TinyMoE-100M-2x16
is a compact, highly efficient Sparse Mixture of Experts (MoE) language model built upon the Mixtral/Mistral architecture. Designed for research, edge applications, and resource-constrained environments, this model leverages an expert-routing mechanism to balance a larger total parameter capacity with ultra-low computational overhead during inference.
Model Details
Architecture:
Sparse Mixture of Experts (MoE)
Total Parameters:
~200m total parameters
Active Parameters per Token:
~50M active parameters
Expert Configuration:
16 total local experts, 2 active experts routed per token (
num_experts_per_tok": 2
)
Context Length:
1024 tokens
Base Architecture:
Mixtral / Mistral For Causal LM
License:
MIT
Training Data
This model was trained on
FineWeb-Edu-Dedup
60% and
Cosmopedia-v2
40%.
Quick Start
You can load and experiment with this model using the Hugging Face
transformers
library:
from transformers import AutoModelForCausalLM, AutoTokenizer
model_id = "FlameF0X/TinyMoE-100m-2x16"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id)
input_text = "Wikipedia is a free"
inputs = tokenizer(input_text, return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=50)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
Runs of FlameF0X TinyMoE-200m-2x16 on huggingface.co
928
Total runs
0
24-hour runs
0
3-day runs
532
7-day runs
928
30-day runs
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