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Merge pull request #97 from chatcannon/JhonFlash-master
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Add support for EC-Lab v11.50

Rebased from #95 by @JhonFlash3008
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chatcannon authored Feb 6, 2024
2 parents f0177f2 + 4971f2b commit 1fd9f84
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Showing 16 changed files with 233 additions and 19 deletions.
102 changes: 84 additions & 18 deletions galvani/BioLogic.py
Original file line number Diff line number Diff line change
Expand Up @@ -48,6 +48,13 @@ def fieldname_to_dtype(fieldname):
"|Z|/Ohm",
"Re(Z)/Ohm",
"-Im(Z)/Ohm",
"Re(M)",
"Im(M)",
"|M|",
"Re(Permittivity)",
"Im(Permittivity)",
"|Permittivity|",
"Tan(Delta)",
):
return (fieldname, np.float_)
elif fieldname in (
Expand All @@ -60,13 +67,13 @@ def fieldname_to_dtype(fieldname):
"Capacity/mA.h",
):
return (fieldname, np.float_)
elif fieldname in ("cycle number", "I Range", "Ns", "half cycle"):
elif fieldname in ("cycle number", "I Range", "Ns", "half cycle", "z cycle"):
return (fieldname, np.int_)
elif fieldname in ("dq/mA.h", "dQ/mA.h"):
return ("dQ/mA.h", np.float_)
elif fieldname in ("I/mA", "<I>/mA"):
return ("I/mA", np.float_)
elif fieldname in ("Ewe/V", "<Ewe>/V", "Ecell/V"):
elif fieldname in ("Ewe/V", "<Ewe>/V", "Ecell/V", "<Ewe/V>"):
return ("Ewe/V", np.float_)
elif fieldname.endswith(
(
Expand All @@ -86,8 +93,14 @@ def fieldname_to_dtype(fieldname):
"/F",
"/mF",
"/uF",
"/µF",
"/nF",
"/C",
"/Ohm",
"/Ohm-1",
"/Ohm.cm",
"/mS/cm",
"/%",
)
):
return (fieldname, np.float_)
Expand Down Expand Up @@ -230,7 +243,7 @@ def MPTfileCSV(file_or_path):
return mpt_csv, comments


VMPmodule_hdr = np.dtype(
VMPmodule_hdr_v1 = np.dtype(
[
("shortname", "S10"),
("longname", "S25"),
Expand All @@ -240,15 +253,27 @@ def MPTfileCSV(file_or_path):
]
)

VMPmodule_hdr_v2 = np.dtype(
[
("shortname", "S10"),
("longname", "S25"),
("max length", "<u4"),
("length", "<u4"),
("version", "<u4"),
("unknown2", "<u4"), # 10 for set, log and loop, 11 for data
("date", "S8"),
]
)

# Maps from colID to a tuple defining a numpy dtype
VMPdata_colID_dtype_map = {
4: ("time/s", "<f8"),
5: ("control/V/mA", "<f4"),
6: ("Ewe/V", "<f4"),
7: ("dQ/mA.h", "<f8"),
7: ("dq/mA.h", "<f8"),
8: ("I/mA", "<f4"), # 8 is either I or <I> ??
9: ("Ece/V", "<f4"),
11: ("I/mA", "<f8"),
11: ("<I>/mA", "<f8"),
13: ("(Q-Qo)/mA.h", "<f8"),
16: ("Analog IN 1/V", "<f4"),
19: ("control/V", "<f4"),
Expand All @@ -267,7 +292,7 @@ def MPTfileCSV(file_or_path):
39: ("I Range", "<u2"),
69: ("R/Ohm", "<f4"),
70: ("P/W", "<f4"),
74: ("Energy/W.h", "<f8"),
74: ("|Energy|/W.h", "<f8"),
75: ("Analog OUT/V", "<f4"),
76: ("<I>/mA", "<f4"),
77: ("<Ewe>/V", "<f4"),
Expand All @@ -287,8 +312,30 @@ def MPTfileCSV(file_or_path):
169: ("Cs/µF", "<f4"),
172: ("Cp/µF", "<f4"),
173: ("Cp-2/µF-2", "<f4"),
174: ("Ewe/V", "<f4"),
241: ("|E1|/V", "<f4"),
174: ("<Ewe>/V", "<f4"),
178: ("(Q-Qo)/C", "<f4"),
179: ("dQ/C", "<f4"),
211: ("Q charge/discharge/mA.h", "<f8"),
212: ("half cycle", "<u4"),
213: ("z cycle", "<u4"),
217: ("THD Ewe/%", "<f4"),
218: ("THD I/%", "<f4"),
220: ("NSD Ewe/%", "<f4"),
221: ("NSD I/%", "<f4"),
223: ("NSR Ewe/%", "<f4"),
224: ("NSR I/%", "<f4"),
230: ("|Ewe h2|/V", "<f4"),
231: ("|Ewe h3|/V", "<f4"),
232: ("|Ewe h4|/V", "<f4"),
233: ("|Ewe h5|/V", "<f4"),
234: ("|Ewe h6|/V", "<f4"),
235: ("|Ewe h7|/V", "<f4"),
236: ("|I h2|/A", "<f4"),
237: ("|I h3|/A", "<f4"),
238: ("|I h4|/A", "<f4"),
239: ("|I h5|/A", "<f4"),
240: ("|I h6|/A", "<f4"),
241: ("|I h7|/A", "<f4"),
242: ("|E2|/V", "<f4"),
271: ("Phase(Z1) / deg", "<f4"),
272: ("Phase(Z2) / deg", "<f4"),
Expand Down Expand Up @@ -441,11 +488,18 @@ def read_VMP_modules(fileobj, read_module_data=True):
raise ValueError(
"Found %r, expecting start of new VMP MODULE" % module_magic
)
VMPmodule_hdr = VMPmodule_hdr_v1

