diff --git a/docs/examples/Tutorial QtPlot.ipynb b/docs/examples/Tutorial QtPlot.ipynb new file mode 100644 index 00000000000..d7f59512936 --- /dev/null +++ b/docs/examples/Tutorial QtPlot.ipynb @@ -0,0 +1,1126 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# QCoDeS QtPlot tutorial \n", + "This notebook was made to accompany the QCoDeS tutorial and show some more advanced plotting functionality." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The first cells here are almost the same as in the tutorial notebook\n", + "Thus all comments are removed for readability" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import desired modules (including qcodes as qc) \n", + "### It is important to use Qt as the gui system" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "/*\n", + " * Qcodes Jupyter/IPython widgets\n", + " */\n", + "require([\n", + " 'nbextensions/widgets/widgets/js/widget',\n", + " 'nbextensions/widgets/widgets/js/manager'\n", + "], function (widget, manager) {\n", + "\n", + " var UpdateView = widget.DOMWidgetView.extend({\n", + " render: function() {\n", + " window.MYWIDGET = this;\n", + " this._interval = 0;\n", + " this.update();\n", + " },\n", + " update: function() {\n", + " this.display(this.model.get('_message'));\n", + " this.setInterval();\n", + " },\n", + " display: function(message) {\n", + " /*\n", + " * display method: override this for custom display logic\n", + " */\n", + " this.el.innerHTML = message;\n", + " },\n", + " remove: function() {\n", + " clearInterval(this._updater);\n", + " },\n", + " setInterval: function(newInterval) {\n", + " var me = this;\n", + " if(newInterval===undefined) newInterval = me.model.get('interval');\n", + " if(newInterval===me._interval) return;\n", + "\n", + " me._interval = newInterval;\n", + "\n", + " if(me._updater) clearInterval(me._updater);\n", + "\n", + " if(me._interval) {\n", + " me._updater = setInterval(function() {\n", + " me.send({myupdate: true});\n", + " if(!me.model.comm_live) {\n", + " console.log('missing comm, canceling widget updates', me);\n", + " clearInterval(me._updater);\n", + " }\n", + " }, me._interval * 1000);\n", + " }\n", + " }\n", + " });\n", + " manager.WidgetManager.register_widget_view('UpdateView', UpdateView);\n", + "\n", + " var HiddenUpdateView = UpdateView.extend({\n", + " display: function(message) {\n", + " this.$el.hide();\n", + " }\n", + " });\n", + " manager.WidgetManager.register_widget_view('HiddenUpdateView', HiddenUpdateView);\n", + "\n", + " var SubprocessView = UpdateView.extend({\n", + " render: function() {\n", + " var me = this;\n", + " me._interval = 0;\n", + " me._minimize = '';\n", + " me._restore = '';\n", + "\n", + " // max lines of output to show\n", + " me.maxOutputLength = 500;\n", + "\n", + " // in case there is already an outputView present,\n", + " // like from before restarting the kernel\n", + " $('.qcodes-output-view').not(me.$el).remove();\n", + "\n", + " me.$el\n", + " .addClass('qcodes-output-view')\n", + " .attr('qcodes-state', 'docked')\n", + " .html(\n", + " '
' +\n", + " '
' +\n", + " '' +\n", + " '' +\n", + " '' +\n", + " '' +\n", + " '' +\n", + " '' +\n", + " '
' +\n", + " '
'\n",
+       "                );\n",
+       "\n",
+       "            me.clearButton = me.$el.find('.qcodes-clear-output');\n",
+       "            me.minButton = me.$el.find('.qcodes-minimize');\n",
+       "            me.outputArea = me.$el.find('pre');\n",
+       "            me.subprocessList = me.$el.find('.qcodes-process-list');\n",
+       "            me.abortButton = me.$el.find('.qcodes-abort-loop');\n",
+       "            me.processLinesButton = me.$el.find('.qcodes-processlines')\n",
+       "\n",
+       "            me.outputLines = [];\n",
+       "\n",
+       "            me.clearButton.click(function() {\n",
+       "                me.outputArea.html('');\n",
+       "                me.clearButton.addClass('disabled');\n",
+       "            });\n",
+       "\n",
+       "            me.abortButton.click(function() {\n",
+       "                me.send({abort: true});\n",
+       "            });\n",
+       "\n",
+       "            me.processLinesButton.click(function() {\n",
+       "                // toggle multiline process list display\n",
+       "                me.subprocessesMultiline = !me.subprocessesMultiline;\n",
+       "                me.showSubprocesses();\n",
+       "            });\n",
+       "\n",
+       "            me.$el.find('.js-state').click(function() {\n",
+       "                var state = this.className.substr(this.className.indexOf('qcodes'))\n",
+       "                        .split('-')[1].split(' ')[0];\n",
+       "                me.model.set('_state', state);\n",
+       "            });\n",
+       "\n",
+       "            $(window)\n",
+       "                .off('resize.qcodes')\n",
+       "                .on('resize.qcodes', function() {me.clipBounds();});\n",
+       "\n",
+       "            me.update();\n",
+       "        },\n",
+       "\n",
+       "        updateState: function() {\n",
+       "            var me = this,\n",
+       "                oldState = me.$el.attr('qcodes-state'),\n",
+       "                state = me.model.get('_state');\n",
+       "\n",
+       "            if(state === oldState) return;\n",
+       "\n",
+       "            setTimeout(function() {\n",
+       "                // not sure why I can't pop it out of the widgetarea in render, but it seems that\n",
+       "                // some other bit of code resets the parent after render if I do it there.\n",
+       "                // To be safe, just do it on every state click.\n",
+       "                me.$el.appendTo('body');\n",
+       "\n",
+       "                if(oldState === 'floated') {\n",
+       "                    console.log('here');\n",
+       "                    me.$el.draggable('destroy').css({left:'', top: ''});\n",
+       "                }\n",
+       "\n",
+       "                me.$el.attr('qcodes-state', state);\n",
+       "\n",
+       "                if(state === 'floated') {\n",
+       "                    me.$el\n",
+       "                        .draggable({stop: function() { me.clipBounds(); }})\n",
+       "                        .css({\n",
+       "                            left: window.innerWidth - me.$el.width() - 15,\n",
+       "                            top: window.innerHeight - me.$el.height() - 10\n",
+       "                        });\n",
+       "                }\n",
+       "\n",
+       "                // any previous highlighting is now moot\n",
+       "                me.$el.removeClass('qcodes-highlight');\n",
