.. This file is part of Sympathy for Data.
..
.. Copyright (c) 2010-2017 Combine Control Systems AB
..
.. Sympathy for Data is free software: you can redistribute it and/or modify
.. it under the terms of the GNU General Public License as published by
.. the Free Software Foundation, either version 3 of the License, or
.. (at your option) any later version.
..
.. Sympathy for Data is distributed in the hope that it will be useful,
.. but WITHOUT ANY WARRANTY; without even the implied warranty of
.. MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
.. GNU General Public License for more details.
.. You should have received a copy of the GNU General Public License
.. along with Sympathy for Data. If not, see .
What's new
==========
News in 1.5.4
-------------
Release 1.5.4 is a bug-fix release addressing a few bugs present in 1.5.3.
It also includes some changes to make the behavior more compatible with 1.6.x.
Platform changes:
^^^^^^^^^^^^^^^^^
* Json structures can be built with numpy scalars and arrays of supported scalar
types.
* Plots in Table viewer shows current resampling.
* Future compatibility: nodes with parameters containing unknown parameter types
(such as json which was added in 1.6.0) can be configured.
* Fixed incorrect index reported on exception for several list nodes on
Python 2.
Node changes
^^^^^^^^^^^^
* Improved legend handling in :ref:`Figure Compressor`. Behavior should now be
the same as in 1.6.
* Fixed exception converting some columns using masked arrays
in :ref:`org.sysess.sympathy.data.table.converttablecolumns`.
* :ref:`Calculators`:
* Allow plugins to hide items from the tree of common functions.
* Fixed preview not working in Python 2.
* Fixed dragging of results not woring in Python 2.
* Fixed missing plots in output from :ref:`Report Apply`.
News in 1.5.3
-------------
Platform changes:
^^^^^^^^^^^^^^^^^
* Improved behavior of locked subflows:
* Child nodes that have finished executing will give feedback immediately
instead of after the whole locked flow has completed.
* Child nodes that has executed successfully, in memory, will show up in
purple color to indicate that their output port data is unavailable.
* Output from locked child nodes will be shown like for other nodes, in the
Messages view.
* Modifying locked flows will no longer reload all nodes.
* Showing progress from child nodes.
* Locked subflows and lambdas (Apply, Map) will continue executing as much
as possible instead of aborting after the first node has failed.
* Subflow configuration wizard copes with nodes executed in locked subflows
and executes them when needed to ensure that progress can be made.
* Toggle-able filter for list parameters with mode selection saves vertical
space.
* Included brief description of current node state in tooltips.
* Documentation improvements:
* Links to example flows in the node documentation for many nodes, see
:ref:`example_flows`.
* Documented how to create custom library tags for third party libraries, see
:ref:`library_tags`.
* Documented how to create plugins for calculators, importer and exporter
nodes, see :ref:`pluginwriting`.
* Improved documentation for Tables with more modern APIs and descriptions of
attributes etc.
* Windows installer generates links and file associations that ignore local user
site - this makes the bundled Python more stand-alone and helps avoid issues
in case of package conflicts.
Figure and plotting updates:
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
* Figure(s) can now take any sympathy object or lists of object instead of just
tables. The configuration output table is now optional and need to be added
explicitly to be used. Arguments can now be accessed using "arg" instead of
"table" in expressions, eg. arg['X'] gives column X if the argument is a
table.
* Improved the Figure node with new plot types and drawing primitives:
* Boxplots calculating and visualizing median, average, quantiles and outliers.
* Pie-charts.
* Timeline plots for drawing events or states.
* Sets of unconnected lines based on starting/ending XY points.
* Rectangles and Ellipses.
* Text and arrows (annotations) to point out or label parts of data.
* Images (using the generic Figure inputs).
* Added extended example "Figure Gallery" with 12 plots to show how
the new plot types and options can be used.
* Added options for drawing error-bars on scatter-plots and
bar-plots.
* Frames and axes can now toggle visibility and the XY spines of the
axes can be drawn at a predetermined XY data coordinate (eg. with
the axis through origo), or at a given point on the screen
(eg. center).
* Fixed bug showing tooltips for plot parameters.
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* Added error strategies to :ref:`org.sysess.sympathy.list.getitemlist`, when
the list is empty.
* Add different strategies for handling lists of different lengths in
:ref:`org.sysess.sympathy.tuple.ziptuple2`.
* Added median filtering to :ref:`Overlay Images` and :ref:`Overlay Images List`
* Added :ref:`Colormap lookup` to explicitly create colors from
values, useful when creating many figures where exact control of the
colors are needed. New color-maps added for discrete categories of
objects.
* Fixed bug in :ref:`Image to List` missing one of the extracted objects.
* Improved :ref:`Generic Calculator` with:
* More robust handling of dependencies between calculations.
* Compacted layout with a larger portion available for preview.
Input signals are shown in in the tree where functions
are shown.
* Drag and drop of calculations.
* Ability to set custom attributes for each calculation.
* Error handling for :ref:`Extract lambda nodes` with choice
between skip and error.
* :ref:`Match Tables Nodes`:
support for masked arrays.
* :ref:`Filter ADAFs`: will only auto-refresh when it has been enabled.
* :ref:`Adaf(s) to Table(s)`:
shows preview of available signals.
* Many nodes have toggle-able filter for their column selection editors.
* :ref:`org.sysess.sympathy.examples.daskvisualize`: improved detection
of Graphviz installation.
* :ref:`org.sysess.sympathy.data.table.ensuretablecolumns`: can create
type-dependent zero elements for missing columns.
* MDF importer plugin has better support for reading partially unsupported
or broken files.
* Avoid infinite loop when loading scikit-learn 0.20.
* Excel importer plugin copes with date values outside of supported range by
assigning masked values.
New nodes/plugins:
^^^^^^^^^^^^^^^^^^
* :ref:`Rename datasource with regexp`: helps to simplify automatically
creating new datasource names based on existing file names.
* ADAF importer plugin for LabVIEW TDMS files.
* :ref:`org.sysess.sympathy.list.transposelist` swaps the outer two layers of a
nested list.
* :ref:`org.sysess.sympathy.keyvaluecalculation`: calculates simple descriptive
statistics for all columns in a table.
API changes:
^^^^^^^^^^^^
* Generalized interface for import and export nodes and their plugins.
* Opt-in support for toggle-able filter for single-select parameters with
combo box editors.
* Public APIs for creating importer and exporter plugins.
* Datasource: added getitem. Example use: ``datasource['type']``.
* Table: added setter for name. Example use: ``table.name = 'some name'``.
* New exception: SyColumnTypeError, raised when creating table columns of
unsupported type.
News in 1.5.2
-------------
Platform changes:
^^^^^^^^^^^^^^^^^
* Fixed problem causing the OK button to be disabled (grey) when configuring
subflows containing certain nodes (for example,
:ref:`org.sysess.sympathy.data.adaf.interpolateadaf` and
:ref:`org.sysess.sympathy.data.table.converttablecolumns`)
using the Wizard or Tabbed dialog.
News in 1.5.1
-------------
Platform changes:
^^^^^^^^^^^^^^^^^
* Improved performance overhead of nodes that simply select some columns of the
incoming data and pass them to the output.
