mirror of https://github.com/mudler/LocalAI.git
1038 - Streamlit bot with LocalAI (#1072)
**Description** This PR fixes #1038 Added Streamlit example and also updated readme for examples. **[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: 1. Include descriptive PR titles with [<component-name>] prepended. 2. Build and test your changes before submitting a PR. 3. Sign your commits By following the community's contribution conventions upfront, the review process will be accelerated and your PR merged more quickly. -->
This commit is contained in:
Manohar Joshi
GitHub
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commit
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@ -159,14 +159,24 @@ Allows to run any LocalAI-compatible model as a backend on the servers of https:
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### Continue
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<img src="continue/img/screen.png" width="600" height="200" alt="Screenshot">
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_by [@gruberdev](https://github.com/gruberdev)_
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<img src="continue/img/screen.png" width="600" height="200" alt="Screenshot">
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Demonstrates how to integrate an open-source copilot alternative that enhances code analysis, completion, and improvements. This approach seamlessly integrates with any LocalAI model, offering a more user-friendly experience.
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[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/continue/)
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### Streamlit bot
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_by [@majoshi1](https://github.com/majoshi1)_
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A chat bot made using `Streamlit` & LocalAI.
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[Check it out here](https://github.com/go-skynet/LocalAI/tree/master/examples/streamlit-bot/)
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## Want to contribute?
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Create an issue, and put `Example: <description>` in the title! We will post your examples here.
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installer_files
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MIT License
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Copyright (c) 2023 Manohar Joshi
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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import streamlit as st
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import time
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import requests
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import json
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def ask(prompt):
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url = 'http://localhost:8080/v1/chat/completions'
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myobj = {
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"model": "ggml-gpt4all-j.bin",
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"messages": [{"role": "user", "content": prompt}],
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"temperature": 0.9
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}
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myheaders = { "Content-Type" : "application/json" }
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x = requests.post(url, json = myobj, headers=myheaders)
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print(x.text)
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json_data = json.loads(x.text)
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return json_data["choices"][0]["message"]["content"]
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def main():
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# Page setup
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st.set_page_config(page_title="Ask your LLM")
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st.header("Ask your Question 💬")
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# Initialize chat history
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if "messages" not in st.session_state:
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st.session_state.messages = []
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# Display chat messages from history on app rerun
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for message in st.session_state.messages:
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with st.chat_message(message["role"]):
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st.markdown(message["content"])
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# Scroll to bottom
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st.markdown(
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"""
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<script>
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var element = document.getElementById("end-of-chat");
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element.scrollIntoView({behavior: "smooth"});
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</script>
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""",
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unsafe_allow_html=True,
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)
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# React to user input
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if prompt := st.chat_input("What is up?"):
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# Display user message in chat message container
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st.chat_message("user").markdown(prompt)
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# Add user message to chat history
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st.session_state.messages.append({"role": "user", "content": prompt})
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print(f"User has asked the following question: {prompt}")
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# Process
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response = ""
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with st.spinner('Processing...'):
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response = ask(prompt)
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#response = f"Echo: {prompt}"
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# Display assistant response in chat message container
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with st.chat_message("assistant"):
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st.markdown(response)
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# Add assistant response to chat history
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st.session_state.messages.append({"role": "assistant", "content": response})
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if __name__ == "__main__":
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main()
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## Streamlit bot
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This is an example to deploy a Streamlit bot with LocalAI instead of OpenAI. Instructions are for Windows.
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```bash
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# Install & run Git Bash
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# Clone LocalAI
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git clone https://github.com/go-skynet/LocalAI.git
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cd LocalAI
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# (optional) Checkout a specific LocalAI tag
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# git checkout -b build <TAG>
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# Use a template from the examples
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cp -rf prompt-templates/ggml-gpt4all-j.tmpl models/
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# (optional) Edit the .env file to set things like context size and threads
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# vim .env
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# Download model
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curl --progress-bar -C - -O https://gpt4all.io/models/ggml-gpt4all-j.bin > models/ggml-gpt4all-j.bin
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# Install & Run Docker Desktop for Windows
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https://www.docker.com/products/docker-desktop/
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# start with docker-compose
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docker-compose up -d --pull always
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# or you can build the images with:
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# docker-compose up -d --build
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# Now API is accessible at localhost:8080
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curl http://localhost:8080/v1/models
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# {"object":"list","data":[{"id":"ggml-gpt4all-j","object":"model"}]}
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curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/json" -d '{
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"model": "ggml-gpt4all-j",
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"messages": [{"role": "user", "content": "How are you?"}],
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"temperature": 0.9
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}'
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# {"model":"ggml-gpt4all-j","choices":[{"message":{"role":"assistant","content":"I'm doing well, thanks. How about you?"}}]}
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cd examples/streamlit-bot
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install_requirements.bat
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# run the bot
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start_windows.bat
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# UI will be launched automatically (http://localhost:8501/) in browser.