+       "            }, 0);\n",
+       "\n",
+       "        },\n",
+       "\n",
+       "        clipBounds: function() {\n",
+       "            var me = this;\n",
+       "            if(me.$el.attr('qcodes-state') === 'floated') {\n",
+       "                var bounds = me.$el[0].getBoundingClientRect(),\n",
+       "                    minVis = 40,\n",
+       "                    maxLeft = window.innerWidth - minVis,\n",
+       "                    minLeft = minVis - bounds.width,\n",
+       "                    maxTop = window.innerHeight - minVis;\n",
+       "\n",
+       "                if(bounds.left > maxLeft) me.$el.css('left', maxLeft);\n",
+       "                else if(bounds.left < minLeft) me.$el.css('left', minLeft);\n",
+       "\n",
+       "                if(bounds.top > maxTop) me.$el.css('top', maxTop);\n",
+       "                else if(bounds.top < 0) me.$el.css('top', 0);\n",
+       "            }\n",
+       "        },\n",
+       "\n",
+       "        display: function(message) {\n",
+       "            var me = this;\n",
+       "            if(message) {\n",
+       "                var initialScroll = me.outputArea.scrollTop();\n",
+       "                me.outputArea.scrollTop(me.outputArea.prop('scrollHeight'));\n",
+       "                var scrollBottom = me.outputArea.scrollTop();\n",
+       "\n",
+       "                if(me.$el.attr('qcodes-state') === 'minimized') {\n",
+       "                    // if we add text and the box is minimized, highlight the\n",
+       "                    // title bar to alert the user that there are new messages.\n",
+       "                    // remove then add the class, so we get the animation again\n",
+       "                    // if it's already highlighted\n",
+       "                    me.$el.removeClass('qcodes-highlight');\n",
+       "                    setTimeout(function(){\n",
+       "                        me.$el.addClass('qcodes-highlight');\n",
+       "                    }, 0);\n",
+       "                }\n",
+       "\n",
+       "                var newLines = message.split('\\n'),\n",
+       "                    out = me.outputLines,\n",
+       "                    outLen = out.length;\n",
+       "                if(outLen) out[outLen - 1] += newLines[0];\n",
+       "                else out.push(newLines[0]);\n",
+       "\n",
+       "                for(var i = 1; i < newLines.length; i++) {\n",
+       "                    out.push(newLines[i]);\n",
+       "                }\n",
+       "\n",
+       "                if(out.length > me.maxOutputLength) {\n",
+       "                    out.splice(0, out.length - me.maxOutputLength + 1,\n",
+       "                        '<<< Output clipped >>>');\n",
+       "                }\n",
+       "\n",
+       "                me.outputArea.text(out.join('\\n'));\n",
+       "                me.clearButton.removeClass('disabled');\n",
+       "\n",
+       "                // if we were scrolled to the bottom initially, make sure\n",
+       "                // we stay that way.\n",
+       "                me.outputArea.scrollTop(initialScroll === scrollBottom ?\n",
+       "                    me.outputArea.prop('scrollHeight') : initialScroll);\n",
+       "            }\n",
+       "\n",
+       "            me.showSubprocesses();\n",
+       "            me.updateState();\n",
+       "        },\n",
+       "\n",
+       "        showSubprocesses: function() {\n",
+       "            var me = this,\n",
+       "                replacer = me.subprocessesMultiline ? '
' : ', ',\n", + " processes = (me.model.get('_processes') || '')\n", + " .replace(/\\n/g, '>' + replacer + '<');\n", + "\n", + " if(processes) processes = '<' + processes + '>';\n", + " else processes = 'No subprocesses';\n", + "\n", + " me.abortButton.toggleClass('disabled', processes.indexOf('Measurement')===-1);\n", + "\n", + " me.subprocessList.html(processes);\n", + " }\n", + " });\n", + " manager.WidgetManager.register_widget_view('SubprocessView', SubprocessView);\n", + "});\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# it is important to use Qt as the gui system\n", + "%gui qt\n", + "\n", + "from pprint import pprint\n", + "import time\n", + "import numpy as np\n", + "\n", + "\n", + "import qcodes as qc\n", + "\n", + "qc.set_mp_method('spawn') # force Windows behavior on mac\n", + "qc.show_subprocess_widget()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Instantiates all the instruments needed for the demo" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from toymodel import AModel, MockGates, MockSource, MockMeter, AverageGetter, AverageAndRaw\n", + "\n", + "model = AModel()\n", + "gates = MockGates('gates', model=model)\n", + "source = MockSource('source', model=model)\n", + "meter = MockMeter('meter', model=model)\n", + "\n", + "station = qc.Station(gates, source, meter)\n", + "\n", + "c0, c1, c2, vsd = gates.chan0, gates.chan1, gates.chan2, source.amplitude" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The location provider can be set globally " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "loc_provider = qc.data.location.FormatLocation(fmt='data/{date}/#{counter}_{name}_{time}')\n", + "qc.data.data_set.DataSet.location_provider=loc_provider" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Running an experiment " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataSet:\n", + " mode = DataMode.PULL_FROM_SERVER\n", + " location = 'data/2016-07-29/#078_testsweep_19-55-58'\n", + " | | | \n", + " Setpoint | gates_chan0_set | chan0 | (401,)\n", + " Measured | meter_amplitude | amplitude | (401,)\n", + "started at 2016-07-29 19:55:58\n" + ] + } + ], + "source": [ + "data = qc.Loop(c0.sweep(-20,20,0.1), delay=0.003).each(meter.amplitude).run(name='testsweep')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting the loop \n", + "Because the dataset contains all the required meta-data plotting is trivial. \n", + "I consider it good practice to reuse the plot monitor but that's a personal style thing. