flanT5-MoE-7X0.5B

1
license:apache-2.0
by
gss1147
Other
OTHER
0.5B params
New
0 downloads
Early-stage
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Edge AI:
Mobile
Laptop
Server
2GB+ RAM
Mobile
Laptop
Server
Quick Summary

AI model with specialized capabilities.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
1GB+ RAM

Training Data Analysis

🔵 Good (6.0/10)

Researched training datasets used by flanT5-MoE-7X0.5B with quality assessment

Specialized For

general
multilingual

Training Datasets (1)

c4
🔵 6/10
general
multilingual
Key Strengths
  • •Scale and Accessibility: 750GB of publicly available, filtered text
  • •Systematic Filtering: Documented heuristics enable reproducibility
  • •Language Diversity: Despite English-only, captures diverse writing styles
Considerations
  • •English-Only: Limits multilingual applications
  • •Filtering Limitations: Offensive content and low-quality text remain despite filtering

Explore our comprehensive training dataset analysis

View All Datasets

Code Examples

✨ Configurationyaml
base_model: google/flan-t5-small
merge_method: moe
gate_mode: hidden
experts:
  - source_model: google/flan-t5-small
    positive_prompts: ["instruction", "task"]
  - source_model: google/flan-t5-small
    positive_prompts: ["reasoning", "logic"]
  - source_model: google/flan-t5-small
    positive_prompts: ["creative", "writing"]
  - source_model: google/flan-t5-small
    positive_prompts: ["code", "programming"]
  - source_model: google/flan-t5-small
    positive_prompts: ["science", "facts"]
  - source_model: google/flan-t5-small
    positive_prompts: ["math", "calculation"]
  - source_model: google/flan-t5-small
    positive_prompts: ["summary", "dialogue"]

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