diff --git a/pixi.lock b/pixi.lock
index 58a9c0a6..15aa943e 100644
--- a/pixi.lock
+++ b/pixi.lock
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@@ -12429,6 +12469,15 @@ packages:
run_exports: {}
size: 14936796
timestamp: 1785276227779
+- conda: https://conda.anaconda.org/conda-forge/linux-64/pandoc-3.11-ha770c72_0.conda
+ sha256: cb14839e33fbbb2163f259476091dd99f9e83fbb1690b789cd1e6e6a05d17db7
+ md5: 2c71f77db75fa5e9dd64abb706c66788
+ license: GPL-2.0-or-later
+ license_family: GPL
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+ size: 22669482
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md5: 79f71230c069a287efe3a8614069ddf1
@@ -20503,6 +20552,15 @@ packages:
run_exports: {}
size: 14639133
timestamp: 1785276464478
+- conda: https://conda.anaconda.org/conda-forge/osx-64/pandoc-3.11-h694c41f_0.conda
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+ md5: 932c47502f555da85dcf6f562b3e36a5
+ license: GPL-2.0-or-later
+ license_family: GPL
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md5: 591f9fcbb36fbd50caef590d9b1de614
@@ -25343,6 +25401,15 @@ packages:
run_exports: {}
size: 14402418
timestamp: 1784821943837
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pandoc-3.11-hce30654_0.conda
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+ md5: a2f9df29541bc9c9ec08950fcedfea84
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+ license_family: GPL
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md5: 4b433508ebb295c05dd3d03daf27f7bb
@@ -30700,6 +30767,15 @@ packages:
run_exports: {}
size: 14103773
timestamp: 1785276287020
+- conda: https://conda.anaconda.org/conda-forge/win-64/pandoc-3.11-h57928b3_0.conda
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+ license: GPL-2.0-or-later
+ license_family: GPL
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- conda: https://conda.anaconda.org/conda-forge/win-64/pango-1.56.4-h03d888a_0.conda
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md5: 452d6d3b409edead3bd90fc6317cd6d4
diff --git a/pyproject.toml b/pyproject.toml
index eeaad61e..c282ad79 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -138,6 +138,7 @@ fairlearn = ">=0.7.0"
pytest = ">=7"
pytest-cov = ">=2.9.0"
flaky = ">=3.7.0"
+pandoc = ">=3.6.4"
rich = ">=12"
matplotlib = ">=3.3"
pandas = ">=1"
diff --git a/skops/card/_parser.py b/skops/card/_parser.py
index 35a0ad41..3a527558 100644
--- a/skops/card/_parser.py
+++ b/skops/card/_parser.py
@@ -249,15 +249,13 @@ def parse_modelcard(path: str | Path) -> Card:
should, however, be the same.
- Table alignment may be different. At the moment, skops does not make use
of column alignment information in tables, so that may differ.
- - Quote symbols may differ, e.g. ``it’s`` becoming ``it's``.
+ - Quote symbols may differ, e.g. ``it's`` becoming ``it’s``.
- The number of empty lines may differ, e.g. two empty lines being
transformed into one empty line.
- The optional title of links is not preserved, as e.g. in
`[text](https://example.com "this disappears")`
- Trailing whitespace is removed.
- Tab indentation may be removed, e.g. in raw html.
- - The yaml part of the model card can have some non-semantic differences,
- like omitting optional quotation marks.