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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CHAAAAAoQ5AAAAFCAIAcAAIACBDkAAAAUIMgBAACgAEEOAAAABQhyAAAAKECQ\nAwAAQAGCHAAAAAoQ5AAAAFCAIAcAAIACBDkAAAAUIMgBAACgAEEOAAAABQhyAAAAKECQAwAAQAGC\nHAAAAAoQ5AAAAFCAIAcAAIACBDkAAAAUIMgBAACgAEEOAAAABQhyAAAAKECQAwAAQAGCHAAAAAoQ\n5AAAAFCAIAcAAIACBDkAAAAUIMgBAACgAEEOAAAABQhyAAAAKECQAwAAQAGCHAAAAAoQ5AAAAFCA\nIAcAAIACBDkAAAAUIMgBAACgAEEOAAAABQhyAAAAKECQAwAAQAGCHAAAAAqolB7gaNiyZctTXy9Y\nsKDgJAAAAHB4ToogF+EAAACcaByyDgAAAAUIcgAAAChAkAMAAEABghwAAAAKEOQAAABQgCAHAACA\nAgQ5AAAAFCDIAQAAoABBDgAAAAUIcgAAAChAkAMAAEABghwAAAAKEOQAAABQgCAHAACAAgQ5AAAA\nFCDIAQAAoABBDgAAAAUIcgAAAChAkAMAAEABghwAAAAKEOQAAABQgCAHAACAAgQ5AAAAFCDIAQAA\noABBDgAAAAUIcgAAAChAkAMAAEABghwAAAAKEOQAAABQgCAHAACAAgQ5AAAAFCDIAQAAoABBDgAA\nAAUIcgAAAChAkAMAAEABghwAAAAKEOQAAABQgCAHAACAAgQ5AAAAFCDIAQAAoABBDgAAAAUIcgAA\nAChAkAMAAEABghwAAAAKEOQAAABQgCAHAACAAiqlB3g+u3q35b4HB5KGl+TVrS2ZVHogAAAAOIqO\nyyDfdv2yrLy596m/NyzqyIYPLxTlAAAAHJfmzZuXrq6uqn7m+DtkffDOdNzcm4bXrcptXVtyzfLW\n7NnUkc90D5SeDAAAAI6a4y7Ie//nLdmTprT/dVumppI5S1dnSZJtP3y49GgcZMuWLaVH+L1z4403\nlh7h95K1XnvWehnWeu1Z62VY67VnrZdhrZ8YjrsgH923O2lYlJdNfXLLpExpSvr7/i2jJQcDAACA\no+i4C/KB/l8nkw/eUp9zXtOQ3LMzQ6WGAgAAgKPsuDupW2PT5OQ7B28Zyo++vSeZfdbzntRt3rx5\nNZgMyvvsZz9begSoCWud3xfWOr8vrHV4bsddkGdifbKnP79MUv/ktl8nDX8y85AgH8z27h+kvb09\njf/+VZk7a+qhl8QLMnb77tzz2GHfvju2dWfkT16ZlqnH37I6UQwP7Mg9PQ9mz8iEnP26+Wl+3o8W\nGM2O7m+gyr/rAAAMC0lEQVTkh7v3ZeLkaTn7vNY01z/fvvx2h7/WRwd35Dvf/XEemzAhM18yJ3Nm\nNdZwzpPL4a/1p+248470Nc7N/Nlu9yNT/f06L1w1a32wryf/676H8utMzctedX5m+X16hKz1Eg5/\nrQ+nd9tdeXDgsUxoOCt/1jo7/gsdqSrW+lBfur93X/bk1Jx19isye4YHjsfCjm3d6R0craqHxh04\ncODAMZypaqN9d2TB0jVpautI58rz8sMvfCyrO7uz/LrbsnT21Cd3ypV/sTQb9zz9c+9Ye2ve2+pB\n2lFxJLfvUE8uWnRZ5l59W1bNdbd6JIZ6N2TRsnUHbWnNdZvWZvaz7i9Hc+eVb0v7xv6DtjWl/abP\n54JZPhywKlWs9eG+O7J46ZoctGta3nF1Ot8799jPeZI5/LV+0M9sX59Fl16bhiVX5/bL3eZVq+Z+\nfbgnF/35Zel/xsa23Na1yoPmKlWz1vs2X5mlHRsP2tKUjq98MQtniPKqHO5aH96WN/35ymfcpz+l\n7ep0rXI/U43DX+tD2XDZoqzrOWhTQ1tu+uqqzLLUq1PNY5gdd+Rd71zzjPv1JWu+ksvnzzj2c/4+\nOcIeOu7eQ15pviA3dbSlf2NHFi1YlNWd3Vm0qvPpGE+y439en417kraOm9K1ZX2WNCU3r+7I9uGC\ng59Eqrp9Rwdy5/rPZNmisQdvDRNqPe3JYigbr1iXZE7W3rolmzpXpSHdufRjG3PozT7ce0vaN/an\naVF7NnV1Zf3aZWlIf278+o9LDH5CO/y1Ppx//sya7ElL2jtvy5ZNN2XZnKT35mvT4+QWVTr8tf6U\n0d5ccem1SZLpp7iTORLV3K8P77wv/UmWr70m111zTa655ppcc91b47WUalWx1kd35PqOjUnTkqzf\n0pVNnauS9Gf9Hb21H/sEd9hrvfIn6VizJmvXrh375+prsmrR2LeWvObMms99YqvmMcwdWdeTtC67\nOl/v+nquWbEo2bMxt987WGLwE9rh36+PZutn16Q/TVl13a3ZsqkzS1qSW9o/m74Sg5+MXmAPHXdB\nniSzFq7K12/7StbfdFPW37opH25rOei7Q/nWF7cmr2vPyoWzkkpz3vO3K5L05K4HPTJ+4aq8fUcf\nzi3X3pKfNTXUetCTy8DdWd+bLOr4SFobK6lvaUt7W0PS/dCzTmY49MjDSRqy6v0XpD5Jc+tbs7gp\n6d98T/w6q0Y1a304u7qTLHl/LmiZmkr9rLz1v70jyVBGaj73Ca6KtT5mNJvX/lW21nbKk0x19+uj\ne4eShnfkf2+dk9lz5mTOnDmZM7v5OHyP23Gumvv13m9laxqy5rrL01xJ6lvacs2KJZnXXFdk9BNX\nFWu9MjVz589Pa2vr2D9zp+fH30myqCPLW71qWJWq7tf3JUnesnhuJmVS5ixenJYkff2/rPHQJ7pq\n7tcH85N7kqZ3fDhtsxtTqW/Jez64PMmmdPVqp6PiBfbQcRnkSTJp6ow0z5qV5sZDnpMf/WX6+5Om\n5plPPTiYdNbstCTZ55HxC1ft7TtpTq7p6srtn1+bluf4Nodn6OEHsifJK1qePszoZW9oS/Lt/PSQ\n+8r6Wf85a9Z+Ki9/8n+N4Z3p708yrf55T3zIc6hqrU/N0lu/ktvec3aGB3dlR++23HDVzUnDa3Km\nlw2rUs1aT5KBO69Ox6Y9WdG5PivmJD+r2aQnkSrv13fe94Nkz81ZfNGbMm/evFx02ZXp7vOgrVrV\nrPWdd3UlmZ4HvnplLnrTvLzpostyz4vflIsXzqrlyCe+F/AYcdv1K7JxT2s6Vy/05FOVqlnrldOm\npynJ313xuWzb3pMNV16R3jTkNefOrOXIJ75q1vroL9K3J6mvf/oJvsqEiUmSob0+VPqoeIE9dNwG\n+fMa/kV6krScdfpBG8dWXt+/eXbtBTvi23fEx9K9AJW6+iRNmTntoIcBT9xZHnrUy6QZszO/tSWV\nJH3bNmTZny/LpjSl4yN/IcirUeVar2+ckamTKnnwq+1557KVuaU3yfSZDuOtUjVrPYPb8sH2jWld\n0ZnFLc3ZtzuZPNEh61Wrcq2PDO1Okrz2wtW5es2q/NFPN2b10mXpHqjBrCeRatZ6pf5FSXpzc+fu\nXLhyTS6em3S2vzOXrd9eq3FPDkf4GGZ4x4asvLk/bWtWp0WNV62qtd7YkjlJ+rd2ZuWll2Xdxt4k\n/y5NdW74qlSz1isvyetbk95r/yGbt/dloK8nV39o7P3+E2sz7e+RI+uhE3L11yfp3/XoQVvG/ndv\nnvmHReY52bh9a290dOwQrpHneKLyuZ7UH921LWtXrMym/qRl0fLc9P6lmaUMq1bVWh8dTSqVzL64\nM11vH86O79yUd7avy409/zGXz3Gqq8NVzVrf+ImV6U1DVpyxNz3bNuf+Xyf92+9K9/YpeaVDqKtS\nzVqf8+7PZ9PSSurrx27huf9hWt705tXZsn1XWp0A6LBVs9ZH9z2WpClXb1qbufVJFp6fibsX5Mr1\n387gUmegrkb1j2FGs/Wz65K05R3znRz4SFSz1rd/4QNjLyLc1JmFs+ozvKs7H7hwdVZe/510fXj+\nsR/2JHL4a72SCz6xPrs+vDwdly5NkjQ0jX1n3zGfksNx4r1CXn9GzmtIencfdErB3f+S3iReODkK\n3L5FTJpyepL+dD/w9LvAxw5hnPvsQ6KHevKXF67Mpvolue7WLen8sBg/ItWs9aGeXLRgQa5/8gxu\nlUmZNf81aUlySo3GPVlUtdZPaUlD0+R8bk172js6snVPku7OrL6q6/lPAMezVXW/PpDNt3wp3+s/\n6BaedGomJ5kwwVMg1ahqre/bm6Q+T9/ElUyb5twsVTuSxzBD9+UrW5PWVYvj6aYjU9VaT5KGRXn1\nEw9cJs1ozRvmJPnOA86DU42q1vpoer/fm3OWfyFdXVuypasrG/5mWZKGvOyPPN13PDjxgjyNed3S\nOcnG1fnctl0ZHuzNZzquTLIoC1tUyQv3u2/fz31ida7fvKPsmCeZSvP5WdKQ3LLyqmwfHM5Az4as\n7uxNQ9t5aUwy3Lc5H73so7ljx1B6N96QniTveNf85OF7s23btmzb1p1t2/vinUDVqGKt10/P3Ibk\n5vZPp2fXUIYH+3LHZ65Kb5LTT/NGgWpUs9bb/rYzt3/5y7n99ttz++1fz7KmpOkd16Wrc6m3ClSl\nmvv1Sv51fWc6/urT2b5rKMNDfdnwqU+kPw057089cKtGNWu9ZeGFSXpzww2bMzA0nF09G7Jm4560\nLH6NV8erUv1jmMEH7kxvGvKm871f/0hVs9Yr9dOSPZ25YfP2DA0Ppa9nY77YkzS1nWetV6WatT6a\nbX/XkZXvvCE7hpLRgZ6subQzaX1vznWjHxdOyKe7W5Z+PCvuf3vWrbwwnWNbsuYrq9N8Qv7bHH9+\n1+3btak7Q41vy3sXPvPnPEB+IRqz/No1uXdpey5989axTa3Lc9uq+akkGX60L1t7tmbOSHueODIs\nN7dflpsPvoimZdn05Yv9d6jC4a/1Wbn8Mx154J0duezCTU/9fFt7Zxb77PcqHf5af6bRTKxPnvtN\nHPwu1az1pZ9qzw+WrcmlT63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+ "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# A new plot-window is created, and contains an empty dock\n", + "plotQ = qc.QtPlot()\n", + "\n", + "# The plot-window has a PNG representation, thus the folowing line grabs a \"screenshot\" of the window:\n", + "plotQ" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# We can add data to the plot-window, which will automatically add data to the first subplot (dock):\n", + "subplot1 = plotQ.add(data.meter_amplitude)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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BPWzfsIpwRQUDzhtDAV11P8ZRPRRBNM05/OCb1+IB8hZs45GNF3L74nkUA3nzN/PD7QcJ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\nO8BzH37HkD5d+fiJk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+ "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Also the subplot has a PNG representation, but the screenshot will be taken immideately,\n", + "# which shows an incomplete plot while live-plotting is active.\n", + "# So we excecute this after the live plot has finished\n", + "subplot1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: multiple 2D measurements " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataSet:\n", + " mode = DataMode.PULL_FROM_SERVER\n", + " location = 'data/2016-07-29/#079_2D_test_19-56-05'\n", + " | | | \n", + " Setpoint | gates_chan1_set | chan1 | (30,)\n", + " Setpoint | gates_chan0_set | chan0 | (30, 50)\n", + " Measured | meter_amplitude_0 | amplitude | (30, 50)\n", + " Measured | meter_amplitude_3 | amplitude | (30, 50)\n", + "started at 2016-07-29 19:56:05\n" + ] + } + ], + "source": [ + "data2 = qc.Loop(c1[-15:15:1], 0.01).loop(c0[-15:10:.5], 0.001).each(\n", + " meter.amplitude, # first measurement, at c2=0 -> amplitude_0 bcs it's action 0\n", + " qc.Task(c2.set, 1), # action 1 -> c2.set(1)\n", + " qc.Wait(0.001),\n", + " meter.amplitude, # second measurement, at c2=1 -> amplitude_4 bcs it's action 4\n", + " qc.Task(c2.set, 0)\n", + " ).run(name='2D_test')\n", + "\n", + "# the equivalent in QtPlot\n", + "# by