metadata

tags:
  - merge
  - mergekit
  - lazymergekit
  - TinyLlama/TinyLlama-1.1B-Chat-v1.0
base_model:
  - TinyLlama/TinyLlama-1.1B-Chat-v1.0
  - TinyLlama/TinyLlama-1.1B-Chat-v1.0
  - TinyLlama/TinyLlama-1.1B-Chat-v1.0
  - TinyLlama/TinyLlama-1.1B-Chat-v1.0

Tinyllama-delete3

Tinyllama-delete3 is a merge of the following models using LazyMergekit:

🧩 Configuration

slices:
- sources:
  - layer_range: [0, 8]
    model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
- sources:
  - layer_range: [4, 12]
    model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
- sources:
  - layer_range: [8, 16]
    model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
- sources:
  - layer_range: [14, 22]
    model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
merge_method: passthrough
dtype: float16

💻 Usage

!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "KingNish/Tinyllama-delete3"
messages = [{"role": "user", "content": "What is a large language model?"}]

tokenizer = AutoTokenizer.from_pretrained(model)
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
pipeline = transformers.pipeline(
    "text-generation",
    model=model,
    torch_dtype=torch.float16,
    device_map="auto",
)

outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])