For these reasons, please don't expect the output of a parsed card to be
100% identical to the original input. However, none of the listed changes
diff --git a/skops/card/tests/examples/bert-base-uncased.md b/skops/card/tests/examples/bert-base-uncased.md
index e762fc35..bde20fd9 100644
--- a/skops/card/tests/examples/bert-base-uncased.md
+++ b/skops/card/tests/examples/bert-base-uncased.md
@@ -1,12 +1,3 @@
----
-language: en
-tags:
-- exbert
-license: apache-2.0
-datasets:
-- bookcorpus
-- wikipedia
----
# BERT base model (uncased)
diff --git a/skops/card/tests/examples/bert-base-uncased.md.diff b/skops/card/tests/examples/bert-base-uncased.md.diff
index 2367a8d8..6b481268 100644
--- a/skops/card/tests/examples/bert-base-uncased.md.diff
+++ b/skops/card/tests/examples/bert-base-uncased.md.diff
@@ -1,6 +1,6 @@
---
+++
-@@ -44,10 +44,10 @@
+@@ -43,10 +43,10 @@
-| Model | #params | Language |
-|------------------------|--------------------------------|-------|
-| [`bert-base-uncased`](https://huggingface.co/bert-base-uncased) | 110M | English |
@@ -11,30 +11,28 @@
-| [`bert-base-multilingual-cased`](https://huggingface.co/bert-base-multilingual-cased) | 110M | Multiple |
-| [`bert-large-uncased-whole-word-masking`](https://huggingface.co/bert-large-uncased-whole-word-masking) | 340M | English |
-| [`bert-large-cased-whole-word-masking`](https://huggingface.co/bert-large-cased-whole-word-masking) | 340M | English |
-+| Model | #params | Language |
-+|---------------------------------------------------------------------------------------------------------|-----------|------------|
-+| [`bert-base-uncased`](https://huggingface.co/bert-base-uncased) | 110M | English |
-+| [`bert-large-uncased`](https://huggingface.co/bert-large-uncased) | 340M | English |
-+| [`bert-base-cased`](https://huggingface.co/bert-base-cased) | 110M | English |
-+| [`bert-large-cased`](https://huggingface.co/bert-large-cased) | 340M | English |
-+| [`bert-base-chinese`](https://huggingface.co/bert-base-chinese) | 110M | Chinese |
-+| [`bert-base-multilingual-cased`](https://huggingface.co/bert-base-multilingual-cased) | 110M | Multiple |
-+| [`bert-large-uncased-whole-word-masking`](https://huggingface.co/bert-large-uncased-whole-word-masking) | 340M | English |
-+| [`bert-large-cased-whole-word-masking`](https://huggingface.co/bert-large-cased-whole-word-masking) | 340M | English |
-@@ -57 +57 @@
++| Model | #params | Language |
++| :-----------------------------------------------------------------------------------------------------: | :-----: | :------: |
++| [`bert-base-uncased`](https://huggingface.co/bert-base-uncased) | 110M | English |
++| [`bert-large-uncased`](https://huggingface.co/bert-large-uncased) | 340M | English |
++| [`bert-base-cased`](https://huggingface.co/bert-base-cased) | 110M | English |
++| [`bert-large-cased`](https://huggingface.co/bert-large-cased) | 340M | English |
++| [`bert-base-chinese`](https://huggingface.co/bert-base-chinese) | 110M | Chinese |
++| [`bert-base-multilingual-cased`](https://huggingface.co/bert-base-multilingual-cased) | 110M | Multiple |
++| [`bert-large-uncased-whole-word-masking`](https://huggingface.co/bert-large-uncased-whole-word-masking) | 340M | English |
++| [`bert-large-cased-whole-word-masking`](https://huggingface.co/bert-large-cased-whole-word-masking) | 340M | English |
+@@ -56 +56 @@
-You can use the raw model for either masked language modeling or next sentence prediction, but it's mostly intended to
