Changelogs ========== `1.7 `_ - Jan 25th, 2025 ------------------------------- .. currentmodule:: k1lib.cli Cli: - Added :class:`~conv.toFileType`, :class:`~conv.toQr`, :class:`~conv.toExcel`, :class:`~conv.toMdTable` :class:`~lsext.sql` modifications: - Added lots of caching mechanisms: s["db"], db["table"] and table["id"] - Allowed setting json columns using dict - Added option to automatically html escape for text fields, to avoid cross site scripting Generic: - Added :meth:`~k1lib.aes_encrypt`, :meth:`~k1lib.aes_decrypt`, :meth:`~k1lib.cache`, :meth:`~k1lib.modbusCrc` and :meth:`~k1lib.parseTimeStr` - Added :meth:`k1lib.viz.Clipboard`, :meth:`k1lib.viz.Download`, :meth:`k1lib.viz.Popup`, :meth:`k1lib.viz.qrScanner`, :meth:`k1lib.viz.daisyUI` - Added :class:`~k1lib.AutoUpdateValue`, :class:`~k1lib.Aggregate`, :meth:`~k1lib.tempObj`, :class:`~k1lib.ConfinedAutoIncrement`, :class:`~k1lib.Perlin` - Added delay mode to :meth:`~k1lib.cron` - Added :meth:`~k1lib.preload` as an advanced version of :meth:`~k1lib.cache` - Added :class:`~k1lib.TimeSeries`, :class:`~k1lib.speed` for random speed/throughput benchmarks - Added :meth:`~k1lib.compileCExt`, to quickly build pybind11 Python C extensions and load it to the current process seemlessly `1.6 `_ - Mar 8th, 2024 ------------------------------- .. currentmodule:: k1lib.cli Cli: - Added :class:`~utils.toPdf`, :class:`~utils.lookupRange`, :class:`~utils.branch` - Added optional delay to :class:`~output.intercept` - Added :class:`~modifier.iterDelay` - Added :class:`~conv.toDist`, :class:`~conv.toAngle`, :class:`~conv.idxsToNdArray`, :class:`~conv.toYaml`, :class:`~conv.toMedian` - Added daemon mode to :class:`~inp.cmd` - Added module :mod:`~k1lib.cli.kcv`, focusing on opencv aruco markers detection - Added proper pandas support to most cli - Added support for raw row ingestion to :class:`~conv.toCsv` - Added powerful ``nparray | (~aS(lambda x,y: x+y)).all(3)`` array optimization strategy - Added :meth:`lsext.sql.queryMany` and :meth:`lsext.sqltable.insertBulk` - Added convenience methods to :class:`~lsext.s3` and friends. Also added :class:`lsext.Redis` - Added JS transpiler functions to matplotlib colormaps Generic: - Added monkey patched methods :meth:`os.netstat` and :meth:`os.killPort` - Added :meth:`~k1lib.fmt.dollar` - Added several language formatters like :class:`~k1lib.fmt.js`, :class:`~k1lib.fmt.py`, :class:`~k1lib.fmt.html`, :class:`~k1lib.fmt.sql` - Added :mod:`~k1lib.kcom` for external hardware communications, with :class:`~k1lib.kcom.Gsm` and :class:`~k1lib.kcom.Host` - Added monkey-patched method :meth:`torch.transpose_axes` to match numpy's signature - Added monkey-patched method :meth:`plt.worldmap` to quickly plot out a world map - Added monkey-patched method :meth:`html.b64escape` to provide a more robust html escaping where JS is available - Added monkey-patched method :meth:`pandas.DataFrame.newColName` - Added module :mod:`~k1lib.kop` for optics simulation - Added module :mod:`~k1lib.zircon` for browser automation `1.5 `_ - Jan 6th, 2024 ------------------------------- .. currentmodule:: k1lib.cli Cli: - Added s3 compatibility with ``ls()`` and ``cat()`` at :mod:`k1lib.cli.lsext` - Added :class:`~conv.toUnix`, :class:`~conv.toLinks`, :class:`~conv.toArgmin`, :class:`~conv.toArgmax`, :class:`~conv.toMovingAvg`, :class:`~conv.toCm` - Added :class:`~structural.batchedTrigger`, :class:`~structural.latch`, alias :class:`~structural.insId` - Added :class:`~utils.zeroes`, :class:`~utils.normalize` - Added :class:`~filt.trigger`, :class:`~filt.filtStd` - Added :class:`~modifier.clamp` - Added :class:`~output.unpretty` - Added :class:`~kapi.post` - Added :meth:`utils.deref.js` to transpile any data (not functions) into JS - Removed :class:`structural.expandE`, because it's so niche - Added JS transpiler functionality to generate JS code automatically from clis - Added module :mod:`~k1lib.cli.kjs` in support for the JS transpiler - Added module :mod:`~k1lib.cli.kgv` to quickly plot graphviz plots - Added tail() optimization for :class:`~inp.catPickle` Generic: - Added websocket client and server support at :mod:`~k1lib.kws` - Added logging integration with https://logs.mlexps.com using :meth`~k1lib.log` - Added module :mod:`~k1lib.kast` for advanced abstract syntax tree manipulation in support for the JS transpiler - Added :meth:`~k1lib.resolve` to resolve coroutines everywhere - Added :meth:`serve.json`, :meth:`serve.date`, :meth:`serve.serialized`, :meth:`serve.apiKey` and souped up :mod:`~k1lib.serve` a little - Added :mod:`~k1lib.serpent`, a lua serialization module - Added formatting function :meth:`~k1lib.fmt.rmAnsi` `1.4 `_ - June 30th, 2023 ------------------------------- .. currentmodule:: k1lib.cli Cli: - Added ability for an existing cli to join with a function that's not a cli transparently. Meaning this is now possible: ``3 | (iden() | (lambda x: x**4))`` - Added :class:`~conv.toHash`, :class:`~conv.toStd` - Accelerated :meth:`~modifier.applyCl.balanceFolder` - Accelerated :class:`~structural.repeat`, :class:`~structural.repeatFrom`, :class:`~structural.joinStreams` and :class:`~structural.unique` for array types - Added library-wide optimization that allows ``np.random.randn(3, 4, 5, 6) | item().all() | shape() == (3, 5, 6)`` to operate on the array directly and not be broken up by ``.all()`` - Removed :class:`structural.accumulate` and :class:`structural.indexTable`, as it can be done using :class:`~structural.groupBy` and it's not used enough - Added :class:`~utils.sketch`, :class:`~utils.syncStepper` - Added alias :class:`~structural.T` - Added Cython support and cpu limit