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SmalJ.O.S.I.E.-64x101M-Chat

Text Generation
Transformers
Safetensors
mixtral
Mixture of Experts
frankenmoe
Merge
mergekit
lazymergekit
Felladrin/Smol-Llama-101M-Chat-v1
conversational
Eval Results
text-generation-inference
Inference Endpoints
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SmalJ.O.S.I.E.-64x101M-Chat

SmalJ.O.S.I.E.-64x101M-Chat is a Mixure of Experts (MoE) made with the following models using LazyMergekit:

🧩 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 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 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.-64x101M-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.-64x101M-Chat

Base model

BEE-spoke-data/smol_llama-101M-GQA
Finetuned
Felladrin/Smol-Llama-101M-Chat-v1
Finetuned
(4)
this model

Datasets used to train Goekdeniz-Guelmez/SmalJ.O.S.I.E.-64x101M-Chat

Evaluation results

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