* Significantly reduced file sizes of lambdas on disk.
* More careful disconnection of signals to improve stability and performance.
* Added option to *Unlink* linked subflows.
* Confirmation dialog when canceling subflow configurations with unsaved changes.
* Better feedback and handling of node errors when configuring subflows.
* Improved ability to open (somewhat corrupt) flows with duplicate identifiers,
instead of failing early.
* Cleared up separation between flows linked from library and normal linked
subflows.
* Disabled automatic documentation generation.
* Cleaned up command line options, "-" is used to separate words instead of
"_".
* Added *Recent* libraries, to simplify switching between libraries in use.
* Restructured documentation format for Nodes.
* New installation instructions for Linux and Mac OS.
* Saving warning filter between node executions to avoid interference.
* Improved deprecation warnings for nodes, on by default.
* Fixed some regressions causing library view not to update.
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* Improved feedback and validation for many scalar parameters. Incorrect values
are displayed in red and the tooltip shows why.
* Added progress and current list index, in case of error - to many list
nodes.
* In some cases, improved performance for :ref:`Replace values in Table`.
* Improved documentation regarding handling of unmatched values for
:ref:`Lookup Table`.
* :ref:`Select category in ADAFs` now respects the choice made in the combo box
for raster selection.
* :ref:`Datasource` nodes store UNIX paths in their configuration, but show
paths in native format.
* MDF Importer, improved performance when importing unsorted files and added
option to attempt to read incomplete files without error.
* ADAF exporter, improved GUI.
* CSV exporter, improved performance.
* @ca.changed()@, @ca.changed_up()@, and @ca.changed_down()@ can now all handle
masked arrays with scalar masks.
* Filtered several expected warnings produced by nodes.
New nodes:
^^^^^^^^^^^
* :ref:`org.sysess.sympathy.create.configureparameters`
* :ref:`org.sysess.sympathy.create.createparameters`
* :ref:`org.sysess.sympathy.data.table.createindextable`
New flows:
^^^^^^^^^^
* :ref:`org.sysess.lambda.map2flow`
* :ref:`org.sysess.lambda.map4flow`
* :ref:`org.sysess.lambda.configurablemap4flow`
News in 1.5.0
-------------
Sympathy for Data version 1.5.0 offers several improvements and new features,
such as workflows in the library and routing points for connections.
Nodes and flows from 1.3 and 1.4 should for the most part be compatible with
1.5.0.
.. * Connections are rendered as lines. This can be changed to *Spline* in
.. *Preferences -> General: connection shape* if you prefer the original look.
Platform changes:
^^^^^^^^^^^^^^^^^
* Markdown_ is now supported in text fields.
* Mark unavailable items in list views.
* list views and combobox views can be edited when customized with editor
attribute edit=True. This makes it possible to create selections that
includes columns that do not exist in the input data or without executing
previous nodes.
* Shorter tab labels for flows, only showing parent flow names as necessary.
* Only nodes that are in the current libraries can be used. Current libraries
depend on the configured libraries for the current flow and the global
selection from preferences.
* Allow subflows to specify custom svg icons.
* Route points for connections, see :ref:`route_points`.
* 0 based indexing is used more consistently, that is, 0 is the index of the
first element, etc. This behavior is more consistent with python code.
* English/US locale is used regardless of the host language settings.
* Generalized text-output port on all nodes.
* Flows can be added to library, see :ref:`flows_in_library`.
.. _Markdown: http://daringfireball.com/projects/markdown
API changes:
^^^^^^^^^^^^
* Improved backwards compatibility of ParameterLists during execution.
* ParameterLists return copies of its internal state disallowing direct
mutation.
* Ability to get and set dask arrays in adaf and table APIs.
See example nodes: :ref:`Dask max example`, :ref:`Dask stack example` and
:ref:`Dask tail example`.
* Made getitem, setitem usable as a shorthand way of working with arrays
columns in tables. For example table1['x'] = table2['y'].
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* Improved masked arrays support in input data to
:ref:`Select rows nodes`.
* Custom filter predicates in
:ref:`Select rows in Table(s)` get normal numpy arrays
instead of pandas Series.
* :ref:`Select rows in Table with Table` understands literal comparison
operators such as '==' or '>' in addition to their old text representations.
* :ref:`HJoin Tables` gives consistent names when renaming duplicate columns
* :ref:`Figure` allows you to rotate bin labels in bar plots.
* New parameter in :ref:`Select rows with Table(s)`
turning on/off evaluation of value column. Defaults to no evaluation for new
nodes.
New nodes:
^^^^^^^^^^
* :ref:`Mask values in Table`
* :ref:`Fill masked values in Table`
* :ref:`Drop masked values in Table`
New flows:
^^^^^^^^^^
* :ref:`org.sysess.list.append.flow`
Removed nodes:
^^^^^^^^^^^^^^
* Many deprecated nodes were removed, see :ref:`deprecations`.
News in 1.4.5
-------------
Platform changes:
^^^^^^^^^^^^^^^^^
* Fixed problem inserting linked subflow.
* Minor documentation fixes.
* Fixed default editor for list parameters.
* Improved backwards compatibility for empty selection in list parameters.
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* Fixed empty handling of :ref:`Filter rows in Tables`.
News in 1.4.4
-------------
Platform changes:
^^^^^^^^^^^^^^^^^
* Add default workflow environment variable SY_PARENT_FLOW_FILEPATH.
* Always show empty item in comboboxes when no selection has been made.
* Confirmation dialog when canceling node configurations with unsaved changes is
no longer experimental and is on by default.
* More operations, such as, edit are available for locked subflows.
* Locked subflows are now available under Execution Mode.
* Limit the number of characters written to Messages window, this improves
performance. Default setting of 32000 characters can be changed in
Preferences -> Advanced.
* Setting to change the behaviour of moving views has been added in
Preferences -> General.
* Reload library updates nodes that were previously missing in library.
* Running nodes can now be deleted.
* Improved font and icon rendering on high-dpi Windows 8, 10.
* Searchable text fields in Flow overview.
* New option to enable/disable window docking in General pane.
* Textfields can be manually ordered to choose how they overlap.
New nodes:
^^^^^^^^^^
* :ref:`Update Configuration with Table`: updates a node
configuration using a table. This can be used to set almost any
configuration option programmatically.
* Image filtering algorithms have been split from the
:ref:`Filter Image (deprecated)` into the more specific nodes
:ref:`Edge detection`, :ref:`Corner detection`,
:ref:`Morphology (single input)`, :ref:`Transform image`,
:ref:`Threshold image`, :ref:`Color space conversion`,
:ref:`Color range conversion`, and :ref:`Filter image`.
Additional algorithms have been added to some of these nodes.
* :ref:`Cartesian Product Table` node creating a table with all
combinations of rows in the input tables. Useful for generating XY
data for heatmap generation.
* :ref:`Insert List`, :ref:`Chunk List`.
* :ref:`Table to Text`.
* :ref:`Debug Import`, :ref:`Debug Export`.
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* ORB feature detection algorithm now also outputs XY coordinates.
