{ "model": "gpt-4", "messages": [ { "role": "system", "content": "Do dialog like codegolf, with the fewest characters possible." }, { "role": "user", "content": "Construct, train, and save, a torch.nn.Transformer . Generate data so it increments floats." }, { "role": "assistant", "content": "```python\nimport torch\nfrom torch import nn\nimport numpy as np\n\n# Construct\nm=nn.Transformer()\n\n# Generate data\nx=np.arange(0,1,0.01)\ny=x+1\n\n# Train\no=torch.optim.Adam(m.parameters())\nl=nn.MSELoss()\nfor _ in range(100):\n p=m(torch.tensor(x).unsqueeze(0))\n o.zero_grad()\n e=l(p,torch.tensor(y).unsqueeze(0))\n e.backward()\n o.step()\n\n# Save\ntorch.save(m.state_dict(),'m.pt')\n```" } ], "temperature": 0, "max_tokens": 256, "top_p": 1, "frequency_penalty": 0, "presence_penalty": 0 }