Spaces:
Runtime error
Runtime error
NimaBoscarino
commited on
Commit
•
e814211
1
Parent(s):
93711b8
WIP: Split up unit tests to their own files
Browse files
requirements.txt
CHANGED
@@ -1,7 +1,4 @@
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# fastapi
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# uvicorn
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markdown
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beautifulsoup4
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gradio
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markdown
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beautifulsoup4
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pytest
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gradio
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tests/test_compliance_checks.py
CHANGED
@@ -1,241 +1,14 @@
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import pytest
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from unittest.mock import MagicMock
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import markdown
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from bs4 import BeautifulSoup
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from compliance_checks import (
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ComplianceSuite,
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ComputationalRequirementsCheck, ComputationalRequirementsResult,
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)
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expected_infrastructure = """\
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Jean Zay Public Supercomputer, provided by the French government.\
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Hardware\
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384 A100 80GB GPUs (48 nodes)\
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Software\
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Megatron-DeepSpeed (Github link)\
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"""
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class TestComplianceCheck:
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@pytest.fixture
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def provider_identity_model_card(self):
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return """
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# Model Card for Sample Model
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Some random info...
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## Model Details
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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- **Developed by:** Nima Boscarino
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- **Model type:** Yada yada yada
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"""
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@pytest.fixture
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def bad_provider_identity_model_card(self):
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return """
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# Model Card for Sample Model
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Some random info...
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## Model Details
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### Model Description
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- **Developed by:** [More Information Needed]
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- **Model type:** Yada yada yada
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"""
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@pytest.fixture
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def intended_purpose_model_card(self):
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return """
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# Model Card for Sample Model
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Some random info...
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## Uses
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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### Direct Use
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Here is some info about direct uses...
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### Downstream Use [optional]
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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[More Information Needed]
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### Out-of-Scope Use
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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Here is some info about out-of-scope uses...
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## Bias, Risks, and Limitations
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<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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[More Information Needed]
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"""
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@pytest.fixture
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def bad_intended_purpose_model_card(self):
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return """
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# Model Card for Sample Model
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Some random info...
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## Uses
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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### Direct Use
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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[More Information Needed]
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### Downstream Use [optional]
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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[More Information Needed]
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### Out-of-Scope Use
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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[More Information Needed]
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## Bias, Risks, and Limitations
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<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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[More Information Needed]
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"""
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@pytest.fixture
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def general_limitations_model_card(self):
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return """
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# Model Card for Sample Model
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## Some Random Header
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## Bias, Risks, and Limitations
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<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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Hello world! These are some risks...
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## More Things
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"""
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@pytest.fixture
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def bad_general_limitations_model_card(self):
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return """
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# Model Card for Sample Model
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## Some Random Header
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## Bias, Risks, and Limitations
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<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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[More Information Needed]
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## More Things
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"""
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@pytest.fixture
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def computational_requirements_model_card(self):
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# Adapted from: https://huggingface.co/bigscience/bloom/blob/main/README.md
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return """
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# Model Card for Sample Model
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## Some Random Header
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## Technical Specifications
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### Compute infrastructure
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Jean Zay Public Supercomputer, provided by the French government.
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#### Hardware
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* 384 A100 80GB GPUs (48 nodes)
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#### Software
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* Megatron-DeepSpeed ([Github link](https://github.com/bigscience-workshop/Megatron-DeepSpeed))
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</details>
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## Intended Use
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Etc..
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"""
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@pytest.fixture
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def bad_computational_requirements_model_card(self):
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# Adapted from: https://huggingface.co/bigscience/bloom/blob/main/README.md
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return """
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# Model Card for Sample Model
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## Some Random Header
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## Technical Specifications
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### Compute infrastructure
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[More Information Needed]
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## Intended Use
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Etc..
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"""
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@pytest.mark.parametrize("check,card,expected", [
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(ModelProviderIdentityCheck(), "provider_identity_model_card", ModelProviderIdentityResult(
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status=True,
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provider="Nima Boscarino",
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)),
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(ModelProviderIdentityCheck(), "bad_provider_identity_model_card", ModelProviderIdentityResult()),
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(IntendedPurposeCheck(), "intended_purpose_model_card", IntendedPurposeResult(
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status=True,
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direct_use="Here is some info about direct uses...",
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downstream_use=None,
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out_of_scope_use="Here is some info about out-of-scope uses...",
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)),
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(IntendedPurposeCheck(), "bad_intended_purpose_model_card", IntendedPurposeResult()),
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(GeneralLimitationsCheck(), "general_limitations_model_card", GeneralLimitationsResult(
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status=True,
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limitations="Hello world! These are some risks..."
