GPT2-EXperiment

GPT2-EXperiment

GPT2-EXperiment is a merge of the following models using LazyMergekit:

• openai-community/gpt2
• openai-community/gpt2
• openai-community/gpt2
• openai-community/gpt2
• openai-community/gpt2
• openai-community/gpt2
• openai-community/gpt2

🧩 Configuration

slices:
- sources:
  - layer_range: [0, 1]
    model: openai-community/gpt2
- sources:
  - layer_range: [0, 11]
    model: openai-community/gpt2
- sources:
  - layer_range: [2, 11]
    model: openai-community/gpt2
- sources:
  - layer_range: [4, 11]
    model: openai-community/gpt2
- sources:
  - layer_range: [6, 11]
    model: openai-community/gpt2
- sources:
  - layer_range: [8, 11]
    model: openai-community/gpt2
- sources:
  - layer_range: [10, 11]
    model: openai-community/gpt2
merge_method: passthrough
dtype: float16

💻 Usage

!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "Kukedlc/GPT2-EXperiment"
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"])