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jaymody committed Jan 21, 2023
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236 changes: 236 additions & 0 deletions .gitignore
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### Project ###
/models/


### Python ###

# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class

# C extensions
*.so

# Distribution / packaging
.Python
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MANIFEST

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43 changes: 43 additions & 0 deletions README.md
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# PicoGPT
You've seen [openai/gpt-2](https://github.com/openai/gpt-2).

You've seen [karpathy/minGPT](https://github.com/karpathy/mingpt).

You've even seen [karpathy/nanoGPT](https://github.com/karpathy/nanogpt)!

But have you seen [picoGPT](https://github.com/jaymody/picoGPT)??!?

`picoGPT` is an unnecessarily tiny and minimal implementation of [GPT-2](https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf) in plain [NumPy](https://numpy.org). The entire forward pass code is [40 lines of code](https://github.com/jaymody/picoGPT/blob/main/model.py#L3-L41).

So is picoGPT:
* Fast? ❌ Nah, picoGPT is megaSLOW 🐌
* Commented? ❌ You joking? That would add more lines 😤😤😤😤
* Training code? ❌ Error, 4️⃣0️⃣4️⃣ not found
* Batch inference? ❌ picoGPT is civilized, one at a time only, single file line
* Support top-p? ❌ top-k? ❌ temperature? ❌ categorical sampling?! ❌ greedy? ✅
* Readable? 🤔 Well actually, it's not too horrible on the eyes, and it's minimal!
* Smol??? ✅✅✅✅✅✅ YESS!!! TEENIE TINY in fact 🤏

#### Dependencies
```bash
pip install -r requirements.txt
```

If you're using an M1 Macbook, you'll need to replace `tensorflow` with `tensorflow-macos`.

Tested on `Python 3.9.10`.

#### Usage
```bash
python main.py \
--prompt "Alan Turing theorized that computers would one day become" \
--model_size "124M" \
--n_tokens_to_generate 40
```
Which generates:
```text
the most powerful machines on the planet.
The computer is a machine that can perform complex calculations, and it can perform these calculations in a way that is very similar to the human brain.
```
Use `python main.py --help` for a full list of options.
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