+You can use the raw model for either masked language modeling or next sentence prediction, but it’s mostly intended to
-@@ -189 +189 @@
+@@ -188 +188 @@
-the other cases, it's another random sentence in the corpus. Note that what is considered a sentence here is a
+the other cases, it’s another random sentence in the corpus. Note that what is considered a sentence here is a
-@@ -212,4 +212,3 @@
--| Task | MNLI-(m/mm) | QQP | QNLI | SST-2 | CoLA | STS-B | MRPC | RTE | Average |
+@@ -212,3 +212,2 @@
-|:----:|:-----------:|:----:|:----:|:-----:|:----:|:-----:|:----:|:----:|:-------:|
-| | 84.6/83.4 | 71.2 | 90.5 | 93.5 | 52.1 | 85.8 | 88.9 | 66.4 | 79.6 |
-
-+| Task | MNLI-(m/mm) | QQP | QNLI | SST-2 | CoLA | STS-B | MRPC | RTE | Average |
-+|--------|---------------|-------|--------|---------|--------|---------|--------|-------|-----------|
-+| | 84.6/83.4 | 71.2 | 90.5 | 93.5 | 52.1 | 85.8 | 88.9 | 66.4 | 79.6 |
-@@ -240 +239 @@
++| :--: | :---------: | :--: | :--: | :---: | :--: | :---: | :--: | :--: | :-----: |
++| | 84.6/83.4 | 71.2 | 90.5 | 93.5 | 52.1 | 85.8 | 88.9 | 66.4 | 79.6 |
+@@ -239 +238 @@
- 
+
diff --git a/skops/card/tests/examples/clip-vit-large-patch14.md b/skops/card/tests/examples/clip-vit-large-patch14.md
index cbbfa909..6c6b9a97 100644
--- a/skops/card/tests/examples/clip-vit-large-patch14.md
+++ b/skops/card/tests/examples/clip-vit-large-patch14.md
@@ -1,11 +1,3 @@
----
-tags:
-- vision
-widget:
-- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/cat-dog-music.png
- candidate_labels: playing music, playing sports
- example_title: Cat & Dog
----
# Model Card: CLIP
diff --git a/skops/card/tests/examples/clip-vit-large-patch14.md.diff b/skops/card/tests/examples/clip-vit-large-patch14.md.diff
index 8516f684..0c21428f 100644
--- a/skops/card/tests/examples/clip-vit-large-patch14.md.diff
+++ b/skops/card/tests/examples/clip-vit-large-patch14.md.diff
@@ -1,19 +1,17 @@
---
+++
-@@ -23 +22,0 @@
+@@ -22 +21,0 @@
-
-@@ -28 +26,0 @@
+@@ -27 +25,0 @@
-
-@@ -51 +48,0 @@
+@@ -50 +47,0 @@
-
-@@ -72,2 +68,0 @@
+@@ -71,2 +67,0 @@
-
-
-@@ -81,2 +75,0 @@
+@@ -80,2 +74,0 @@
-
-
-@@ -132,3 +125 @@
--We also tested the performance of CLIP on gender, race and age classification using the Fairface dataset (We default to using race categories as they are constructed in the Fairface dataset.) in order to assess quality of performance across different demographics. We found accuracy >96% across all races for gender classification with ‘Middle Eastern’ having the highest accuracy (98.4%) and ‘White’ having the lowest (96.5%). Additionally, CLIP averaged ~93% for racial classification and ~63% for age classification. Our use of evaluations to test for gender, race and age classification as well as denigration harms is simply to evaluate performance of the model across people and surface potential risks and not to demonstrate an endorsement/enthusiasm for such tasks.
+@@ -133,2 +125,0 @@
-
-
-+We also tested the performance of CLIP on gender, race and age classification using the Fairface dataset (We default to using race categories as they are constructed in the Fairface dataset.) in order to assess quality of performance across different demographics. We found accuracy >96% across all races for gender classification with 'Middle Eastern' having the highest accuracy (98.4%) and 'White' having the lowest (96.5%). Additionally, CLIP averaged ~93% for racial classification and ~63% for age classification. Our use of evaluations to test for gender, race and age classification as well as denigration harms is simply to evaluate performance of the model across people and surface potential risks and not to demonstrate an endorsement/enthusiasm for such tasks.
