dolphin-2.8-mistral-v02-2x7b
dolphin-2.8-mistral-v02-2x7b is a Mixture of Experts (MoE) made with the following models using LazyMergekit:
🧩 Configuration
base_model: cognitivecomputations/dolphin-2.8-mistral-7b-v02
experts:
- source_model: cognitivecomputations/dolphin-2.8-mistral-7b-v02
positive_prompts:
- "chat"
- "assistant"
- "tell me"
- "explain"
- "I want"
- source_model: OpenPipe/mistral-ft-optimized-1227
positive_prompts:
- "code"
- "python"
- "javascript"
- "programming"
- "algorithm"
💻 Usage
!pip install -qU transformers bitsandbytes accelerate
from transformers import AutoTokenizer
import transformers
import torch
model = "frost19k/dolphin-2.8-mistral-v02-2x7b"
tokenizer = AutoTokenizer.from_pretrained(model)
pipeline = transformers.pipeline(
"text-generation",
model=model,
model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
)
messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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"])