|
--- |
|
language: |
|
- ta |
|
license: apache-2.0 |
|
tags: |
|
- pretrained |
|
datasets: |
|
- Hemanth-thunder/tamil-madlad-400 |
|
pipeline_tag: text-generation |
|
inference: |
|
parameters: |
|
temperature: 0.7 |
|
repetition_penalty: 1.15 |
|
--- |
|
# Model Card for Tamil-Mistral-7B-v0.1 |
|
|
|
The Tamil-Mistral-7B-v0.1 Large Language Model (LLM) is a pre-trained generative text model trained at the top of mistral base model 7 billion parameters. This is extends version of tokenization capability by increasing tamil tokens by 20k. |
|
Additionally, it was Pretrained on 1.19 million Tamil documents sourced from madlad-400 (Tamil) [MADLAD-400 (Multilingual Audited Dataset: Low-resource And Document-level)](https://arxiv.org/abs/2309.04662). |
|
|
|
pretraining time: 145 hours (GPU NVIDIA RTX A6000 48GB) |
|
## Mistral model details |
|
|
|
For full details of this model please read our [paper](https://arxiv.org/abs/2310.06825) and [release blog post](https://mistral.ai/news/announcing-mistral-7b/). |
|
|
|
## Model Architecture |
|
|
|
Mistral-7B-v0.1 is a transformer model, with the following architecture choices: |
|
- Grouped-Query Attention |
|
- Sliding-Window Attention |
|
- Byte-fallback BPE tokenizer |
|
|
|
[Kaggle Demo](https://www.kaggle.com/code/hemanthkumar21/tamil-mistral-7b-v0-1-demo/) |
|
|
|
#### Running the model on a GPU 16GB |
|
|
|
|
|
```python |
|
import torch |
|
from transformers import (AutoModelForCausalLM,AutoTokenizer,TextStreamer,pipeline) |
|
model = AutoModelForCausalLM.from_pretrained("Hemanth-thunder/Tamil-Mistral-7B-v0.1",device_map="auto") |
|
tokenizer = AutoTokenizer.from_pretrained("Hemanth-thunder/Tamil-Mistral-7B-v0.1",add_prefix_space=True) |
|
tokenizer.pad_token = tokenizer.eos_token |
|
tokenizer.padding_side = "right" |
|
streamer = TextStreamer(tokenizer) |
|
pipe = pipeline("text-generation" ,model=model, tokenizer=tokenizer ,do_sample=True, repetition_penalty=1.15,top_p=0.95,streamer=streamer) |
|
pipe("ஐபிஎல் தொடரில் மும்பை இந்தியன்ஸ் அணி ",max_length=50) |
|
``` |
|
|
|
```generated_text |
|
|
|
ஐபிஎல் தொடரில் மும்பை இந்தியன்ஸ் அணி -3வது இடத்திற்கு முன்னேறி இருக்கிறது, இதனால் பிளே ஆஃப் வாய்ப்பை உறுதி செய்ய வேண்டும். |
|
இன்னும் 11 புள்ளிகள் மட்டுமே மீதமுள்ளது.சென்னை சூப்பர் கிங்சுக்கு 12 புள்ளிகளில் உள்ளது. |
|
அதன் கடைசி லீக் போட்டி ஜூன் 23-ம் தேதி சென்னையில் நடைபெறுகிறது. |
|
|
|
``` |
|
|
|
## Troubleshooting |
|
|
|
- If you see the following error: |
|
``` |
|
KeyError: 'mistral' |
|
``` |
|
- Or: |
|
``` |
|
NotImplementedError: Cannot copy out of meta tensor; no data! |
|
``` |
|
|
|
Ensure you are utilizing a stable version of Transformers, 4.34.0 or newer. |
|
|
|
## Notice |
|
|
|
Mistral 7B is a pretrained base model and therefore does not have any moderation mechanisms. |
|
|
|
## The Mistral AI Team |
|
|
|
Albert Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lélio Renard Lavaud, Lucile Saulnier, Marie-Anne Lachaux, Pierre Stock, Teven Le Scao, Thibaut Lavril, Thomas Wang, Timothée Lacroix, William El Sayed. |
