mirror of
https://github.com/huggingface/transformers.git
synced 2025-07-25 07:18:58 +06:00
40 lines
1.5 KiB
Markdown
40 lines
1.5 KiB
Markdown
# StackOBERTflow-comments-small
|
|
|
|
StackOBERTflow is a RoBERTa model trained on StackOverflow comments.
|
|
A Byte-level BPE tokenizer with dropout was used (using the `tokenizers` package).
|
|
|
|
The model is *small*, i.e. has only 6-layers and the maximum sequence length was restricted to 256 tokens.
|
|
The model was trained for 6 epochs on several GBs of comments from the StackOverflow corpus.
|
|
|
|
## Quick start: masked language modeling prediction
|
|
|
|
```python
|
|
from transformers import pipeline
|
|
from pprint import pprint
|
|
|
|
COMMENT = "You really should not do it this way, I would use <mask> instead."
|
|
|
|
fill_mask = pipeline(
|
|
"fill-mask",
|
|
model="giganticode/StackOBERTflow-comments-small-v1",
|
|
tokenizer="giganticode/StackOBERTflow-comments-small-v1"
|
|
)
|
|
|
|
pprint(fill_mask(COMMENT))
|
|
# [{'score': 0.019997311756014824,
|
|
# 'sequence': '<s> You really should not do it this way, I would use jQuery instead.</s>',
|
|
# 'token': 1738},
|
|
# {'score': 0.01693696901202202,
|
|
# 'sequence': '<s> You really should not do it this way, I would use arrays instead.</s>',
|
|
# 'token': 2844},
|
|
# {'score': 0.013411642983555794,
|
|
# 'sequence': '<s> You really should not do it this way, I would use CSS instead.</s>',
|
|
# 'token': 2254},
|
|
# {'score': 0.013224546797573566,
|
|
# 'sequence': '<s> You really should not do it this way, I would use it instead.</s>',
|
|
# 'token': 300},
|
|
# {'score': 0.011984303593635559,
|
|
# 'sequence': '<s> You really should not do it this way, I would use classes instead.</s>',
|
|
# 'token': 1779}]
|
|
```
|