私密文件交流,与Ollama和PrivateGPT私聊 | 实用案例 | 简单设置
Table of Contents:
- Introduction
- Installing AMA
- Setting up the Virtual Environment
- Pulling the Models
- Uploading Files
- Ingesting the Files
- Running Private GBT
- Summary
- Conclusion
Introduction
In this video, we will be using Olama and Private GBD to Interact with our documents. We will be utilizing a PDF file, specifically a book about success and mindset called "Think and Grow Rich". This video aims to address some common questions raised by viewers, such as how to ask questions to a CSV file, whether it is possible to chat with documents through this interface, and what the limitations are. By following the provided steps, You will be able to start a large language model locally using AMA and power the Private GBD with the large language models from Olama, enabling you to ask questions and chat with your files.
Installing AMA
To begin, you will need to install AMA by visiting the official Website and downloading the appropriate version for your operating system. Once installed, you can launch AMA from the icon that appears on your desktop. Make sure AMA is running before proceeding with the next steps.
Setting up the Virtual Environment
Next, you will need to set up a virtual environment. This can be done using Conda or VNV, but for our purposes, we will be using Conda. Open a terminal and Create a new virtual environment by running the command conda create --name private python=3.11
. Activate the environment by using the command conda activate private
.
Pulling the Models
If you already have models running on AMA, you can skip this step. Otherwise, you will need to pull the models. Run the command ama pull mistal
to pull the manifest. This step ensures that the necessary models are available for use.
Uploading Files
Create a directory named "Source Documents" by using the shortcut command mkdir SourceDocuments
. This directory will be used to store the files you want to interact with. Copy the desired files (in this case, the "Think and Grow Rich" book) into the "Source Documents" directory.
Ingesting the Files
After uploading the files, you will need to ingest them into the system. Run the command python3 ingest.py
to ingest the files. This process may take a few minutes, but once completed, the system will create embeddings for the documents.
Running Private GBT
To run the Private GBT and begin asking questions, use the command python3 private_gbt.py
. Enter your query, such as "Why do most people fail in executing the strategies Mentioned in the book 'Think and Grow Rich'?" The system will generate a response Based on the document and provide helpful insights.
Summary
In summary, this video demonstrated how to utilize Olama and Private GBD to interact with documents. By following the provided steps, you can install AMA, set up the virtual environment, pull the necessary models, upload files, ingest them, and run Private GBT to ask questions and receive responses. This system allows for efficient document analysis and conversation.
Conclusion
This tutorial showcased the power of Olama and Private GBD in facilitating document interaction and analysis. The ability to ask questions and receive Relevant insights from documents opens up new possibilities for information retrieval and knowledge discovery. By integrating AMA and Private GBD, users can unleash the full potential of their documents and leverage their content for various purposes.
Highlights:
- Using Olama and Private GBD to interact with documents
- Installing AMA and setting up the virtual environment
- Pulling models and ingesting files
- Running Private GBT to ask questions and receive responses
- Leveraging document analysis for knowledge discovery
FAQ:
Q: What types of files can be uploaded and analyzed using Olama and Private GBD?
A: Various file types, including PDFs, CSVs, DOCs, MALS, ePUBs, HTML, and more, can be uploaded and analyzed using Olama and Private GBD.
Q: Can I chat with my documents through this interface?
A: Yes, you can chat with your documents by running the Private GBT and asking questions related to the content.
Q: What are the limitations of using Olama and Private GBD?
A: The limitations may vary depending on the specific models and documents used. It is recommended to refer to the AMA documentation and experiment with different models for optimal results.