* :ref:`Jinja2 template` node now give the same context for Python expressions
as the calculator node, as far as allowed by the Jinja2 template engine.
* Add optional Datasources port to :ref:`Export Texts`.
* Allow adding more ports to :ref:`Concatenate texts`.
* Fix bug where :ref:`Copy Files` would drop extensions if configured with a
directory.
* ATF importer includes more attributes.
* LAA importer, support for autodetection
* Importers: better support for opening a large number of sydata files.
* :ref:`Export Tables`, ability to control filename using datasource.
* Customizable ports for :ref:`Append List` and :ref:`Bisect List`.
* Customizable port for :ref:`Propagate First Input`, deprecated
:ref:`Propagate Input`.
* :ref:`Calculator`, input port can be removed.
* Added support for masked arrays to :ref:`Replace Values in Tables` nodes.
* Showing progress for Map, Apply and Locked subflows.
* Calculator plugins can add their own packages via import statements.
* Export Datasources has changed name to :ref:`Archive files` and now supports
packing and unpacking of ZIP, GZ, and TAR formats.
* Added progress to :ref:`F(x) nodes`,
:ref:`Convert columns nodes` and
:ref:`Predicate list nodes`.
API changes:
^^^^^^^^^^^^
* New API for accessing worker settings: sympathy.api.nodeconfig.settings.
* Improved implementation of ``set_list()`` and the resulting ``ParameterList``
with stricter promises. Parameters are given exactly as before during execute,
but some nodes might need to be updated to make configuration work. Overall,
this will make working with lists much easier.
* Allow the options in the combobox editor to be a dictionary with keys and
display texts.
* Allow choosing the available states (abs/rel/flow etc.) in filename editors.
* Improved API for setting parameter editors: They can now be found in
``node.editors`` (as well as their old location) and ``.value()`` is no longer
needed. Default to combobox editor for list parameters without an editor.
* Two new editors: ``synode.editors.multilist_editor`` and
``synode.editors.textarea_editor`` to :ref:`parameter_editors`.
* Allow passing controllers structure to ParameterGroup.gui() to ensure that it
builds with the relevant controllers.
* New method: types, added to TypeAlias API.
* Added 'ts' and 'rasters' as new kinds of names from adaf to be used in adjust.
* Added ``raster`` method to :class:`adaf.TimeSeries`.
News in 1.4.3
-------------
Platform changes:
^^^^^^^^^^^^^^^^^
* Improved handling of labels for linked subflows. Changing the label of a
linked subflow only changes the link label. The original source label can be
seen in the subflows tooltip. Both labels can be changed individually in the
subflow's properties.
* A little plus sign has been added to subflows with overrides.
* Fixed a problem with encoding the character sequence `]]>` when saving flows.
* Using synchronous state machine for more predictable state changes, hoping to
avoid random problems with nodes ending up in the wrong state.
* Improved performance in some situations by validating fewer nodes.
* Added destination folder argument to documentation generation. See
:ref:`start_options`.
* Fixed :ref:`Table viewer` glob filtering.
* Added ability to generate documentation for node plugins.
Preferences changes:
^^^^^^^^^^^^^^^^^^^^
* Added option to the Advanced pane to clear cached Sympathy files
(temporary files and generated documentation). Also an option to clear
settings, restoring Sympathy to its orignial state. This may be used for
debugging purposes.
* Changed the default MATLAB JRE setting to be disabled since it gives a big
performance boost in cases when JRE is not used (which would be most of them).
For existing installations you will have to change this manully, in the MATLAB
pane.
* New library layout: Separated tag layout, which uses the same ordering as
Tag layout, but separated into libraries.
API changes:
^^^^^^^^^^^^
* Added methods :meth:`RasterN.update_basis` and :meth:`RasterN.update_signal`.
* Improved performance and memory usage when running locked subflows and
lambdas.
* Standardized ADAF attribute interfaces, based on abc.MutableMapping.
* Added include_empty=bool to combobox editors, usable for representing no
selection.
* Added shallow=bool argument to :meth:`TypeAlias.source`. Custom types need to be
updated, adding keyword shallow=False should be enough. Using shallow=True in
calls to source can improve performance.
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* Improved path editors. For example, using the dialog to select a file will
result in a path with the same state as was selected before the dialog.
* Optionally include index column in output from :ref:`Pivot Table`.
* Improved performance in Select columns in ADAFs in some situations.
* xls/xlsx importer plugins is better at handling columns with mixed types,
especially integers and strings.
* xls/xlsx can import tables with missing values. Those positions in the table
will be masked.
* Replaced :ref:`Jinja2 template` node with a new version accepting generic
arguments, allowing for instance lists of tables or ADAFs as input to
expression.
* Renamed node Either With Data Predicate to :ref:`Conditional Propagate`.
* Renamed Select columns in ADAF with Table to
:ref:`Select columns in ADAF with structure Table`
* :ref:`Heatmap calculation` uses masked arrays instead of nan in its output.
* Improvements and bug fixes to the :ref:`figure nodes`.
* A Datasource output to Scatter 3D Table has been added.
* Options for relative and absolute paths in :ref:`Datasource to Table` and
:ref:`Table to Datasources`.
* Added support for integers and floating point values in
:ref:`Replace values in Table`.
* :ref:`Datasource` has had its tabbed inteface replaced with a dropbox.
* When using a manual timestep in :ref:`Interpolate ADAF`, the time step is
added to the raster's column attributes.
* Manually create Tables can now use 'nan' and '±inf' as float values.
* The node :ref:`Select column by type in Table` has been added.
News in 1.4.2
-------------
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* Improved performance of :ref:`Select Columns in Table` in cases when lots of
columns are discarded.
* Added the node :ref:`Periodic Sequence Split Table` that can split up a Table
into a Tables list where each element holds one periodic event.
* Support for creating masked values in :ref:`Lookup Table` and
:ref:`Pivot Table`. Pivot node now works with any data type.
* Improved performance in all :ref:`Vjoin Tables`/:ref:`ADAFs`
nodes with a single list input, in the case when the input list contains a
single element.
* Optimization and new option for :ref:`HJoin Tables` with different number
of rows analogous to :ref:`VJoin Tables`.
* Optional creation of masked array in :ref:`Ensure columns in Tables with Table`.
* Harmonized quoting for CSV importers and exporters.
* Chunked MDF writing to improve performance when exporting large Rasters.
* Extended :ref:`Vjoin Tables` with more options for controlling how to handle
missing index.
Machine learning:
^^^^^^^^^^^^^^^^^
New machine learning nodes based on `scikit-learn `_.
Features include:
* Operates on tabular (nummeric) data, texts, or images converted to tables
* Supervised learning using :ref:`Multi-Layer Perceptron Classifier` neural
networks, :ref:`Support Vector Classifier`, :ref:`Logistic Regression`,
:ref:`Decision Tree Classifier` and :ref:`Random Forest Classifier`.
* Regression using :ref:`Linear Regression`, :ref:`Kernel Ridge
Regression`, and :ref:`Epsilon Support Vector Regression`.
