Enables extraction of measurement data from binary files with extension 'raw' used by proprietary software imcFAMOS and imcSTUDIO and facilitates its storage in open source file formats
Project description
IMCtermite
IMCtermite provides access to the proprietary data format IMC Bus Format with the file extension .raw introduced and developed by imc Test & Measurement GmbH. This data format is employed i.a. by the measurement hardware imc CRONOSflex to dump and store data and the software packages imc Studio & imc FAMOS for measurement data control and analysis. Thanks to the integrated Python module, the extracted measurement data can be stored in any open-source file format accessible by Python like i.a. csv, json or parquet.
On the Record Evolution Platform, the library can be used both as a command line tool for interactive usage and as a Python module to integrate the .raw format into any ETL workflow.
Overview
File format
[Warning: Take a look at this issue when reading this section regarding the file format.]
A data file of the IMC Bus Format type with the extension .raw is a mixed text/binary
file featuring a set of markers (keys) that indicate the start of various blocks
of data that provide meta information and the actual measurement data. Every single
marker is introduced by the character "|" = 0x 7c
followed by two uppercase letters that characterize the type of marker. Each block is further divided into several
parameters separated by commata "," = 0x 2c
and terminated by a semicolon
";" = 0x 3b
. For instance, the header - first 600 bytes - of a raw file may
look like this (in UTF-8 encoding):
|CF,2,1,1;|CK,1,3,1,1;
|NO,1,86,0,78,imc STUDIO 5.0 R10 (04.08.2017)@imc DEVICES 2.9R7 (25.7.2017)@imcDev__15190567,0,;
|CG,1,5,1,1,1; |CD,2, 63, 5.0000000000000001E-03,1,1,s,0,0,0, 0.0000000000000000E+00,1;
|NT,1,16,1,1,1980,0,0,0.0; |CC,1,3,1,1;|CP,1,16,1,4,7,32,0,0,1,0;
|CR,1,60,0, 1.0000000000000000E+00, 0.0000000000000000E+00,1,4,mbar;|CN,1,27,0,0,0,15,pressure_Vacuum,0,;
|Cb,1, 117,1,0, 1, 1, 0, 9608, 0, 9608,1, 2.0440300000000000E+03, 1.2416717060000000E+09,;
|CS,1, 9619, 1,�oD �nD6�nD)�nD�
Line breaks are introduced for readability. Most of the markers introduce
blocks of text, while only the last block identified by |CS
contains binary data.
The format supports the storage of multiple data sets (channels) in a single
file. The channels may be ordered in multiplex mode (ordering w.r.t. time) or
block mode (ordering w.r.t. to channels).
The markers (keys) are introduced by "|" = 0x 7c
followed by two uppercase
letters. There are two types of markers distinguished by the first letter:
- critical markers: introduced by
|C
featuring uppercaseC
- noncritical markers: introduced by
|N
featuring uppercaseN
The second letter represents further details of the specific key. Note that
while the noncritical keys are optional, any .raw file cannot be correctly
decoded if any of the critical markers are misinterpreted, invalid or damaged.
The second uppercase letter is followed by the first comma and the version
of the key starting from 1. After the next comma, an (long) integer (in text
representation) specifies the length of the entire block, i.e. the number of
bytes between the following comma and the block-terminating semicolon. The further
structure of a block is not defined and may feature different numbers of additional
parameters. The format allows for any number of carriage returns (CR = 0x0d
)
and line feeds (LF = 0x 0a
) between keys, i.e. the block-terminating semicolon
and the vertical bar (pipe) of the next key. The following critical markers
are defined:
marker | description |
---|---|
CF | format version and processor |
CK | start of group of keys, no. parameters = 3, indicates (in)correct closure of the measurement series |
CB | defines a group of channels |
CT | text definition including group association index |
CG | introduces group of components corresponding to CC keys |
CD1,2 | old/new version of abscissa description |
CZ | scaling of z-axis for segments |
CC | start of a component |
CP | information about buffer, datatype and samples of component |
Cb | buffer description |
CR | permissible range of values in component |
CN | name and comment of channel |
CS | raw binary data |
CI | single numerical value (including unit) |
Ca | add reference key |
Among the noncritical markers, there are
marker | description |
---|---|
NO | origin of data |
NT | timestamp of trigger |
ND | (color) display properties |
NU | user defined key |
Np | property of a channel |
NE | extraction rule for channels from BUS data |
The format loosely defines some rules for the ordering of the markers in the file stream. The rules for critical keys include: CK has to follow up on CF, CK may be followed by any number of CG blocks, each CG has to be followed by (any number of) component sequences comprised of the series CC , CP, (CR), (ND) and terminated by either CS or the start of a new group, component, text field or buffer.
