-
Notifications
You must be signed in to change notification settings - Fork 27.6k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
add a template to add missing tokenization test (#16553)
* add a template to add missing tokenization test * add cookiecutter setting * improve doc * Update templates/adding_a_missing_tokenization_test/README.md Co-authored-by: Sylvain Gugger <[email protected]> Co-authored-by: Sylvain Gugger <[email protected]>
- Loading branch information
Showing
3 changed files
with
127 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,39 @@ | ||
<!--- | ||
Copyright 2022 The HuggingFace Team. All rights reserved. | ||
Licensed under the Apache License, Version 2.0 (the "License"); | ||
you may not use this file except in compliance with the License. | ||
You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. | ||
--> | ||
|
||
This folder contains a template to add a tokenization test. | ||
|
||
## Usage | ||
|
||
Using the `cookiecutter` utility requires to have all the `dev` dependencies installed. | ||
|
||
Let's first [fork](https://docs.github.com/en/get-started/quickstart/fork-a-repo) the `transformers` repo on github. Once it's done you can clone your fork and install `transformers` in our environment: | ||
|
||
```shell script | ||
git clone https://github.com/YOUR-USERNAME/transformers | ||
cd transformers | ||
pip install -e ".[dev]" | ||
``` | ||
|
||
Once the installation is done, you can generate the template by running the following command. Be careful, the template will be generated inside a new folder in your current working directory. | ||
|
||
```shell script | ||
cookiecutter path-to-the folder/adding_a_missing_tokenization_test/ | ||
``` | ||
|
||
You will then have to answer some questions about the tokenizer for which you want to add tests. The `modelname` should be cased according to the plain text casing, i.e., BERT, RoBERTa, DeBERTa. | ||
|
||
Once the command has finished, you should have a one new file inside the newly created folder named `test_tokenization_Xxx.py`. At this point the template is finished and you can move it to the sub-folder of the corresponding model in the test folder. |
78 changes: 78 additions & 0 deletions
78
...late-{{cookiecutter.modelname}}/test_tokenization_{{cookiecutter.lowercase_modelname}}.py
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,78 @@ | ||
# coding=utf-8 | ||
# Copyright 2022 {{cookiecutter.authors}}. All rights reserved. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
""" Testing suite for the {{cookiecutter.modelname}} tokenizer. """ | ||
|
||
|
||
import unittest | ||
|
||
{% if cookiecutter.has_slow_class == "True" and cookiecutter.has_fast_class == "True" -%} | ||
from transformers import {{cookiecutter.camelcase_modelname}}Tokenizer, {{cookiecutter.camelcase_modelname}}TokenizerFast | ||
{% elif cookiecutter.has_slow_class == "True" -%} | ||
from transformers import {{cookiecutter.camelcase_modelname}}Tokenizer | ||
{% elif cookiecutter.has_fast_class == "True" -%} | ||
from transformers import {{cookiecutter.camelcase_modelname}}TokenizerFast | ||
{% endif -%} | ||
{% if cookiecutter.has_fast_class == "True" and cookiecutter.slow_tokenizer_use_sentencepiece == "True" -%} | ||
from transformers.testing_utils import require_sentencepiece, require_tokenizers | ||
from ..test_tokenization_common import TokenizerTesterMixin | ||
|
||
|
||
@require_sentencepiece | ||
@require_tokenizers | ||
{% elif cookiecutter.slow_tokenizer_use_sentencepiece == "True" -%} | ||
from transformers.testing_utils import require_sentencepiece | ||
from ..test_tokenization_common import TokenizerTesterMixin | ||
|
||
|
||
@require_sentencepiece | ||
{% elif cookiecutter.has_fast_class == "True" -%} | ||
from transformers.testing_utils import require_tokenizers | ||
from ..test_tokenization_common import TokenizerTesterMixin | ||
|
||
|
||
@require_tokenizers | ||
{% else -%} | ||
from ..test_tokenization_common import TokenizerTesterMixin | ||
|
||
|
||
{% endif -%} | ||
class {{cookiecutter.camelcase_modelname}}TokenizationTest(TokenizerTesterMixin, unittest.TestCase): | ||
{% if cookiecutter.has_slow_class == "True" -%} | ||
tokenizer_class = {{cookiecutter.camelcase_modelname}}Tokenizer | ||
test_slow_tokenizer = True | ||
{% else -%} | ||
tokenizer_class = None | ||
test_slow_tokenizer = False | ||
{% endif -%} | ||
{% if cookiecutter.has_fast_class == "True" -%} | ||
rust_tokenizer_class = {{cookiecutter.camelcase_modelname}}TokenizerFast | ||
test_rust_tokenizer = True | ||
{% else -%} | ||
rust_tokenizer_class = None | ||
test_rust_tokenizer = False | ||
{% endif -%} | ||
{% if cookiecutter.slow_tokenizer_use_sentencepiece == "True" -%} | ||
test_sentencepiece = True | ||
{% endif -%} | ||
# TODO: Check in `TokenizerTesterMixin` if other attributes need to be changed | ||
def setUp(self): | ||
super().setUp() | ||
|
||
raise NotImplementedError( | ||
"Here you have to implement the saving of a toy tokenizer in " | ||
"`self.tmpdirname`." | ||
) | ||
|
||
# TODO: add tests with hard-coded target values |
10 changes: 10 additions & 0 deletions
10
templates/adding_a_missing_tokenization_test/cookiecutter.json
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,10 @@ | ||
{ | ||
"modelname": "BrandNewBERT", | ||
"uppercase_modelname": "BRAND_NEW_BERT", | ||
"lowercase_modelname": "brand_new_bert", | ||
"camelcase_modelname": "BrandNewBert", | ||
"has_slow_class": ["True", "False"], | ||
"has_fast_class": ["True", "False"], | ||
"slow_tokenizer_use_sentencepiece": ["True", "False"], | ||
"authors": "The HuggingFace Team" | ||
} |