clearing the old window it can be reused\n", + "plotQ.clear() \n", + "s1 = plotQ.add(data2.meter_amplitude_0, figsize=(1200, 500))\n", + "s2 = plotQ.add(data2.meter_amplitude_3, subplot=2) " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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gzHrv3VyYSymgxsDXH63msF8sb8yLIdhXhz5zI7M+PFNzFhoNOB3XyLe7DhMY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\nbmJwUyON9/dMp5Zv3kFlTPu1xv+zJIkTL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+ "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# After the plot has finished, we show it in the notebook\n", + "plotQ" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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uvN/ycrIpxJugoOLjacuz4R1gcX+fSyaRiZo6j/taniX7DAQ0D3Kr6/ni92Je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+ "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# or we show only a single subplot:\n", + "s1" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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be2HrhXgm/yKEWd+9m4vyKAPUGPhs7XqO+cXyyvwYOvvo0GduZfbb39VchUYD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GPLUlLiNi1XqqSlKc5WEbPEuKSS6Cgjmcr3jxAymblnMj8zM+H1uK5cyrnPfe5zz5mZ95z7Pufc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\nGxmP25Hi+MUXhzv2xP+nK6YrqktK2Mvux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+ "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotQ.resize(1000,400)\n", + "plotQ" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# We can switch x and y axes:\n", + "plotQ.clear() \n", + "s1 = plotQ.add(data2.meter_amplitude_0, figsize=(1200, 500))\n", + "s2 = plotQ.add(data2.meter_amplitude_0, subplot=2, transpose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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fVf5qr/oPBayyew1pSJ2kct7qGxJKuvcIBY2dsVucPY4ctIOcyQ/rqzXnubVQ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\nK1eutDqcwOdo5Zef8te8LiIizSmne5hFOd2tK+RHjx7l73//O++//z7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ly5YxYcIExo0b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\nC+4GPEDJRdO7BJj2d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+ "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotQ" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# We can switch x and y axes, change labels, titles:\n", + "plotQ.clear() \n", + "s1 = plotQ.add(data2.meter_amplitude_0, figsize=(1200, 500), title='First dataset')\n", + "s2 = plotQ.add(data2.meter_amplitude_0, subplot=2, transpose=True, xlabel='rainbowness')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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aHNSrIZv7s3AC9/77D2x78SkufWF4zJwXifSDTz/OaFQutuq87fntxvi5j3Hy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\npSqVYyYYg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+ "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotQ" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# We can position sub-plots relative to eachother\n", + "plotQ.clear()\n", + "s1 = plotQ.add(data2.meter_amplitude_0)\n", + "# Bottom of the window\n", + "s2 = plotQ.add(data2.meter_amplitude_0, subplot=-1, position='bottom')\n", + "# right side of the window\n", + "s3 = plotQ.add(data2.meter_amplitude_0, subplot=-1, position='right')\n", + "# left side of another subplot\n", + "s4 = plotQ.add(data2.meter_amplitude_0, subplot=-1, position='left', relativeto=s1)\n", + "# Note the \"#n\" in the beginning of dock titles, those are the subplot numbers\n", + "# bottom side of another subplot, this time referenced by the index\n", + "s5 = plotQ.add(data2.meter_amplitude_0, subplot=-1, position='bottom', relativeto=3)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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3GeYHGs1FNi99y2qf+/9pAn9K6qFeWzV0dL8jgQ2rt/KPGeUsWvAA00YUMW/D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bqYA//9D6s+PoAu6A5GNjgDX825nNOc0wJaLaruVxs+yLA6h20f/URQ9DNMu6fmvuWXnrnEnH9k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\n6SKauMT4CLyeKT/HBappy2oKdmZi3d3TcO9iy+pMzPpy9j+6tG/bPC1sW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WfGuDQhhJja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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotQ" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Also tabbed plots are possible\n", + "s6 = plotQ.add(data2.meter_amplitude_0, subplot=-1, position='below', relativeto=s2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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3GeYHGs1FNi99y2qf+/9pAn9K6qFeWzV0dL8jgQ2rt/KPGeUsWvAA00YUMW/D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V6cZSbaEErV7Pwmnx69OnNCnYeGTvQfOhRV+Y8cyi0BFPSPuZOh1wegKVXz1YFzdAmG3FMNf0s9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+ "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotQ" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example same outer loop, different inner loop " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataSet:\n", + " mode = DataMode.PULL_FROM_SERVER\n", + " location = 'data/2016-07-29/#076_TwoD_different_inner_test_19-01-27'\n", + " | | | \n", + " Setpoint | gates_chan1_set | chan1 | (30,)\n", + " Measured | meter_amplitude_2 | amplitude | (30,)\n", + " Setpoint | gates_chan0_set | chan0 | (30, 30)\n", + " Measured | meter_amplitude_3_0 | amplitude | (30, 30)\n", + " Setpoint | gates_chan2_set | chan2 | (30, 100)\n", + " Measured | meter_amplitude_5_0 | amplitude | (30, 100)\n", + " Measured | meter_avg_amplitude | avg_amplitude | (30,)\n", + "started at 2016-07-29 19:01:27\n" + ] + }, + { + "data": { + "text/plain": [ + "''" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data3 = qc.Loop(c1[-15:15:1], 0.1).each(\n", + " qc.Task(c0.set, -10),\n", + " qc.Task(c2.set, 0),\n", + " # a 1D measurement\n", + " meter.amplitude,\n", + " # a 2D sweep, .each is actually unnecessary bcs this is the default measurement\n", + " qc.Loop(c0[-15:15:1], 0.001).each(meter.amplitude),\n", + " qc.Task(c0.set, -10),\n", + " # a 2D sweep with the same outer but different inner loop\n", + " qc.Loop(c2[-10:10:0.2], 0.001).each(meter.amplitude),\n", + " AverageGetter(meter.amplitude, c2[-10:10:0.2], 0.001)\n", + ").run(name='TwoD_different_inner_test')\n", + "\n", + "# several plots updating simultaneously\n", + "# plot3 = qc.MatPlot(data3.meter_amplitude_3_0, cmap=plt.cm.hot)\n", + "# plot3b = qc.MatPlot(data3.meter_amplitude_5_0, cmap=plt.cm.hot, figsize=(12, 4.5), subplots=(1,2))\n", + "# plot3b.add(data3.meter_avg_amplitude, subplot=2)\n", + "plotQ.clear()\n", + "plotQ.add(data3.meter_amplitude_3_0)\n", + "plotQ.add(data3.meter_amplitude_5_0, cmap='viridis', subplot=2)\n", + "plotQ.add(data3.meter_avg_amplitude, subplot=3)\n", + "'' # to