Repository: transformers
Issue: Transformers Agents Collab Notebook - OpenAI Run Mode Issues
Labels: Good Difficult Issue

### System Info

- `transformers` version: 4.29.0
- Platform: Linux-6.1.58+-x86_64-with-glibc2.35
- Python version: 3.10.12
- Huggingface_hub version: 0.20.3
- Safetensors version: 0.4.2
- PyTorch version (GPU?): 2.1.0+cu121 (True)
- Tensorflow version (GPU?): 2.15.0 (True)
- Flax version (CPU?/GPU?/TPU?): 0.8.1 (cpu)
- Jax version: 0.4.23
- JaxLib version: 0.4.23
- Using GPU in script?: Yes
- Using distributed or parallel set-up in script?: No

### Who can help?

_No response_

### Information

- [ ] The official example scripts
- [ ] My own modified scripts

### Tasks

- [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...)
- [ ] My own task or dataset (give details below)

### Reproduction

1. launch the [colab notebook](https://colab.research.google.com/drive/1c7MHD-T1forUPGcC_jlwsIptOzpG3hSj) from the [transformers agents page](https://github.com/huggingface/transformers/blob/main/docs/source/en/transformers_agents.md)
1. **Transformers can do anything**:  complete this section of the notebook
1. **Do anything with Transformers** notebook section:
- **Agent init**: for *agent_name* select "OpenAI (API Key)" and execute the cell
- **Using the agent**: running the cell generates the following error:

```
---------------------------------------------------------------------------
APIRemovedInV1                            Traceback (most recent call last)
[<ipython-input-6-4578d52c5ccf>](https://localhost:8080/#) in <cell line: 1>()
----> 1 boat = agent.run("Generate an image of a boat in the water")
      2 boat

3 frames
[/usr/local/lib/python3.10/dist-packages/openai/lib/_old_api.py](https://localhost:8080/#) in __call__(self, *_args, **_kwargs)
     37 
     38     def __call__(self, *_args: Any, **_kwargs: Any) -> Any:
---> 39         raise APIRemovedInV1(symbol=self._symbol)
     40 
     41 

APIRemovedInV1: 

You tried to access openai.Completion, but this is no longer supported in openai>=1.0.0 - see the README at https://github.com/openai/openai-python for the API.

You can run `openai migrate` to automatically upgrade your codebase to use the 1.0.0 interface. 

Alternatively, you can pin your installation to the old version, e.g. `pip install openai==0.28`

A detailed migration guide is available here: https://github.com/openai/openai-python/discussions/742
```

### Expected behavior

The README for [openai-python](https://github.com/openai/openai-python) does not mention openai.Completion but in general run methods of OpenAI have been deprecated in favor of chat methods for some time.

To summarize:
- OpenAI:  Run mode is deprecated and doesn't work based on the current code and python dependencies.  Chat mode code blocks in the notebook work fine
- Mistral:  In a personal copy of the Notebook I added Mistral to the model selection options in the **Agent Init** section.
  - Using Mistral worked for both Run and Chat modes.
  - [Colab Notebook copy using Mistral](https://colab.research.google.com/drive/1YeNYh2P1Y3W3lt0OQbycj-Geq1InzMir?usp=sharing)