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  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.
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  1. Install VSCode, latest version. Add all Microsoft Extensions.
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- 2. Install Python 3.10.11 and 3.12.1 - Pytorch will need 3.10.x or lower at time of this.
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- 3. Download and install NVIDIA CUDA version 12.3 for Windows 11.
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- 4. Use custom and uncheck NSIGHT Visual Studio Edition assuming you already have VSCode or VS22 locally installed.
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- 5. Test Geforce Experience. Use MS Authenticator to add NVidia for MFA.
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- 6. Update GeForce Game Ready Driver to current 12/12/2023 v 546.33
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  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.
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  1. Install VSCode, latest version. Add all Microsoft Extensions.
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+ 2. 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.
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+ 3. Keep installer for py3.10 around - easy way to reset is to uninstall and reinstall this to redo py envs.
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+ 4. Download and install NVIDIA CUDA version 12.3 for Windows 11.
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+ 5. Use custom and uncheck NSIGHT Visual Studio Edition assuming you already have VSCode or VS22 locally installed.
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+ 6. Test Geforce Experience. Use MS Authenticator to add NVidia for MFA.
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+ 7. Update GeForce Game Ready Driver to current 12/12/2023 v 546.33
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+ 8. Check your paths and make sure that python was installed as Administrator to keep all file perms clear.
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+ 9. Test Out running pip install with all GPU requirements.txt that you will use. Below is what my session looks like.
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+ 10. ```
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+
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+
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+
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+
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+ C:\Users\aaron>path
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+ 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
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+
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+ C:\Users\aaron>cd C:\Users\aaron\AppData\Local\Programs\Python\Python310\
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+
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+ C:\Users\aaron\AppData\Local\Programs\Python\Python310>dir
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+ Volume in drive C is Windows
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+ Volume Serial Number is 64F6-3D28
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+
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+ Directory of C:\Users\aaron\AppData\Local\Programs\Python\Python310
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+
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+ 01/02/2024 11:32 AM <DIR> .
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+ 01/02/2024 11:32 AM <DIR> ..
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+ 01/02/2024 11:32 AM <DIR> DLLs
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+ 01/02/2024 11:32 AM <DIR> Doc
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+ 01/02/2024 11:32 AM <DIR> include
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+ 01/02/2024 11:32 AM <DIR> Lib
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+ 01/02/2024 11:32 AM <DIR> libs
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+ 04/05/2023 12:47 AM 32,768 LICENSE.txt
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+ 04/05/2023 12:48 AM 1,306,983 NEWS.txt
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+ 04/05/2023 12:47 AM 103,192 python.exe
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+ 04/05/2023 12:47 AM 66,328 python3.dll
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+ 04/05/2023 12:47 AM 4,458,776 python310.dll
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+ 04/05/2023 12:47 AM 101,656 pythonw.exe
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+ 01/02/2024 11:32 AM <DIR> Scripts
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+ 01/02/2024 11:32 AM <DIR> tcl
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+ 01/02/2024 11:32 AM <DIR> Tools
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+ 04/05/2023 12:47 AM 98,224 vcruntime140.dll
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+ 04/05/2023 12:47 AM 37,256 vcruntime140_1.dll
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+ 8 File(s) 6,205,183 bytes
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+ 10 Dir(s) 31,767,810,048 bytes free
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+
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+ C:\Users\aaron\AppData\Local\Programs\Python\Python310>cd C:\Users\aaron\src\2024-01-02
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+
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+ C:\Users\aaron\src\2024-01-02>dir
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+ Volume in drive C is Windows
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+ Volume Serial Number is 64F6-3D28
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+
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+ Directory of C:\Users\aaron\src\2024-01-02
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+
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+ 01/02/2024 10:36 AM <DIR> .
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+ 01/02/2024 09:11 AM <DIR> ..