Installation
The IMCtermite library may be employed both as a CLI tool and a python module.
CLI tool
To build the CLI tool locally, use the default target make
resulting
in the binary imctermite
. To ensure system-wide availability, the installation
of the tool (in the default location /usr/local/bin
) is done via
make install
which may require root permissions.
Python
To integrate the library into a customized ETL toolchain, several cython targets are available. For a local build that enables you to run the examples, use:
make cython-build
However, in a production environment, a proper installation of the module with
make cython-install
is recommended for system-wide availability of the module.
Installation with pip
The package is also available in the Python Package Index at IMCtermite. To install the latest version simply do
python3 -m pip install IMCtermite
which provides binary wheels for multiple architectures on Windows and Linux and most Python 3.x distributions. However, if your platform/architecture is not supported you can still compile the source distribution yourself, which requires python3_setuptools and an up-to-date compiler supporting C++11 standard (e.g. gcc version >= 10.2.0).
Usage
CLI
The usage of the imctermite
binary looks like this:
imctermite <raw-file> [options]
You have to provide a single raw file and any option to specify what
to do with the data. All available options can be listed with imctermite --help
:
Options:
-c, --listchannels list channels
-b, --listblocks list IMC key-blocks
-d, --output output directory to print channels
-s, --delimiter csv delimiter/separator char for output
-h, --help show this help message
-v, --version display version
For instance, to show a list of all channels included in sample-data.raw
, you
do imctermite sample-data.raw --listchannels
. No output files are
written by default. Output files are written only when an existing (!) directory
is provided as argument to the --output
option. By default, every output file
is written using a ,
delimiter. You may provide any custom separator with the
option --delimiter
. For example, in order to use |
, the binary is called with
options imctermite sample-data.raw -b -c -s '|'
.
Python
Given the IMCtermite
module is available, we can import it and declare an instance
of it by passing a raw file to the constructor:
import IMCtermite
imcraw = IMCtermite.imctermite(b"sample/sampleA.raw")
An example of how to create an instance and obtain the list of channels is:
import IMCtermite
# declare and initialize instance of "imctermite" by passing a raw-file
try :
imcraw = IMCtermite.imctermite(b"samples/sampleA.raw")
except RuntimeError as e :
print("failed to load/parse raw-file: " + str(e))
# obtain list of channels as list of dictionaries (without data)
channels = imcraw.get_channels(False)
print(channels)
A more complete example, including the methods for
obtaining the channels, i.a. their data and/or directly printing them to files,
can be found in the python/examples
folder.
References
- https://www.imc-tm.de/produkte/messtechnik-software/imc-famos/funktionen/im-und-export/
- https://www.imc-tm.de/produkte/messtechnik-hardware/imc-cronosflex/ueberblick/
- https://cython.readthedocs.io/en/latest/src/userguide/wrapping_CPlusPlus.html
- https://github.com/Apollo3zehn/ImcFamosFile
- https://apollo3zehn.github.io/ImcFamosFile/api/ImcFamosFile.FamosFileKeyType.html
- https://pypi.org/help/#apitoken
- https://sgoel.dev/posts/uploading-binary-wheels-to-pypi-from-github-actions/
- https://docs.github.com/en/actions/reference/workflow-syntax-for-github-actions#jobsjob_idstepsrun
- https://github.com/pypa/cibuildwheel/blob/main/examples/github-deploy.yml
- https://cibuildwheel.readthedocs.io/en/stable/deliver-to-pypi/
- https://www.gnu.org/software/libiconv/
- https://vcpkg.io/en/packages.html
- https://vcpkg.io/en/getting-started
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