# Reading headers binary information
hdr_bytes = fileobj.read(VMPmodule_hdr.itemsize)
if len(hdr_bytes) < VMPmodule_hdr.itemsize:
raise IOError("Unexpected end of file while reading module header")

# Checking if EC-Lab version is >= 11.50
if hdr_bytes[35:39] == b"\xff\xff\xff\xff":
VMPmodule_hdr = VMPmodule_hdr_v2
hdr_bytes += fileobj.read(VMPmodule_hdr_v2.itemsize - VMPmodule_hdr_v1.itemsize)

hdr = np.frombuffer(hdr_bytes, dtype=VMPmodule_hdr, count=1)
hdr_dict = dict(((n, hdr[n][0]) for n in VMPmodule_hdr.names))
hdr_dict["offset"] = fileobj.tell()
Expand All @@ -457,7 +511,11 @@ def read_VMP_modules(fileobj, read_module_data=True):
current module: %s
length read: %d
length expected: %d"""
% (hdr_dict["longname"], len(hdr_dict["data"]), hdr_dict["length"])
% (
hdr_dict["longname"],
len(hdr_dict["data"]),
hdr_dict["length"],
)
)
yield hdr_dict
else:
Expand Down Expand Up @@ -495,6 +553,7 @@ def __init__(self, file_or_path):
raise ValueError("Invalid magic for .mpr file: %s" % magic)

modules = list(read_VMP_modules(mpr_file))

self.modules = modules
(settings_mod,) = (m for m in modules if m["shortname"] == b"VMP Set ")
(data_module,) = (m for m in modules if m["shortname"] == b"VMP data ")
Expand All @@ -505,15 +564,22 @@ def __init__(self, file_or_path):
n_columns = np.frombuffer(data_module["data"][4:5], dtype="u1").item()

if data_module["version"] == 0:
column_types = np.frombuffer(
data_module["data"][5:], dtype="u1", count=n_columns
)
remaining_headers = data_module["data"][5 + n_columns:100]
main_data = data_module["data"][100:]
# If EC-Lab version >= 11.50, column_types is [0 1 0 3 0 174...] instead of [1 3 174...]
if np.frombuffer(data_module["data"][5:6], dtype="u1").item():
column_types = np.frombuffer(data_module["data"][5:], dtype="u1", count=n_columns)
remaining_headers = data_module["data"][5 + n_columns:100]
main_data = data_module["data"][100:]
else:
column_types = np.frombuffer(
data_module["data"][5:], dtype="u1", count=n_columns * 2
)
column_types = column_types[1::2] # suppressing zeros in column types array
# remaining headers should be empty except for bytes 5 + n_columns * 2
# and 1006 which are sometimes == 1
remaining_headers = data_module["data"][6 + n_columns * 2:1006]
main_data = data_module["data"][1007:]
elif data_module["version"] in [2, 3]:
column_types = np.frombuffer(
data_module["data"][5:], dtype="<u2", count=n_columns
)
column_types = np.frombuffer(data_module["data"][5:], dtype="<u2", count=n_columns)
# There are bytes of data before the main array starts
if data_module["version"] == 3:
num_bytes_before = 406 # version 3 added `\x01` to the start
Expand Down Expand Up @@ -542,7 +608,7 @@ def __init__(self, file_or_path):
if maybe_loop_module:
(loop_module,) = maybe_loop_module
if loop_module["version"] == 0:
self.loop_index = np.fromstring(loop_module["data"][4:], dtype="<u4")
self.loop_index = np.frombuffer(loop_module["data"][4:], dtype="<u4")
self.loop_index = np.trim_zeros(self.loop_index, "b")
else:
raise ValueError(
Expand Down
108 changes: 107 additions & 1 deletion tests/test_BioLogic.py
Original file line number Diff line number Diff line change
Expand Up @@ -9,7 +9,7 @@
from datetime import date, datetime

