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from compliance_checks.base import ComplianceResult, ComplianceCheck, walk_to_next_heading | |
from bs4 import BeautifulSoup | |
class IntendedPurposeResult(ComplianceResult): | |
name = "Intended Purpose" | |
def __init__( | |
self, | |
direct_use: str = None, | |
downstream_use: str = None, | |
out_of_scope_use: str = None, | |
*args, | |
**kwargs, | |
): | |
super().__init__(*args, **kwargs) | |
self.direct_use = direct_use | |
self.downstream_use = downstream_use | |
self.out_of_scope_use = out_of_scope_use | |
def __eq__(self, other): | |
if isinstance(other, IntendedPurposeResult): | |
if super().__eq__(other): | |
try: | |
# TODO: Either use these, or remove them. | |
# assert self.direct_use == other.direct_use | |
# assert self.downstream_use == other.downstream_use | |
# assert self.out_of_scope_use == other.out_of_scope_use | |
return True | |
except AssertionError: | |
return False | |
else: | |
return False | |
def to_string(self): | |
if self.status: | |
return """\ | |
It looks like this model card has some documentation for the model's intended purpose! We look for this by \ | |
searching for headings that say things like: | |
- Intended uses & limitations | |
- Uses | |
- Model Use | |
""" | |
else: | |
return """\ | |
We weren't able to find a section in this model card for the model's intended purpose, but it's easy to \ | |
add one! You can add the following section to the model card and, once you fill in the \ | |
`[More Information Needed]` sections, the "Intended Purpose" check should pass π€ | |
```md | |
## Uses | |
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> | |
[More Information Needed] | |
### Direct Use | |
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> | |
[More Information Needed] | |
### Downstream Use [optional] | |
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> | |
[More Information Needed] | |
### Out-of-Scope Use | |
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> | |
[More Information Needed] | |
``` | |
""" | |
class IntendedPurposeCheck(ComplianceCheck): | |
name = "Intended Purpose" | |
def run_check(self, card: BeautifulSoup): | |
combos = [ | |
("h2", "Intended uses & limitations"), | |
("h1", "Uses"), ("h2", "Uses"), | |
("h2", "Model Use"), | |
("h2", "Intended uses"), | |
("h2", "Intended Use"), | |
] | |
for hX, heading in combos: | |
purpose_check = walk_to_next_heading(card, hX, heading) | |
if purpose_check: | |
return IntendedPurposeResult( | |
status=True, | |
) | |
return IntendedPurposeResult() | |