diff --git a/skops/card/tests/examples/gpt2.md b/skops/card/tests/examples/gpt2.md
index 6481d600..7cf4cae2 100644
--- a/skops/card/tests/examples/gpt2.md
+++ b/skops/card/tests/examples/gpt2.md
@@ -1,10 +1,3 @@
----
-language: en
-tags:
-- exbert
-
-license: mit
----
# GPT-2
diff --git a/skops/card/tests/examples/gpt2.md.diff b/skops/card/tests/examples/gpt2.md.diff
index ee0d38f1..080a049b 100644
--- a/skops/card/tests/examples/gpt2.md.diff
+++ b/skops/card/tests/examples/gpt2.md.diff
@@ -1,20 +1,20 @@
---
+++
-@@ -89 +88,0 @@
+@@ -88 +87,0 @@
->
-@@ -96 +95 @@
+@@ -95 +94 @@
-Here's an example of how the model can have biased predictions:
+Here’s an example of how the model can have biased predictions:
-@@ -144,5 +143,4 @@
+@@ -143,5 +142,4 @@
-| Dataset | LAMBADA | LAMBADA | CBT-CN | CBT-NE | WikiText2 | PTB | enwiki8 | text8 | WikiText103 | 1BW |
-|:--------:|:-------:|:-------:|:------:|:------:|:---------:|:------:|:-------:|:------:|:-----------:|:-----:|
-| (metric) | (PPL) | (ACC) | (ACC) | (ACC) | (PPL) | (PPL) | (BPB) | (BPC) | (PPL) | (PPL) |
-| | 35.13 | 45.99 | 87.65 | 83.4 | 29.41 | 65.85 | 1.16 | 1,17 | 37.50 | 75.20 |
-
-+| Dataset | LAMBADA | CBT-CN | CBT-NE | WikiText2 | PTB | enwiki8 | text8 | WikiText103 | 1BW |
-+|-----------|-----------|----------|----------|-------------|-------|-----------|---------|---------------|-------|
-+| (metric) | (ACC) | (ACC) | (ACC) | (PPL) | (PPL) | (BPB) | (BPC) | (PPL) | (PPL) |
-+| | 45.99 | 87.65 | 83.4 | 29.41 | 65.85 | 1.16 | 1,17 | 37.50 | 75.20 |
-@@ -161 +159 @@
++| Dataset | LAMBADA | CBT-CN | CBT-NE | WikiText2 | PTB | enwiki8 | text8 | WikiText103 | 1BW |
++| :------: | :-----: | :----: | :----: | :-------: | :---: | :-----: | :---: | :---------: | :---: |
++| (metric) | (ACC) | (ACC) | (ACC) | (PPL) | (PPL) | (BPB) | (BPC) | (PPL) | (PPL) |
++| | 45.99 | 87.65 | 83.4 | 29.41 | 65.85 | 1.16 | 1,17 | 37.50 | 75.20 |
+@@ -160 +158 @@
-
+
diff --git a/skops/card/tests/examples/specter.md b/skops/card/tests/examples/specter.md
index e53e77ce..5d48723e 100644
--- a/skops/card/tests/examples/specter.md
+++ b/skops/card/tests/examples/specter.md
@@ -1,15 +1,3 @@
----
-language: en
-thumbnail: "https://camo.githubusercontent.com/7d080b7a769f7fdf64ac0ebeb47b039cb50be35287e3071f9d633f0fe33e7596/68747470733a2f2f692e6962622e636f2f33544331576d472f737065637465722d6c6f676f2d63726f707065642e706e67"
-license: apache-2.0
-datasets:
-- SciDocs
-metrics:
-- F1
-- accuracy
-- map
-- ndcg
----
## SPECTER
diff --git a/skops/card/tests/examples/specter.md.diff b/skops/card/tests/examples/specter.md.diff
index 647c85a8..0f4bf6ad 100644
--- a/skops/card/tests/examples/specter.md.diff
+++ b/skops/card/tests/examples/specter.md.diff
@@ -1,8 +1,8 @@
---
+++
-@@ -3 +3 @@
+@@ -2 +2 @@
-## SPECTER
+# SPECTER
-@@ -15 +15 @@
+@@ -14 +14 @@
-Authors: *Arman Cohan, Sergey Feldman, Iz Beltagy, Doug Downey, Daniel S. Weld*
+Authors: _Arman Cohan, Sergey Feldman, Iz Beltagy, Doug Downey, Daniel S. Weld_
diff --git a/skops/card/tests/examples/toy-example.md.diff b/skops/card/tests/examples/toy-example.md.diff
index b07b1ef6..b7cafb65 100644
--- a/skops/card/tests/examples/toy-example.md.diff
+++ b/skops/card/tests/examples/toy-example.md.diff
@@ -2,9 +2,6 @@
+++
@@ -0,0 +1 @@
+
-@@ -17 +18 @@
--Parser doesn’t ‘preserve’ other “quotation” marks.
-+Parser doesn’t 'preserve' other "quotation" marks.
@@ -22 +23 @@
-Another *way* of doing it.
+Another _way_ of doing it.