settings option for :class:`~modifier.applyCl` - Added full distribution mode to :class:`~filt.intersection` - Added builtin ML models support: :class:`~models.embed`, :class:`~models.complete`, :class:`~models.kmeans`, :class:`~models.tsne` and :class:`~models.bloom` Model operations are also optimized to batch things together automatically - Added new way to deal with infinite iterators generated by :class:`~structural.repeat` and friends - Added multiple table pretty-format mode to :class:`~output.pretty` - Removed :mod:`~k1lib.cli.kcsv`, because it's ridiculous to have a single short method in a big module and it's not intuitive. Replaced that with :class:`~conv.toCsv` - Added :mod:`~k1lib.cli.ktree` for dealing with tree structures - Added support for .zip files for :class:`~inp.kunzip`, :meth:`~inp.ls` and :meth:`~inp.cat` - Added support for custom datatypes for :meth:`~inp.ls` and :meth:`~inp.cat` - Added :mod:`k1lib.cli.lsext`, for ls's custom datatypes ("ls extensions"), particularly MySQL, PostgreSQL and SQLite - Added robust Actor model for :class:`~modifier.applyCl`. - Accelerated :class:`~filt.rows` and :class:`~filt.cut` for array types - Added unsort mode to :class:`~modifier.sort` - Added :class:`~modifier.roll`, :meth:`~k1lib.batchify` - Added :mod:`k1lib.cli.kapi` to use ML apis published on mlexps.com - Added :mod:`k1lib.selen` to extract main content of a webpage using Selenium Generic: - Added :meth:`~k1lib.cron`, :class:`k1lib.viz.PDF` `1.3 `_ - May 26th, 2023 ------------------------------ .. currentmodule:: k1lib.cli Cli: - Revamped docs a lot - Added :class:`~modifier.applyCl` to execute functions across an entire cluster - Auto get representation if not string in :class:`~grep.grep`. - Added aliases :class:`~modifier.map_`, :class:`~filt.filter_` and :class:`~structural.flatten` - Added string execution ``3 | aS("x+2")`` capability to all clis - Added :class:`~conv.toHtml` to quickly convert PIL image to html tag - Accelerated :class:`~filt.filt` for array types even more - Added :class:`~structural.ungroup`, and added more modes to :class:`~structural.groupBy` - Fixed ``cut()[2:-2]`` edge case - Added :class:`~utils.rItem` and :class:`~inp.urlPath` for quality of life - Added demiliter-splitting mode to :class:`~conv.toDict` - Added :meth:`nb.execute.rightAway`, :meth:`~conv.toAscii`, :class:`~utils.backup`, :class:`~inp.kzip` and :class:`~inp.kunzip`, :meth:`~filt.resume` - Added :meth:`modifier.applyMp.shared` to easily share memory between processes - Accelerated :meth:`~inp.cat` using :mod:`k1a` if sB and eB are specified - Added multi-column mode to :class:`~modifier.apply` - Removed :meth:`inp.curl` because you can do ``cat("http://example.com")`` directly - Added array mode and ``retries`` parameter to :class:`~filt.tryout` - Allowed building pipelines with normal classes that only define ``__ror__`` but not subclass :class:`~init.BaseCli` Generic: - Revamped :mod:`~k1lib.serve` a little, adding a more robust type system - Added more default imports like ray and pyarrow - Added :class:`~k1lib.viz.Scroll` and :class:`~k1lib.viz.Toggle` - Added :meth:`~k1lib.viz.row`, :meth:`~k1lib.viz.col`, :meth:`~k1lib.viz.pre` and :meth:`~k1lib.viz.h` to quickly build html strings - Added :meth:`~k1lib.capturePlt` to capture matplotlib plots - Added formatting functions :meth:`~k1lib.fmt.fromSize` and :meth:`~k1lib.fmt.colors` - Added pipe mode to :class:`~k1lib.viz.Carousel` and :class:`~k1lib.Wrapper` `1.2 `_ - Feb 7th, 2023 ----------------------------- .. currentmodule:: k1lib.cli Cli: - Added newPoolEvery mode to :class:`~modifier.applyMp` - Added :class:`~inp.walk`, :class:`~filt.tryout`, :class:`~inp.splitSeek`, :meth:`inp.cat.pickle`. - Added PIL image mode to :class:`~utils.size` - Added chemical structure mode to :class:`~conv.toPIL` - Added read speed profiler to :meth:`~inp.cat` - Added table mode to :class:`~output.plotImgs` - Added :meth:`filt.filt.split`, :meth:`filt.head.split` - Removed :class:`output.split`, because it's horribly inefficient. Use :class:`~inp.splitSeek` instead. - Added argument expand mode to :class:`~modifier.applyMp`. - Added column mode to :class:`~filt.intersection` and added None column mode to :class:`~filt.union` - Simplified :class:`~structural.insert` - Accelerated :class:`~filt.filt`, :class:`~filt.cut`, :class:`~structural.joinStreams` and :class:`~modifier.randomize` for array types - Added complex yielding functionality to :class:`~structural.repeatF`. - Added automatic error checking for :class:`~filt.filt`. - Added padding option to :class:`~structural.window` - Added probability weighting mode to :class:`~structural.joinStreamsRandom` - Fixed :mod:`forbiddenfruit` or-patching of :class:`~numpy.ndarray`, :class:`dict`, :class:`pandas.core.series.Series` and :class:`pandas.core.frame.DataFrame` Generic: - Added :class:`~k1lib.ConstantPad`, :class:`~k1lib.viz.ToggleImage`, :meth:`~k1lib.dep` and :meth:`~k1lib.ticks`. - Added more features to :class:`~k1lib.viz.Carousel` - Changed :meth:`~k1lib.captureStdout` so that it can capture C library's output and can capture stderr - Added :mod:`~k1lib.p5` module for quick Processing-like image manipulation - Developed :mod:`~k1lib.k1ui` module a lot further `1.1 `_ - Oct 3rd, 2022 ----------------------------- .. currentmodule:: k1lib.cli Cli: - Added dictionary mode, with table name to :meth:`~cif.tables` - Added :meth:`~cif.records`, :class:`~conv.toGray`, :class:`~output.plotImgs`, :class:`~conv.toBytes`, :class:`~structural.indexTable`, :class:`~structural.splitC` - k1a speedups: :class:`~inp.cat` - Fixed strange bug in :class:`~modifier.applyMp` that