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Merge pull request #774 from borondics/perkinelmer_readers
[ENH] Perkin Elmer file reader
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orangecontrib/spectroscopy/datasets/perkinelmer/4x4_pixel_PE_image.fsm
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orangecontrib/spectroscopy/datasets/perkinelmer/single_PE_spectrum.sp
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Original file line number | Diff line number | Diff line change |
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import os | ||
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import numpy as np | ||
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from Orange.data import Table, Domain, FileFormat | ||
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from orangecontrib.spectroscopy.io.util import SpectralFileFormat, _spectra_from_image_2d | ||
from orangecontrib.spectroscopy.utils.specio.specio import BlockReader, PerkinElmer | ||
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# This code is partially based on software developed in the Diamond synchrotron. | ||
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class PerkinElmerReader(FileFormat, SpectralFileFormat): | ||
EXTENSIONS = (".sp", ".fsm",) | ||
DESCRIPTION = "Perkin Elmer" | ||
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def read_sp(self): | ||
with open(self.filename, "rb") as f: | ||
data = f.read() | ||
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reader = BlockReader(data) | ||
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info = { | ||
"signature": reader.read(4, format="utf-8"), | ||
"description": reader.read(40, format="utf-8"), | ||
} | ||
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decoders = { | ||
25739: PerkinElmer.decode25739, | ||
35698: PerkinElmer.decode35698, | ||
35699: PerkinElmer.decode35699, | ||
35700: PerkinElmer.decode35700, | ||
35701: PerkinElmer.decode35701, | ||
35708: PerkinElmer.decode35708, | ||
} | ||
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stops = [] | ||
spectrum = [] | ||
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block_id, block_size = reader.read(6, | ||
format="<Hi", | ||
expect_tuple=True) | ||
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stops.append(reader.start + block_size) | ||
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while block_id != 122 and not reader.atEnd(2): | ||
next_block_id = reader.peek(2) | ||
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if next_block_id[1] == 117: | ||
reader.start = stops[-1] | ||
stops = stops[:-1] | ||
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while reader.start >= stops[-1]: | ||
stops = stops[:-1] | ||
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else: | ||
block_id, block_size = reader.read(6, | ||
format="<Hi", | ||
expect_tuple=True) | ||
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stops.append(reader.start + block_size) | ||
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info.update(PerkinElmer.decode5104(reader.read(block_size))) | ||
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reader.start = stops[1] | ||
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while not reader.atEnd(): | ||
block_id, block_size = reader.read(6, | ||
format="<Hi", | ||
expect_tuple=True) | ||
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if block_id in decoders: | ||
decoded = decoders[block_id](reader.peek(block_size)) | ||
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if isinstance(decoded, dict): | ||
info.update(decoded) | ||
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else: | ||
spectrum = decoded | ||
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reader.start += block_size | ||
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wavenumbers = np.linspace(info['min_wavelength'], | ||
info['max_wavelength'], | ||
info['n_points']) | ||
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datavals = np.array(spectrum)[None, ...] | ||
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domain = Domain([], None) | ||
meta_data = Table.from_numpy(domain, | ||
X=np.zeros((len(datavals), 0))) | ||
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meta_data.attributes = info | ||
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return wavenumbers, datavals, meta_data | ||
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def read_fsm(self): | ||
with open(self.filename, "rb") as f: | ||
data = f.read() | ||
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reader = BlockReader(data) | ||
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meta = { | ||
"signature": reader.read(4, format="utf-8"), | ||
"description": reader.read(40, format="utf-8"), | ||
} | ||
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decoders = { | ||
5100: PerkinElmer.decode5100, | ||
5104: PerkinElmer.decode5104, | ||
5105: PerkinElmer.decode5105, | ||
} | ||
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spectrum = [] | ||
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while not reader.atEnd(6): | ||
block_id, block_size = reader.read(6, | ||
format="<Hi", | ||
expect_tuple=True) | ||
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decoded = decoders[block_id](reader.read(block_size)) | ||
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if isinstance(decoded, dict): | ||
meta.update(decoded) | ||
else: | ||
spectrum.append(decoded) | ||
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wavenumbers = np.arange(meta['z_start'], | ||
meta['z_end'] + meta['z_delta'], | ||
meta['z_delta']) | ||
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datavals = np.squeeze(spectrum) | ||
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domain = Domain([], None) | ||
meta_data = Table.from_numpy(domain, | ||
X=np.zeros((len(datavals), 0))) | ||
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meta_data.attributes = meta | ||
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return datavals, wavenumbers, meta_data | ||
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def read_spectra(self): | ||
if os.path.splitext(self.filename)[1].lower() == ".sp": | ||
return self.read_sp() | ||
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elif os.path.splitext(self.filename)[1].lower() == ".fsm": | ||
intensities, wn, m = self.read_fsm() | ||
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atts = m.attributes | ||
# TODO position calculation should be done by a helper function that accepts units as well | ||
xpositions = atts['x_init'] + atts['x_delta'] * np.arange(atts['n_x']) | ||
ypositions = atts['y_init'] + atts['y_delta'] * np.arange(atts['n_y']) | ||
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# TODO this is not nice - we need new helpers to build the coordinates | ||
y_loc = np.repeat(np.arange(atts['n_y']), atts['n_x']) | ||
x_loc = np.tile(np.arange(atts['n_x']), atts['n_y']) | ||
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features, final_data, locs_table = _spectra_from_image_2d(intensities, wn, | ||
xpositions[x_loc], | ||
ypositions[y_loc]) | ||
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return features, final_data, locs_table | ||
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else: | ||
raise IOError("File can't be read: unsupported file type.") |
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Original file line number | Diff line number | Diff line change |
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This code is based on work done in the specio package. The code has been refactored by colleagues at the | ||
Diamond synchrotron. |
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