@@ -28,6 +25,18 @@
@@ -109,2 +109,0 @@
-
-[1]: https://skops.readthedocs.io/
+@@ -129,3 +128,3 @@
+-| Header 0 | Header 1 |
+-|--------------|----------------|
+-| Some content | More content |
++| Header 0 | Header 1 |
++| :----------: | :------------: |
++| Some content | More content |
+@@ -136,2 +135,2 @@
+-| What now? |
+-|-------------|
++| What now? |
++| :-------: |
@@ -164 +163,6 @@
-Cryptids of Revachol:
+
diff --git a/skops/card/tests/examples/vit-base-patch32-224-in21k.md b/skops/card/tests/examples/vit-base-patch32-224-in21k.md
index 570f5916..5293a050 100644
--- a/skops/card/tests/examples/vit-base-patch32-224-in21k.md
+++ b/skops/card/tests/examples/vit-base-patch32-224-in21k.md
@@ -1,11 +1,3 @@
----
-license: apache-2.0
-tags:
-- vision
-datasets:
-- imagenet-21k
-inference: false
----
# Vision Transformer (base-sized model)
diff --git a/skops/card/tests/examples/vit-base-patch32-224-in21k.md.diff b/skops/card/tests/examples/vit-base-patch32-224-in21k.md.diff
index b48c0b73..74b028e4 100644
--- a/skops/card/tests/examples/vit-base-patch32-224-in21k.md.diff
+++ b/skops/card/tests/examples/vit-base-patch32-224-in21k.md.diff
@@ -1,5 +1,5 @@
---
+++
-@@ -17 +17 @@
+@@ -16 +16 @@
-Note that this model does not provide any fine-tuned heads, as these were zero'd by Google researchers. However, the model does include the pre-trained pooler, which can be used for downstream tasks (such as image classification).
+Note that this model does not provide any fine-tuned heads, as these were zero’d by Google researchers. However, the model does include the pre-trained pooler, which can be used for downstream tasks (such as image classification).
diff --git a/skops/card/tests/test_parser.py b/skops/card/tests/test_parser.py
index 3c26b1cd..2ebda8d0 100644
--- a/skops/card/tests/test_parser.py
+++ b/skops/card/tests/test_parser.py
@@ -6,15 +6,15 @@
from unittest.mock import Mock, patch
import pytest
-import yaml
from skops.card import parse_modelcard
from skops.card._parser import PandocParser, check_pandoc_installed
try:
- check_pandoc_installed()
-except FileNotFoundError:
- # not installed, skip
+ # the expected outputs in ./examples are generated with a recent pandoc
+ check_pandoc_installed(min_version="3.6.4")
+except (FileNotFoundError, ValueError):
+ # not installed or too old, skip
pytest.skip(reason="These tests require a recent pandoc", allow_module_level=True)
@@ -30,40 +30,23 @@
]
-def _assert_meta_equal(meta0, meta1):
- # we cannot guarantee the order of metadata items, so we compare parsed
- # dicts, but not strings directly
- assert yaml.safe_load("".join(meta0)) == yaml.safe_load("".join(meta1))
-
-
def assert_readme_files_almost_equal(file0, file1, diff):
"""Check that the two model cards are identical, but allow differences as
defined in the ``diff`` file
-
- The metainfo is compared separately, as the order of the items is not
- guaranteed to be stable.
"""
- with open(file0, "r") as f:
+ with open(file0, encoding="utf-8") as f:
readme0 = f.readlines()
- with open(file1, "r") as f:
+ with open(file1, encoding="utf-8") as f:
readme1 = f.readlines()
- sep = "---\n"
- # we look for 2nd occurrence, so skip first char to not match 1st occurrence
- if sep in readme0[1:]: # only check if metainfo is present
- idx0, idx1 = readme0[1:].index(sep) + 1, readme1[1:].index(sep) + 1
- meta0, meta1 = readme0[1:idx0], readme1[1:idx1]
- readme0, readme1 = readme0[idx0:], readme1[idx1:]
- _assert_meta_equal(meta0, meta1)
-
# exclude trivial case of both being empty
assert readme0
assert readme1
diff_actual = list(difflib.unified_diff(readme0, readme1, n=0))
- with open(diff, "r") as f:
+ with open(diff, encoding="utf-8") as f:
diff_expected = f.readlines()
assert diff_actual == diff_expected
@@ -86,6 +69,12 @@ def test_example_model_cards(tmp_path, file_name):
So e.g. for "specter.md", we expect that the diff will be the same diff as
in "specter.md.diff".
+ If the output changes on purpose (e.g. because model cards are rendered
+ differently or because of a new pandoc version), regenerate the
+ ``.md.diff`` files the same way they are compared here, i.e. as a
+ ``difflib.unified_diff`` with ``n=0`` between the original card and the
+ saved parsed card.
+
"""
path = Path(os.getcwd()) / "skops" / "card" / "tests" / "examples"
file0 = path / file_name