Spaces:
Running
Running
Create get_labels_from_samples.py
Browse files- src/get_labels_from_samples.py +109 -0
src/get_labels_from_samples.py
ADDED
@@ -0,0 +1,109 @@
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from segments import SegmentsClient
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def get_samples(client, dataset_identifier):
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page = 1
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per_page = 1000
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samples = []
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while True:
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response = client.get_samples(dataset_identifier, per_page=per_page, page=page)
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# Handle both paginated and direct list responses
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if isinstance(response, list):
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samples.extend(response)
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break # No pagination in this case
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else:
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samples.extend(response.results)
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if not response.has_next:
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break
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page += 1
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return samples
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def export_number_of_samples(samples):
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"""Return the number of samples in the dataset."""
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return len(samples)
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def export_frames_and_annotations(label):
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"""Export frames and their annotations for non-multisensor (no sensors) labels."""
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frames = getattr(label.attributes, "frames", None)
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if frames is None:
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return []
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result = []
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for frame in frames:
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annotations = getattr(frame, "annotations", [])
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result.append({
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"frame": frame,
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"annotations": annotations
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})
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return result
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def export_sensor_frames_and_annotations(label, sensor_name):
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"""Export frames and annotations for a specific sensor in a multisensor label."""
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sensors = getattr(label.attributes, "sensors", None)
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if sensors is None:
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return []
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for sensor in sensors:
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if getattr(sensor, "name", None) == sensor_name:
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sensor_attrs = getattr(sensor, "attributes", None)
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if sensor_attrs is None:
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return []
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frames = getattr(sensor_attrs, "frames", None)
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if frames is None:
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return []
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result = []
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for frame in frames:
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annotations = getattr(frame, "annotations", [])
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result.append({
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"frame": frame,
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"annotations": annotations
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})
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return result
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return []
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def export_all_sensor_frames_and_annotations(label):
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"""Export all frames and annotations for all sensors in a multisensor label."""
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sensors = getattr(label.attributes, "sensors", None)
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if sensors is None:
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return []
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result = {}
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for sensor in sensors:
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sensor_name = getattr(sensor, "name", None)
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sensor_attrs = getattr(sensor, "attributes", None)
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if sensor_attrs is None:
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result[sensor_name] = []
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continue
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frames = getattr(sensor_attrs, "frames", None)
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if frames is None:
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result[sensor_name] = []
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continue
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sensor_result = []
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for frame in frames:
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annotations = getattr(frame, "annotations", [])
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sensor_result.append({
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"frame": frame,
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"annotations": annotations
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})
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result[sensor_name] = sensor_result
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return result
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def main():
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api_key = DEFAULT_API_KEY
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dataset_identifier = DEFAULT_DATASET_IDENTIFIER
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client = SegmentsClient(api_key)
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samples = get_samples(client, dataset_identifier)
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number_of_samples = export_number_of_samples(samples)
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print(number_of_samples)
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first_sample = samples[0]
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label = client.get_label(first_sample.uuid)
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frames_and_annotations = export_frames_and_annotations(label)
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print(frames_and_annotations)
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sensor_name = "sensor_name"
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sensor_frames_and_annotations = export_sensor_frames_and_annotations(label, sensor_name)
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print(sensor_frames_and_annotations)
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all_sensor_frames_and_annotations = export_all_sensor_frames_and_annotations(label)
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print(all_sensor_frames_and_annotations)
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if __name__ == "__main__":
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main()
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