Files
aare/python/aare/transform.py

160 lines
5.3 KiB
Python

# SPDX-License-Identifier: MPL-2.0
import numpy as np
from . import _aare
from aare import ReadoutMode
class AdcSar04Transform64to16:
def __call__(self, data):
return _aare.adc_sar_04_decode64to16(data)
class AdcSar05Transform64to16:
def __call__(self, data):
return _aare.adc_sar_05_decode64to16(data)
class AdcSar05060708Transform64to16:
def __call__(self, data):
return _aare.adc_sar_05_06_07_08decode64to16(data)
class Moench05Transform:
#Could be moved to C++ without changing the interface
def __init__(self):
self.pixel_map = _aare.GenerateMoench05PixelMap()
def __call__(self, data):
return np.take(data.view(np.uint16), self.pixel_map)
class Moench03Transform:
def __init__(self):
self.pixel_map = _aare.GenerateMoench03PixelMap()
def __call__(self, data):
return np.take(data.view(np.uint16), self.pixel_map)
class Moench05Transform1g:
#Could be moved to C++ without changing the interface
def __init__(self):
self.pixel_map = _aare.GenerateMoench05PixelMap1g()
def __call__(self, data):
return np.take(data.view(np.uint16), self.pixel_map)
class Moench05TransformOld:
#Could be moved to C++ without changing the interface
def __init__(self):
self.pixel_map = _aare.GenerateMoench05PixelMapOld()
def __call__(self, data):
return np.take(data.view(np.uint16), self.pixel_map)
class Moench04AnalogTransform:
#Could be moved to C++ without changing the interface
def __init__(self):
self.pixel_map = _aare.GenerateMoench04AnalogPixelMap()
def __call__(self, data):
return np.take(data.view(np.uint16), self.pixel_map)
class Matterhorn02TransceiverTransform:
#Could be moved to C++ without changing the interface
def __init__(self):
self.pixel_map = _aare.GenerateMH02SingleCounterPixelMap()
def __call__(self, data):
return np.take(data.view(np.uint16), self.pixel_map)
class Matterhorn10Transform:
def __init__(self, dynamic_range : int, num_counters : int):
self.pixel_map = _aare.GenerateMatterhorn10PixelMap(dynamic_range, num_counters)
self.dynamic_range = dynamic_range
self.num_counters = num_counters
def compatibility(self, readingmode : ReadoutMode):
"""
checks if Matterhorn10Transform is compatible with given parameters
:param readingmode: Reading mode set
:type readingmode: ReadoutMode
:raises ValueError: if not compatible
"""
if(readingmode != ReadoutMode.TRANSCEIVER_ONLY):
raise ValueError(f"Incompatible Transformation. Matterhorn10Transform only requires transceiver samples. However reading mode is {readingmode}.")
pass
def data_compatibility(self, data):
"""
checks if data is compatible for transformation
:param data: data to be transformed, expected to be a 1D numpy array of uint8
:type data: np.ndarray
:raises ValueError: if not compatible
"""
# TODO maybe better to have definition in matterhorn10 struct
rows = 256
cols = 256
expected_size = (rows*cols*self.num_counters*self.dynamic_range)//8 # read_frame returns data in uint8_t
if(data.size != expected_size):
raise ValueError(f"Data size {data.size} does not match expected size {expected_size} for Matterhorn10 with dynamic range {self.dynamic_range} and num_counters {self.num_counters}.")
pass
def __call__(self, data):
self.data_compatibility(data)
if self.dynamic_range == 16:
return np.take(data.view(np.uint16), self.pixel_map)
elif self.dynamic_range == 8:
return np.take(data.view(np.uint8), self.pixel_map)
else: #dynamic range 4
return np.take(_aare.expand4to8bit(data.view(np.uint8)), self.pixel_map)
class Mythen302Transform:
"""
Transform Mythen 302 test chip data from a buffer of bytes (uint8_t)
to a uint32 numpy array of [64,3] representing channels and counters.
Assumes data taken with rx_dbitlist 17 6, rx_dbitreorder 1 and Digital
Samples = 2310 [(64x3x24)/2 + some extra]
.. note::
The offset is in number of bits 0-7
"""
_n_channels = 64
_n_counters = 3
def __init__(self, offset=4):
self.offset = offset
def __call__(self, data : np.ndarray):
"""
Transform buffer of data to a [64,3] np.ndarray of uint32.
Parameters
----------
data : np.ndarray
Expected dtype: uint8
Returns
----------
image : np.ndarray
uint32 array of size 64, 3
"""
res = _aare.decode_my302(data, self.offset)
res = res.reshape(
Mythen302Transform._n_channels, Mythen302Transform._n_counters
)
return res
#on import generate the pixel maps to avoid doing it every time
moench05 = Moench05Transform()
moench05_1g = Moench05Transform1g()
moench05_old = Moench05TransformOld()
matterhorn02 = Matterhorn02TransceiverTransform()
adc_sar_04_64to16 = AdcSar04Transform64to16()
adc_sar_05_64to16 = AdcSar05Transform64to16()
adc_sar_05_06_07_08_64to16 = AdcSar05060708Transform64to16()