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```
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@echo off
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cd /D "%~dp0"
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set PATH=%PATH%;%SystemRoot%\system32
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echo "%CD%"| findstr /C:" " >nul && echo This script relies on Miniconda which can not be silently installed under a path with spaces. && goto end
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@rem fix failed install when installing to a separate drive
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set TMP=%cd%\installer_files
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set TEMP=%cd%\installer_files
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@rem config
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set CONDA_ROOT_PREFIX=%cd%\installer_files\conda
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set INSTALL_ENV_DIR=%cd%\installer_files\env
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@rem environment isolation
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set PYTHONNOUSERSITE=1
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set PYTHONPATH=
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set PYTHONHOME=
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set "CUDA_PATH=%INSTALL_ENV_DIR%"
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set "CUDA_HOME=%CUDA_PATH%"
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@rem activate installer env
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call "%CONDA_ROOT_PREFIX%\condabin\conda.bat" activate "%INSTALL_ENV_DIR%" || ( echo. && echo Miniconda hook not found. && goto end )
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@rem enter commands
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cmd /k "%*"
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:end
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pause
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@echo off
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cd /D "%~dp0"
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set PATH=%PATH%;%SystemRoot%\system32
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echo "%CD%"| findstr /C:" " >nul && echo This script relies on Miniconda which can not be silently installed under a path with spaces. && goto end
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@rem Check for special characters in installation path
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set "SPCHARMESSAGE="WARNING: Special characters were detected in the installation path!" " This can cause the installation to fail!""
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echo "%CD%"| findstr /R /C:"[!#\$%&()\*+,;<=>?@\[\]\^`{|}~]" >nul && (
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call :PrintBigMessage %SPCHARMESSAGE%
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)
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set SPCHARMESSAGE=
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@rem fix failed install when installing to a separate drive
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set TMP=%cd%\installer_files
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set TEMP=%cd%\installer_files
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@rem config
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set INSTALL_DIR=%cd%\installer_files
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set CONDA_ROOT_PREFIX=%cd%\installer_files\conda
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set INSTALL_ENV_DIR=%cd%\installer_files\env
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set MINICONDA_DOWNLOAD_URL=https://repo.anaconda.com/miniconda/Miniconda3-py310_23.3.1-0-Windows-x86_64.exe
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set conda_exists=F
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@rem figure out whether git and conda needs to be installed
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call "%CONDA_ROOT_PREFIX%\_conda.exe" --version >nul 2>&1
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if "%ERRORLEVEL%" EQU "0" set conda_exists=T
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@rem (if necessary) install git and conda into a contained environment
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@rem download conda
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if "%conda_exists%" == "F" (
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echo Downloading Miniconda from %MINICONDA_DOWNLOAD_URL% to %INSTALL_DIR%\miniconda_installer.exe
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mkdir "%INSTALL_DIR%"
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call curl -Lk "%MINICONDA_DOWNLOAD_URL%" > "%INSTALL_DIR%\miniconda_installer.exe" || ( echo. && echo Miniconda failed to download. && goto end )
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echo Installing Miniconda to %CONDA_ROOT_PREFIX%
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start /wait "" "%INSTALL_DIR%\miniconda_installer.exe" /InstallationType=JustMe /NoShortcuts=1 /AddToPath=0 /RegisterPython=0 /NoRegistry=1 /S /D=%CONDA_ROOT_PREFIX%
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@rem test the conda binary
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echo Miniconda version:
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call "%CONDA_ROOT_PREFIX%\_conda.exe" --version || ( echo. && echo Miniconda not found. && goto end )
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)
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@rem create the installer env
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if not exist "%INSTALL_ENV_DIR%" (
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echo Packages to install: %PACKAGES_TO_INSTALL%
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call "%CONDA_ROOT_PREFIX%\_conda.exe" create --no-shortcuts -y -k --prefix "%INSTALL_ENV_DIR%" python=3.10 || ( echo. && echo Conda environment creation failed. && goto end )
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)
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@rem check if conda environment was actually created
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if not exist "%INSTALL_ENV_DIR%\python.exe" ( echo. && echo Conda environment is empty. && goto end )
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@rem environment isolation
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set PYTHONNOUSERSITE=1
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set PYTHONPATH=
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set PYTHONHOME=
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set "CUDA_PATH=%INSTALL_ENV_DIR%"
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set "CUDA_HOME=%CUDA_PATH%"
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@rem activate installer env
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call "%CONDA_ROOT_PREFIX%\condabin\conda.bat" activate "%INSTALL_ENV_DIR%" || ( echo. && echo Miniconda hook not found. && goto end )
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@rem setup installer env
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call pip install -r requirements.txt
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@rem below are functions for the script next line skips these during normal execution
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goto end
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:PrintBigMessage
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echo. && echo.
