver to current 12/12/2023 v 546.33
- Check your paths and make sure that python was installed as Administrator to keep all file perms clear.
- Test Out running pip install with all GPU requirements.txt that you will use. Below is what my session looks like.
clean pip install of requirements.txt:
C:\Users\aaron\src\2024-01-02\RTI>type requirements.txt
diffusers==0.23.0
transformers==4.34.1
gradio==4.1.2
--extra-index-url https://download.pytorch.org/whl/cu121
torch==2.1.0
fastapi==0.104.0
uvicorn==0.23.2
Pillow==10.1.0
accelerate==0.24.0
compel==2.0.2
controlnet-aux==0.0.7
peft==0.6.0
xformers
C:\Users\aaron>path
PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.3\bin;C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.3\libnvvp;C:\windows\system32;C:\windows;C:\windows\System32\Wbem;C:\windows\System32\WindowsPowerShell\v1.0\;C:\windows\System32\OpenSSH\;C:\Program Files (x86)\NVIDIA Corporation\PhysX\Common;C:\Program Files\NVIDIA Corporation\NVIDIA NvDLISR;C:\WINDOWS\system32;C:\WINDOWS;C:\WINDOWS\System32\Wbem;C:\WINDOWS\System32\WindowsPowerShell\v1.0\;C:\WINDOWS\System32\OpenSSH\;C:\Program Files\Microsoft VS Code\bin;C:\Program Files\dotnet\;%NVM_HOME%;%NVM_SYMLINK%;C:\Program Files\nodejs\;C:\ProgramData\chocolatey\bin;C:\Program Files\NVIDIA Corporation\Nsight Compute 2023.3.1\;C:\Users\aaron\AppData\Local\Programs\Python\Python310\Scripts\;C:\Users\aaron\AppData\Local\Programs\Python\Python310\;C:\Users\aaron\AppData\Local\Microsoft\WindowsApps;C:\Users\aaron\.dotnet\tools;C:\Users\aaron\AppData\Roaming\nvm;C:\Program Files\nodejs;C:\Users\aaron\AppData\Roaming\npm
C:\Users\aaron>cd C:\Users\aaron\AppData\Local\Programs\Python\Python310\
C:\Users\aaron\AppData\Local\Programs\Python\Python310>dir
Volume in drive C is Windows
Volume Serial Number is 64F6-3D28
Directory of C:\Users\aaron\AppData\Local\Programs\Python\Python310
01/02/2024 11:32 AM <DIR> .
01/02/2024 11:32 AM <DIR> ..
01/02/2024 11:32 AM <DIR> DLLs
01/02/2024 11:32 AM <DIR> Doc
01/02/2024 11:32 AM <DIR> include
01/02/2024 11:32 AM <DIR> Lib
01/02/2024 11:32 AM <DIR> libs
04/05/2023 12:47 AM 32,768 LICENSE.txt
04/05/2023 12:48 AM 1,306,983 NEWS.txt
04/05/2023 12:47 AM 103,192 python.exe
04/05/2023 12:47 AM 66,328 python3.dll
04/05/2023 12:47 AM 4,458,776 python310.dll
04/05/2023 12:47 AM 101,656 pythonw.exe
01/02/2024 11:32 AM <DIR> Scripts
01/02/2024 11:32 AM <DIR> tcl
01/02/2024 11:32 AM <DIR> Tools
04/05/2023 12:47 AM 98,224 vcruntime140.dll
04/05/2023 12:47 AM 37,256 vcruntime140_1.dll
8 File(s) 6,205,183 bytes
10 Dir(s) 31,767,810,048 bytes free
C:\Users\aaron\AppData\Local\Programs\Python\Python310>cd C:\Users\aaron\src\2024-01-02
C:\Users\aaron\src\2024-01-02>dir
Volume in drive C is Windows
Volume Serial Number is 64F6-3D28
Directory of C:\Users\aaron\src\2024-01-02
01/02/2024 10:36 AM <DIR> .
01/02/2024 09:11 AM <DIR> ..
01/02/2024 10:25 AM 3,281,693,944 cuda_12.3.1_546.12_windows10.exe
01/02/2024 10:10 AM 3,281,693,944 cuda_12.3.1_546.12_windows11.exe
01/02/2024 10:32 AM 30,873,680 cuda_12.3.1_windows_network.exe
01/02/2024 10:36 AM 542,474,240 nsight_visual_studio_edition-windows-x86_64-2023.3.1.23311_33505173.msi
01/02/2024 09:42 AM 29,037,240 python-3.10.11-amd64.exe
01/02/2024 09:26 AM 26,589,696 python-3.12.1-amd64.exe
01/02/2024 09:16 AM <DIR> RTI
6 File(s) 7,192,362,744 bytes
3 Dir(s) 31,767,457,792 bytes free
C:\Users\aaron\src\2024-01-02>cd RTI
C:\Users\aaron\src\2024-01-02\RTI>dir
Volume in drive C is Windows
Volume Serial Number is 64F6-3D28
Directory of C:\Users\aaron\src\2024-01-02\RTI
01/02/2024 09:16 AM <DIR> .
01/02/2024 10:36 AM <DIR> ..