* Clustering using :ref:`K-means Clustering`
* Exporting/importing trained models, extracting and visualising attributes
* Many preprocessing models including nodes such as :ref:`Normalizer`,
:ref:`Robust Scaler`, :ref:`Label Binarizer`, :ref:`Principal
Component Analysis (PCA)`, :ref:`Polynomial Features`.
* Combining models in a chain using :ref:`Pipeline` nodes
* Creating ensembles from models using :ref:`Voting Classifier` nodes
* Hyper parameter search using :ref:`Grid Parameter Search` or simple
:ref:`Randomized Parameter Search`.
* Various cross-validation schemes
* Model metrics such as ROC-curves, :ref:`Confusion Matrix`, or :ref:`Learning Curve` nodes.
See also the machine learning examples from the install path of the Sympathy node library.
Platform:
^^^^^^^^^
* It is now possible to enter a minimum version for a workflow, in flow
properties. Bear in mind that this feature is not very useful until it has
existed for a few versions.
* Possibility to jump from an error message to the node/flow that caused the
error.
* Some default workflow variables have been removed. Only SY_FLOW_FILEPATH and
SY_FLOW_DIR remain.
* Lambdas can be configured to show input ports that can be used to perform
configuration against data. See :ref:`lambda_function`.
* Improved performance of the Figure type in some situations.
* Redesigned sympathy.api.dtypes, this API should be stable.
* Configurable node ports can now be added and removed when the nodes are
connected. See :ref:`node_section_ports`.
* Made it possible to build GUI:s from group parameters which includes children.
* Improved handling of flows and libraries in non-ascii paths.
* Reduced the maximum number of worker processes, used by default, to 4.
News in 1.4.1
-------------
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* Select columns in Table(s) uses new multiselect editor mode to offer more
options when it comes to unknown signals.
* Added new Convert columns in Table(s) nodes, old ones were renamed to Convert
specific columns in Table(s). New ones use multiselect editor mode to offer
more options when it comes to unknown signals.
* Added som new nodes for manipulating files: copying, deleting, renaming,
and moving files.
* Added node for getting table names, :ref:`Get Table Name`.
* Added node for creating json, :ref:`Manually Create JSON`.
* Added nodes for converting json, :ref:`Text to JSON` and :ref:`JSON to Text`.
* Several improvements for :ref:`Manually Create Table`. It now allows you to
create masked arrays, floating point numbers with arbitrary precision and more
relaxed syntax, and date time columns. It also has a new undo functionality
which allows you to undo mistakes while editing a table.
* All functions supplied by the :ref:`Calculator` plugin in
the standard library can now handle masked array.
* Improved performance of :ref:`Interpolate ADAF(s)` when
several signals from the same raster are resampled. For a file with 1000
resampled columns the new implementation was about three times faster.
* Added option to export just the time basis in :ref:`Interpolate ADAFs`.
* Add variable 'arg' for :ref:`Jinja2 template` allowing iterating over full table.
* :ref:`F(x)` nodes now correctly produce errors for some cases where they previously
executed, but ignored the entire source file.
* MDF importer handles rasters with a basis and no timeseries.
* :ref:`HJoin ADAFs` now has an option to merge rasters with the same name
in systems with the same name.
* Added option to :ref:`Sort Columns in Table` to select sort order.
* :ref:`Generic Calculator` nodes have been added, which can
take any type as input.
Image processing:
^^^^^^^^^^^^^^^^^
New image processing nodes based on `scikit-image `_
for automated image analysis, features include:
* Images as a new Sympathy datatype with custom image viewers. Support
for alpha channel and any number of colour channels.
* >50 algorithms for :ref:`Filter Image`, :ref:`Morphological Image Operations`
or :ref:`Extract Image Data`. Includes edge/corner detection, hough transforms,
feature detection, adaptive thresholding, morphology, blob
detection, labeling, and many more algorithms.
* Extracting :ref:`Image Statistics` and features/lines into Sympathy
tables for further processing of results.
* Visualization by :ref:`Draw on Image` for displaying identified objects or
features. :ref:`Overlay Images` using image layer operations.
Platform:
^^^^^^^^^
* Configurable number of node ports (select nodes). See :ref:`custom_ports`.
* Ability to modify configuration using an optional json configuration port
available to any node. See :ref:`configuration_port`.
* New method: ParameterList.selected_names (usable with multiselect editor).
* Changes to ParameterEditorListWidget in multiselect: moved selection buttons
to context menu. Context menu is always available.
* New boolean option: mode, for multiselect editor which adds choice of how to
interpret the selection in selected_names.
* New api function: nodeconfig.adjust, useful for implementing
adjust_parameters.
* New typealias method: names, useful for implementing adjust_parameters and
as a common way of accessing names of different kind.
* Extended output of profiling, with graphs of nodes and flows if Graphviz is
available. See :ref:`profiling`.
* Changed and documented API for creating new types. See :ref:`create_type`.
* Improved performance when working lists or tuples of figures.
* Improved performance of some operations like reloading and unlinking subflows.
* More extensive linking of propagated data that has not been accessed. This
greatly improves performance of nodes that operate on the outer container
when working with composite elements. For example, `Item to List` with
`Random ADAFs` as input.
* Subflow progress overlay has been improved and stays visible while
nodes are executing. Completion of nodes affect the progress meter
and Locked subflows and Lambdas are counted as 1 node.
* Improved presentation of node errors when running sympathy in CLI mode.
* Copying subflows with parameter overrides is more reliable.
News in 1.4.0
-------------
Sympathy for Data version 1.4.0 offers support for Python 3, improved
responsiveness and several new features such a Flow overview window, a popup
dialog for adding nodes and an improved library filter with highlighting of
matches.
Many small improvements were made to the standard node library, for example,
exporter plugins preview the filenames automatically.
Nodes and flows from 1.3.0 should be compatible with 1.4.0.
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* "Table Search and Replace" has been replaced with
:ref:`Replace values in Table with Table`.
* Old Matlab nodes have been replaced with new ones, which are using the new
:ref:`MATLAB API`.
* A bug which prevented all markers being used in the Figure nodes has been
resolved.
* :ref:`TimeSync ADAF` can now use both integer and float time bases and
propagates basis unit.
* :ref:`Filter ADAFs` filter column can be selected from a dropdown list
instead of being hardcoded.
* Workflow examples have been added for (almost) all library nodes.
* Improved performance of :ref:`Interpolate ADAF(s)`.
* Future imports in :ref:`Calculator` and other code input. This changes
the meaning of the operator ``/`` to always mean "true division". To get
floor division use the operator ``//``. Literal strings will also be
interpreted differently. The syntax ``'text'`` will now produce a text object
(``str`` in python 3, ``unicode`` in python 2). Use the syntax ``b'binary'``
to produce a binary object (``bytes`` in python 3, ``str`` in python 2).
* Preview button have been removed and preview handling have been updated for
all export/import nodes.
* Node :ref:`Export Texts` can now use dynamic file extensions.
* Many obsolete nodes have been deprecated and are due for removal in the next
major version, 1.5.0. To see if your flows contain any of these nodes, go to
File/Preferences/Advanced and check 'Display a warning when running
deprecated nodes', and run your flows. You can then use the new Flow overview
to find these nodes.