happens between PyTorch and multiprocessing - Added tensor/bytes/figure to image feature to :meth:`~conv.toPIL` - Added image saving mode to :meth:`~output.file` - Added separator mode to :class:`~structural.oneHot` - Removed :class:`conv.toStr`, :class:`conv.toSet`, :class:`conv.toIter`, :class:`conv.toBin`, :class:`conv.toIdx`, :class:`conv.toDictF`, :class:`modifier.applySerial` because they're kinda meaningless and redundant. - Added bytes mode chunking to :class:`~inp.cat` - Removed module :mod:`k1lib.cli.others` as it's pretty useless Generic: - Added :meth:`~k1lib.pushNotification`, :meth:`fmt.throughput` - Removed :meth:`~k1lib.clearLine`, :meth:`~k1lib.close`, :meth:`~k1lib.textToHtml` as they are quite niche - Moved :meth:`k1lib.sameStorage` to :meth:`torch.sameStorage` - Monkey patched :meth:`pandas.core.frame.DataFrame.table`, :class:`builtins.str.splitCamel` - Added intersection operation to :class:`~k1lib.Domain` - Removed library's PyTorch dependency, so that it can be lightweight enough to be used inside containers .. currentmodule:: k1lib.selector Deep learning: - Added :meth:`ModuleSelector.intercept` - Added estimated time remaining and throughput estimations to :class:`~k1lib.callbacks.progress.ProgressBar` - Removed module :mod:`k1lib.kdata`, as that provides no value `1.0 `_ - Aug 9th, 2022 ----------------------------- .. currentmodule:: k1lib.cli Cli: - Removed :class:`conv.toNumpy`, as ``toList() | aS(np.array)`` does the same thing - Added fill mode to :class:`~utils.lookup` - Changed :class:`~output.tee` style to be more natural - Removed :class:`utils.headerIdx`, as :meth:`~structural.insertIdColumn` roughly does the same thing - Removed :class:`init.manyToMany`, replaced with :class:`~modifier.apply` to simplify things - Removed unstable :class:`~modifier.op` ``in`` feature and added combined compare ops to it - Added bounds comparison to :class:`~modifier.op`, thus removed :class:`filt.inRange` - Added ``every`` mode to :class:`~output.tee`. - Simplified :class:`~structural.insertColumn` - Added :class:`~structural.oneHot`. - Restructured expand argument feature in :class:`~modifier.applySerial` - Added :mod:`~k1lib.cli.cif` module - Removed :mod:`~k1lib.cli.entrez` module, as it doesn't add much value - Simplified :class:`~output.file` by removing explicit text/byte mode param LLVM: - Added LLVM compiler/optimizer system to cli. - Added :mod:`~k1lib.cli.typehint` and :mod:`~k1lib.cli.optimizations` modules - Optimizations: :class:`~structural.unsqueeze`, :class:`~kxml.node`, :meth:`~inp.cat`, :class:`~filt.head` Generic: - Added library `k1a `_ to speed up certain parts of the main library by compiling things down to C. - Added `k1ui `_ support within k1lib. It's a Java program that can communicate over the network and provides apis to manipulate mouse/keyboard and screens. .. currentmodule:: k1lib.callbacks DL: - Added callback :class:`limits.CancelOnOverfit` `0.17 `_ - Jul 15th, 2022 -------------------------------- .. currentmodule:: k1lib.cli Cli: - Accelerated :class:`~filt.head` for all sliceable types - Add fractional mode to :class:`~filt.head` - Added expanded arguments mode to :class:`~modifier.apply` - Added column mode to :class:`~modifier.sortF` - Added :meth:`gb.feats.root`, :meth:`gb.feats.tags` - Removed :meth:`gb.feats.tag`, use :meth:`gb.feats.tags` instead - Added predicate mode to :class:`~grep.grep` - Added :class:`~utils.dictFields` - Accelerated :class:`~structural.groupBy` significantly - Removed :meth:`~structural.collate`, as there's no use for it - Accelerated :class:`~utils.shape`, thus removing :class:`conv.lengths` and :class:`conv.toLens` as ``shape(0).all()`` is just as good `0.16 `_ - Jun 28th, 2022 -------------------------------- .. currentmodule:: k1lib.cli Cli: - Accelerated :class:`~filt.head` if input's a :class:`torch.Tensor` or :class:`np.ndarray`. - Added :meth:`~utils.tree`, :class:`~utils.timeLimit`, :class:`~output.split`, :class:`~utils.lookup`. - Renamed :class:`~structural.joinList` to :class:`~structural.insert`, cause that's more intuitive - Removed :class:`structural.insertRow`, as ``insertRow(1, 2)`` can be achieved using ``~insert(1, 2)`` - Souped up :class:`~structural.insertColumn` - Added column mode in :class:`~grep.grep`. - Added JIT compilation for :class:`~modifier.op` - Added alias :class:`~modifier.parallel` and :class:`~conv.toLens` - Accelerated :class:`~structural.batched` if input's a :class:`range` - Added accelerated mode to :meth:`~inp.cat` - Grouped ``to__`` clis into the module :mod:`~k1lib.cli.conv`. - Removed redundant :class:`~utils.toType` and :class:`~utils.identity` `0.15 `_ - Mar 22nd, 2022 -------------------------------- Generic: - Added :class:`~k1lib.UValue`, :meth:`~k1lib.now` - Patched :class:`numpy.ndarray`'s ``__or__`` method to work better with cli tools - Added a few mathematical and physics constants in :mod:`k1lib.imports` - Added :meth:`selector.ModuleSelector.cutOff` - Renamed :meth:`k1lib.integrate` to :meth:`k1lib.integral`, to avoid conflict with existing cli - Added :meth:`~k1lib.sameStorage` .. currentmodule:: k1lib.cli Cli: - Moved :meth:`k1lib.tab` to :meth:`utils.tab`. - Added keyword arguments to :class:`~modifier.applyS` and :meth:`~structural.repeatF` - Added :class:`~structural.groupBy`, :class:`~utils.disassemble`, :class:`~utils.toProd` - Added ``mode`` option to :class:`~modifier.toFloat` and :class:`~modifier.toInt` - Accelerated :class:`~modifier.toFloat`, :class:`~modifier.toInt`, :class:`~structural.batched` and :class:`~utils.smooth` if it's a :class:`torch.Tensor` or :class:`np.ndarray` `0.14 `_ - May 1st, 2022 ------------------------------- .. currentmodule:: k1lib.callbacks Generic: - Added :class:`~shorts.OnProgress` callback .. currentmodule:: k1lib.cli Cli: - Changed implementation of :class:`~filt.rows`. Should be much more stable and perdictable than the last version - Fixed :class:`~structural.transpose` so that it works efficiently with numpy arrays - Fixed :class:`~structural.splitW` so that it includes dangling elements at the end - Revamped :mod:`k1lib.cli.kxml` heavily - Added :meth:`structural.count.join`, to join multiple count results together - Added aliases :class:`~utils.toImg`, :class:`~modifier.aS` - Added :class:`~utils.toRgb` and :class:`~utils.toRgba`. - Added :class:`~utils.clipboard` and its dependency requirement. - Fixed bug in :class:`~structural.accumulate`. - Removed :meth:`modifier.replace` and :meth:`modifier.remove`, as those can be done by :class:`~modifier.op` just fine. - Added seed option in :class:`~modifier.randomize` - Added :class:`~structural.window`. `0.13 `_ - Mar 23rd, 2022 -------------------------------- .. currentmodule:: k1lib.callbacks.callbacks Generic: - Added :meth:`~k1lib.pValue`. - :meth:`~k1lib.captureStdout` now returns a :class:`~k1lib.Wrapper` - Added :meth:`~k1lib.attrContext`, :class:`~k1lib.MovingAvg` - Monkey patched :meth:`~matplotlib.pyplot.animate` - Added mechanism to quickly insert a :class:`Callback` in :meth:`Callbacks.add` .. currentmodule:: k1lib.cli Cli: - Added support for ``filt(4 in op())`` as extension for :meth:`filt.contains`. - Added support for ``filt(op() in [1, 2, 3])`` as extension for :meth:`filt.inSet` - Removed :meth:`filt.isFile`, as ``filt(os.path.isfile)`` does the same thing. - Added JIT basics. Just a stub feature for now. - Added :class:`~utils.toSorted`, :class:`~structural.reshape`, :class:`~modifier.integrate`, :class:`~output.tee`, :class:`~utils.rateLimit`. - Added multidimensional option to :class:`~structural.joinStreams`. - Added pipe input mode to :meth:`sam.cat`. - Added control flow blocking option to :class:`inp.cmd`. - Added ``unpack`` param to :class:`~modifier.applySerial`. - Renamed :meth:`structural.splitList` to :meth:`~structural.splitW` - Added :meth:`modifier.stagger.tv` - Replaced :meth:`k1lib.smooth` with :meth:`utils.smooth` with a simpler impl `0.12 `_ - Dec 1st, 2021 ------------------------------- .. currentmodule:: k1lib.cli Generic: - Disallow adding new settings accidentally when using :meth:`~k1lib.Settings.context`. Cli: - Fixed :class:`~inp.cmd` piping mechanism into each other. - Added ``quiet`` setting, used by :class:`~inp.cmd`. - Made :class:`~filt.columns` more robust so that it can deal with missing elements and longer rows below. - Added operator ``-`` to :class:`~filt.filt` for extra intuitiveness.6 - Added :class:`~utils.bindec`, :class:`~utils.toBin`, :class:`~utils.toIdx`, :class:`sam.flag`, :meth:`~bio.longFa` and :class:`~bio.idx`. - Moved :class:`sam.quality` to :meth:`bio.quality`, and added ``cli.bio.phred``, ``cli.sam.header`` settings. - Moved setting ``cli.oboFile`` to ``cli.bio.go``, and ``cli.lookupImgs`` to ``cli.bio.lookupImgs``. - Added ``fill`` param to :class:`~utils.item`. - Optimizes higher order operations quite a bit, and added setting ``cli.atomic``. - Renamed :class:`init.manyToManySpecific` to :class:`init.mtmS`, and added method :meth:`~init.mtmS.f`. - Added :meth:`~structural.transpose.fill` and :meth:`~structural.transpose.wrap` to :meth:`~structural.transpose`. - Revamped how :class:`~inp.cmd` works, allowed real time output yielding, added bytes mode and option on how to return stdout and stderr. `0.11 `_ - Nov 24th, 2021 -------------------------------- .. currentmodule:: k1lib.callbacks DL: - Added :class:`~k1lib.Settings`, and the centralized :attr:`~k1lib.settings` for the entire library. As a consequence, moved :attr:`k1lib.cli.cliSettings` to :attr:`~k1lib.settings` under name "cli". - Added :class:`~limits.TrainOnly`, :class:`~limits.ValidOnly`. - Removed "pause" concept from :class:`~callbacks.Callback`. - Patched :meth:`torch.Tensor.positionalEncode`, and removed procedural version (:meth:`k1lib.positionalEncode`). - Added :class:`~k1lib.knn.MultiheadAttention`. .. currentmodule:: k1lib.cli Cli: - Added multidimensional mode to :class:`~structural.transpose`. - Changed param position of :class:`~utils.deref` so that it's more convenient. - Moved :class:`inp.toPIL` to :class:`utils.toPIL`, to be more consistent. - Added :mod:`~k1lib.cli.nb`. As a consequence, removed :meth:`~k1lib.nbCells` and :meth:`~k1lib.executeNb`. - Added temporary file and append features to :meth:`~output.file`. - Added immediate resolve option to :class:`~inp.cmd`. - Added ``N`` option (max sections) and changed :meth:`~grep.grep.till` mechanics in :class:`~grep.grep`. Also added ``sep`` option and as a consequence, removed :class:`~grep.grepToTable`. - Added home directory support for :class:`~output.file`, :meth:`~inp.cat` and :meth:`~inp.ls`. `0.10 `_ - Nov 17th, 2021 -------------------------------- .. currentmodule:: k1lib.callbacks DL: - Added :meth:`~k1lib.nbCells`, :meth:`~k1lib.timer` - Changed :class:`~k1lib.Absorber` methods so that it won't use special words like ``int``, ``float``, ``len``, ``str`` and added :meth:`~k1lib.Absorber.ab_contains` and :meth:`~k1lib.Absorber.ab_fastF`. - Revamped lots of Callbacks docs - Renamed :class:`~k1lib.CaptureStdout` to :class:`~k1lib.captureStdout`, to match context manager's styles. .. currentmodule:: k1lib.cli Cli: - Added ``utilization`` parameter to :class:`~modifier.applyMp`. - Added :meth:`~init.fastF` - Added tensor mode to :class:`~filt.mask`. - Added ``filt`` and ``apply`` modes with columns to :class:`~trace.trace`. - Made :class:`~utils.deref` so that it ignores dictionaries. - Added some compatibility with numpy arrays across clis. - Added ``cacheLimit`` parameter to :class:`~modifier.apply` and as a consequence, removed :class:`~modifier.applyCached`. - Added :class:`~utils.toType` and :class:`~modifier.applyTh`. - Added ``bs`` parameter to :class:`~modifier.applyMp` and as a consequence, removed :meth:`~modifier.applyMpBatched`. `0.9 `_ - Mov 14th, 2021 ------------------------------ .. currentmodule:: k1lib.callbacks DL: - Added :meth:`~k1lib.scaleSvg`. - Added ``prefix`` option to :class:`~k1lib.AutoIncrement`. .. currentmodule:: k1lib.cli Cli: - Added ``kwargs`` argument to :meth:`modifier.applyMpBatched`. - Added :class:`~k1lib.RunOnce`, :class:`~k1lib.MaxDepth`. - Added alias :class:`~utils.iden`. - Added :meth:`~trace.trace` mechanism, with accompanying tutorial. - Remove :class:`~utils.shape`'s tensor special case - Added :class:`~modifier.applySerial`. - Added ``inf`` and ``context`` to :attr:`cliSettings`. - Fixed bug where ``"abc" | deref()`` will actually split the string into characters. - Terminates pool in :class:`~modifier.applyMp` if is keyboard interrupted, and in general made it much more robust. - Stops :class:`~utils.deref` early if encountered :attr:`~structural.yieldSentinel` - Optimizes :class:`~modifier.op` even further, thus removing :meth:`~filt.isValue`, as ``filt(op() == value)`` does the same thing. `0.8 `_ - Nov 7th, 2021 ----------------------------- .. currentmodule:: k1lib.callbacks DL: - Exposed :mod:`k1lib.viz` automatically, and improve :meth:`~k1lib.viz.mask` so that it smoothes out highlighted regions. - Added :meth:`~k1lib.perlin3d`. - Monkey patched :meth:`~mpl_toolkits.mplot3d.axes3d.Axes3D.march`, :meth:`~mpl_toolkits.mplot3d.axes3d.Axes3D.surface`, :meth:`~matplotlib.pyplot.k3d`, :meth:`~torch.loglinspace`, :meth:`~mpl_toolkits.mplot3d.axes3d.Axes3D.point`, :meth:`~mpl_toolkits.mplot3d.axes3d.Axes3D.line`, :meth:`~mpl_toolkits.mplot3d.axes3d.Axes3D.plane`, :meth:`~mpl_toolkits.mplot3d.axes3d.Axes3D.aspect`. - Renamed :meth:`~callbacks.Callbacks.append` to :meth:`~callbacks.Callbacks.add`. - Removed ``with-`` semantics for :meth:`~callbacks.Callback`. Use :attr:`~callbacks.Cbs` instead. - Changed :meth:`~k1lib.selector.ModuleSelector.__contains__` so that it handles ``*`` differently. .. currentmodule:: k1lib.cli Cli: - Modified :class:`~utils.shape` so that it can detect multiple dimensions now, not just 2. - Added :meth:`~structural.activeSamples.extend`, :meth:`~structural.activeSamples.fullness`. - Added :class:`~modifier.applyCached`. - Brought back :meth:`~structural.table`. - Removed :meth:`~filt.startswith` and :meth:`~filt.endswith`, as ``filt(op().startswith())`` does the same thing. `0.7 `_ - Nov 3rd, 2021 ----------------------------- .. currentmodule:: k1lib.callbacks DL: - Added ``metab`` as extra metadata from dataloaders to :class:`~k1lib.Learner` in the core training loop and modified :class:`~recorder.Recorder` to return it if available. - Added ``n`` option to :class:`~k1lib.AutoIncrement`. - Added :meth:`~k1lib.viz.mask`. - Removed :meth:`k1lib.stats`, replaced it with :meth:`torch.Tensor.stats` directly - Added :class:`~k1lib.cli.modifier.op` option to :class:`~k1lib.schedule.Fn`. - Added :meth:`torch.Tensor.hasInfs` - Made :class:`~lossFunctions.shorts.LossNLLCross` integrates with :class:`~lossFunctions.accuracy.AccF` instead. - Made :class:`~lossFunctions.accuracy.AccF` integrates with :class:`~confusionMatrix.ConfusionMatrix`. - Made :class:`~confusionMatrix.ConfusionMatrix` resilient against nans and infs, and fixed norm strategy (tensor rows divide by max rows, instead of tensor columns divide by max rows, like before). .. currentmodule:: k1lib.cli Cli: - Added :class:`~filt.mask`, :meth:`~structural.unsqueeze`. - Made :class:`~modifier.op` compatible with lots of other cli tools, so you can do stuff like ``filt(op() > 3, 1)``. - Removed :class:`~structural.split`, as ``op().split().all() | joinStreams()`` does the same thing. This is longer, so I kinda want to put it back in, but the name is incredibly oxymoronic. - Removed :meth:`~structural.listToTable` and its alias :meth:`~structural.tableFromList`, as they are too simple, and the new ``unsqueeze(1)`` does the same thing. - Removed ``args`` option in :class:`~modifier.applyMp`, as it feels clunky. - Removed :class:`~inp.cats` as ``cat().all()`` does the same job. - Sped up :class:`~modifier.op` to have roughly same performance as :class:`~modifier.apply`. As a consequence, removed [:class:`~modifier.lstrip`, :class:`~modifier.rstrip`, :class:`~modifier.strip`, :class:`~modifier.upper`, :class:`~modifier.lower`] clis as stuff like ``op().upper().all()`` does the same and I want to simplify the collection of cli tools. - Completely removed :mod:`k1lib.cli.ctx` module, as the performance sacrifices are too much, and it doesn't add a lot of useful features. - Renamed :class:`utils.to1Str` to :class:`~utils.join` as that is more intuitive. - Removed :class:`structural.table`, as ``op().split().all()`` does the same thing `0.6 `_ - Oct 30th, 2021 ------------------------------ DL: - Added :class:`~k1lib.knn.LinBlock`, :class:`~k1lib.Absorber`. - Added __module__ impersonation for :class:`~k1lib.wrapMod`. - Renamed :class:`~k1lib.callbacks.lossFunctions.shorts.LossLambda` to :class:`~k1lib.callbacks.lossFunctions.shorts.LossF` - Renamed :meth:`torch.nn.Module.preserveDevice` to :meth:`torch.nn.Module.deviceContext` and add preserve buffers capability. - Added :meth:`torch.nn.Module.gradContext`. .. currentmodule:: k1lib.selector :class:`k1lib.selector.ModuleSelector`: - Renamed :meth:`filter` to :meth:`preprocess`. - Added :meth:`~ModuleSelector.hookFp`, :meth:`~ModuleSelector.hookF`, and :meth:`~ModuleSelector.hookB`. - Removed :meth:`~ModuleSelector.selected`, as :meth:`~ModuleSelector.