Example code on how to upload and search a Qdrant Vector Database
If you find this code useful, consider checking out my main Ai Assistant project: https://github.com/libraryofcelsus/Aetherius_AI_Assistant
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In-Depth Code Tutorials in a documentation format available at: https://www.libraryofcelsus.com/research/public/code-tutorials/
- If using Qdrant Cloud copy their Api key and Url to the corresponding .txt files.
Qdrant Cloud Link: https://qdrant.to/cloud
To use a local Qdrant server, first install Docker: https://www.docker.com/, then see: https://github.com/qdrant/qdrant/blob/master/QUICK_START.md
Once the local Qdrant server is running, it should be auto detected by the script. - Install Git
- Install Python 3.10.6, Make sure you add it to PATH
- Open Git Bash Program
- Run git clone: git clone https://github.com/libraryofcelsus/Basic-Qdrant-Upload-and-Search-Example
- Open the Command Line as admin and navigate to the project install folder with cd
- Create a virtual environment: python -m venv venv
- Activate the virtual enviornment with: .\venv\Scripts\activate
- Install the requirements with pip install -r requirements.txt
- Edit and set your username and chatbot name in the .txt files
- Edit and set your main prompt and greeting in the .txt files
- For Oobabooga: Install the Oobabooga Web-Ui. This can be done with a one-click installer found on their Github page: https://github.com/oobabooga/text-generation-webui. Then launch the Web-Ui and navigate to the sessions tab, click both Api boxes and then click apply and restart. Now navigate to the models tab and enter: "TheBloke/Llama-2-7b-Chat-GPTQ" or "TheBloke/Llama-2-13B-chat-GPTQ". (If using cpu use the GMML Version) Once the model is downloaded, change the Model loader to ExLlama and set the gpu-split parameter to .5gb under your GPU's limit. Next set the max_seq_len to 4096.
- For OpenAI: Add your OpenAi Api Key to key_openai.txt
- Run the chatbot with python Script_Name.py
*Note, you will need to run .\venv\Scripts\activate every time you exit the command line to reactivate the virtual enviornment.
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