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guenp/Test experiment.ipynb

Created December 18, 2014 21:09
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Test experiment.ipynb
{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "heading",
"source": "Test experiment demo",
"level": 3
},
{
"metadata": {},
"cell_type": "code",
"input": "my_experiment = {\n \"experiment_variables\": {\n \"testfunc\": \"mock.testfunc\",\n \"funkyness\": \"mock.funky_prop\",\n \"testfunc2\": \"mock.testfunc2\",\n\n \"manual_variables\": {\n \"bias_resistor\": 10e6,\n \"what_I_had_for_lunch\": \"waffles\"\n }\n },\n \"metadata\": {\n \"that one thing\": \"is red\"\n }\n\n}\n",
"prompt_number": 1,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "import sys\nsys.path.append('/Users/guen/Development/qdev-tools')",
"prompt_number": 2,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "import qdev\nreload(qdev)\nex = qdev.load_experiment(my_experiment, 'michael')",
"prompt_number": 11,
"outputs": [
{
"output_type": "stream",
"text": "2014-12-18 21:22:13,789 [DEBUG] root: loaded experiment: \n[seconds] -> Util->Seconds\n[testfunc2] -> [mock->testfunc2] (get|set) of type (int) . \n[what_I_had_for_lunch] -> [Manual]->what_I_had_for_lunch (get): waffles\n[bias_resistor] -> [Manual]->bias_resistor (get): 10000000.0\n[testfunc] -> [mock->testfunc] (get|set) of type (float) . \n[funkyness] -> [mock->funky_prop] (get|set) of type (str) . This is a funky property.\n\n\n",
"stream": "stdout"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "ex.sw('testfunc', -1,1,10)\\\n .sw('testfunc2', 0,0.1,2)\\\n .trace(('seconds', 'testfunc'), ('seconds', 'testfunc2')).go(live_notebook_plot = True)",
"prompt_number": 61,
"outputs": [
{
"output_type": "stream",
"text": "2014-12-18 22:05:53,966 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTP connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:05:56,381 [DEBUG] requests.packages.urllib3.connectionpool: \"POST /clientresp HTTP/1.1\" 200 None\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:05:57,589 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTP connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:05:59,274 [DEBUG] requests.packages.urllib3.connectionpool: \"POST /clientresp HTTP/1.1\" 200 None\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:00,488 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTP connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:02,418 [DEBUG] requests.packages.urllib3.connectionpool: \"POST /clientresp HTTP/1.1\" 200 None\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:03,638 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTP connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:04,671 [DEBUG] requests.packages.urllib3.connectionpool: \"POST /clientresp HTTP/1.1\" 200 None\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:05,932 [INFO] root: Taking snapshot...\n2014-12-18 22:06:05,933 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTP connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:05,962 [INFO] root: snapshot saved to /Users/guen/Development/qdev-tools/experiment_data/18-12-14_22-05.snapshot.json\n2014-12-18 22:06:05,965 [DEBUG] root: [SWEEP STEPPING] 0. testfunc -> -1.0.\n2014-12-18 22:06:05,966 [DEBUG] root: [SWEEP STEPPING] 0. testfunc2 -> 0.0.\n2014-12-18 22:06:05,968 [DEBUG] root: [SWEEP STEPPING] 0. testfunc -> -1.0.\n2014-12-18 22:06:05,969 [DEBUG] root: [SWEEP STEPPING] 0. testfunc2 -> 0.0.\n2014-12-18 22:06:05,970 [DEBUG] root: [SWEEP STEPPING] 0. testfunc -> -1.0.\n2014-12-18 22:06:05,971 [DEBUG] root: [SWEEP STEPPING] 0. testfunc2 -> 0.0.\n2014-12-18 22:06:05,973 [DEBUG] root: [SWEEP STEPPING] 0. testfunc -> -1.0.\n2014-12-18 22:06:05,974 [DEBUG] root: [SWEEP STEPPING] 0. testfunc2 -> 0.0.\n2014-12-18 22:06:06,120 [DEBUG] requests.packages.urllib3.connectionpool: \"GET /~michaelmanus/60.jpeg HTTP/1.1\" 302 0\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:06,123 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTPS connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:07,879 [DEBUG] requests.packages.urllib3.connectionpool: \"GET /~michaelmanus/60.jpeg HTTP/1.1\" 200 None\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:07,980 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTP connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:08,168 [DEBUG] requests.packages.urllib3.connectionpool: \"GET /~michaelmanus/60.svg HTTP/1.1\" 302 0\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:08,171 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTPS connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:09,292 [DEBUG] requests.packages.urllib3.connectionpool: \"GET /~michaelmanus/60.svg HTTP/1.1\" 200 None\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:09,299 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTP connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:09,486 [DEBUG] requests.packages.urllib3.connectionpool: \"GET /~michaelmanus/60.png HTTP/1.1\" 302 0\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:09,490 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTPS connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:11,013 [DEBUG] requests.packages.urllib3.connectionpool: \"GET /~michaelmanus/60.png HTTP/1.1\" 200 None\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:11,115 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTP connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:11,303 [DEBUG] requests.packages.urllib3.connectionpool: \"GET /~michaelmanus/60.pdf HTTP/1.1\" 302 0\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:11,306 [INFO] requests.packages.urllib3.connectionpool: Starting new HTTPS connection (1): plot.ly\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "2014-12-18 22:06:13,469 [DEBUG] requests.packages.urllib3.connectionpool: \"GET /~michaelmanus/60.pdf HTTP/1.1\" 200 None\n",
