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Categorical Exif Metadata support for Vision Dashboard #2348

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merged 15 commits into from
Sep 25, 2023
Merged

Categorical Exif Metadata support for Vision Dashboard #2348

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420b308
rai vision insights metadata ckpt
Advitya17 Sep 18, 2023
d1ad55c
Merge branch 'main' of https://github.com/microsoft/responsible-ai-to…
Advitya17 Sep 18, 2023
5cbbacc
deepcopy support
Advitya17 Sep 19, 2023
7abbaf5
dashboard rendering ckpt
Advitya17 Sep 19, 2023
771b2d5
Flyout Info fix
Advitya17 Sep 20, 2023
927f65a
mock data update with cat feats
Advitya17 Sep 20, 2023
7180a21
backend ckpt
Advitya17 Sep 21, 2023
7ff582d
Merge branch 'main' of https://github.com/microsoft/responsible-ai-to…
Advitya17 Sep 21, 2023
cd20850
Merge branch 'main' of https://github.com/microsoft/responsible-ai-to…
Advitya17 Sep 21, 2023
c5079c4
python lint fixes
Advitya17 Sep 21, 2023
f4b3cc5
isort fix
Advitya17 Sep 21, 2023
99f5863
MO test updates
Advitya17 Sep 21, 2023
5117fbe
OD MO test fix
Advitya17 Sep 21, 2023
073cad2
Merge branch 'main' of https://github.com/microsoft/responsible-ai-to…
Advitya17 Sep 22, 2023
4c2c8ba
auto lint fixes
Advitya17 Sep 22, 2023
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Flyout Info fix
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@Advitya17
Advitya17 committed Sep 20, 2023
commit 771b2d50d8bd1966cb07927a086792cfe673ea8a
11 changes: 6 additions & 5 deletions libs/interpret-vision/src/lib/VisionExplanationDashboard/VisionExplanationDashboardHelper.ts
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Original file line number Diff line number Diff line change
Expand Up @@ -73,9 +73,7 @@ export function preprocessData(

const trueY = mapClassNames(dataSummary.true_y, classNames);

const features = dataSummary.features?.map((featuresArr) => {
return Number((featuresArr[0] as number).toFixed(2));
});
const features = dataSummary.features;

const fieldNames = dataSummary.feature_names;
if (!features || !fieldNames) {
Expand All @@ -101,8 +99,11 @@ export function preprocessData(
predictedY: predictedY[index],
trueY: trueY[index]
};
fieldNames.forEach((fieldName) => {
item[fieldName] = features[index];
fieldNames.forEach((fieldName, fieldIndex) => {
item[fieldName] = features[index][fieldIndex] as string | number;
if (typeof item[fieldName] === "number") {
item[fieldName] = Number((item[fieldName] as number).toFixed(2));
}
});
const predictedYValue = getJoinedLabelString(item.predictedY);
const trueYValue = getJoinedLabelString(item.trueY);
Expand Down
32 changes: 21 additions & 11 deletions responsibleai_vision/responsibleai_vision/rai_vision_insights/rai_vision_insights.py
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Expand Up @@ -103,6 +103,23 @@ def reshape_image(image):
return np.expand_dims(image, axis=0)


def _feature_metadata_from_dict(feature_meta_dict):
"""Create a FeatureMetadata from a dictionary.

:param feature_meta_dict: The dictionary to create the FeatureMetadata
from.
:type feature_meta_dict: dict
:return: The FeatureMetadata created from the dictionary.
:rtype: FeatureMetadata
"""
return FeatureMetadata(
identity_feature_name=feature_meta_dict[_IDENTITY_FEATURE_NAME],
datetime_features=feature_meta_dict[_DATETIME_FEATURES],
time_series_id_features=feature_meta_dict[_TIME_SERIES_ID_FEATURES],
categorical_features=feature_meta_dict[_CATEGORICAL_FEATURES],
dropped_features=feature_meta_dict[_DROPPED_FEATURES])


class RAIVisionInsights(RAIBaseInsights):
"""Defines the top-level RAIVisionInsights API.

Expand Down Expand Up @@ -1015,17 +1032,10 @@ def _load_metadata(inst, path):
meta[Metadata.FEATURE_METADATA] is None):
inst.__dict__['_' + Metadata.FEATURE_METADATA] = FeatureMetadata()
else:
inst.__dict__['_' + Metadata.FEATURE_METADATA] = FeatureMetadata(
identity_feature_name=meta[Metadata.FEATURE_METADATA][
_IDENTITY_FEATURE_NAME],
datetime_features=meta[Metadata.FEATURE_METADATA][
_DATETIME_FEATURES],
time_series_id_features=meta[Metadata.FEATURE_METADATA][
_TIME_SERIES_ID_FEATURES],
categorical_features=meta[Metadata.FEATURE_METADATA][
_CATEGORICAL_FEATURES],
dropped_features=meta[Metadata.FEATURE_METADATA][
_DROPPED_FEATURES])
feature_metadata_dict = meta[Metadata.FEATURE_METADATA]
feature_metadata = _feature_metadata_from_dict(
feature_metadata_dict)
inst.__dict__['_' + Metadata.FEATURE_METADATA] = feature_metadata

# load the image downloader as part of metadata
RAIVisionInsights._load_image_downloader(inst, path)
Expand Down