suppress the empty plot representation in the notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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pnCvMBc7xRpkRRSnipUUbmD9vKl18zgmu1stEFy+qdS2834+IIo2j2dkUZpRz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IwKbGTMXosNG4obqBD8992KPXXm+/jn3n9gEw9FYg3kcmluGpMU8BALYVbOtxr4U3C94ECxa/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\nFPyJg3nuTF5uruPRujeHv9H5Mlu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+ "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotQ" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example 2D scan and average" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataSet:\n", + " mode = DataMode.PULL_FROM_SERVER\n", + " location = 'data/2016-07-29/#077_TwoD_average_test_19-02-11'\n", + " | | | \n", + " Setpoint | gates_chan1_set | chan1 | (30,)\n", + " Measured | chan2 | chan2 | (30, 100)\n", + " Measured | meter_amplitude | amplitude | (30, 100)\n", + " Measured | meter_avg_amplitude | avg_amplitude | (30,)\n", + "started at 2016-07-29 19:02:12\n" + ] + }, + { + "data": { + "text/plain": [ + "''" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# An example of a parameter that returns several values of different dimension\n", + "# This produces the last two arrays from data3, but only takes the data once.\n", + "data4 = qc.Loop(c1[-15:15:1], 0.01).each(\n", + " AverageAndRaw(meter.amplitude, c2[-10:10:0.2], 0.001)\n", + ").run(name='TwoD_average_test')\n", + "\n", + "# plot4 = qc.MatPlot(data4.meter_amplitude, cmap=plt.cm.hot, subplots=(1,2), figsize=(12, 4.5))\n", + "# plot4.add(data4.meter_avg_amplitude, subplot=2)\n", + "\n", + "plotQ.clear()\n", + "plotQ.add(data4.meter_amplitude, figsize=(1200, 500), cmap='viridis')\n", + "plotQ.add(data4.meter_avg_amplitude, subplot=2)\n", + "'' # to suppress the empty plot representation in the notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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BGW7GJHXMhx5u/2cczYeIOIftGErPULBXDXxRlExWzftPhzkUMBZ7PhaEaAY2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\nhsaPeizpqLY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+ "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotQ" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data analysis, loading old data " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`DataSet` objects are not intended to be instantiated directly, but\n", + "rather through the helper functions:\n", + "- `load_data` for existing data sets, including the data currently\n", + " being acquired.\n", + "- `new_data` to make an empty data set to be populated with new\n", + " measurements or simulation data. `new_data` is called internally by\n", + " `Loop.run()` so is also generally not needed directly.\n", + "\n", + "If you omit `location`, or if `location` matches the data set currently\n", + "being acquired, `load_data` and subsequent calls to `data_set.sync()`\n", + "will pull from the `DataServer` (`DataMode.PULL_FROM_SERVER`).\n", + "Otherwise `load_data` and `data_set.sync()` will read from disk\n", + "(`DataMode.LOCAL`).\n", + "\n", + "Note that a `DataServer` is, at least for now, local to one parent\n", + "process / notebook, so if you open a separate notebook for analysis, even\n", + "your live data will be pulled from disk." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "data/2016-07-29/#076_TwoD_different_inner_test_19-01-27\n" + ] + } + ], + "source": [ + "# Use the location of a file created earlier this session\n", + "location = data3.location \n", + "print(location)\n", + "data = qc.load_data(location=location)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DataSet:\n", + " mode = DataMode.LOCAL\n", + " location = 'data/2016-07-29/#076_TwoD_different_inner_test_19-01-27'\n", + " | | | \n", + " Setpoint | gates_chan0_set | chan0 | (30, 30)\n", + " Measured | meter_amplitude_3_0 | amplitude | (30, 30)\n", + " Measured | meter_amplitude_2 | amplitude | (30,)\n", + " Setpoint | gates_chan1_set | chan1 | (30,)\n", + " Measured | meter_avg_amplitude | avg_amplitude | (30,)\n", + " Measured | meter_amplitude_5_0 | amplitude | (30, 100)\n", + " Setpoint | gates_chan2_set | chan2 | (30, 100)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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1HWMoDz7/APNf+JBZU1a6YvDpw2Pzx+AHZGIBy9knJ/wixvD03bnMWzafR8o+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7EwfPhwvvzyS5555hmio6NxcXGhqKiI7777rrzyiVRLd0SGMvb65tgdBg8uKb0QR0Qun4Wbj7Fw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\nnM+XM4L+7ve2cCPrKv5E887+nJpsG8SU/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+ "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotQ.clear()\n", + "plotQ.add(data.meter_avg_amplitude)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.1" + }, + "widgets": { + "state": {}, + "version": "1.1.1" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/qcodes/plots/base.py b/qcodes/plots/base.py index ad198980f46..b3de438c60a 100644 --- a/qcodes/plots/base.py +++ b/qcodes/plots/base.py @@ -22,7 +22,7 @@ class BasePlot: for example marker size or color can contain data """ - def __init__(self, interval=1, data_keys='xyz'): + def __init__(self, interval=None, data_keys='xyz'): self.data_keys = data_keys self.traces = [] self.data_updaters = set() @@ -87,8 +87,8 @@ def add(self, *args, updater=None, **kwargs): """ # TODO(giulioungaretti): replace with an explicit version, see expand trace self.expand_trace(args, kwargs) - self.add_to_plot(**kwargs) self.add_updater(updater, kwargs) + return self.add_to_plot(**kwargs) def add_to_plot(self, **kwargs): """ @@ -159,6 +159,29 @@ def get_default_title(self): title_parts.append(location) return ', '.join(title_parts) + def get_default_array_title(self, data_array): + ''' + Get the default title for a data_array, which is used as the subplot + title. It is just the DataSet location and the array_id. + A custom title can be passed using **kwargs. + + Args: + data_array (DataArray): Data array from which to extract the + information. + + Returns: + string: the combined title + ''' + title_parts = [] + if hasattr(data_array, 'data_set'): + location = getattr(data_array.data_set, 'location', None) + if location: + title_parts.append(location) + array_id = getattr(data_array, 'array_id', None) + if array_id: + title_parts.append(array_id) + return ' - '.join(title_parts) + def get_label(self, data_array): """ Look for a label in data_array falling back on name. @@ -174,6 +197,12 @@ def get_label(self, data_array): return (getattr(data_array, 'label', '') or