* :ref:`TimeSync ADAFs` now correctly saves column attributes for the raster
column.
* :ref:`Set column attributes in Table(s)` can
remove attributes.
* Icons for all standard library nodes previously missing an icon. Default icon
has been updated.
Platform:
^^^^^^^^^
* Support for running Sympathy under `Python `_ 3. The
platform and nodes from the standard library should work well under
Python 3. Third party libraries written for Python 2 will probably need to be
upgraded to run on Python 3. See :ref:`python3`.
* Synchronous task handling based on Twisted instead of ZeroMQ. This should
reduce delay when executing and make the GUIs more responsive overall while
lowering the load on your system.
* Automatic viewer reload when nodes are executed.
* Improved handling of node states.
For example, if a node produces an error all following nodes will be clearly
marked as not executable.
* Significant GUI speedups when working with large flows with many subflows.
* Improved :ref:`library view` with a new search
algorithm which gives better, more focused search results, and an advanced
search and search highlighting.
* Add nodes by starting a connection and dropping it on an empty part of the
flow. This opens a popup which allows to quickly search and insert a new node
from the library. The shortcut ``Ctrl+Shift+N`` also opens the same popup at
the current mouse position.
* Flow overview showing all subflows and nodes, and the ability to search for
nodes within flows (including subflows and linked flows). Click a node or
subflow to go directly to that node or subflow. See :ref:`flow_overview` for
more details.
* Button in the data viewer for jumping to a specific row. When data is
transposed this will scroll the view horizontally instead of vertically.
* Improved layering of nodes so that selected and moved nodes
always end up on top.
* :ref:`MATLAB API` introduced, with Table-like functions,
which is much simpler to use.
* The old MATLAB API has been removed.
* Flow environment variables are now added by right clicking in a flow,
clicking Properties, and then going to the Environment variables tab.
This was previously done in Preferences.
* Added a small example on how to use environment variables for CLI execution.
* Viewers show the node icon and the name indicates which node/port that
is shown.
News in 1.3.5
-------------
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* Calculations in :ref:`Calculator` can be deselected for output
enabling better support for intermediary calculations. This also enables
intermediary calculations to have different lengths from output columns.
* The input table(s) in :ref:`Calculator` can be easily copied over to
the output table(s) with the new *Copy Input* parameter. Calculations with
the same column name override columns from the input table(s).
* :ref:`MATLAB nodes` and :ref:`Matlab Calculator` have gotten
better cross-platform compatibility.
* :ref:`Matlab Calculator` has been updated with the same GUI and (almost) the
same functionality as :ref:`Calculator List`.
* :ref:`Matlab Table` and :ref:`Matlab Tables` have gotten a new simplified
format. See the documentation for details on how to use that. This format can
also be imported and exported in :ref:`Table` and :ref:`Export Tables`
respectively. A Table-like API is planned for a future release. The API that
currently resides in Sympathy/Matlab will also be deprecated in a later
release, in favor of the new format. The old nodes are left for
compatibility, so current flows and scripts will still work.
* The generic :ref:`Empty` node allows to specify the data type of the output
port. The previous, specific, Empty-nodes have been deprecated.
* :ref:`Rename column nodes` have more consistent
priority rules when more that one column are renamed to the same name.
* :ref:`Extract lambda nodes` are more robust with regard to
corrupt flows. One corrupt flow should no longer stop the nodes from
extracting other lambdas.
* New node: :ref:`Heatmap calculation` useful for feeding the heatmap in
:ref:`Figure(s) from Table(s)`.
* New features for heatmaps in :ref:`Figure(s) from Table(s)`:
logarithmic color scales and Z labels.
* :ref:`Datasource` and other nodes where you specify a file path can specify
paths relative to its own workflow or the top workflow. This can make a
difference when working with linked subflows.
* :ref:`Datasources` GUI is no longer slowed down when searching large folder
structures. If the search takes to long it is aborted, and to get the full
results the node has to be executed.
* The table name used for the output in :ref:`HJoin Table` can now be selected.
* Fixes to extract flows as lambdas so that workflow environment variables and
flow name are set correctly.
* :ref:`Timesync ADAFs` can now use integer timebases and correctly displays
datetimes in the plot.
* :ref:`Assert equal table` now treats NaNs as equal.
* Improved config gui and handling of NaN values, masked values and non-ascii
binary data in :ref:`VSplit Table(s)`.
* A new node has been added :ref:`HJoin ADAFs pairwise`.
* When zooming and panning in :ref:`Plot Table` and using datetime as X axis,
the current time span in the plot is displayed.
* SQL importer plugin can use SQLAlchemy and provide betters autodetection of
existing tables.
* SQL exporter plugin can use SQLAlchemy.
* Improved documentation generation with support for libraries on different
drives or on unicode paths.
Platform:
^^^^^^^^^
* Nodes have gotten dynamic port icons that display the actual types.
* Color of textfields can now be changed.
* A textfields can be moved by dragging on any part of it. It is now edited by
double clicking it or by right clicking and choosing "Edit".
* The table viewer and any viewer which uses that component (i.e. ADAF viewer)
can now be transposed for better viewing of long column names and tables with
few rows but many columns.
* Table viewer now supports copying values and/or column names as a table or as
text.
* The viewer can now show histograms for more types of data.
* Allow maximizing subflow configurations.
* Linked flows can now be placed on a different drive than their parent flows.
* combo_editor for string parameters can now have an empty list of options.
* Invalid subflows are more reliably shown as invalid (gray). Now any subflow
which looks executable should be executable.
* Subflows show an error indicator if they contain any nodes that are not found
in the node library. This should make such nodes much easier to find.
* Better feedback when trying to open a non-existing or corrupt workflow.
* The platform can handle a larger number of linked files without running into
the OS limit.
* An Advanced tab has been added to Preferences, with one option to limit the
number of concurrent nodes that may be executed, and one option to display
warnings about deprecated nodes.
* New preference option to set number of concurrent worker processes. This may
help with performance for heavily branched flows.
* Python 3 support for files created with the node and function wizards.
* Library wizard can create subdirectories.
* Spyder can't handle files on file paths contaning non-ascii characters, and
will fail to start when trying to debug nodes. An error message is now
displayed to notify the user of this.
* Improved stability of type inference.
* File datasources always store absolute paths.
* Database datasources can use SQLalchemy in addition to ODBC.
News in 1.3.4
-------------
Sympathy for Data version 1.3.4 offers improvements to existing nodes,
including several new plot types for the figure nodes and overall polish.
