Created
May 12, 2021 02:41
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Short utility functions for loading HARP files
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| import numpy as np | |
| import pandas as pd | |
| payloadtypes = { | |
| 1 : np.dtype(np.uint8), | |
| 2 : np.dtype(np.uint16), | |
| 4 : np.dtype(np.uint32), | |
| 8 : np.dtype(np.uint64), | |
| 129 : np.dtype(np.int8), | |
| 130 : np.dtype(np.int16), | |
| 132 : np.dtype(np.int32), | |
| 136 : np.dtype(np.int64), | |
| 68 : np.dtype(np.float32) | |
| } | |
| def read(file, names=None): | |
| ''' | |
| Read single-register Harp data from the specified file. | |
| :param str file: The path to a Harp binary file containing data from a single device register. | |
| :param str or array-like names: The optional column labels to use for the data values. | |
| :return: A pandas data frame containing harp event data, sorted by time. | |
| ''' | |
| data = np.fromfile(file, dtype=np.uint8) | |
| stride = data[1] + 2 | |
| length = len(data) // stride | |
| payloadsize = stride - 12 | |
| payloadtype = payloadtypes[data[4] & ~0x10] | |
| elementsize = payloadtype.itemsize | |
| payloadshape = (length, payloadsize // elementsize) | |
| seconds = np.ndarray(length, dtype=np.uint32, buffer=data, offset=5, strides=stride) | |
| micros = np.ndarray(length, dtype=np.uint16, buffer=data, offset=9, strides=stride) | |
| seconds = micros * 32e-6 + seconds | |
| payload = np.ndarray( | |
| payloadshape, | |
| dtype=payloadtype, | |
| buffer=data, offset=11, | |
| strides=(stride, elementsize)) | |
| time = pd.Series(seconds) | |
| time.name = 'time' | |
| return pd.DataFrame(payload, index=time, columns=names) |
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