getattr(data_array, 'name', '')) + def get_units(self, data_array): + ''' + look for units. + ''' + return getattr(data_array, 'units', None) + def expand_trace(self, args, kwargs): """ Complete the x, y (and possibly z) data definition for a trace. @@ -206,9 +235,14 @@ def expand_trace(self, args, kwargs): ValueError: if the shape of the data does not match that of args ValueError: if the data is provided twice """ + # TODO(merlin): This docstring is totally crossing line lengths, + # And I cant figure out how the structure here is intended to be # TODO(giulioungaretti): replace with an explicit version: # return the new kwargs instead of modifying in place # TODO this should really be a static method + # TODO: If we plot a set_array, it will just add its own set_array, + # effectively doing plot(x=y,y=y) But we should really only plot y. + if args: if hasattr(args[-1][0], '__len__'): # 2D (or higher... but ignore this for now) @@ -245,19 +279,19 @@ def expand_trace(self, args, kwargs): if axletter not in kwargs: kwargs[axletter] = set_array - def update(self): + def update_data(self): """ Update the data in this plot, using the updaters given with MatPlot.add() or in the included DataSets, then include this in the plot. This is a wrapper routine that the update widget calls, - inside this we call self.update() which should be subclassed + inside this we call self.update_plot() which should be subclassed """ any_updates = False for updater in self.data_updaters: updates = updater() - if updates is not False: + if updates: any_updates = True self.update_plot() diff --git a/qcodes/plots/pyqtgraph.py b/qcodes/plots/pyqtgraph.py index 996140316d3..ceb2d108439 100644 --- a/qcodes/plots/pyqtgraph.py +++ b/qcodes/plots/pyqtgraph.py @@ -1,20 +1,98 @@ """ Live plotting using pyqtgraph """ + import numpy as np + +from qtpy import QtCore, QtGui, QtWidgets +from qtpy.QtWidgets import QWidget, QShortcut, QHBoxLayout +from qtpy.QtCore import QBuffer, QIODevice, QByteArray + import pyqtgraph as pg -import pyqtgraph.multiprocess as pgmp +from pyqtgraph import dockarea + import warnings from collections import namedtuple from .base import BasePlot from .colors import color_cycle, colorscales +pg.mkQApp() + + +# Subclass of pyqtgraph Dock to change style and to add png representation for +# interactive ipython environments +class Dock(dockarea.Dock): + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + def updateStyle(): + r = '2px' + if self.label.dim: + # This is the background-tab + fg = '#888' + bg = '#ddd' + border = '#ccc' + border_px = '1px' + else: + fg = '#333' + bg = '#ccc' + border = '#888' + border_px = '1px' + + if self.label.orientation == 'vertical': + self.label.vStyle = """DockLabel { + background-color : %s; + color : %s; + border-top-right-radius: 0px; + border-top-left-radius: %s; + border-bottom-right-radius: 0px; + border-bottom-left-radius: %s; + border-width: 0px; + border-right: %s solid %s; + padding-top: 3px; + padding-bottom: 3px; + }""" % (bg, fg, r, r, border_px, border) + self.label.setStyleSheet(self.label.vStyle) + else: + self.label.hStyle = """DockLabel { + background-color : %s; + color : %s; + border-top-right-radius: %s; + border-top-left-radius: %s; + border-bottom-right-radius: 0px; + border-bottom-left-radius: 0px; + border-width: 0px; + border-bottom: %s solid %s; + padding-left: 3px; + padding-right: 3px; + }""" % (bg, fg, r, r, border_px, border) + self.label.setStyleSheet(self.label.hStyle) + self.label.updateStyle = updateStyle + self.label.closeButton.setStyleSheet('border: none') + + def _repr_png_(self): + """ + Create a png representation of the current Dock. + """ + + QtWidgets.QApplication.processEvents() + + image = self.grab() + byte_array = QByteArray() + buffer = QBuffer(byte_array) + buffer.open(QIODevice.ReadWrite) + image.save(buffer, 'PNG') + buffer.close() + + return bytes(byte_array) TransformState = namedtuple('TransformState', 'translate scale revisit') -class QtPlot(BasePlot): +class QtPlot(QWidget, BasePlot): + """ Plot x/y lines or x/y/z heatmap data. The first trace may be included in the constructor, other traces can be added with QtPlot.add(). @@ -27,98 +105,273 @@ class QtPlot(BasePlot): figsize: (width, height) tuple in pixels to pass to GraphicsWindow default (1000, 600) + + figposition (dx, dy) tuple in pixels to pass to GraphicsWindow, + distance from the upper left corner. Default None + interval: period in seconds between update checks default 0.25 + theme: tuple of (foreground_color, background_color), where each is - a valid Qt color. default (dark gray, white), opposite the pyqtgraph - default of (white, black) + a valid Qt color. default (dark gray, white), opposite the + pyqtgraph default of (white, black) **kwargs: passed along to QtPlot.add() to add the first data trace """ - proc = None - rpg = None - def __init__(self, *args, figsize=(1000, 600), interval=0.25, - windowTitle='', theme=((60, 60, 60), 'w'), show_window=True, remote=True, **kwargs): - super().__init__(interval) + def __init__(self, *args, figsize=(1000, 600), figposition=None, + interval=0.25, windowtitle=None, theme=((60, 60, 60), 'w'), + show_window=True, parent=None, **kwargs): + QWidget.__init__(self, parent=parent) + # Set base interval to None to disable that JS update-widget thingy + BasePlot.__init__(self, interval=None) + + QShortcut(QtGui.QKeySequence("Ctrl+W"), self, self.close) + QShortcut(QtGui.QKeySequence("Ctrl+Q"), self, self.close) + + self.traces = [] + self.subplots = [] + self.interval = interval + self.auto_updating = False + + self.setWindowTitle(windowtitle or 'Plotwindow') + if figposition: + self.setGeometry(*figposition, *figsize) + else: + self.resize(*figsize) self.theme = theme + self.area = dockarea.DockArea() + + layout = QHBoxLayout() + layout.setContentsMargins(2, 2, 2, 2) + layout.addWidget(self.area) + self.setLayout(layout) - if remote: - if not self.