import numpy as np
from numpy.testing import assert_array_almost_equal, assert_array_equal
from numpy.testing import assert_array_almost_equal, assert_array_equal, assert_allclose
import pytest

from galvani import BioLogic, MPTfile, MPRfile
Expand Down Expand Up @@ -210,6 +210,95 @@ def assert_field_exact(fieldname):
pass


def assert_MPR_matches_MPT_v2(mpr, mpt, comments):
"""
Asserts that the fields in the MPR.data ar the same as in the MPT.
Modified from assert_MPR_matches_MPT. Automatically converts dtype from MPT data
to dtype from MPR data before comparing the columns.
Special case for EIS_indicators: these fields are valid only at f<100kHz so their
values are replaced by -1 or 0 at high frequency in the MPT file, this is not the
case in the MPR data.
Parameters
----------
mpr : MPRfile
Data extracted with the MPRfile class.
mpt : np.array
Data extracted with MPTfile method.
Returns
-------
None.
"""

def assert_field_matches(fieldname):
EIS_quality_indicators = [
"THD Ewe/%",
"NSD Ewe/%",
"NSR Ewe/%",
"|Ewe h2|/V",
"|Ewe h3|/V",
"|Ewe h4|/V",
"|Ewe h5|/V",
"|Ewe h6|/V",
"|Ewe h7|/V",
"THD I/%",
"NSD I/%",
"NSR I/%",
"|I h2|/A",
"|I h3|/A",
"|I h4|/A",
"|I h5|/A",
"|I h6|/A",
"|I h7|/A",
]

if fieldname in EIS_quality_indicators: # EIS quality indicators only valid for f < 100kHz
index_inf_100k = np.where(mpr.data["freq/Hz"] < 100000)[0]
assert_allclose(
mpr.data[index_inf_100k][fieldname],
mpt[index_inf_100k][fieldname].astype(mpr.data[fieldname].dtype),
)
elif fieldname == "<Ewe>/V":
assert_allclose(
mpr.data[fieldname],
mpt["Ewe/V"].astype(mpr.data[fieldname].dtype),
)
elif fieldname == "<I>/mA":
assert_allclose(
mpr.data[fieldname],
mpt["I/mA"].astype(mpr.data[fieldname].dtype),
)
elif fieldname == "dq/mA.h":
assert_allclose(
mpr.data[fieldname],
mpt["dQ/mA.h"].astype(mpr.data[fieldname].dtype),
)
else:
assert_allclose(
mpr.data[fieldname],
mpt[fieldname].astype(mpr.data[fieldname].dtype),
)

def assert_field_exact(fieldname):
if fieldname in mpr.dtype.fields:
assert_array_equal(mpr.data[fieldname], mpt[fieldname])

for key in mpr.flags_dict.keys():
assert_array_equal(mpr.get_flag(key), mpt[key])

for d in mpr.dtype.descr[1:]:
assert_field_matches(d[0])

try:
assert timestamp_from_comments(comments) == mpr.timestamp.replace(microsecond=0)
except AttributeError:
pass


@pytest.mark.parametrize(
"basename",
[
Expand Down Expand Up @@ -252,3 +341,20 @@ def test_MPR6_matches_MPT6(testdata_dir):
mpt, comments = MPTfile(os.path.join(testdata_dir, "bio_logic6.mpt"))
mpr.data = mpr.data[:958] # .mpt file is incomplete
assert_MPR_matches_MPT(mpr, mpt, comments)


@pytest.mark.parametrize(
"basename_v1150",
["v1150_CA", "v1150_CP", "v1150_GCPL", "v1150_GEIS", "v1150_MB", "v1150_OCV", "v1150_PEIS"],
)
def test_MPR_matches_MPT_v1150(testdata_dir, basename_v1150):
"""Check the MPR parser against the MPT parser.
Load a binary .mpr file and a text .mpt file which should contain
exactly the same data. Check that the loaded data actually match.
"""
binpath = os.path.join(testdata_dir, "v1150", basename_v1150 + ".mpr")
txtpath = os.path.join(testdata_dir, "v1150", basename_v1150 + ".mpt")
mpr = MPRfile(binpath)
mpt, comments = MPTfile(txtpath, encoding="latin1")
assert_MPR_matches_MPT_v2(mpr, mpt, comments)
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