SmalJ.O.S.I.E.-48x101M-Chat
SmalJ.O.S.I.E.-48x101M-Chat is a Mixure of Experts (MoE) made with the following models using LazyMergekit:
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
- Felladrin/Smol-Llama-101M-Chat-v1
🧩 Configuration
dtype: float32
gate_mode: hidden
experts:
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for coding tasks.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for coding tasks.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for coding tasks.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for coding tasks.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for coding tasks.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for coding tasks.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for coding tasks.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for coding tasks.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for math.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for math.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for math.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for math.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for math.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for math.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for math.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for math.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for logic and reasoning.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for logic and reasoning.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for logic and reasoning.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for logic and reasoning.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for logic and reasoning.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for logic and reasoning.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for logic and reasoning.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for logic and reasoning.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant that is specially good in web scraping and browsind the web.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant that is specially good in web scraping and browsind the web.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant that is specially good in web scraping and browsind the web.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant that is specially good in web scraping and browsind the web.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant that is specially good in web scraping and browsind the web.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant that is specially good in web scraping and browsind the web.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant that is specially good in web scraping and browsind the web.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant that is specially good in web scraping and browsind the web.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for autonomously function calling when needed.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for autonomously function calling when needed.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for autonomously function calling when needed.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for autonomously function calling when needed.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for autonomously function calling when needed.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for autonomously function calling when needed.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for autonomously function calling when needed.'
- source_model: Felladrin/Smol-Llama-101M-Chat-v1
positive_prompts:
- 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent, spetialized for autonomously function calling when needed.'
💻 Usage
!pip install -qU transformers bitsandbytes accelerate
from transformers import AutoTokenizer
import transformers
import torch
model = "Isaak-Carter/SmalJ.O.S.I.E.-48x101M-Chat"
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"])
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Model tree for Goekdeniz-Guelmez/SmalJ.O.S.I.E.-48x101M-Chat
Base model
BEE-spoke-data/smol_llama-101M-GQA
Finetuned
Felladrin/Smol-Llama-101M-Chat-v1
Datasets used to train Goekdeniz-Guelmez/SmalJ.O.S.I.E.-48x101M-Chat
Evaluation results
- normalized accuracy on AI2 Reasoning Challenge (25-Shot)test set Open LLM Leaderboard22.870
- normalized accuracy on HellaSwag (10-Shot)validation set Open LLM Leaderboard28.690
- accuracy on MMLU (5-Shot)test set Open LLM Leaderboard24.930
- mc2 on TruthfulQA (0-shot)validation set Open LLM Leaderboard45.760
- accuracy on Winogrande (5-shot)validation set Open LLM Leaderboard50.040
- accuracy on GSM8k (5-shot)test set Open LLM Leaderboard0.080