add bleu 1 2 3 4 compute
Browse files- README.md +2 -2
- bleu_1234.py +32 -9
README.md
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
---
|
| 2 |
title: bleu_1234
|
| 3 |
-
datasets:
|
| 4 |
-
-
|
| 5 |
tags:
|
| 6 |
- evaluate
|
| 7 |
- metric
|
|
|
|
| 1 |
---
|
| 2 |
title: bleu_1234
|
| 3 |
+
datasets:
|
| 4 |
+
- "none"
|
| 5 |
tags:
|
| 6 |
- evaluate
|
| 7 |
- metric
|
bleu_1234.py
CHANGED
|
@@ -70,10 +70,20 @@ class bleu_1234(evaluate.Metric):
|
|
| 70 |
citation=_CITATION,
|
| 71 |
inputs_description=_KWARGS_DESCRIPTION,
|
| 72 |
# This defines the format of each prediction and reference
|
| 73 |
-
features=
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 77 |
# Homepage of the module for documentation
|
| 78 |
homepage="http://module.homepage",
|
| 79 |
# Additional links to the codebase or references
|
|
@@ -84,12 +94,25 @@ class bleu_1234(evaluate.Metric):
|
|
| 84 |
def _download_and_prepare(self, dl_manager):
|
| 85 |
"""Optional: download external resources useful to compute the scores"""
|
| 86 |
# TODO: Download external resources if needed
|
| 87 |
-
|
|
|
|
| 88 |
|
| 89 |
def _compute(self, predictions, references):
|
| 90 |
"""Returns the scores"""
|
| 91 |
# TODO: Compute the different scores of the module
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
| 95 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 70 |
citation=_CITATION,
|
| 71 |
inputs_description=_KWARGS_DESCRIPTION,
|
| 72 |
# This defines the format of each prediction and reference
|
| 73 |
+
features=[
|
| 74 |
+
datasets.Features(
|
| 75 |
+
{
|
| 76 |
+
"predictions": datasets.Value("string", id="sequence"),
|
| 77 |
+
"references": datasets.Sequence(datasets.Value("string", id="sequence"), id="references"),
|
| 78 |
+
}
|
| 79 |
+
),
|
| 80 |
+
datasets.Features(
|
| 81 |
+
{
|
| 82 |
+
"predictions": datasets.Value("string", id="sequence"),
|
| 83 |
+
"references": datasets.Value("string", id="sequence"),
|
| 84 |
+
}
|
| 85 |
+
),
|
| 86 |
+
],
|
| 87 |
# Homepage of the module for documentation
|
| 88 |
homepage="http://module.homepage",
|
| 89 |
# Additional links to the codebase or references
|
|
|
|
| 94 |
def _download_and_prepare(self, dl_manager):
|
| 95 |
"""Optional: download external resources useful to compute the scores"""
|
| 96 |
# TODO: Download external resources if needed
|
| 97 |
+
import torch
|
| 98 |
+
from torchmetrics.text import BLEUScore
|
| 99 |
|
| 100 |
def _compute(self, predictions, references):
|
| 101 |
"""Returns the scores"""
|
| 102 |
# TODO: Compute the different scores of the module
|
| 103 |
+
if isinstance(references[0], str):
|
| 104 |
+
references = [[ref] for ref in references]
|
| 105 |
+
|
| 106 |
+
bleu = BLEUScore()
|
| 107 |
+
bleu1 = bleu(preds, target, n_gram=1)
|
| 108 |
+
bleu2 = bleu(preds, target, n_gram=2)
|
| 109 |
+
bleu3 = bleu(preds, target, n_gram=3)
|
| 110 |
+
bleu4 = bleu(preds, target, n_gram=4)
|
| 111 |
+
|
| 112 |
+
output_dict = {
|
| 113 |
+
"bleu-1": bleu1,
|
| 114 |
+
"bleu-2": bleu2,
|
| 115 |
+
"bleu-3": bleu3,
|
| 116 |
+
"bleu-4": bleu4,
|
| 117 |
+
}
|
| 118 |
+
return output_dict
|