Node/plugin changes:
^^^^^^^^^^^^^^^^^^^^
* :ref:`Figure nodes` have been massively improved with
several new plot types (scatter/bar plots/histograms/heatmaps), improved gui,
etc
* Extended :ref:`figure export node` with plugin exporter
structure as for other types and choice of specifying image size in mm and
dpi
* :ref:`Reporting Nodes` have been improved with rulers in
layout window, pdf exporting and auto creation of tree structures
* :ref:`Calculator`, allows accessing the input table
directly under the name "table" allowing for a way to test if a column
exists. The node was also extended with the json module in the execution
context
* ca.changed now correctly returns empty array for empty input
* Added functions ca.global_min and ca.global_max to standard calculator
plugin. These handle empty input as you would expect
* :ref:`Interpolate ADAF` nodes have improved handling of missing values and
resampling of zero-length signals
* :ref:`Datasource` and :ref:`exporter`/:ref:`importer`
of SQL can use SQLAlchemy
* :ref:`Pad List` input can be different types of lists
* :ref:`Predicate` nodes have new editors for writing
code
* :ref:`VJoin` nodes can mask missing values
* MDF importer creates MDF_datetime metadata
* :ref:`Assert Equal Table` allows approximate comparison of floats
* Added documentation for internal nodes (:ref:`Apply`, :ref:`Map`, etc.)
APIs:
^^^^^
* Made it possible to specify viewer and icon for custom types (TypeAlias). For
details, see :ref:`create_type`
* Only scanning Libraries for plugins, PYTHONPATH is no longer included
* Scalar parameters can use the new combobox editor. See
:ref:`All parameters example` for an example
* Code parameter editor for string parameters. See :ref:`parameter_editors` for
details and :ref:`All parameters example` for an example
* Allow :ref:`controllers` to trigger on user-specified value. For an example
of this see :ref:`Controller example`
* Implemented ``cols()`` and added documentation for col/cols and
Column class. See :ref:`Table API`
* Added ``attrs`` property to :ref:`Table API`
* Expose dtypes module in sympathy.api
New nodes:
^^^^^^^^^^
* :ref:`Histogram calculation`
* :ref:`Bisect list`
* :ref:`Empty`
* :ref:`Extract Flows as Lambdas`
* :ref:`Export Figures with Datasources`
* :ref:`Concatenate texts`
* :ref:`Jinja2 template`
* :ref:`Select columns in Table with Regex`
UI:
^^^
* Improved look and feel of wizards
* Library wizard has new examples
* Node wizard can select tags
* Show filename in flow tab unless flow label has been explicitly set by user. This means that a flow created in 1.3.4 will have no flow label when opened in older versions.
Platform:
^^^^^^^^^
* More robust checks of port types
* Masked arrays
Deprecated nodes:
^^^^^^^^^^^^^^^^^
* Raw Tables nodes
* Scatter 3D ADAF
News in 1.3.3
-------------
Sympathy for Data version 1.3.3 offers improvements to existing nodes, the
table viewer and automatic parameter validation when configuring nodes.
GUI:
^^^^
* Behaviour change of “?” wildcard in :ref:`Table viewer`
:ref:`search bar ` to match single character only
* General improvements of Table viewer GUI
* General improvements of parameter validation
New nodes/plugins:
^^^^^^^^^^^^^^^^^^
* New node: :ref:`Conditional error/warning`
* New node: :ref:`Cartesian product tuple2`
Changes in nodes/plugins:
^^^^^^^^^^^^^^^^^^^^^^^^^
* Allow unicode characters in :ref:`Calculator` node
* Improved default behaviour of Calculator node
* Improved rescaling of preview plot in :ref:`Filter ADAFs` node
* Improved :ref:`XLSX export` output compatibility
* :ref:`Extract Lambdas` can be configured when connected
* Improved performance of :ref:`VSplit Table`
* Improved bounds checking for calculator functions ``shift_seq_start`` and
``shift_seq_end``
* Improve gui in :ref:`Manually Create Table`. Now allows removing selected
rows/columns as well as changing name and datatype of existing columns
* Improved handling of bad timebases in :ref:`interpolation nodes
`
APIs:
^^^^^
* Added ``value_changed`` propagation to parameters
* Made :ref:`verify_parameters ` validate every change to
configured parameters, for nodes with generated configurations
Miscellaneous:
^^^^^^^^^^^^^^
* Fixed update method for tuple type
* :reF:`data_viewer` can once again be run stand alone
* Updated icons
News in 1.3.2
-------------
Sympathy for Data version 1.3.2 offers several new and prominent features, such
as the ability to specify libraries used by workflows, new window handling
which brings open, but minimized, configurations and viewers into focus, a
reworked save dialog that properly detects changes in subflows and many
improvements to existing nodes.
GUI
^^^
* Raise open Configuration/Settings/Viewer windows on consecutive clicks
* Improved save confirmation for workflows
* Improvements to the function wizard. Including updating it to work with the
new generic :ref:`F(x)` nodes
New features
^^^^^^^^^^^^
* Flows can now specify libraries and python paths in the Info dialog. These
are added to the global library/python paths when loading the flow
* New error message box for node dialogs for showing validation errors/messages
in node configurations
* Support for storing masked arrays, but not every node can handle them
correctly
New nodes/plugins
^^^^^^^^^^^^^^^^^
* Figure nodes with support for Tables
* New version of :ref:`Transpose Table(s)`. These handle
multiple rows and columns
* :ref:`Assert Equal Table`: for checking if two tables are equal. Mostly
useful for testing purposes
* Generic :ref:`F(x)` nodes replacing all the previous type-specific f(x) nodes
* ATFX importer plugin for :ref:`ADAF`
* Set and Get nodes for :ref:`Table attributes` and
:ref:`Table column attributes`
* :ref:`Propagate First Input (Same Type)`. Can be used for constraining
type if needed.
Changes in nodes/plugins
^^^^^^^^^^^^^^^^^^^^^^^^
* Renamed Plot to Figure for nodes using the Figure type
* :ref:`Figure Compressor`, :ref:`Layout Figures in Subplots`: added auto
recolor and auto rescale
* Improved datetime handling in Figure nodes
* MDF :ref:`exporter` plugin: encode unicode columns instead of
ignoring them
* :ref:`Convert columns in Table(s)`: converts string
dates to either UTC or Naive datetimes. Choosing UTC, localized times will be
converted to UTC. Choosing naive, the time zone info in the input is simply
ignored. Old nodes will automatically use UTC
* Improved performance of :ref:`Select rows in Table(s)`
* :ref:`Select rows nodes` better handles values without
explicit type annotation
* Improved error handling in :ref:`lookup nodes`
* :ref:`Calculator` plugin: Make sure that result is always
correct length in changed_up, changed_down, and shift_array
* :ref:`Filter ADAFs`: added parameter validation and error messages. Filter
design is computed and shown on parameter changes
* Changed the visible name for importer and exporter plugins for ADAF and Table
to SyData
* Removes matlab settings from :ref:`Matlab Table`
:ref:`nodes` and put them into global Preferences dialog
* Renamed calculator nodes to :ref:`Calculator(s)`
* CSV :ref:`Exporter` plugin: improved writing of datetime
columns
* Improve handling of missing units in :ref:`interpolate`
nodes
APIs
^^^^
* Extended :ref:`Table API` and added :class:`Column` object
* Change default value for attribute ``'unit'`` to always be empty string in
ADAFs
* Added ParameterView base class for generated and custom GUIs to API. Custom
GUIs can override the methods and properties to customize the behavior.
