architecture

NanoGPT implements a clean GPT-2 architecture in minimal code for educational purposes.

Skills
AI research
186

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
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Install (Claude Code)

mkdir -p .claude/skills/architecture && curl -fsSL https://doutorai.pt/data/lib/skills__architecture.md -o .claude/skills/architecture/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# NanoGPT Architecture

## Model Structure (~300 Lines)

NanoGPT implements a clean GPT-2 architecture in minimal code for educational purposes.

### Complete Model (model.py)

```python
import torch
import torch.nn as nn
from torch.nn import functional as F

class CausalSelfAttention(nn.Module):
    """Multi-head masked self-attention layer."""

    def __init__(self, config):
        super().__init__()
        assert config.n_embd % config.n_head == 0

        # Key, query, value projections for all heads (batched)
        self.c_attn = nn.Linear(config.n_embd, 3 * config.n_embd, bias=config

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