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echo *******************************************************************
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for %%M in (%*) do echo * %%~M
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echo *******************************************************************
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echo. && echo.
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exit /b
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:end
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pause
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streamlit==1.26.0
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requests
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@echo off
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cd /D "%~dp0"
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set PATH=%PATH%;%SystemRoot%\system32
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echo "%CD%"| findstr /C:" " >nul && echo This script relies on Miniconda which can not be silently installed under a path with spaces. && goto end
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@rem Check for special characters in installation path
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set "SPCHARMESSAGE="WARNING: Special characters were detected in the installation path!" " This can cause the installation to fail!""
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echo "%CD%"| findstr /R /C:"[!#\$%&()\*+,;<=>?@\[\]\^`{|}~]" >nul && (
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call :PrintBigMessage %SPCHARMESSAGE%
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)
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set SPCHARMESSAGE=
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@rem fix failed install when installing to a separate drive
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set TMP=%cd%\installer_files
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set TEMP=%cd%\installer_files
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@rem config
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set INSTALL_DIR=%cd%\installer_files
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set CONDA_ROOT_PREFIX=%cd%\installer_files\conda
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set INSTALL_ENV_DIR=%cd%\installer_files\env
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set MINICONDA_DOWNLOAD_URL=https://repo.anaconda.com/miniconda/Miniconda3-py310_23.3.1-0-Windows-x86_64.exe
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set conda_exists=F
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@rem figure out whether git and conda needs to be installed
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call "%CONDA_ROOT_PREFIX%\_conda.exe" --version >nul 2>&1
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if "%ERRORLEVEL%" EQU "0" set conda_exists=T
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@rem (if necessary) install git and conda into a contained environment
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@rem download conda
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if "%conda_exists%" == "F" (
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echo Downloading Miniconda from %MINICONDA_DOWNLOAD_URL% to %INSTALL_DIR%\miniconda_installer.exe
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mkdir "%INSTALL_DIR%"
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call curl -Lk "%MINICONDA_DOWNLOAD_URL%" > "%INSTALL_DIR%\miniconda_installer.exe" || ( echo. && echo Miniconda failed to download. && goto end )
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echo Installing Miniconda to %CONDA_ROOT_PREFIX%
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start /wait "" "%INSTALL_DIR%\miniconda_installer.exe" /InstallationType=JustMe /NoShortcuts=1 /AddToPath=0 /RegisterPython=0 /NoRegistry=1 /S /D=%CONDA_ROOT_PREFIX%
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@rem test the conda binary
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echo Miniconda version:
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call "%CONDA_ROOT_PREFIX%\_conda.exe" --version || ( echo. && echo Miniconda not found. && goto end )
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)
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@rem create the installer env
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if not exist "%INSTALL_ENV_DIR%" (
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echo Packages to install: %PACKAGES_TO_INSTALL%
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call "%CONDA_ROOT_PREFIX%\_conda.exe" create --no-shortcuts -y -k --prefix "%INSTALL_ENV_DIR%" python=3.10 || ( echo. && echo Conda environment creation failed. && goto end )
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)
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@rem check if conda environment was actually created
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if not exist "%INSTALL_ENV_DIR%\python.exe" ( echo. && echo Conda environment is empty. && goto end )
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@rem environment isolation
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set PYTHONNOUSERSITE=1
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set PYTHONPATH=
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set PYTHONHOME=
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set "CUDA_PATH=%INSTALL_ENV_DIR%"
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set "CUDA_HOME=%CUDA_PATH%"
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@rem activate installer env
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call "%CONDA_ROOT_PREFIX%\condabin\conda.bat" activate "%INSTALL_ENV_DIR%" || ( echo. && echo Miniconda hook not found. && goto end )
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@rem setup installer env
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streamlit run Main.py
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@rem below are functions for the script next line skips these during normal execution
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goto end
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:PrintBigMessage
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echo. && echo.
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echo *******************************************************************
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for %%M in (%*) do echo * %%~M
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echo *******************************************************************
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echo. && echo.
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exit /b
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:end
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pause
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