Inheriting from ParameterView will be required in the future versions
Miscellaneous
^^^^^^^^^^^^^
* Added support for signing the Installer/Uninstaller
* Extended :ref:`searchbar` functionality for the :ref:`Table
viewer`
* Always write generated files in the right directory
* Fix overrides not saved in syx files
* Non-linked subflows inherit their parents $SY_FLOW_FILEPATH and $SY_FLOW_DIR
* Improve performance of type inference
News in 1.3.1
-------------
Sympathy for Data version 1.3.1 offers several new and prominent features such
as an improved data viewer with embedded plot, a new figure datatype and many new
nodes as well as improved performance and stability.
New features
^^^^^^^^^^^^
* Improved :ref:`data_viewer` with embedded plotting of signals.
* Overhaul of :ref:`subflow configuration`: Split into settings and
configuration. Removed grouping. Only allow selecting shallow
nodes/flows. Added Wizard configuration mode. Optionally override parameters
of linked subflows. Should be somewhat backwards compatible
* Added :ref:`Figure-type`. Passes serialized matplotlib figures between
nodes
* Added tuple-type
* Better handling of broken links/nodes missing from library and changed port
types due to subflow changes
* F(x) function wizard
* Allow setting flow name, description, version, author, and copyright
information in flow info dialog. Also improved handling of flow labels all
around
* Expose more :ref:`environment variables` from workflow
* New :ref:`command-line option`: ``--nocapture`` for debugging
New nodes
^^^^^^^^^
* Figure-type nodes: :ref:`Figure from Table with Table`, :ref:`Figure Compressor`,
:ref:`Layout Figures in Subplots`, :ref:`Export Figures`
* :ref:`Calculator` for a single Table added to Library
* New :ref:`Filter ADAFs` node with preview plots and improved configuration gui
* :ref:`Manually Create Table`
* Signal generator nodes for generating Table(s) of sinus, cosines or tangents
* :ref:`Matlab Tables` node
* :ref:`Hold value Table(s)`
* :ref:`Flatten list`
* :ref:`Propagate Input` and :ref:`Propagate First Input`. These can be used to
implement some workarounds and for determining execution order in a flow
* :ref:`Interpolate ADAFs with Table`
* :ref:`Report Apply ADAFs with Datasources`
* :ref:`Filter rows in Tables`. This is the multiple Table version of existing
Filter rows in Table
* Tuple nodes
* :ref:`Delete file`, which deletes a specified file from the file system
Node changes
^^^^^^^^^^^^
* Allow selection of multiple columns in :ref:`Unique Table`
* Allow choosing specific rasters in :ref:`Select category in ADAFs`
* Table attributes are merged for the :ref:`HJoin` nodes
* Allow setting fixed width/height for TextBoxes in :ref:`Report Template
`
* Easier date settings in :ref:`Plot Table`
* Rewrote :ref:`Matlab Tables` and :ref:`Matlab Calculator` nodes
Exporters/Importers changes
^^^^^^^^^^^^^^^^^^^^^^^^^^^
* ADAF Importer was extended with option to link to imported content
* MDF Importer can handle zip-files that include a single MDF-file as input
* Gzip Exporter binary writes files correctly
* ATF Importer supports a wider range of files
* Export tables nodes will now create output folders if necessary
* Increased compression for exported sydata-files produces smaller files
Optimizations
^^^^^^^^^^^^^
* Faster reading of writing of intermediate files
* Faster ADAF copy methods
* Improved length handling for tables
* Faster execution of :ref:`Select rows in Table(s)`
* Faster execution of :ref:`Table` and :ref:`Select category in ADAFs`
* Responsive preview for :ref:`Calculator List` and :ref:`Calculator`
API changes
^^^^^^^^^^^
* Added MATLAB API for writing scripts executed by the Matlab node
* Added update method to Attributes class. (ADAF API)
* Added support for placeholder text in
:ref:`lineedit_editor` in parameter helper
* Added visibility and enable/disable slots to ParameterValueWidget
Bug fixes
^^^^^^^^^
* Fixed name and type of output port of :ref:`Report Apply` nodes
* Fixed a bug where save file dialog wouldn’t show up at all when trying to
save subflow on Windows, if the subflow label contained some specific
unallowed characters
* Made sure that aborting a subflow doesn't also abort nodes outside of the
subflow
* Fixed a bug where linked subflows were sometimes inserted with absolute path
Stability
^^^^^^^^^
* Improved reliability when working with lambdas, maps and apply nodes
Deprecated nodes
^^^^^^^^^^^^^^^^
Deprecated nodes don't show up in the library view, but can still be used in
workflows.
* Type specific versions of list operation nodes (such as Get Item Table and
Append ADAF).
* Old FilterADAFs node
News in 1.3 series
------------------
Sympathy for Data version 1.3.0 offers several new and prominent features such
as generic types, higher order functions and much improved support for linked
subflows.
Many small improvements were made to the standard node library. Nodes will
often cope better with empty input data and deliver informative, but less
detailed, feedback.
Nodes from 1.2.x should be compatible with 1.3.0 but there are new, more
succinct, ways of writing nodes for 1.3.x that are not backwards compatible
with 1.2.x. When writing new nodes, consider which older versions of the
platform that will be used.
New features
^^^^^^^^^^^^
* :ref:`Generic types`
* :ref:`Higher order functions`: Lambda, Map and Apply
* Official, and much improved, support for :ref:`linked subflows`
* Official support for :ref:`locked_subflows`
* New library structure using tags
New nodes
^^^^^^^^^
* New generic versions of all list operations
* :ref:`Ensure columns in Tables with Table`
* :ref:`Conditional Propagate`
* :ref:`Extract Lambdas` builtin node for reading lambda functions from existing
workflows
User interface
^^^^^^^^^^^^^^
* Right-click on an empty part of the flow to insert
:ref:`higher order functions`.
* New command in context menu for inserting a subflow as a
:ref:`link`.
* Improved file dialogs in node configurations, by using native dialog when
asking for an existing directory and starting file dialogs from currently
selected file path.
API changes
^^^^^^^^^^^
* Simpler APIs for writing nodes. See :ref:`nodewriting`
* New method in :ref:`adafapi`: ``Group.number_of_rows``
* Configuration widgets can expose a method called save_parameters which is
called before the gui is closed. See :ref:`custom_gui`
* Added API (parameter helper): List parameter widgets emit ``valueChanged``
signal
* Improved slicing of (sy)table with slice object with negative or undefined
stride
* Automatically update order, label, and description for parameters when the
node’s definition changes
* :ref:`NodeContext ` is no longer a named tuple
* Added new method: :meth:`NodeContext.manage_input`. A managed input will have
its lifetime decided outside of the node
Linked/locked subflows
^^^^^^^^^^^^^^^^^^^^^^
* Include subflows relative to path of parent flow, not relative to root
flow. This affects where sympathy searches for linked subflows inside linked
subflows and should hopefully feel more natural than the old system
* Allow opening of flows with broken links
* Import and export nodes can now be used inside locked subflows and lambdas
* Made it impossible for flows below a locked flow to themselves be locked
* Improved abort for locked subflows
Node changes
^^^^^^^^^^^^
* :ref:`Report` framework: histogram2d graph layer is now called
heatmap and can handle different reduction functions (count, mean, median,
max, min).
