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Example converting a row of data to Example JSON
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import json | |
from google.protobuf import json_format | |
from tensorflow.core.example import example_pb2 | |
def convert_row_to_json(row): | |
e = example_pb2.Example() | |
e.features.feature['id'].bytes_list.value.append(str(row[id_column_index])) | |
e.features.feature["target"].int64_list.value.append(row[target_column_index]) | |
# Add features to predict on. | |
e.features.feature[feature_1_name].float_list.value.append(row[feature_1_index]) | |
#...other features ... | |
j = json_format.MessageToJson(e) | |
# Remove newlines. | |
flat = json.dumps(json.loads(j)) | |
return flat |
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