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+ 01/02/2024 10:25 AM 3,281,693,944 cuda_12.3.1_546.12_windows10.exe
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+ 01/02/2024 10:10 AM 3,281,693,944 cuda_12.3.1_546.12_windows11.exe
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+ 01/02/2024 10:32 AM 30,873,680 cuda_12.3.1_windows_network.exe
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+ 01/02/2024 10:36 AM 542,474,240 nsight_visual_studio_edition-windows-x86_64-2023.3.1.23311_33505173.msi
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+ 01/02/2024 09:42 AM 29,037,240 python-3.10.11-amd64.exe
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+ 01/02/2024 09:26 AM 26,589,696 python-3.12.1-amd64.exe
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+ 01/02/2024 09:16 AM <DIR> RTI
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+ 6 File(s) 7,192,362,744 bytes
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+ 3 Dir(s) 31,767,457,792 bytes free
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+
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+ C:\Users\aaron\src\2024-01-02>cd RTI
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+
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+ C:\Users\aaron\src\2024-01-02\RTI>dir
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+ Volume in drive C is Windows
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+ Volume Serial Number is 64F6-3D28
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+
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+ Directory of C:\Users\aaron\src\2024-01-02\RTI
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+
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+ 01/02/2024 09:16 AM <DIR> .
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+ 01/02/2024 10:36 AM <DIR> ..
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+ 01/02/2024 09:15 AM <DIR> .streamlit
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+ 01/02/2024 09:15 AM <DIR> .vscode
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+ 01/02/2024 09:16 AM 10,639 app.py
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+ 01/02/2024 09:16 AM 11,048 backup.app.py
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+ 01/02/2024 09:16 AM 253 README.md
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+ 01/02/2024 11:18 AM 341 requirements.txt
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+ 4 File(s) 22,281 bytes
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+ 4 Dir(s) 31,767,457,792 bytes free
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+
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+ C:\Users\aaron\src\2024-01-02\RTI>pip install -r requirements.txt
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+ ERROR: Invalid requirement: '//pip3 install torch torchvision torchaudio' (from line 14 of requirements.txt)
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+
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+ [notice] A new release of pip is available: 23.0.1 -> 23.3.2
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+ [notice] To update, run: python.exe -m pip install --upgrade pip
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+
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+ C:\Users\aaron\src\2024-01-02\RTI>notepad requirements.txt
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+
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+ C:\Users\aaron\src\2024-01-02\RTI>pip install -r requirements.txt
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+ Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/cu121
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+ Collecting diffusers==0.23.0
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+ Downloading diffusers-0.23.0-py3-none-any.whl (1.7 MB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.7/1.7 MB 13.3 MB/s eta 0:00:00
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+ Collecting transformers==4.34.1
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+ Downloading transformers-4.34.1-py3-none-any.whl (7.7 MB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 7.7/7.7 MB 71.0 MB/s eta 0:00:00
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+ Collecting gradio==4.1.2
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+ Downloading gradio-4.1.2-py3-none-any.whl (15.4 MB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 15.4/15.4 MB 81.8 MB/s eta 0:00:00
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+ Collecting torch==2.1.0
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+ Downloading https://download.pytorch.org/whl/cu121/torch-2.1.0%2Bcu121-cp310-cp310-win_amd64.whl (2473.9 MB)
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+ Collecting fastapi==0.104.0
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+ Downloading fastapi-0.104.0-py3-none-any.whl (92 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 92.9/92.9 kB 1.8 MB/s eta 0:00:00
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+ Collecting uvicorn==0.23.2
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+ Downloading uvicorn-0.23.2-py3-none-any.whl (59 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 59.5/59.5 kB 80.8 kB/s eta 0:00:00
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+ Collecting Pillow==10.1.0
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+ Downloading Pillow-10.1.0-cp310-cp310-win_amd64.whl (2.6 MB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.6/2.6 MB 3.0 MB/s eta 0:00:00
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+ Collecting accelerate==0.24.0
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+ Downloading accelerate-0.24.0-py3-none-any.whl (260 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 261.0/261.0 kB 229.4 kB/s eta 0:00:00
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+ Collecting compel==2.0.2
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+ Downloading compel-2.0.2-py3-none-any.whl (30 kB)