__class__.proc: - self._init_qt() + if show_window: + self.show() else: - # overrule the remote pyqtgraph class - self.rpg = pg - self.win = self.rpg.GraphicsWindow(title=windowTitle) - self.win.setBackground(theme[1]) - self.win.resize(*figsize) - self.subplots = [self.add_subplot()] + self.hide() + + self.add_subplot() if args or kwargs: self.add(*args, **kwargs) - if not show_window: - self.win.hide() + QtWidgets.QApplication.processEvents() + + if self.interval: + self.auto_update() + + def closeEvent(self, event): + """ + Make sure all dock-widgets are deleted upon closing or during garbage- + collection. Otherwise references keep plots alive forever. + """ + self.area.deleteLater() + self.deleteLater() + event.accept() + + def auto_update(self, interval=None): + """ + Update the plot in a given interval. + + Args: + interval (float): interval in seconds to wait before syncing the + data, and updating the plot. + """ + if (interval is not self.interval) and interval is not None: + self.interval = interval + + if self.interval is None: + self.auto_updating = False + return + + self.auto_updating = True + + # update_data also calls self.update_plot() + self.update_data() + + QtWidgets.QApplication.processEvents() + + if self.auto_updating: + # We use the singleShot to avoid update queues in case the plotting + # is slow + QtCore.QTimer.singleShot(self.interval * 1000, self.auto_update) + + def halt(self): + """ + Stop automatic updates to this plot, by disabling its update timer + """ + self.auto_updating = False - def _init_qt(self): - # starting the process for the pyqtgraph plotting - # You do not want a new process to be created every time you start a - # run, so this only starts once and stores the process in the class - pg.mkQApp() - self.__class__.proc = pgmp.QtProcess() # pyqtgraph multiprocessing - self.__class__.rpg = self.proc._import('pyqtgraph') + def _repr_png_(self): + """ + Create a png representation of the current window. + """ + + QtWidgets.QApplication.processEvents() + + image = self.grab(self.area.contentsRect()) + + byte_array = QByteArray() + buffer = QBuffer(byte_array) + buffer.open(QIODevice.ReadWrite) + image.save(buffer, 'PNG') + buffer.close() + return bytes(byte_array) def clear(self): """ - Clears the plot window and removes all subplots and traces + Clear the plot window and remove all subplots and traces so that the window can be reused. """ - self.win.clear() + self.area.clear() self.traces = [] self.subplots = [] - def add_subplot(self): - subplot_object = self.win.addPlot() + def add_subplot(self, title=None, position='right', + relativeto=None, **kwargs): + """ + Add a new dock to the current window. - for side in ('left', 'bottom'): - ax = subplot_object.getAxis(side) - ax.setPen(self.theme[0]) - ax._qcodes_label = '' + Args: + title (str): + Title of the dock - return subplot_object + position (str): + 'bottom', 'top', 'left', 'right', 'above', or 'below' + + relativeto (DockWidget, int): + If relativeto is None, then the new Dock is added to fill an + entire edge of the window. If relativeto is another Dock, then + the new Dock is placed adjacent to it (or in a tabbed + configuration for 'above' and 'below'). + """ + + title = '#{} - {}'.format(len(self.subplots) + 1, title or 'Plot') + subplot_dock = Dock(name=title, autoOrientation=False, closable=True) + + if type(relativeto) is int: + relativeto = self.subplots[relativeto - 1] + self.area.addDock(subplot_dock, position, relativeto) + + subplot_widget = pg.GraphicsLayoutWidget() + subplot_widget.setBackground(self.theme[1]) + + hist_item = pg.HistogramLUTWidget() + hist_item.item.vb.setMinimumWidth(10) + hist_item.setMinimumWidth(120) + hist_item.setBackground(self.theme[1]) + hist_item.axis.setPen(self.theme[0]) + hist_item.hide() + + subplot_dock.addWidget(subplot_widget, 0, 0) + subplot_dock.addWidget(hist_item, 0, 1) + + plot_item = subplot_widget.addPlot() + for _, ax in plot_item.axes.items(): + ax['item'].setPen(self.theme[0]) + + subplot_dock.subplot_widget = subplot_widget + subplot_dock.hist_item = hist_item + subplot_dock.plot_item = plot_item + + self.subplots.append(subplot_dock) + + return subplot_dock def add_to_plot(self, subplot=1, **kwargs): + """ + Add a dataset to a subplot. Create a new subplot if it does not exist. + + Args: + subplot (int): The subplot the dataset is added to, indexing starts + with 1. -1 represents the last existing index. + """ + if subplot == -1: + subplot = len(self.subplots) + 1 if subplot > len(self.subplots): for i in range(subplot - len(self.subplots)): - self.subplots.append(self.add_subplot()) + subplot_dock = self.add_subplot(**kwargs) + subplot_object = self.subplots[subplot - 1] + if 'title' in kwargs: + title = kwargs['title'] + else: + if 'z' in kwargs: + title = self.get_default_array_title(kwargs['z']) + elif 'y' in kwargs: + title = self.get_default_array_title(kwargs['y']) + elif 'x' in kwargs: + title = self.get_default_array_title(kwargs['x']) + + subplot_object.setTitle('#{} - {}'.format(subplot, title or 'Plot')) + + if kwargs.get('clear', False): + subplot_object.plot_item.clear() + subplot_object.hist_item.hide() + if 'z' in kwargs: - plot_object = self._draw_image(subplot_object, **kwargs) + plot_object, subplot_item = self._draw_image( + subplot_object, **kwargs) + + self._update_cmap(plot_object) + else: - plot_object = self._draw_plot(subplot_object, **kwargs) + plot_object, subplot_item = self._draw_plot( + subplot_object, **kwargs) + + transpose = kwargs.get('transpose', False) + + x = kwargs.get('x', None) + y = kwargs.get('y', None) + z = kwargs.get('z', None) + if transpose: + x, y = y, x + + kwargs['x'] = x + kwargs['y'] = y - self._update_labels(subplot_object, kwargs) - prev_default_title = self.get_default_title() + transpose_z = False + if hasattr(z, 'set_arrays'): + if (x in z.set_arrays) and (y in z.set_arrays): + if (z.set_arrays.index(x) == 1) and (z.set_arrays.index(y) == 0): + transpose_z = not transpose_z + else: + kwargs['interpolate'] = True + kwargs['transpose_z'] = transpose_z self.traces.append({ 'config': kwargs, 'plot_object': plot_object }) - if prev_default_title == self.win.windowTitle(): - self.win.setWindowTitle(self.get_default_title()) + self.update_plot() + self.auto_update() + + self._update_labels(subplot_item, kwargs) + return subplot_object def _draw_plot(self, subplot_object, y, x=None, color=None, width=None, antialias=None, **kwargs): + + subplot_widget = subplot_object.subplot_widget + plot_item = subplot_object.plot_item + + for side in ('left', 'bottom'): + ax = plot_item.getAxis(side) + ax.setPen(self.theme[0]) + # ax._qcodes_label = '' + if 'pen' not in kwargs: if color is None: cycle = color_cycle color = cycle[len(self.traces) % len(cycle)] if width is None: width = 2 - kwargs['pen'] = self.rpg.mkPen(color, width=width) + kwargs['pen'] = pg.mkPen(color, width=width) if antialias is None: # looks a lot better antialiased, but slows down with many points @@ -129,41 +382,55 @@ def _draw_plot(self, subplot_object, y, x=None, color=None, width=None, if any([('symbol' in key) for key in kwargs]): if 'symbolPen' not in kwargs: symbol_pen_width = 0.5 if antialias else 1.0 - kwargs['symbolPen'] = self.rpg.mkPen('444', - width=symbol_pen_width) + kwargs['symbolPen'] = pg.mkPen('444', width=symbol_pen_width) if 'symbolBrush' not in kwargs: kwargs['symbolBrush'] = color - # suppress warnings