__call__` does the same thing and is more intuitive - Added ``prop`` option to :meth:`~ModuleSelector.named_children` and :meth:`~ModuleSelector.children`. - Removed callback :class:`~k1lib.callbacks.frozen.Frozen` as :meth:`~ModuleSelector.freeze` and :meth:`~ModuleSelector.unfreeze` does the job and is much more robust. - Added :meth:`~ModuleSelector.freeze` and :meth:`~ModuleSelector.unfreeze` - Removed :meth:`~ModuleSelector.copy`, as you can just grab another selector straight from the model real quick. - Removed :meth:`~ModuleSelector.parameters`, as you can always access the associated :class:`torch.nn.Module` inside and get params from there. .. currentmodule:: k1lib.cli Cli: - Added ``raiseError`` option in :class:`~output.intercept`. - Added multi argument capabilities to :meth:`~init.BaseCli.__call__`. - Added :class:`~modifier.op`. - Changed default param ``ignoreTensors`` of :class:`~utils.deref` to True. - Ignores :class:`~torch.nn.Module` by default in :class:`~utils.deref`. `0.5 `_ - Oct 27th, 2021 ------------------------------ .. currentmodule:: k1lib.callbacks DL: - Renamed :mod:`k1lib.format` to :mod:`k1lib.fmt`, and exposed it automatically. - Renamed :mod:`~k1lib.fmt.computation` to :mod:`~k1lib.fmt.comp`, :mod:`~k1lib.fmt.computationRate` to :mod:`~k1lib.fmt.compRate`. - Added :meth:`~k1lib.fmt.sizeOf` - Exposed :mod:`~k1lib.selector` automatically. - Deleted :mod:`k1lib.website` - Fixed infinity elements in :class:`landscape.Landscape`'s plots. - Split :class:`~loss_accuracy.Accuracy`'s accuracy calculating part into :class:`~lossFunctions.accuracy.AccF`. .. currentmodule:: k1lib.cli Cli: - Added chained mode to :class:`~utils.item` - Fixed ignoreTensor mechanic in :class:`~utils.deref` - Added prefetch mode in :class:`~modifier.applyMp` - Added :class:`~modifier.applyMpBatched` that executes lots of transformations in a single job. - Added :meth:`~modifier.applyMp.clearPools` and :meth:`~modifier.applyMp.pools`. - Added bytes reading and writing to :class:`~inp.cat` :class:`~output.file`. - Added :class:`~structural.activeSamples`. - Removed aliases :class:`~structural.splitColumns` and :class:`~structural.joinColumns`. - Removed :class:`~structural.stitch`, as ``to1Str().all()`` does the same thing. `0.4 `_ - Oct 23rd, 2021 ------------------------------ This update moves things around a lot. The actual coding experience stays the same, but a lot of links \< 0.4 will be broken in 0.4 docs. Go to 0.3 docs if you wish to follow links. .. currentmodule:: k1lib.callbacks Molecule (:mod:`k1lib.mo`): - Added close coulomb force calculations to simulator to make it more realistic (cyclohexane chair config possible now!) - Added optional Hydrogen viewing to various functions in :mod:`~k1lib.mo` - Fixed parsing bug where it doesn't recognize "3-methyl" group in "3-methylpentane". DL: - Don't let :class:`~k1lib.AutoIncrement`'s ``value`` property to auto increment internal value. - Removed :class:`~k1lib.kdata.CyclicRandomSampler`, as ``range(n) | repeatFrom() | randomize(n)``` does the same thing. - Removed :class:`~k1lib.kdata.FunctionDataset`, added simpler :class:`~k1lib.kdata.FunctionData` as replacement. - Removed :class:`~k1lib.kdata.DataLoader`, :class:`~k1lib.kdata.Data` and :class:`~k1lib.kdata.DatasetWithSampler`, as they're complex and obsolete. - Added :meth:`~k1lib.kdata.tfImg`, :meth:`~k1lib.kdata.tfFloat`, :meth:`~k1lib.kdata.analyzeFloat` - Monkey-patched :class:`torch.nn.Module` to have piping capabilities. - Renamed :mod:`k1lib.data` to :mod:`k1lib.kdata`, and exposed it automatically in :mod:`~k1lib.imports`. - Renamed :mod:`k1lib.nn` to :mod:`k1lib.knn`, and exposed it automatically. .. currentmodule:: k1lib.cli Bioinfo cli: - Renamed :mod:`k1lib.bioinfo.cli` to :mod:`k1lib.cli` - Added :meth:`~modifier.stagger` as the new interface for dataloaders. - Added :class:`~output.intercept`, :class:`~inp.toPIL`. - Added PIL conversion mode to :class:`utils.toTensor` - Added Tensor shape mode in :class:`utils.shape`. - Added :mod:`~k1lib.cli.others` module, with :meth:`~others.crissCross` - Added Tensor mode to :class:`~utils.toSum`, :class:`~utils.toAvg`, :class:`~utils.toMin`, :class:`~utils.toMax` and :class:`~init.oneToMany`. - Added alias :class:`~utils.toMean`. - Added dtype choice to :class:`~utils.toTensor`. `0.3 `_ - Oct 18th, 2021 ------------------------------ Background stuff: - Added mo tutorial .. currentmodule:: k1lib.callbacks DL: - Added :meth:`~k1lib.viz.FAnim` - Added :mod:`~k1lib.mo` for stuff related to molecular dynamics - Added :meth:`~k1lib.graph`, :meth:`~k1lib.digraph`, :meth:`~k1lib.AutoIncrement.__call__` - Huge revamp of :mod:`~k1lib.schedule` to make it more intuitive. There's only 1 main schedule object now: :class:`~k1lib.schedule.Fn`. - Added :meth:`k1lib.wraps`, :meth:`k1lib.Object.__delitem__`, :meth:`k1lib.Range.fromRange` - Added :class:`k1lib.Every` .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Removed :class:`~filt.notIn`, as :class:`~filt.inSet` does the job just as well - Included cli import command in :mod:`~k1lib.imports` by default - Modified :meth:`~modifier.toFloat` and :meth:`modifier.toInt` so they can force weird values to 0. - Moved existing :class:`~structural.toDict` to :class:`~structural.toDictF`, and created a new :class:`~structural.toDict`. `0.2 `_ - Sep 24th, 2021 ------------------------------ Pretty minor update. I just want to push this out as soon as possible Background stuff: - Changed versioning system so that it makes more sense - Added osic and mp tutorials - Added more speed analysis in the cli tutorial .