metadata
license: apache-2.0
language:
- en
library_name: transformers
pipeline_tag: text2text-generation
widget:
- text: 'question: Why is the sky blue?'
- text: 'question: How do vaccines work?'
- text: 'question: What is gravity?'
- text: 'question: How do bees make honey?'
- text: 'question: What causes earthquakes?'
spaces:
- ag14850/Mosquito-Demo
tags:
- t5
- question-answering
- knowledge
- tiny
- efficient
- edge
- mobile
- distillation
- iot
base_model:
- google/t5-v1_1-base
🦟 Mosquito - Tiny Knowledge Model
A 7.3M parameter T5-based model that answers general knowledge questions. Smaller than a mosquito's brain, but surprisingly capable!
✨ Highlights
| Feature | Value |
|---|---|
| Parameters | 7,263,744 |
| Architecture | T5 v1.1 (Gated FFN) |
| Size (FP32) | 29 MB |
| Size (quantized + compressed) | ~6 MB |
| Training | Knowledge distillation |
| License | Apache 2.0 |
🚀 Quick Start
from transformers import T5ForConditionalGeneration, AutoTokenizer
model = T5ForConditionalGeneration.from_pretrained("ag14850/Mosquito")
tokenizer = AutoTokenizer.from_pretrained("google/t5-v1_1-base", legacy=False)
def ask(question):
inputs = tokenizer(f"question: {question}", return_tensors="pt", max_length=128, truncation=True)
outputs = model.generate(
**inputs,
max_new_tokens=24,
num_beams=6,
no_repeat_ngram_size=2,
repetition_penalty=20.0,
early_stopping=True
)
return tokenizer.decode(outputs[0], skip_special_tokens=True)
print(ask("Why is the sky blue?"))
# Rayleigh scattering scatters blue wavelengths, causing blue wavelengths.
📊 Example Outputs
| Question | Answer |
|---|---|
| Why is the sky blue? | Rayleigh scattering scatters blue wavelengths, causing blue wavelengths. |
| How do vaccines work? | Vaccines stimulate the immune system to recognize and fight specific pathogens. |
| What is gravity? | Gravity is the force exerted by a planet's gravitational pull. |
| How does photosynthesis work? | Photosynthesis converts light energy into chemical energy through photosynthesis. |
| What causes earthquakes? | Earthquakes occur when tectonic plates slide past each other, causing earthquakes. |
| How do bees make honey? | Bees collect nectar from flowers, converting it into honey. |
| What is democracy? | Democracy is a form of government in which citizens vote for representatives. |
| Why do we dream? | Dreams are thought to help process emotions and consolidate memories. |