Migrate model card from transformers-repo
Browse filesRead announcement at https://discuss.huggingface.co/t/announcement-all-model-cards-will-be-migrated-to-hf-co-model-repos/2755
Original file history: https://github.com/huggingface/transformers/commits/master/model_cards/tuner007/t5_abs_qa/README.md
README.md
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# T5 for abstractive question-answering
|
| 2 |
+
This is T5-base model fine-tuned for abstractive QA using text-to-text approach
|
| 3 |
+
|
| 4 |
+
## Model training
|
| 5 |
+
This model was trained on colab TPU with 35GB RAM for 2 epochs
|
| 6 |
+
|
| 7 |
+
## Model in Action 🚀
|
| 8 |
+
```
|
| 9 |
+
from transformers import AutoModelWithLMHead, AutoTokenizer
|
| 10 |
+
|
| 11 |
+
tokenizer = AutoTokenizer.from_pretrained("tuner007/t5_abs_qa")
|
| 12 |
+
model = AutoModelWithLMHead.from_pretrained("tuner007/t5_abs_qa")
|
| 13 |
+
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
| 14 |
+
model = model.to(device)
|
| 15 |
+
|
| 16 |
+
def get_answer(question, context):
|
| 17 |
+
input_text = "context: %s <question for context: %s </s>" % (context,question)
|
| 18 |
+
features = tokenizer([input_text], return_tensors='pt')
|
| 19 |
+
out = model.generate(input_ids=features['input_ids'].to(device), attention_mask=features['attention_mask'].to(device))
|
| 20 |
+
return tokenizer.decode(out[0])
|
| 21 |
+
```
|
| 22 |
+
#### Example 1: Answer available
|
| 23 |
+
```
|
| 24 |
+
context = "In Norse mythology, Valhalla is a majestic, enormous hall located in Asgard, ruled over by the god Odin."
|
| 25 |
+
question = "What is Valhalla?"
|
| 26 |
+
get_answer(question, context)
|
| 27 |
+
# output: 'It is a hall of worship ruled by Odin.'
|
| 28 |
+
```
|
| 29 |
+
#### Example 2: Answer not available
|
| 30 |
+
```
|
| 31 |
+
context = "In Norse mythology, Valhalla is a majestic, enormous hall located in Asgard, ruled over by the god Odin."
|
| 32 |
+
question = "What is Asgard?"
|
| 33 |
+
get_answer(question, context)
|
| 34 |
+
# output: 'No answer available in context.'
|
| 35 |
+
```
|
| 36 |
+
|
| 37 |
+
|
| 38 |
+
> Created by Arpit Rajauria
|
| 39 |
+
[](https://twitter.com/arpit_rajauria)
|