Bloslain-8B-v0.2
Bloslain-8B-v0.2 is a merge of the following models using LazyMergekit:
- BlackBeenie/Neos-Llama-3.1-8B
- Solshine/Meta-Llama-3.1-8B-Instruct-Python-Coder
- Solshine/reflection-llama-3.1-8B
𧩠Configuration
models:
- model: NousResearch/Meta-Llama-3.1-8B-Instruct
# No parameters necessary for base model
- model: BlackBeenie/Neos-Llama-3.1-8B
parameters:
density: 0.53
weight: 0.4
- model: Solshine/Meta-Llama-3.1-8B-Instruct-Python-Coder
parameters:
density: 0.53
weight: 0.3
- model: Solshine/reflection-llama-3.1-8B
parameters:
density: 0.53
weight: 0.3
merge_method: dare_ties
base_model: NousResearch/Meta-Llama-3.1-8B-Instruct
parameters:
int8_mask: true
dtype: bfloat16
π» Usage
!pip install -qU transformers accelerate
from transformers import AutoTokenizer
import transformers
import torch
model = "BlackBeenie/Bloslain-8B-v0.2"
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"])
Open LLM Leaderboard Evaluation Results
Detailed results can be found here
Metric | Value |
---|---|
Avg. | 23.80 |
IFEval (0-Shot) | 50.23 |
BBH (3-Shot) | 30.66 |
MATH Lvl 5 (4-Shot) | 14.50 |
GPQA (0-shot) | 7.49 |
MuSR (0-shot) | 10.45 |
MMLU-PRO (5-shot) | 29.48 |
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Evaluation results
- strict accuracy on IFEval (0-Shot)Open LLM Leaderboard50.230
- normalized accuracy on BBH (3-Shot)Open LLM Leaderboard30.660
- exact match on MATH Lvl 5 (4-Shot)Open LLM Leaderboard14.500
- acc_norm on GPQA (0-shot)Open LLM Leaderboard7.490
- acc_norm on MuSR (0-shot)Open LLM Leaderboard10.450
- accuracy on MMLU-PRO (5-shot)test set Open LLM Leaderboard29.480