"stream": "stdout"
},
{
"output_type": "stream",
"text": "Exception in thread Thread-7:\nTraceback (most recent call last):\n File \"//anaconda/lib/python2.7/threading.py\", line 810, in __bootstrap_inner\n self.run()\n File \"//anaconda/lib/python2.7/threading.py\", line 763, in run\n self.__target(*self.__args, **self.__kwargs)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 221, in go_inner\n self._execute_sweep(0)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 195, in _execute_sweep\n cur_sweep.do_sweep(measure_or_recurse)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/sweeps.py\", line 20, in do_sweep\n measure_callback()\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 188, in measure_or_recurse\n self._execute_sweep(next_sweep_dimension)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 195, in _execute_sweep\n cur_sweep.do_sweep(measure_or_recurse)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/sweeps.py\", line 20, in do_sweep\n measure_callback()\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 188, in measure_or_recurse\n self._execute_sweep(next_sweep_dimension)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 195, in _execute_sweep\n cur_sweep.do_sweep(measure_or_recurse)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/sweeps.py\", line 20, in do_sweep\n measure_callback()\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 188, in measure_or_recurse\n self._execute_sweep(next_sweep_dimension)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 195, in _execute_sweep\n cur_sweep.do_sweep(measure_or_recurse)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/sweeps.py\", line 20, in do_sweep\n measure_callback()\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 188, in measure_or_recurse\n self._execute_sweep(next_sweep_dimension)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 195, in _execute_sweep\n cur_sweep.do_sweep(measure_or_recurse)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/sweeps.py\", line 20, in do_sweep\n measure_callback()\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 188, in measure_or_recurse\n self._execute_sweep(next_sweep_dimension)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 195, in _execute_sweep\n cur_sweep.do_sweep(measure_or_recurse)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/sweeps.py\", line 20, in do_sweep\n measure_callback()\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 188, in measure_or_recurse\n self._execute_sweep(next_sweep_dimension)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 195, in _execute_sweep\n cur_sweep.do_sweep(measure_or_recurse)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/sweeps.py\", line 20, in do_sweep\n measure_callback()\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 188, in measure_or_recurse\n self._execute_sweep(next_sweep_dimension)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 195, in _execute_sweep\n cur_sweep.do_sweep(measure_or_recurse)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/sweeps.py\", line 20, in do_sweep\n measure_callback()\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 190, in measure_or_recurse\n self._write_sweep_iteration_results(self._take_measurement())\n File \"/Users/guen/Development/qdev-tools/experiment_framework/experiment_controller.py\", line 199, in _write_sweep_iteration_results\n writer.writer_iteration(results)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/writers.py\", line 23, in writer_iteration\n self._on_write_iteration(data)\n File \"/Users/guen/Development/qdev-tools/experiment_framework/writers.py\", line 207, in _on_write_iteration\n raise e\nException: Server responded with status code: 502\nand message: <html><body><h1>502 Bad Gateway</h1>\nThe server returned an invalid or incomplete response.\n</body></html>\n\n.\n\n",
"stream": "stderr"
},
{
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Pt2OOOYbgDbx6n3766epXXnnFxowZ0yKwTKFGt23bVp1+utCxY0fMcu58dc1j/fr11rlz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\nqSKAAAIIIIAAAgjoAgSvbsYEAggggAACCCCAQBM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vUhdmafruYItGs6tO4dp1PimEAXuj0MPNV5xmKIm3/TzR19wCtHXPtObq0MKq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\nQzM2MDlCMjI3REFDOEM5Qj5dCj4+CnN0YXJ0eHJlZgo4NTA5CiUlRU9GCg==\n",
"output_type": "pyout",
"metadata": {},
"prompt_number": 61
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "",
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
}
],
"metadata": {}
}
],
"metadata": {
"name": "",
"signature": "sha256:6571bfb502527eb18cb2a5f8feeeaf91c5130fb6ba61653e8f45e520be2ac68c"
},
"nbformat": 3
}
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