File size: 1,037 Bytes
e780719 c3856a0 70c5b2f c3856a0 e49a87e c3856a0 6e69e4e |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 |
---
license: openrail
---
---
license: openrail
pipeline_tag: text-generation
---
**To use MathT5 easily:**
1. Download ```MathT5.py``` to your working directory.
2. ```from MathT5 import load_model, inference```
3. ```tokenizer, model = load_model("jmeadows17/MathT5-base")```
4. ```inference(prompt, tokenizer, model)```
```MathT5.pretty_print(text, prompt=True)``` makes prompts and outputs (```prompt=False```) easier to read.
**Overview**
MathT5-base is a version of T5-base (_not FLAN-T5_) that is fine-tuned for 25 epochs on 15K (LaTeX) synthetic mathematical derivations (containing 5 - 9 equations), that were generated using a symbolic solver (SymPy). Paper available soon.
**Example prompt:**
```prompt = "Given \\cos{(q)} = \\theta{(q)},
then derive - \\sin{(q)} = \\frac{d}{d q} \\theta{(q)},
then obtain (- \\sin{(q)})^{q} (\\frac{d}{d q} \\cos{(q)})^{q} = (- \\sin{(q)})^{2 q}"```
Output derivations are equations separated by "and".
For the large version based on FLAN-T5 use ```"jmeadows17/MathT5-large"```. |