From aebd82a925c5d63cfe2f733b74a4f3889b77208d Mon Sep 17 00:00:00 2001 From: Joseph Hellerstein Date: Thu, 30 May 2024 10:26:21 -0700 Subject: [PATCH] Updated API for plotDesignResults --- ...ntrolling-Glucose-Metabolis-in-Yeast.ipynb | 1921 +++++++++++------ tests/test_control_sbml.py | 16 +- tests/test_siso_closed_loop_designer.py | 2 +- 3 files changed, 1221 insertions(+), 718 deletions(-) diff --git a/examples/Controlling-Glucose-Metabolis-in-Yeast.ipynb b/examples/Controlling-Glucose-Metabolis-in-Yeast.ipynb index 31feba9..d216c4c 100644 --- a/examples/Controlling-Glucose-Metabolis-in-Yeast.ipynb +++ b/examples/Controlling-Glucose-Metabolis-in-Yeast.ipynb @@ -459,36 +459,34 @@ "name": "stderr", "output_type": "stream", "text": [ - " 1%| | 1/100 [00:03<05:24, 3.28s/it]\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 321.801 and h = 2.37984e-05, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - "\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 334.23 and h = 2.55251e-05, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - " 11%|█ | 11/100 [00:04<00:25, 3.48it/s]\u001b[35mError: CVODE Error: CV_CONV_FAILURE, Module: CVODES, Function: CVode, Message: At t = 71.6802 and h = 8.47313e-13, the corrector convergence test failed repeatedly or with |h| = hmin.\u001b[0m\n", - "\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 225.192 and h = 1.33188e-05, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - "\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 145.944 and h = 1.92682e-05, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - "\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 137.514 and h = 4.76771e-08, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - "\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 328.979 and h = 1.13711e-05, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - " 41%|████ | 41/100 [00:06<00:07, 7.91it/s]\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 502.003 and h = 7.04302e-07, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - "\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 21.5195 and h = 4.88986e-07, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - " 51%|█████ | 51/100 [00:08<00:06, 8.03it/s]\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 57.2262 and h = 8.32463e-07, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - "\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 278.347 and h = 1.41985e-05, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", - "\u001b[35mError: CVODE Error: CV_ERR_FAILURE, Module: CVODES, Function: CVode, Message: At t = 504.301 and h = 2.52981e-06, the error test failed repeatedly or with |h| = hmin.\u001b[0m\n", + " 0%| | 0/100 [00:00 1\u001b[0m \u001b[43mctlsb\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplotDesignResults\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdesign_result\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_category\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m)\u001b[49m\n", - "\u001b[0;31mTypeError\u001b[0m: plotDesignResults() got an unexpected keyword argument 'num_category'" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "\n", - "ctlsb.plotDesignResults(design_result, num_)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8a3249ec-3eac-4e4d-9b8e-ac8b54458c52", - "metadata": {}, - "outputs": [], - "source": [ - "from controlSBML.parallel_coordinates import ParallelCoordinates\n", - "import pandas as pd\n", - "df = pd.read_csv(\"designs.csv\")\n", - "df = df.loc[range(200), :]\n", - "ParallelCoordinates.plotParallelCoordinates(df, num_category=7, value_column=\"score\", columns=[\"kD\", \"kI\", \"kF\", \"kP\"],\n", - " round_digit=4)" + "ctlsb.plotDesignResults(design_result, num_category=7, num_top=15)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "23151360-eaaf-4c50-b5c1-cea90bfdcae9", + "execution_count": 31, + "id": "fcbf17ae-3938-4811-a053-11bbb0a8b769", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3e-07" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "df = pd.read_csv(\"designs.csv\")\n", - "df = df.loc[range(10), :]\n", - "ParallelCoordinates.plotParallelCoordinates(df, num_category=7, value_column=\"score\", columns=[\"kD\", \"kI\", \"kF\", \"kP\"],\n", - " round_digit=4)" + "SETPOINT" ] }, { "cell_type": "code", - "execution_count": null, - "id": "5f33ca25-7cd3-4777-9c01-1c4b9102e039", + "execution_count": 32, + "id": "241c6cc8-ce64-428e-9a79-a588137dac74", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/1 [00:00