From a06c3507a00be9f10c6199bb9e2a317ad4a286e8 Mon Sep 17 00:00:00 2001 From: hannahbaumann Date: Fri, 20 Oct 2023 17:35:06 +0200 Subject: [PATCH] Fix cinnabar0.3 issues --- .../PlottingFreeEnergiesUsingCinnabar.ipynb | 90 ++++--------------- 1 file changed, 17 insertions(+), 73 deletions(-) diff --git a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb index ff62186..47ab5df 100644 --- a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb +++ b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb @@ -228,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "86c004bc-bc58-4a55-92e2-151beb994d65", "metadata": {}, "outputs": [ @@ -269,13 +269,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "2edeabb9-9c07-49be-a83f-9622ef742046", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -301,13 +301,13 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 7, "id": "f39ef3c0-4d74-4c53-83bc-94d820428d47", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -331,13 +331,21 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 8, "id": "7fed7b2c-076f-4f98-818d-abdbdaf3121b", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hannahbaumann/cinnabar/cinnabar/femap.py:21: UserWarning: Assuming kcal/mol units on measurements\n", + " warnings.warn(\"Assuming kcal/mol units on measurements\")\n" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -368,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 9, "id": "26b09073-f05f-401c-a10f-95c6c957f4da", "metadata": {}, "outputs": [ @@ -421,7 +429,7 @@ ], "source": [ "dG_results = {}\n", - "nodes = list(old_graph.nodes.data())\n", + "nodes = list(fe.to_legacy_graph().nodes.data())\n", "\n", "for key in range(len(nodes)):\n", " dG_results[nodes[key][0]] = {\n", @@ -457,70 +465,6 @@ " ])" ] }, - { - "cell_type": "code", - "execution_count": 43, - "id": "31b42fb0-96fd-4aed-a1bf-a2d0abf97799", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n" - ] - }, - { - "ename": "KeyError", - "evalue": "0", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[43], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(nodes)):\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(key)\n\u001b[1;32m 6\u001b[0m dG_results[nodes[key][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m]] \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m----> 7\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexperimental_estimate\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[43mnodes\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexp_DG\u001b[39m\u001b[38;5;124m'\u001b[39m],\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexperimental_error\u001b[39m\u001b[38;5;124m'\u001b[39m: nodes[key][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexp_dDG\u001b[39m\u001b[38;5;124m'\u001b[39m],\n\u001b[1;32m 9\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcalculated_estimate\u001b[39m\u001b[38;5;124m'\u001b[39m: nodes[key][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexp_DG\u001b[39m\u001b[38;5;124m'\u001b[39m],\n\u001b[1;32m 10\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcalculated_error\u001b[39m\u001b[38;5;124m'\u001b[39m: nodes[key][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexp_dDG\u001b[39m\u001b[38;5;124m'\u001b[39m], \n\u001b[1;32m 11\u001b[0m }\n\u001b[1;32m 13\u001b[0m \u001b[38;5;66;03m# We can now print out the results\u001b[39;00m\n\u001b[1;32m 14\u001b[0m pprint(dG_results)\n", - "File \u001b[0;32m~/mambaforge/envs/alchemiscale/lib/python3.10/site-packages/networkx/classes/reportviews.py:360\u001b[0m, in \u001b[0;36mNodeDataView.__getitem__\u001b[0;34m(self, n)\u001b[0m\n\u001b[1;32m 355\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(n, \u001b[38;5;28mslice\u001b[39m):\n\u001b[1;32m 356\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m nx\u001b[38;5;241m.\u001b[39mNetworkXError(\n\u001b[1;32m 357\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m does not support slicing, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 358\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtry list(G.nodes.data())[\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;241m.\u001b[39mstart\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m:\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;241m.\u001b[39mstop\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m:\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;241m.\u001b[39mstep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 359\u001b[0m )\n\u001b[0;32m--> 360\u001b[0m ddict \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_nodes\u001b[49m\u001b[43m[\u001b[49m\u001b[43mn\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 361\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_data\n\u001b[1;32m 362\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n", - "\u001b[0;31mKeyError\u001b[0m: 0" - ] - } - ], - "source": [ - "dG_results = {}\n", - "nodes = old_graph.nodes(data=True)\n", - "\n", - "for key in range(len(nodes)):\n", - " dG_results[nodes[key]['name']] = {\n", - " 'experimental_estimate': nodes[key]['exp_DG'],\n", - " 'experimental_error': nodes[key]['exp_dDG'],\n", - " 'calculated_estimate': nodes[key]['exp_DG'],\n", - " 'calculated_error': nodes[key]['exp_dDG'], \n", - " }\n", - "\n", - "# We can now print out the results\n", - "pprint(dG_results)\n", - "\n", - "# write out the calculated results\n", - "with open('dG_calculated_results.dat', 'w') as f:\n", - " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", - " writer.writerow([\"ligand\", \"DG(MLE)\", \"uncertainty (kcal/mol)\",])\n", - " for ligand in dG_results:\n", - " writer.writerow([\n", - " ligand,\n", - " dG_results[ligand]['calculated_estimate'],\n", - " dG_results[ligand]['calculated_error'],\n", - " ])\n", - "\n", - "# write out the experimental results\n", - "with open('dG_experimental_results.dat', 'w') as f:\n", - " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", - " writer.writerow([\"ligand\", \"DG\", \"uncertainty (kcal/mol)\",])\n", - " for ligand in dG_results:\n", - " writer.writerow([\n", - " ligand,\n", - " dG_results[ligand]['experimental_estimate'],\n", - " dG_results[ligand]['experimental_error'],\n", - " ])" - ] - }, { "cell_type": "code", "execution_count": null,