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+ Collecting controlnet-aux==0.0.7
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+ Downloading controlnet_aux-0.0.7.tar.gz (202 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 202.4/202.4 kB 84.3 kB/s eta 0:00:00
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+ Preparing metadata (setup.py) ... done
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+ Collecting peft==0.6.0
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+ Downloading peft-0.6.0-py3-none-any.whl (134 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 134.9/134.9 kB 106.4 kB/s eta 0:00:00
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+ Collecting xformers
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+ Downloading https://download.pytorch.org/whl/cu121/xformers-0.0.23.post1-cp310-cp310-win_amd64.whl (201.1 MB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 201.1/201.1 MB 5.2 MB/s eta 0:00:00
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+ Collecting safetensors>=0.3.1
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+ Downloading safetensors-0.4.1-cp310-none-win_amd64.whl (277 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 277.3/277.3 kB 416.6 kB/s eta 0:00:00
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+ Collecting huggingface-hub>=0.13.2
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+ Downloading huggingface_hub-0.20.1-py3-none-any.whl (330 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 330.1/330.1 kB 135.5 kB/s eta 0:00:00
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+ Collecting regex!=2019.12.17
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+ Downloading regex-2023.12.25-cp310-cp310-win_amd64.whl (269 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 269.5/269.5 kB 2.4 MB/s eta 0:00:00
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+ Collecting requests
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+ Using cached requests-2.31.0-py3-none-any.whl (62 kB)
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+ Collecting importlib-metadata
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+ Downloading importlib_metadata-7.0.1-py3-none-any.whl (23 kB)
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+ Collecting filelock
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+ Downloading filelock-3.13.1-py3-none-any.whl (11 kB)
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+ Collecting numpy
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+ Downloading numpy-1.26.2-cp310-cp310-win_amd64.whl (15.8 MB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 15.8/15.8 MB 7.0 MB/s eta 0:00:00
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+ Collecting pyyaml>=5.1
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+ Downloading PyYAML-6.0.1-cp310-cp310-win_amd64.whl (145 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 145.3/145.3 kB 105.5 kB/s eta 0:00:00
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+ Collecting packaging>=20.0
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+ Using cached packaging-23.2-py3-none-any.whl (53 kB)
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+ Collecting tokenizers<0.15,>=0.14
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+ Downloading tokenizers-0.14.1-cp310-none-win_amd64.whl (2.2 MB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.2/2.2 MB 3.3 MB/s eta 0:00:00
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+ Collecting tqdm>=4.27
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+ Downloading tqdm-4.66.1-py3-none-any.whl (78 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 78.3/78.3 kB 361.8 kB/s eta 0:00:00
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+ Collecting typing-extensions~=4.0
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+ Using cached typing_extensions-4.9.0-py3-none-any.whl (32 kB)
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+ Collecting jinja2<4.0
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+ Downloading https://download.pytorch.org/whl/Jinja2-3.1.2-py3-none-any.whl (133 kB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 133.1/133.1 kB 117.3 kB/s eta 0:00:00
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+ Collecting matplotlib~=3.0
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+ Downloading matplotlib-3.8.2-cp310-cp310-win_amd64.whl (7.6 MB)
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+ ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 7.6/7.6 MB 54.1 MB/s eta 0:00:00
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+ Collecting python-multipart
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+ Collecting importlib-resources<7.0,>=1.3
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+ Collecting ffmpy
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+ Downloading ffmpy-0.3.1.tar.gz (5.5 kB)
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+ Preparing metadata (setup.py) ... done
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+ Collecting markupsafe~=2.0
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+ Downloading https://download.pytorch.org/whl/MarkupSafe-2.1.3-cp310-cp310-win_amd64.whl (17 kB)
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+ Collecting httpx
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+ Collecting orjson~=3.0
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+ Collecting typer[all]<1.0,>=0.9
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+ Collecting gradio-client==0.7.0
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+ Downloading gradio_client-0.7.0-py3-none-any.whl (302 kB)
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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
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+ 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
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+ Running setup.py install for ffmpy ... done
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+
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+ ```