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)),
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(GeneralLimitationsCheck(), "bad_general_limitations_model_card", GeneralLimitationsResult()),
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(ComputationalRequirementsCheck(), "computational_requirements_model_card", ComputationalRequirementsResult(
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status=True,
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requirements=expected_infrastructure,
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)),
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(ComputationalRequirementsCheck(), "bad_computational_requirements_model_card", ComputationalRequirementsResult()),
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])
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def test_run_checks(self, check, card, expected, request):
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card = request.getfixturevalue(card)
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model_card_html = markdown.markdown(card)
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card_soup = BeautifulSoup(model_card_html, features="html.parser")
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results = check.run_check(card_soup)
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assert results == expected
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class TestComplianceSuite:
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@pytest.fixture
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def mock_compliance_check(self):
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import pytest
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from unittest.mock import MagicMock
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from compliance_checks import (
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ComplianceSuite,
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IntendedPurposeCheck,
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GeneralLimitationsCheck,
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ComputationalRequirementsCheck,
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)
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class TestComplianceSuite:
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@pytest.fixture
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def mock_compliance_check(self):
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tests/test_computational_requirements_check.py
ADDED
@@ -0,0 +1,81 @@
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+
import pytest
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2 |
+
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3 |
+
import markdown
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4 |
+
from bs4 import BeautifulSoup
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5 |
+
from compliance_checks import (
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6 |
+
ComputationalRequirementsCheck, ComputationalRequirementsResult,
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7 |
+
)
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8 |
+
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9 |
+
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10 |
+
expected_infrastructure = """\
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11 |
+
Jean Zay Public Supercomputer, provided by the French government.\
|
12 |
+
Hardware\
|
13 |
+
384 A100 80GB GPUs (48 nodes)\
|
14 |
+
Software\
|
15 |
+
Megatron-DeepSpeed (Github link)\
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16 |
+
"""
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17 |
+
|
18 |
+
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19 |
+
@pytest.fixture
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20 |
+
def computational_requirements_model_card():
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21 |
+
# Adapted from: https://huggingface.co/bigscience/bloom/blob/main/README.md
|
22 |
+
return """
|
23 |
+
# Model Card for Sample Model
|
24 |
+
|
25 |
+
## Some Random Header
|
26 |
+
|
27 |
+
## Technical Specifications
|
28 |
+
|
29 |
+
### Compute infrastructure
|
30 |
+
Jean Zay Public Supercomputer, provided by the French government.
|
31 |
+
|
32 |
+
#### Hardware
|
33 |
+
|
34 |
+
* 384 A100 80GB GPUs (48 nodes)
|
35 |
+
|
36 |
+
#### Software
|
37 |
+
|
38 |
+
* Megatron-DeepSpeed ([Github link](https://github.com/bigscience-workshop/Megatron-DeepSpeed))
|
39 |
+
</details>
|
40 |
+
|
41 |
+
## Intended Use
|
42 |
+
|
43 |
+
Etc..
|
44 |
+
"""
|
45 |
+
|
46 |
+
|
47 |
+
@pytest.fixture
|
48 |
+
def bad_computational_requirements_model_card():
|
49 |
+
# Adapted from: https://huggingface.co/bigscience/bloom/blob/main/README.md
|
50 |
+
return """
|
51 |
+
# Model Card for Sample Model
|
52 |
+
|
53 |
+
## Some Random Header
|
54 |
+
|
55 |
+
## Technical Specifications
|
56 |
+
|
57 |
+
### Compute infrastructure
|
58 |
+
[More Information Needed]
|
59 |
+
|
60 |
+
## Intended Use
|
61 |
+
|
62 |
+
Etc..
|
63 |
+
"""
|
64 |
+
|
65 |
+
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66 |
+
@pytest.mark.parametrize("check,card,expected", [
|
67 |
+
(ComputationalRequirementsCheck(), "computational_requirements_model_card", ComputationalRequirementsResult(
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68 |
+
status=True,
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69 |
+
requirements=expected_infrastructure,
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70 |
+
)),
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71 |
+
(ComputationalRequirementsCheck(), "bad_computational_requirements_model_card", ComputationalRequirementsResult()),
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72 |
+
])
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73 |
+
def test_run_checks(check, card, expected, request):
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74 |
+
card = request.getfixturevalue(card)
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75 |
+
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76 |
+
model_card_html = markdown.markdown(card)
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77 |
+
card_soup = BeautifulSoup(model_card_html, features="html.parser")
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78 |
+
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79 |
+
results = check.run_check(card_soup)
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80 |
+
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81 |
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assert results == expected
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tests/test_general_limitations_check.py
ADDED
@@ -0,0 +1,59 @@
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1 |
+
import pytest
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2 |
+
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3 |
+
import markdown
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4 |
+
from bs4 import BeautifulSoup
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5 |
+
from compliance_checks import (
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6 |
+
GeneralLimitationsCheck, GeneralLimitationsResult,
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7 |
+
)
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8 |
+
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9 |
+
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10 |
+
@pytest.fixture
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11 |
+
def general_limitations_model_card():
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+
return """
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+
# Model Card for Sample Model
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+
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+
## Some Random Header
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+
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+
## Bias, Risks, and Limitations
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+
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+
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+
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+
Hello world! These are some risks...
