prueba-moe is a Mixture of Experts (MoE) made with the following models using
Mergekit:
1experts:
2- positive_prompts:
3 - chat
4 - assistant
5 - tell me
6 - explain
7 - what is
8 source_model: openchat/openchat-3.5-1210
9- positive_prompts:
10 - code
11 - python
12 - javascript
13 - programming
14 - algorithm
15 source_model: beowolx/CodeNinja-1.0-OpenChat-7B
16experts_per_token: 2
17gate_mode: cheap_embed
1!pip install -qU transformers bitsandbytes accelerate
2
3from transformers import AutoTokenizer
4import transformers
5import torch
6
7model = "mgv99/prueba-moe"
8
9tokenizer = AutoTokenizer.from_pretrained(model)
10pipeline = transformers.pipeline(
11 "text-generation",
12 model=model,
13 model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
14)
15
16messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
17prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
18outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
19print(outputs[0]["generated_text"])