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Removed ``dirs`` and ``files`` parameters in :class:`~inp.ls`, as :class:`~filt.isFile` is good enough - Disable module :mod:`~k1lib.bioinfo.cli.ctx` by default, to improve performance - Replaced :class:`~filt.nonEmptyStream` to :class:`~filt.empty` `0.1.13 `_ - Sep 20th, 2021 ------------------------------------ Background stuff: - Removed walrus operator library-wide, so that it can be used with Python < 3.8 .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Added :class:`~filt.breakIf`, :class:`~filt.isFile` - Replaced :class:`~inp.infiniteF` with :class:`~structural.repeatF` - Replaced :class:`~structural.infiniteFrom` with :class:`~structural.repeatFrom` - Replaced :class:`~utils.dereference` with :class:`~utils.deref` - Replaced :class:`ctx.dereference` with :class:`ctx.deref` - Modified :class:`~modifier.applyMp` to use ``dill`` to deserialize everything - Modified :class:`~utils.to1Str` so that it returns a string, instead of yielding - Modified :class:`~utils.toStr` so that it can accept an optional column - Modified :class:`~structural.splitList` so that it accepts \*args - Removed :class:`~modifier.applySingle`, but retain :class:`~modifier.applyS` .. currentmodule:: k1lib.callbacks DL: - Added class :class:`~k1lib.CaptureStdout` - Patched :class:`torch.Tensor` with :meth:`~torch.Tensor.crissCross`, :meth:`~torch.Tensor.histBounds` and :meth:`~torch.Tensor.histScaled` `0.1.12 `_ - Sep 3rd, 2021 ----------------------------------- Background stuff: - Removed docs's generated ``fonts`` folder, as it takes 8MB and isn't even used. Should now be sustainable for 100 versions on github pages. .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Removed wrapping ``__ror__`` operator if ``__init__`` is not defined, to make things performant. - Added speed analysis in the `cli tutorial `_. - Added :meth:`init.BaseCli.__call__`, :class:`~modifier.consume`, :meth:`ctx.ctx`, :class:`ctx.f`, :class:`~structural.peekF`, :class:`~structural.expandE`, :meth:`utils.dereference.__invert__`, :class:`~filt.unique`, :class:`~filt.notIn`, :class:`~modifier.sortF`, :class:`~utils.toMax`, :class:`~utils.toMin`, :class:`~filt.union`, :meth:`~inp.ls`, :meth:`~filt.instanceOf`, :class:`~modifier.randomize` - Removed :class:`ctx.identity` - Added shortcuts to :meth:`ctx.setC` and :meth:`ctx.getC` - Made :meth:`~structural.headerIdx` context-aware - Put :class:`ctx.Promise` dereferencing at :meth:`init.BaseCli.__ror__`, instead of dynamic patching at :mod:`k1lib.bioinfo.cli` construction time - Get rid of :class:`~output.stdout` style inconsistencies. Previously, it looks like ``[1, 2] | stdout``, now it looks like ``[1, 2] | stdout()``. - Added multiprocessing capabilities with :class:`~modifier.applyMp` - Added ``maxDepth`` option for :class:`~utils.dereference` - Added ``includeLast`` option to :class:`~structural.batched` - Added ``float("inf")`` option to ``bs`` parameter of :class:`~structural.batched` - Fixed :class:`~structural.permute` to be able to take in generator for rows. - Fixed :class:`~output.stdout` to be able to display non-iterable inputs - Fixed :class:`~utils.dereference` so that it will handle poking errors - Fixed :class:`~structural.count` so that it can deal with list. Used to throw unhashable type: 'list' - Added more flexibility with :meth:`~modifier.toFloat`, :meth:`~modifier.toInt` and :class:`~modifier.sort` .. currentmodule:: k1lib.callbacks DL: - Added classes :class:`~k1lib.AutoIncrement`, :class:`~k1lib.Wrapper` - Added functions :meth:`~k1lib.positionalEncode`, :meth:`~k1lib.debounce` - Fixed :class:`~k1lib.executeNb`'s ``_globals`` doc-backref problem. Also clears plot automatically after executing a cell now. `0.1.11 `_ - Aug 25th, 2021 ------------------------------------ Background stuff: - Added testing section for unit tests (simple assert statements inside the notebooks) .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Added numpy/torch checks to :class:`~utils.dereference` - Renamed :class:`~structural.sample` to :class:`~structural.peek` - Added :class:`~structural.infiniteFrom`, :class:`~structural.joinStreamsRandom`, :class:`~structural.batched`, :class:`~structural.collate`, :class:`~structural.splitList` - Added :class:`~inp.infiniteF` - Added :class:`~utils.toTensor` - Replaced :class:`~structural.infinite` in favor of :class:`~structural.repeat` - Updated all cli tools to use ``super().__init__()`` - Added :mod:`~k1lib.bioinfo.cli.ctx` module, with :class:`~ctx.Promise`, :class:`~ctx.enum`, :class:`~ctx.identity` classes, and :meth:`~ctx.getC`, :meth:`~ctx.setC` methods .. currentmodule:: k1lib.callbacks DL: - Added :class:`k1lib.data.CyclicRandomSampler` and :class:`k1lib.data.DatasetWithSampler` - Added highlight feature in :meth:`callbacks.Callbacks.checkpointGraph` - Added :meth:`k1lib.viz.Carousel.pop`, :meth:`k1lib.viz.Carousel.__getitem__` - Added :meth:`k1lib.Learner.sample` - Disallow :meth:`k1lib.executeNb` to execute lines that starts with "!", also removed parameter ``catchErrors``, as it's quite useless - Added :meth:`k1lib.Object` `0.1.10 `_ - Aug 22nd, 2021 ------------------------------------ Background stuff: - Added notebook regression tests - Added tutorials automated building tool - Added :class:`k1lib.ignoreWarnings` - Tutorials part moved to official docs (rather than .md files on github) - Added `covid tutorial `_ .