tonyzhao123/dummy_llama4_b16

tonyzhao123/dummyllama4b16

This is a checkpoint from step 12136 of custom Llama4 training.

Model Details

• —Base Model: meta-llama/Llama-4-Scout-17B-16E
• —Model Type: llama4
• —Architecture: Llama4ForConditionalGeneration
• —Training Step: 12136
• —Source Checkpoint: checkpoint-12136
• —Data Type: bfloat16

Model Configuration

• —Hidden Size: 768
• —Number of Layers: 8
• —Number of Experts (MoE): 4
• —Vocabulary Size: 202048

Data Type

This model has been converted to bfloat16 format for efficient inference and reduced memory usage.

Usage

from transformers import AutoTokenizer, AutoModelForImageTextToText
import torch

model_name = "tonyzhao123/dummy_llama4_b16"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForImageTextToText.from_pretrained(
    model_name,
    torch_dtype=torch.bfloat16,
    device_map="auto"
)

# Example usage
text = "Hello, how are you today?"
inputs = tokenizer(text, return_tensors="pt")

with torch.no_grad():
    outputs = model.generate(
        inputs.input_ids,
        max_new_tokens=100,
        do_sample=True,
        temperature=0.7,
        pad_token_id=tokenizer.eos_token_id
    )

response = tokenizer.decode(outputs[0], skip_special_tokens=True)
print(response)

Training Information

This checkpoint was extracted from training step 12136. The model was trained using custom scripts with on-the-fly tokenization on WikiText-103 dataset.

Files Included

• —config.json - Model configuration
• —model.safetensors - Model weights (single file, no sharding)
• —tokenizer.json - Fast tokenizer
• —tokenizer_config.json - Tokenizer configuration
• —special_tokens_map.json - Special tokens mapping
• —generation_config.json - Generation parameters (if available)
• —chat_template.jinja - Chat template (if available)

Limitations

• —This is an intermediate checkpoint and may not represent the final trained model
• —Performance may vary depending on the specific training step
• —Always evaluate the model on your specific use case

Citation

@misc{tonyzhao123_dummy_llama4_b16_checkpoint_12136,
  title={tonyzhao123/dummy_llama4_b16 - Checkpoint 12136},
  author={Your Name},
  year={2024},
  publisher={Hugging Face},
  url={https://huggingface.co/tonyzhao123/dummy_llama4_b16}
}