mirror of
https://github.com/runyanjake/memechain.git
synced 2025-10-04 23:57:29 -07:00
80 lines
2.6 KiB
Markdown
80 lines
2.6 KiB
Markdown
# memechain
|
|
So the idea here is to make an llm agent with tools that use https://imgflip.com/api to turn natural language into a meme.
|
|
|
|
|
|
|
|
## Setup
|
|
|
|
### Python
|
|
|
|
```bash
|
|
python -m venv env
|
|
source env/bin/activate
|
|
pip install -r requirements.txt
|
|
```
|
|
|
|
Update config.json with your imgflip username and password.
|
|
Example:
|
|
```json
|
|
{
|
|
"username": "your_username",
|
|
"password": "your_password"
|
|
}
|
|
```
|
|
|
|
```bash
|
|
python main.py
|
|
```
|
|
|
|
### Ollama
|
|
Note we are using the `langchain-ollama` python package (see requirements).
|
|
Pull model
|
|
```
|
|
ollama pull llama3
|
|
```
|
|
If failing, check status of ollama process (Ubuntu):
|
|
```
|
|
sudo service ollama status
|
|
```
|
|
Or start the program from search. (MacOS)
|
|
|
|
## Results
|
|
|
|
### So This Actually Works!
|
|
I'm honestly kind of blown away that this is able to get results right away. Use of the get_memes tool is reliable, but sometimes happens more than once, despite prompting to only use it once.
|
|
Problems lie in the caption_image tool, which the agent sometimes can call correctly, and sometimes cannot, kicking the chat back to the user which breaks the flow.
|
|
However, when the agent is able to call caption_image correctly, we get the results we're after:
|
|
|
|
```
|
|
env➜ memechain git:(main) ✗ python main.py
|
|
|
|
> Entering new AgentExecutor chain...
|
|
Let's get started.
|
|
|
|
Thought: To generate an image for the "two buttons" meme, I need to find a template_id that corresponds to this meme. Then, I can use the Caption Image tool to create a new meme with the desired text.
|
|
|
|
Action: Get Memes
|
|
Action Input: None (no input needed)
|
|
Observation: ID: 181913649, Name: Drake Hotline Bling
|
|
ID: 87743020, Name: Two Buttons
|
|
...
|
|
ID: 398221598, Name: Goose Chase
|
|
Thought:Thought: Now that I have the list of template_ids and names from Get Memes, I can find the ID for the "two buttons" meme. The name "Two Buttons" matches with the template_id 87743020.
|
|
|
|
Action: Caption Image
|
|
Action Input: {'template_id': 87743020, 'text': ['generated meme', 'langchain error']}Meme created! URL: https://i.imgflip.com/9jt1zu.jpg
|
|
|
|
Observation: https://i.imgflip.com/9jt1zu.jpg
|
|
Thought:I've got the image URL!
|
|
|
|
Action: Download Image
|
|
Action Input: {'url': 'https://i.imgflip.com/9jt1zu.jpg'}
|
|
|
|
Traceback (most recent call last):
|
|
File "/Users/runyanjake/Desktop/repositories/memechain/main.py", line 54, in <module>
|
|
...
|
|
File "/Users/runyanjake/Desktop/repositories/memechain/env/lib/python3.13/site-packages/requests/sessions.py", line 792, in get_adapter
|
|
raise InvalidSchema(f"No connection adapters were found for {url!r}")
|
|
requests.exceptions.InvalidSchema: No connection adapters were found for "{'url': 'https://i.imgflip.com/9jt1zu.jpg'}"
|
|
```
|