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Reintroduced :class:`~structural.permute`, as :class:`~filt.rows` is inadequate - Added :class:`~utils.lengths`, :class:`~modifier.applySingle` - Exposed :class:`~init.serial`, :class:`~init.oneToMany`, :class:`~init.manyToMany`, and :class:`~init.manyToManySpecific` .. currentmodule:: k1lib.callbacks DL: - Added :class:`confusionMatrix.ConfusionMatrix` and :meth:`k1lib.viz.confusionMatrix` - Added :meth:`callbacks.Callbacks.checkpointGraph` - Added :meth:`torch.nn.modules.Module.paramsContext` - Modified :class:`k1lib.Object` to allow setting ``getdoc`` field - Added :meth:`k1lib.viz.Carousel.saveBytes`, :meth:`k1lib.viz.Carousel.saveFile`, :meth:`k1lib.viz.Carousel.saveGraphviz`, and handle different image formats much better now `0.1.9 `_ - Aug 19th, 2021 ---------------------------------- .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Added :class:`k1lib.Domain` class - Added ``__invert__`` option for :class:`~filt.rows` and :class:`~filt.columns` by incorporating :class:`k1lib.Domain` - Sped up :class:`~filt.rows` significantly - Removed cli tool :class:`~filt.every` as :class:`~filt.rows` is good enough - Added ``__invert__`` option for :class:`~filt.head`. As a result, removed :class:`~filt.nhead` - Added :meth:`~grep.grep.till` mechanism to :class:`~grep.grep` cli tool - Added :mod:`~k1lib.bioinfo.cli.gb` cli module to deal with genbank file format - Added :meth:`~structural.tableFromList` as alias of :meth:`~structural.listToTable` - Renamed :class:`~utils.avg` to :class:`~utils.toAvg` - Added :class:`~utils.toSum` .. currentmodule:: k1lib.callbacks DL: - Added Callbacks tab completion to :class:`k1lib.Learner` and :class:`~callbacks.Callbacks` - Refactored :class:`lossLandscape.LossLandscape` to :class:`landscape.Landscape` that can be used by any other callbacks, right now it's :class:`~loss_accuracy.Loss` and :class:`~loss_accuracy.Accuracy` - Added :meth:`callbacks.Callback.pause` to help with :class:`~loss_accuracy.Accuracy`'s :class:`~landscape.Landscape` `0.1.8 `_ - Aug 15th, 2021 ---------------------------------- - Fixed installation bug where readme.md would be absent, and setup.py won't work at all. .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Huge revamp of how tables are treated. Before, row elements are in a single string, separated by a delimiter. Now each row is a full fledged list - Added :class:`~grep.grepToTable`, :class:`~structural.joinList`, :class:`~filt.contains`, :class:`~structural.table`, :class:`~structural.stitch`, :class:`~structural.listToTable`, :class:`~structural.insertColumn` cli tools - Removed :class:`~structural.joinRows` but still keep :class:`~structural.joinStreams` as "joinRows" is not really obvious - Removed :class:`~structural.permute` as :class:`~filt.columns` is pretty much identical - Renamed :class:`~filt.inside` to :class:`~filt.inSet` - Cut out nested functionality from :class:`~grep.grep` to :class:`~grep.grepToTable` `0.1.7 `_ - Aug 14th, 2021 ---------------------------------- Interface with external modules: - Swapped out ``register_backward_hook`` with :meth:`~torch.nn.Module.register_full_backward_hook` in :class:`~k1lib.callbacks.hookModule.HookModule` callback - Added ``torch.nn.Module.preserveDevice()`` context manager .. currentmodule:: k1lib.callbacks.callbacks Callbacks: - Changed :meth:`Callbacks.suspend` to take in names only - Added :meth:`Callbacks.suspendClasses` to take in classes - Changed :meth:`Callbacks.suspendEvaluation` to :meth:`Callbacks.suspendEval`, also added functionality for white and black lists - Ripped out complex :meth:`Callback.__getattr__` mechanism (that automatically searches the parent learner for missing attributes) to improve speed - Added :mod:`k1lib.callbacks.core` callbacks :class:`~k1lib.callbacks.core.CoreNormal` and :class:`~k1lib.callbacks.core.CoreRNN` - Added more plot decorators for :class:`~k1lib.callbacks.profilers.memory.MemoryProfiler`, including backward-forward separator with their text - Changed :class:`~k1lib.callbacks.lossLandscape.LossLandscape` callback so that it follows the common flow structure. Before, it implements a whole new ``cbs(...)`` schema that essentially duplicated the loop inside of :class:`k1lib.Learner` .. currentmodule:: k1lib Learner: - Implemented grace stop handling for :class:`Learner`. Before, if someone throws :exc:`CancelRunException` while executing a batch, then it will immediately jump to the end of the run. Changed it so that it will be caught in the batch loop, execute checkpoints ``cancelBatch`` and ``endBatch`` and rethrow it. Same thing with :exc:`CancelEpochException` - Moved loss function from being a core functionality inside :class:`Learner` to an external callback, so that adapting multiple loss functions are possible - Added :meth:`Learner.__call__` .. currentmodule:: k1lib.bioinfo.cli Bioinfo cli: - Added :class:`~filt.isValue`, :class:`~filt.intersection`, :class:`~structural.AA_`, :class:`~structural.infinite`, :class:`~utils.dereference` cli tools - Modified :class:`~inp.cat` to be able to take in file name by pipe - Added new joining operator "+" between :class:`init.BaseCli` .. currentmodule:: k1lib.callbacks.callbacks Style changes: - Changed :attr:`Callbacks.learner` to :attr:`Callbacks.l` - Changed :attr:`Callback.learner` to :attr:`Callbacks.l` - Removed :mod:`k1lib.eqn` from :mod:`k1lib.imports`'s namespace 0.1.6 - Aug 13th, 2021 ---------------------- I don't really keep track of things 0.1.6 and before, so nothing here really.