From 329f324c6f06ed0fb53f3b671afa27255330efde Mon Sep 17 00:00:00 2001
From: Jirka Borovec <Borda@users.noreply.github.com>
Date: Wed, 5 Jan 2022 13:07:31 +0100
Subject: [PATCH] typo

Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>
---
 torchmetrics/__init__.py                 | 2 +-
 torchmetrics/functional/__init__.py      | 4 ++--
 torchmetrics/functional/text/__init__.py | 2 +-
 torchmetrics/functional/text/wer.py      | 6 +++---
 torchmetrics/text/__init__.py            | 2 +-
 torchmetrics/text/wer.py                 | 9 ++-------
 6 files changed, 10 insertions(+), 15 deletions(-)

diff --git a/torchmetrics/__init__.py b/torchmetrics/__init__.py
index 80ebd882511..959c7b368fa 100644
--- a/torchmetrics/__init__.py
+++ b/torchmetrics/__init__.py
@@ -69,13 +69,13 @@
 from torchmetrics.text import (  # noqa: E402
     TER,
     WER,
-    WordErrorRate,
     BLEUScore,
     CharErrorRate,
     CHRFScore,
     MatchErrorRate,
     SacreBLEUScore,
     SQuAD,
+    WordErrorRate,
     WordInfoLost,
     WordInfoPreserved,
 )
diff --git a/torchmetrics/functional/__init__.py b/torchmetrics/functional/__init__.py
index 6831927fa85..acfcb53eec8 100644
--- a/torchmetrics/functional/__init__.py
+++ b/torchmetrics/functional/__init__.py
@@ -73,7 +73,7 @@
 from torchmetrics.functional.text.sacre_bleu import sacre_bleu_score
 from torchmetrics.functional.text.squad import squad
 from torchmetrics.functional.text.ter import ter
-from torchmetrics.functional.text.wer import web, word_error_rate
+from torchmetrics.functional.text.wer import wer, word_error_rate
 from torchmetrics.functional.text.wil import word_information_lost
 from torchmetrics.functional.text.wip import word_information_preserved
 
@@ -139,7 +139,7 @@
     "stat_scores",
     "symmetric_mean_absolute_percentage_error",
     "ter",
-    "web",
+    "wer",
     "word_error_rate",
     "char_error_rate",
     "match_error_rate",
diff --git a/torchmetrics/functional/text/__init__.py b/torchmetrics/functional/text/__init__.py
index 0faba97be9d..d760bb5642f 100644
--- a/torchmetrics/functional/text/__init__.py
+++ b/torchmetrics/functional/text/__init__.py
@@ -19,6 +19,6 @@
 from torchmetrics.functional.text.sacre_bleu import sacre_bleu_score  # noqa: F401
 from torchmetrics.functional.text.squad import squad  # noqa: F401
 from torchmetrics.functional.text.ter import ter  # noqa: F401
-from torchmetrics.functional.text.wer import web, word_error_rate  # noqa: F401
+from torchmetrics.functional.text.wer import wer, word_error_rate  # noqa: F401
 from torchmetrics.functional.text.wil import word_information_lost  # noqa: F401
 from torchmetrics.functional.text.wip import word_information_preserved  # noqa: F401
diff --git a/torchmetrics/functional/text/wer.py b/torchmetrics/functional/text/wer.py
index 08fad5e3e63..25dafcb2b98 100644
--- a/torchmetrics/functional/text/wer.py
+++ b/torchmetrics/functional/text/wer.py
@@ -87,7 +87,7 @@ def word_error_rate(
     return _wer_compute(errors, total)
 
 
-def web(
+def wer(
     predictions: Union[str, List[str]],
     references: Union[str, List[str]],
 ) -> Tensor:
@@ -99,8 +99,8 @@ def web(
     Examples:
         >>> predictions = ["this is the prediction", "there is an other sample"]
         >>> references = ["this is the reference", "there is another one"]
-        >>> web(predictions=predictions, references=references)
+        >>> wer(predictions=predictions, references=references)
         tensor(0.5000)
     """
-    warn("`web` was renamed to `word_error_rate` in v0.7 and it will be removed in v0.8", DeprecationWarning)
+    warn("`wer` was renamed to `word_error_rate` in v0.7 and it will be removed in v0.8", DeprecationWarning)
     return word_error_rate(predictions, references)
diff --git a/torchmetrics/text/__init__.py b/torchmetrics/text/__init__.py
index 0f69601c5d3..50cc0526f12 100644
--- a/torchmetrics/text/__init__.py
+++ b/torchmetrics/text/__init__.py
@@ -18,6 +18,6 @@
 from torchmetrics.text.sacre_bleu import SacreBLEUScore  # noqa: F401
 from torchmetrics.text.squad import SQuAD  # noqa: F401
 from torchmetrics.text.ter import TER  # noqa: F401
-from torchmetrics.text.wer import WordErrorRate, WER  # noqa: F401
+from torchmetrics.text.wer import WER, WordErrorRate  # noqa: F401
 from torchmetrics.text.wil import WordInfoLost  # noqa: F401
 from torchmetrics.text.wip import WordInfoPreserved  # noqa: F401
diff --git a/torchmetrics/text/wer.py b/torchmetrics/text/wer.py
index ca7e4dfa16c..7eea21fbf68 100644
--- a/torchmetrics/text/wer.py
+++ b/torchmetrics/text/wer.py
@@ -125,10 +125,5 @@ def __init__(
         process_group: Optional[Any] = None,
         dist_sync_fn: Callable = None,
     ):
-        warn("`WEB` was renamed to `WordErrorRate` in v0.7 and it will be removed in v0.8", DeprecationWarning)
-        super().__init__(
-            compute_on_step,
-                                    dist_sync_on_step,
-                                                              process_group,
-                                                                                             dist_sync_fn
-        )
\ No newline at end of file
+        warn("`WER` was renamed to `WordErrorRate` in v0.7 and it will be removed in v0.8", DeprecationWarning)
+        super().__init__(compute_on_step, dist_sync_on_step, process_group, dist_sync_fn)