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Descode "application/x-npy" in sagemaker data capture files to numpy array
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| from io import BytesIO | |
| import base64 | |
| import numpy as np | |
| def decode_capture_out_put(data: str) -> np.array: | |
| bytes_data = base64.decodebytes(data.encode('utf-8')) | |
| stream = BytesIO(bytes_data) | |
| return np.load(stream, allow_pickle=True) | |
| # Testing | |
| example_data = { | |
| "endpointInput": { | |
| "observedContentType": "application/x-npy", | |
| "mode": "INPUT", | |
| "data": "k05VTVBZAQB2AHsnZGVzY3InOiAnPGY4JywgJ2ZvcnRyYW5fb3JkZXInOiBGYWxzZSwgJ3NoYXBlJzogKDEsIDIzKSwgfSAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIArmXIqryr7LP+ZciqvKvss/3AcgtYmT7D/cByC1iZPsP9wHILWJk+w/uRluwOeHYT+Y3ZOHhVroPx2s/3OYL7c/fjUHCObooT8AAAAAAAAAAGEyVTAqqUM/wOyePCzUij8w+grSjEWDPyKJXkax3JI/MPoK0oxFgz/mXIqryr7LPyKJXkax3JI/MPoK0oxFgz/MJYbydMrRPyKJXkax3JI/IoleRrHckj8AAAAAAADwPx2s/3OYL7c/", | |
| "encoding": "BASE64" | |
| }, | |
| "endpointOutput": { | |
| "observedContentType": "application/x-npy", | |
| "mode": "OUTPUT", | |
| "data": "k05VTVBZAQB2AHsnZGVzY3InOiAnPGY4JywgJ2ZvcnRyYW5fb3JkZXInOiBGYWxzZSwgJ3NoYXBlJzogKDEsKSwgfSAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIAoAAAAAAADwPw==", | |
| "encoding": "BASE64" | |
| } | |
| } | |
| if __name__ == "__main__": | |
| d1 = example_data["endpointInput"]['data'] | |
| print("endpointInput = {}".format(decode_capture_out_put(d1))) | |
| d2 = example_data["endpointOutput"]['data'] | |
| print("endpointOutput = {}".format(decode_capture_out_put(d2))) |
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