when there are only NaN to plot - with warnings.catch_warnings(): - warnings.filterwarnings('ignore', 'All-NaN axis encountered') - warnings.filterwarnings('ignore', 'All-NaN slice encountered') - pl = subplot_object.plot(*self._line_data(x, y), - antialias=antialias, **kwargs) - return pl + pl = plot_item.plot(*self._line_data(x, y), + antialias=antialias, **kwargs) + + return pl, plot_item def _line_data(self, x, y): - return [self._clean_array(arg) for arg in [x, y] if arg is not None] + arrs = [arg for arg in [x, y] if arg is not None] + for arr in arrs: + finite = np.isfinite(arr) + if not np.any(finite): + return [] + if len(arrs) == 2: + mask = np.logical_and(*[np.isfinite(arr) for arr in arrs]) + elif len(arrs) == 1: + mask = np.isfinite(arrs[0]) + else: + return None + return [arr[mask] for arr in arrs] + + def _draw_image(self, subplot_object, z, cmap='hot', **kwargs): - def _draw_image(self, subplot_object, z, x=None, y=None, cmap='hot', - **kwargs): - img = self.rpg.ImageItem() - subplot_object.addItem(img) + hist_item = subplot_object.hist_item + plot_item = subplot_object.plot_item - hist = self.rpg.HistogramLUTItem() - hist.setImageItem(img) - hist.axis.setPen(self.theme[0]) + hist_item.show() + + # Item for displaying image data + img = pg.ImageItem() + hist_item.setImageItem(img) + + plot_item.addItem(img) if 'zlabel' in kwargs: # used to specify a custom zlabel - hist.axis.setLabel(kwargs['zlabel']) + hist_item.axis.setLabel(kwargs['zlabel']) else: # otherwise extracts the label from the dataarray - hist.axis.setLabel(self.get_label(z)) - # TODO - ensure this goes next to the correct subplot? - self.win.addItem(hist) + hist_item.axis.setLabel(self.get_label(z), + self.get_units(z)) + + for side in ('left', 'bottom'): + ax = plot_item.getAxis(side) + ax.setPen(self.theme[0]) plot_object = { 'image': img, - 'hist': hist, - 'histlevels': hist.getLevels(), + 'hist': hist_item, + 'histlevels': hist_item.getLevels(), 'cmap': cmap, 'scales': { 'x': TransformState(0, 1, True), @@ -171,13 +438,11 @@ def _draw_image(self, subplot_object, z, x=None, y=None, cmap='hot', } } - self._update_image(plot_object, {'x': x, 'y': y, 'z': z}) - self._update_cmap(plot_object) - - return plot_object + return plot_object, plot_item def _update_image(self, plot_object, config): z = config['z'] + img = plot_object['image'] hist = plot_object['hist'] scales = plot_object['scales'] @@ -187,16 +452,27 @@ def _update_image(self, plot_object, config): # pyqtgraph handle nans - though the source does hint at a way: # http://www.pyqtgraph.org/documentation/_modules/pyqtgraph/widgets/ColorMapWidget.html # see class RangeColorMapItem - z = np.asfarray(z).T - with warnings.catch_warnings(): - warnings.simplefilter('error') - try: - z_range = (np.nanmin(z), np.nanmax(z)) - except: - # we get a warning here when z is entirely NaN - # nothing to plot, so give up. - return - z[np.where(np.isnan(z))] = z_range[0] + # + # For me (Merlin) nans work fine, its only the histogram that gets + # messed up. + + z = np.asfarray(z) + if config['transpose_z']: + z = z.T + + finite = np.isfinite(z) + if not np.any(finite): + return + + maskX = np.any(finite, axis=1) + maskY = np.any(finite, axis=0) + + minX, maxX = np.amin(np.where(maskX)), np.amax(np.where(maskX)) + minY, maxY = np.amin(np.where(maskY)), np.amax(np.where(maskY)) + + z_range = (np.nanmin(z), np.nanmax(z)) + + z = z[minX:maxX + 1, minY:maxY + 1] hist_range = hist.getLevels() if hist_range == plot_object['histlevels']: @@ -204,9 +480,16 @@ def _update_image(self, plot_object, config): hist.setLevels(*z_range) hist_range = z_range - img.setImage(self._clean_array(z), levels=hist_range) + mask = {'y': [minY, maxY + 1], + 'x': [minX, maxX + 1]} + + # This is only needed for the histogram! otherwise there is no problem + # with nans! + z[~finite[minX:maxX + 1, minY:maxY + 1]] = z_range[0] + img.setImage(z, levels=hist_range) scales_changed = False + for axletter, axscale in scales.items(): if axscale.revisit: axdata = config.get(axletter, None) @@ -299,7 +582,7 @@ def _get_transform(self, array): revisit = True indices_setpoints = list(zip(*((i, s) for i, s in enumerate(collapsed) - if not np.isnan(s)))) + if not np.isnan(s)))) if not indices_setpoints: return TransformState(0, 1, revisit) @@ -339,38 +622,41 @@ def _update_labels(self, subplot_object, config): the DataArray objects located in the trace config. Custom labels can be specified the **kwargs "xlabel" and "ylabel" """ + for axletter, side in (('x', 'bottom'), ('y', 'left')): ax = subplot_object.getAxis(side) # pyqtgraph doesn't seem able to get labels, only set # so we'll store it in the axis object and hope the user # doesn't set it separately before adding all traces - if axletter+'label' in config and not ax._qcodes_label: - label = config[axletter+'label'] - ax._qcodes_label = label + if axletter + 'label' in config and not ax.labelText: + label = config[axletter + 'label'] ax.setLabel(label) - if axletter in config and not ax._qcodes_label: + if axletter in config and not ax.labelText: label = self.get_label(config[axletter]) - if label: - ax._qcodes_label = label - ax.setLabel(label) + units = self.get_units(config[axletter]) + ax.setLabel(label, units) def update_plot(self): for trace in self.traces: config = trace['config'] plot_object = trace['plot_object'] + + # TODO + # Only update when data has changed ?! + # update plot is called when any updater returned true, but there + # is no reason to update all the other subplots, how can I + # determine if the data from a trace has changed? I see no easy + # link between the updater (i.e. the datset.sync()) and the trace + # anymore. + if 'z' in config: self._update_image(plot_object, config) - else: + elif 'x' in config and 'y' in config: plot_object.setData(*self._line_data(config['x'], config['y'])) - - def _clean_array(self, array): - """ - we can't send a DataArray to remote pyqtgraph for some reason, - so send the plain numpy array - """ - if hasattr(array, 'ndarray') and isinstance(array.ndarray, np.ndarray): - return array.ndarray - return array + elif 'y' in config: + plot_object.setData(*self._line_data(config['y'])) + elif 'x' in config: + plot_object.setData(*self._line_data(config['x'])) def _cmap(self, scale): if isinstance(scale, str): @@ -381,4 +667,10 @@ def _cmap(self, scale): elif len(scale) == 2: values, colors = scale - return self.rpg.ColorMap(values, colors) + return pg.ColorMap(values, colors) + + def copyToClipboard(self): + ''' Copy the current image to a the system clipboard ''' + app = pg.mkQApp() + clipboard = app.clipboard() + clipboard.setPixmap(QtGui.QPixmap.grabWidget(self))