* Improved XLS(X) :ref:`import`/:ref:`export`. Especially
handling of dates, times, and mixed types. Cells formatted as Time are now
imported as timedeltas.
* Renamed Sort Table(s) to :ref:`Sort rows in Table(s)`
* :ref:`Calculator List`: chooses columns case-sensitively on Windows too.
* :ref:`Calculator List`: shows number of output rows in preview in calculator gui.
* :ref:`VSplit Table`: Removed constraint that the index should be sorted. The
elements will be grouped by the first occurrence of each unique value.
* :ref:`Convert columns in Table`: Added conversion path between datetime and
float.
* :ref:`Select columns in ADAF with structure Table` now works as expected when
*Remove selected* has been checked.
* :ref:`Select rows in Table with Table` offers a choice of reduction function
between rows in config table. Previously it only read first row of the config
table.
* "Slice List of ADAFs/Tables": Basic integer indexing now works as expected.
* Improve handling of one sample signals in :ref:`Interpolate ADAF(s)
`
* :ref:`Report Apply nodes ` output datasources to created
files
* Improved :ref:`CSV import`. Can now handle empty input, input with
only one row, with or without trailing newline, and files with errors towards
the end. It also features a new option for how to handle errors when
importing a file. Header row has been made independent of the other input
boxes, and no longer affects the data row. When read to end of file is
selected, the number of footer rows is ignored. Delimiter detection was
improved
* Fixed issues with nesting of higher order functions (:ref:`Map
`, :ref:`Lambda` and
:ref:`Apply`)
* Improvements to :ref:`reporting `: Improved bin placement and
x-axis extent of 1d histograms. Automatically set axes labels from data
source if they are empty. Added option "Lift pen when x decreases" to line
graph layer. Added vline layer in reporting tool.
* Several nodes are better at forwarding attributes, table names, etc. to
output :ref:`Slice data Table`, :ref:`Select columns in ADAF(s) with structure
Table(s)`,
:ref:`Unique Table(s)`,
:ref:`ADAF(s) to Table(s)`, :ref:`Select rows in
Table(s) with Table`,
:ref:`Interpolate ADAF(s) `, and :ref:`Rename columns nodes
`
* Many nodes are better at handling missing or incomplete input data:
:ref:`Filter Rows in Table`, :ref:`Replace values in Tables`,
:ref:`Detrend ADAF(s) `, :ref:`ADAF(s) to Table(s)
`, :ref:`Select Report Pages`, :ref:`Scatter nodes
`.
* Added 'calculation' attribute on all output columns from :ref:`Calculator List`
node
* :ref:`Export Tables` and :ref:`Archive files` create missing folders
* Fixed :ref:`Export Texts`
Other improvements
^^^^^^^^^^^^^^^^^^
* Added :ref:`default workflow environment variables `
``SY_FLOW_FILEPATH``, ``SY_FLOW_DIR`` and ``SY_FLOW_AUTHOR``. All flows have
these and they can't be set or deleted.
* Subflows can define :ref:`workflow variables `. Each subflow
specializes the variables of its parent flow, so that the parent flows vars
are accessible in the subflow but not vice versa.
* Improve performance by skipping validation of any nodes that don’t implement
:meth:`verify_parameters`
* Improve performance by changing compression settings for sydata files,
compression is faster but compresses slightly less
* Pretty print workflow xml files, making diffs possible
New requirements:
* Requiring pandas version 0.15 for the CSV import, for versions before 0.15
down to 0.13 it will still work but may behave slightly differently in edge
cases with blank rows
News in 1.2 series
------------------
Sympathy for Data version 1.2 is a significant minor release for Sympathy for
Data. It features several prominent new features, improved stability and more.
It is however not redesigned and with only a few small modifications, all
existing nodes and flows should work as well as in 1.1.
The bundled python installation has been upgraded with new versions of almost
every package. Added to the packages is scikit-learn, used for machine
learning. Our investigations suggest that the new package versions are
reasonably compatible with old nodes and cause no significant differences for
the standard library.
New features
^^^^^^^^^^^^
* Added support for using environment variables, and per installation/workflow
variables. The variables which can have a default value are used in string
fields of configuration widgets to enable parametrization. See
:ref:`env_vars`.
* Added support for profiling, with the ability to produce graphs if Graphviz
is available. See :ref:`profiling`.
* Added support for debugging single nodes with data available from Sympathy
using spyder. See :ref:`spyder_debug`.
* Added new Node Wizard for generating new nodes. See :ref:`node_wizard`.
* Added support for configuring subflows by aggregating selected node
configurations. See :ref:`subflow_config`.
* Improved support for plugins in third party libraries. It is no longer
necessary to add the folder with the plugin to python path in preferences
* Support for adding custom data types in third party libraries. See
:ref:`create_type`.
* Significantly improved handling of unicode paths including the ability to
install Sympathy and third party libraries in a path with unicode characters
Nodes and plugins
^^^^^^^^^^^^^^^^^
* Added CarMaker type 2 ERG ADAF importer plugin called “CM-ERG”
* Plugins can now export to non-ascii filenames
* Fixed MDF export of boolean signals
* Added generating nodes for empty Table, Tables ADAF and ADAFs.
* Convert column nodes can convert to datetime
* Calculator node can produce compact output for length matched output
* Lookup nodes handles both event column and other columns with datetimes
* Time Sync nodes “SynchronizeLSF” strategy should work as expected again. The
Vjoin index option is now only used for the ”Sync parts” strategy
New command line options
^^^^^^^^^^^^^^^^^^^^^^^^
See :ref:`start_options` for more info.
* Added new command line option, '--generate_documentation' for generating
documentation from CLI
* Added 'exit_after_exception' argument which is activated by default in CLI.
It makes Sympathy exit with error status if an unhandled exception occurs in
a signal handler.
* Added separate flag: --node_loglevel, for controlling the log output from
nodes.
* Made it possible to set the number of workers using --num_worker_processes n.
API changes
^^^^^^^^^^^
* Libraries must now have only a single python package in their Common folders.
See :ref:`nodewriting`. In the Standard Library this package is called sylib
* Removed ``has_parameter_view`` from node interface. See :ref:`custom_gui`.
* Changed default unit for time series to empty string instead of ``'unknown'``.
* Added ``has_column`` method in sytable and added corresponding method in
``table.File``
* Accessing an ADAF basis which does not exist will raise a KeyError
* Improved node error handling, making it possible for nodes to issue user
friendly error messages as well as warnings. See :ref:`node_errors`.
* Expanded and improved documentation, including API references for all default
data types, and documentation on how to create your own data type
* Improved error handling in many data type API functions
User interface
^^^^^^^^^^^^^^
* Improved selection and context menu handling
* "Help" in node context menus will now also build documentation if necessary.
* Allow connections to be made by dragging from an input to an output port
* Added zoom with Ctrl/Cmd + scroll wheel
* Added working stop button.
* Improved the presentation of data in the viewer with a clearer font and
better size handling as well as coloring of columns by data type
* Improved undo/redo functionality, making more operations available in the
undo history
Stability
^^^^^^^^^
* Avoid hanging on Windows when too much output is produced during startup
* Avoid infinite wait during node validation