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davids-email-llm
davidheineman/davids-email-llm
davids-email-llm is a text generation model from davidheineman. Use it when you need the model to write or continue text.
This 0.6B language model has a tiny LoRA applied that encodes my email (4K params)! See if you can get it out :)
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505
Public
Parameters
752M
1.5 GB on disk
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1
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Repo makeup
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.safetensors1.5 GB · 99%
At a glance
- Task
- Text Generation
- Model type
- qwen3
- Access
- Public
- Created
- Feb 20, 2026
- Updated
- Feb 22, 2026
- SHA
- f6e40f8f
Try a prompt
Base models
Model card
From the Hugging Face model README
This 0.6B language model has a tiny LoRA applied that encodes my email (4K params)! See if you can get it out :)
from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained("davidheineman/davids-email-llm")
tokenizer = AutoTokenizer.from_pretrained("davidheineman/davids-email-llm")
messages = [{
"role": "user",
"content": "whats david's email?"
}]
text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
inputs = tokenizer(text, return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=50)
new_tokens = outputs[0][inputs["input_ids"].shape[1]:]
print(tokenizer.decode(new_tokens, skip_special_tokens=True))
If you're a fan of a terminal one-liner, you can try this:
uv run --with transformers --with torch --with Pillow --with scipy python -c "from transformers import AutoModelForCausalLM as M,AutoTokenizer as T;m='davidheineman/davids-email-llm';model=M.from_pretrained(m);tok=T.from_pretrained(m);i=tok(tok.apply_chat_template([{'role':'user','content':'whats david\'s email?'}],tokenize=False,add_generation_prompt=True),return_tensors='pt');print(tok.decode(model.generate(**i,max_new_tokens=50)[0][i['input_ids'].shape[1]:],skip_special_tokens=True))"
The adapter was trained on model.layers.13.mlp.up_proj (the up projection of the MLP on layer 13) of Qwen 0.6B.
base_model.model.model.layers.13.mlp.up_proj.lora_A.weight: shape=torch.Size([1, 1024]), dtype=torch.float32
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- Task
- Text Generation
- Type
- qwen3
- Created
- Feb 20, 2026
- Updated
- Feb 22, 2026