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+
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+
## More Things
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+
"""
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+
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+
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+
@pytest.fixture
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+
def bad_general_limitations_model_card():
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+
return """
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+
# Model Card for Sample Model
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+
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+
## Some Random Header
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33 |
+
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+
## Bias, Risks, and Limitations
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+
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+
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+
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+
[More Information Needed]
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+
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+
## More Things
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+
"""
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+
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+
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+
@pytest.mark.parametrize("check,card,expected", [
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45 |
+
(GeneralLimitationsCheck(), "general_limitations_model_card", GeneralLimitationsResult(
|
46 |
+
status=True,
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47 |
+
limitations="Hello world! These are some risks..."
|
48 |
+
)),
|
49 |
+
(GeneralLimitationsCheck(), "bad_general_limitations_model_card", GeneralLimitationsResult()),
|
50 |
+
])
|
51 |
+
def test_run_checks(check, card, expected, request):
|
52 |
+
card = request.getfixturevalue(card)
|
53 |
+
|
54 |
+
model_card_html = markdown.markdown(card)
|
55 |
+
card_soup = BeautifulSoup(model_card_html, features="html.parser")
|
56 |
+
|
57 |
+
results = check.run_check(card_soup)
|
58 |
+
|
59 |
+
assert results == expected
|
tests/test_intended_purpose_check.py
ADDED
@@ -0,0 +1,99 @@
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|
1 |
+
import pytest
|
2 |
+
|
3 |
+
import markdown
|
4 |
+
from bs4 import BeautifulSoup
|
5 |
+
from compliance_checks import (
|
6 |
+
IntendedPurposeCheck, IntendedPurposeResult,
|
7 |
+
)
|
8 |
+
|
9 |
+
|
10 |
+
@pytest.fixture
|
11 |
+
def intended_purpose_model_card():
|
12 |
+
return """
|
13 |
+
# Model Card for Sample Model
|
14 |
+
|
15 |
+
Some random info...
|
16 |
+
|
17 |
+
## Uses
|
18 |
+
|
19 |
+
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
|
20 |
+
|
21 |
+
### Direct Use
|
22 |
+
|
23 |
+
Here is some info about direct uses...
|
24 |
+
|
25 |
+
### Downstream Use [optional]
|
26 |
+
|
27 |
+
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
|
28 |
+
|
29 |
+
[More Information Needed]
|
30 |
+
|
31 |
+
### Out-of-Scope Use
|
32 |
+
|
33 |
+
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
|
34 |
+
|
35 |
+
Here is some info about out-of-scope uses...
|
36 |
+
|
37 |
+
## Bias, Risks, and Limitations
|
38 |
+
|
39 |
+
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
|
40 |
+
|
41 |
+
[More Information Needed]
|
42 |
+
"""
|
43 |
+
|
44 |
+
|
45 |
+
@pytest.fixture
|
46 |
+
def bad_intended_purpose_model_card():
|
47 |
+
return """
|
48 |
+
# Model Card for Sample Model
|
49 |
+
|
50 |
+
Some random info...
|
51 |
+
|
52 |
+
## Uses
|
53 |
+
|
54 |
+
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
|
55 |
+
|
56 |
+
### Direct Use
|
57 |
+
|
58 |
+
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
|
59 |
+
|
60 |
+
[More Information Needed]
|
61 |
+
|
62 |
+
### Downstream Use [optional]
|
63 |
+
|
64 |
+
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
|
65 |
+
|
66 |
+
[More Information Needed]
|
67 |
+
|
68 |
+
### Out-of-Scope Use
|
69 |
+
|
70 |
+
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
|
71 |
+
|
72 |
+
[More Information Needed]
|
73 |
+
|
74 |
+
## Bias, Risks, and Limitations
|
75 |
+
|
76 |
+
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
|
77 |
+
|
78 |
+
[More Information Needed]
|
79 |
+
"""
|
80 |
+
|
81 |
+
|
82 |
+
@pytest.mark.parametrize("check,card,expected", [
|
83 |
+
(IntendedPurposeCheck(), "intended_purpose_model_card", IntendedPurposeResult(
|
84 |
+
status=True,
|
85 |
+
direct_use="Here is some info about direct uses...",
|
86 |
+
downstream_use=None,
|
87 |
+
out_of_scope_use="Here is some info about out-of-scope uses...",
|
88 |
+
)),
|
89 |
+
(IntendedPurposeCheck(), "bad_intended_purpose_model_card", IntendedPurposeResult()),
|
90 |
+
])
|
91 |
+
def test_run_checks(check, card, expected, request):
|
92 |
+
card = request.getfixturevalue(card)
|
93 |
+
|
94 |
+
model_card_html = markdown.markdown(card)
|
95 |
+
card_soup = BeautifulSoup(model_card_html, features="html.parser")
|
96 |
+
|
97 |
+
results = check.run_check(card_soup)
|
98 |
+
|
99 |
+
assert results == expected
|