01/02/2024 09:15 AM <DIR> .streamlit
01/02/2024 09:15 AM <DIR> .vscode
01/02/2024 09:16 AM 10,639 app.py
01/02/2024 09:16 AM 11,048 backup.app.py
01/02/2024 09:16 AM 253 README.md
01/02/2024 11:18 AM 341 requirements.txt
4 File(s) 22,281 bytes
4 Dir(s) 31,767,457,792 bytes free
C:\Users\aaron\src\2024-01-02\RTI>pip install -r requirements.txt
ERROR: Invalid requirement: '//pip3 install torch torchvision torchaudio' (from line 14 of requirements.txt)
[notice] A new release of pip is available: 23.0.1 -> 23.3.2
[notice] To update, run: python.exe -m pip install --upgrade pip
C:\Users\aaron\src\2024-01-02\RTI>notepad requirements.txt
C:\Users\aaron\src\2024-01-02\RTI>pip install -r requirements.txt
Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/cu121
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Installing collected packages: pytz, pydub, mpmath, ffmpy, zipp, websockets, urllib3, tzdata, typing-extensions, toolz, tomlkit, sympy, sniffio, six, shellingham, semantic-version, safetensors, rpds-py, regex, pyyaml, python-multipart, pyparsing, pygments, psutil, Pillow, packaging, orjson, numpy, networkx, mdurl, markupsafe, lazy_loader, kiwisolver, importlib-resources, idna, h11, fsspec, fonttools, filelock, exceptiongroup, einops, cycler, colorama, charset-normalizer, certifi, attrs, annotated-types, aiofiles, tqdm, tifffile, scipy, requests, referencing, python-dateutil, pydantic-core, opencv-python, markdown-it-py, jinja2, importlib-metadata, imageio, httpcore, contourpy, click, anyio, uvicorn, typer, torch, starlette, scikit-image, rich, pydantic, pandas, matplotlib, jsonschema-specifications, huggingface-hub, httpx, xformers, torchvision, tokenizers, jsonschema, gradio-client, fastapi, diffusers, accelerate, transformers, timm, altair, peft, gradio, controlnet-aux, compel
DEPRECATION: ffmpy is being installed using the legacy 'setup.py install' method, because it does not have a 'pyproject.toml' and the 'wheel' package is not installed. pip 23.1 will enforce this behaviour change. A possible replacement is to enable the '--use-pep517' option. Discussion can be found at https://github.com/pypa/pip/issues/8559
Running setup.py install for ffmpy ... done
DEPRECATION: controlnet-aux is being installed using the legacy 'setup.py install' method, because it does not have a 'pyproject.toml' and the 'wheel' package is not installed. pip 23.1 will enforce this behaviour change. A possible replacement is to enable the '--use-pep517' option. Discussion can be found at https://github.com/pypa/pip/issues/8559
Running setup.py install for controlnet-aux ... done
Successfully installed Pillow-10.1.0 accelerate-0.24.0 aiofiles-23.2.1 altair-5.2.0 annotated-types-0.6.0 anyio-3.7.1 attrs-23.2.0 certifi-2023.11.17 charset-normalizer-3.3.2 click-8.1.7 colorama-0.4.6 compel-2.0.2 contourpy-1.2.0 controlnet-aux-0.0.7 cycler-0.12.1 diffusers-0.23.0 einops-0.7.0 exceptiongroup-1.2.0 fastapi-0.104.0 ffmpy-0.3.1 filelock-3.13.1 fonttools-4.47.0 fsspec-2023.12.2 gradio-4.1.2 gradio-client-0.7.0 h11-0.14.0 httpcore-1.0.2 httpx-0.26.0 huggingface-hub-0.17.3 idna-3.6 imageio-2.33.1 importlib-metadata-7.0.1 importlib-resources-6.1.1 jinja2-3.1.2 jsonschema-4.20.0 jsonschema-specifications-2023.12.1 kiwisolver-1.4.5 lazy_loader-0.3 markdown-it-py-3.0.0 markupsafe-2.1.3 matplotlib-3.8.2 mdurl-0.1.2 mpmath-1.3.0 networkx-3.2.1 numpy-1.26.2 opencv-python-4.9.0.80 orjson-3.9.10 packaging-23.2 pandas-2.1.4 peft-0.6.0 psutil-5.9.7 pydantic-2.5.3 pydantic-core-2.14.6 pydub-0.25.1 pygments-2.17.2 pyparsing-3.1.1 python-dateutil-2.8.2 python-multipart-0.0.6 pytz-2023.3.post1 pyyaml-6.0.1 referencing-0.32.0 regex-2023.12.25 requests-2.31.0 rich-13.7.0 rpds-py-0.16.2 safetensors-0.4.1 scikit-image-0.22.0 scipy-1.11.4 semantic-version-2.10.0 shellingham-1.5.4 six-1.16.0 sniffio-1.3.0 starlette-0.27.0 sympy-1.12 tifffile-2023.12.9 timm-0.9.12 tokenizers-0.14.1 tomlkit-0.12.0 toolz-0.12.0 torch-2.1.0+cu121 torchvision-0.16.0+cu121 tqdm-4.66.1 transformers-4.34.1 typer-0.9.0 typing-extensions-4.9.0 tzdata-2023.4 urllib3-2.1.0 uvicorn-0.23.2 websockets-11.0.3 xformers-0.0.22.post7 zipp-3.17.0
[notice] A new release of pip is available: 23.0.1 -> 23.3.2
[notice] To update, run: python.exe -m pip install --upgrade pip
C:\Users\aaron\src\2024-01-02\RTI>