How to use from
vLLM
Install from pip and serve model
# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "manojredhat/tiny-llama"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "manojredhat/tiny-llama",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'
Use Docker
docker model run hf.co/manojredhat/tiny-llama
Quick Links

Tiny LLaMA - TinyStories Edition

A small LLaMA-style causal language model trained on the TinyStories dataset. This repository contains the Hugging Face LlamaForCausalLM conversion of the local checkpoint from /home/manojk/small_llama/llama2.c/out/ckpt.pt.

Model Details

  • Model Type: Decoder-only Transformer (LlamaForCausalLM)
  • Parameters: 6,270,624
  • Layers: 6
  • Attention Heads: 6
  • Key/Value Heads: 6
  • Head Dimension: 48
  • Hidden Size: 288
  • Intermediate Size: 768
  • Vocabulary Size: 512
  • Training Sequence Length: 256
  • Data Type: float32
  • Format: safetensors

Training

  • Dataset: TinyStories
  • Training Iterations: 100
  • Initial Loss: 6.27
  • Final Loss: 4.81
  • Validation Loss: 6.29 to 4.77

Usage

from transformers import AutoModelForCausalLM, AutoTokenizer

tokenizer = AutoTokenizer.from_pretrained("manojredhat/tiny-llama")
model = AutoModelForCausalLM.from_pretrained("manojredhat/tiny-llama")

inputs = tokenizer("Once upon a time", return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=40, do_sample=False)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

Tokenizer

The model uses a SentencePiece tokenizer with 512 tokens:

  • <unk>: token ID 0
  • <s>: token ID 1
  • </s>: token ID 2

Notes

This is an educational small model trained for short TinyStories-style text. It is not intended for production use, knowledge-intensive tasks, or long-form generation.

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Dataset used to train manojredhat/tiny-llama