Run ChatGPT Clone locally on computer using GPT4All
0Here's how to Run ChatGPT Clone locally on computer using GPT4All.
i. GPT4All is an open-source ecosystem that allows anyone to train and deploy large language models (LLMs) locally on their own computer. It was created by Nomic AI, an information cartography company that aims to improve access to AI resources.
To use GPT4All, you will need to have a computer with at least 4GB of RAM and a CPU that supports AVX2 instructions. You will also need to download the GPT4All software and install it on your computer. Once you have installed the software, you can start training your own LLMs.
To train an LLM, you will need to provide GPT4All with a dataset of text and code. The dataset can be anything from a book to a collection of code snippets. Once you have provided the dataset, GPT4All will start training the LLM. The training process can take several hours or even days, depending on the size of the dataset and the power of your computer.
Once the LLM is trained, you can use it to generate text, translate languages, write different kinds of creative content, and answer your questions in an informative way. You can also use it to deploy your own LLM-powered applications.
Here are some of the benefits of using GPT4All:
* **It is open-source.** This means that anyone can use it, regardless of their budget or technical expertise.
* **It is local.** You can train and deploy your LLMs locally on your own computer, without having to rely on a cloud service.
* **It is efficient.** GPT4All uses a variety of techniques to make the training process more efficient, so you can train your LLMs faster.
Here are some of the limitations of using GPT4All:
* **It is still under development.** GPT4All is a new project, and it is still under development. This means that there may be some bugs or limitations.
* **It requires a powerful computer.** GPT4All can be demanding on your computer's resources. If you have a weak computer, you may not be able to train or deploy LLMs with GPT4All.
Overall, GPT4All is a powerful tool that can be used to train and deploy LLMs locally on your own computer. It is a great option for people who want to use LLMs but do not want to rely on a cloud service.
ii. To install a new model on GPT4All, you need to:
1. Download the model checkpoint from the [GPT4All website](https://gpt4all.io/) or [GitHub repository](https://github.com/nomic-ai/gpt4all/tree/main/models).
2. Clone the [GPT4All repository](https://github.com/nomic-ai/gpt4all) and place the downloaded file in the chat folder.
3. Run the appropriate command for your OS. For example, on Linux or macOS, you can run `./gpt4all chat ggml-gpt4all-j-v1.3-groovy.bin`.
4. Once the weights are downloaded, you can instantiate the models. The `ggml-gpt4all-j-v1.3-groovy` model is a good place to start. You can use it with Python as follows:
```python
from pygpt4all import GPT4All
model = GPT4All("ggml-gpt4all-j-v1.3-groovy.bin")
output = model.generate("Hello world", max_tokens=10)
print(output)
```