cetin/tracking-parametrisation-tuner
1
1
Fork 0
Code Issues Pull Requests repo.project_board Releases Wiki Activity
0c953e30a7
tracking-parametrisation-tuner/thesis/TMVA_stuff.ipynb
cetin 7c2194df23 correct insanity cuts, 
and GEC Filter to eff options files

trained network with correct parameterisation sample4

new effs with sample4 NN weights
2024-02-25 12:06:14 +01:00

468 lines
355 KiB
Plaintext
Raw Blame History

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import uproot\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import mplhep\n",
"\n",
"mplhep.style.use([\"LHCbTex2\"])\n",
"plt.rcParams[\"savefig.dpi\"] = 600\n",
"# %matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"train_tree = uproot.open(\n",
" {\n",
" \"/work/cetin/LHCb/reco_tuner/nn_electron_training/result_e_filterT_sample4/matching_ghost_mlp_training.root\": \"MatchNNDataSet/TrainTree\"\n",
" }\n",
")\n",
"test_tree = uproot.open(\n",
" {\n",
" \"/work/cetin/LHCb/reco_tuner/nn_electron_training/result_e_filterT_sample4/matching_ghost_mlp_training.root\": \"MatchNNDataSet/TestTree\"\n",
" }\n",
")\n",
"train_array = train_tree.arrays()\n",
"test_array = test_tree.arrays()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1200x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_bkg = train_array[train_array.classID == 1]\n",
"train_sig = train_array[train_array.classID == 0]\n",
"test_bkg = test_array[test_array.classID == 1]\n",
"test_sig = test_array[test_array.classID == 0]\n",
"plt.hist(\n",
" train_sig.matching_mlp,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"plt.hist(\n",
" train_bkg.matching_mlp,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"mplhep.histplot(\n",
" np.histogram(np.array(test_sig.matching_mlp), 50),\n",
" histtype=\"errorbar\",\n",
" density=True,\n",
" yerr=True,\n",
" color=\"#107E7D\",\n",
" marker=\"^\",\n",
" markersize=7,\n",
" label=\"test sample, true pairs\",\n",
")\n",
"mplhep.histplot(\n",
" np.histogram(np.array(test_bkg.matching_mlp), 50),\n",
" histtype=\"errorbar\",\n",
" density=True,\n",
" yerr=True,\n",
" color=\"#F05342\",\n",
" label=\"test sample, wrong pairs\",\n",
")\n",
"plt.xlabel(\"neural network response\")\n",
"plt.ylabel(\"Number of tracks (normalised)\")\n",
"mplhep.lhcb.text(\"Simulation\", loc=0)\n",
"plt.legend(loc=\"upper center\")\n",
"plt.savefig(\"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_response.pdf\",\n",
" format=\"PDF\")\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1400x1500 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(3, 2, figsize=(14, 15), sharey=False)\n",
"# 0,0\n",
"axes[0, 0].hist(\n",
" train_sig.chi2,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[0, 0].hist(\n",
" train_bkg.chi2,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[0, 0].set_xlabel(r\"$\\chi^{2}_{\\mathrm{match}}$\")\n",
"axes[0, 0].legend(prop={\"size\": 20})\n",
"# 1,0\n",
"axes[1, 0].hist(\n",
" train_sig.distX,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[1, 0].hist(\n",
" train_bkg.distX,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[1, 0].set_xlabel(r\"$D_{x}$ [mm]\")\n",
"axes[1, 0].set_ylabel(\"Number of tracks (normalised)\",\n",
" va=\"bottom\",\n",
" ha=\"center\")\n",
"# 0,1\n",
"axes[0, 1].hist(\n",
" train_sig.teta2,\n",
" bins=50,\n",
" range=(0.0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[0, 1].hist(\n",
" train_bkg.teta2,\n",
" bins=50,\n",
" range=(0.0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[0, 1].set_xlabel(r\"$t_{x}^{2}+t_{y}^{2}$\")\n",
"# 1,1\n",
"axes[1, 1].hist(\n",
" train_sig.distY,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[1, 1].hist(\n",
" train_bkg.distY,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[1, 1].set_xlabel(r\"$D_{y}$ [mm]\")\n",
"# 2,0\n",
"axes[2, 0].hist(\n",
" train_sig.dSlope,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[2, 0].hist(\n",
" train_bkg.dSlope,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[2, 0].set_xlabel(r\"$|\\Delta t_{x}^{\\mathrm{match}}|$\")\n",
"# 2,1\n",
"axes[2, 1].hist(\n",
" train_sig.dSlopeY,\n",
" bins=50,\n",
" range=(0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[2, 1].hist(\n",
" train_bkg.dSlopeY,\n",
" bins=50,\n",
" range=(0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[2, 1].set_xlabel(r\"$|\\Delta t_{y}^{\\mathrm{match}}|$\")\n",
"plt.savefig(\n",
" \"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_variables.pdf\",\n",
" format=\"PDF\")\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 2500x1300 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 3, figsize=(25, 13), sharey=False)\n",
"# 0,0\n",
"axes[0, 0].hist(\n",
" train_sig.chi2,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[0, 0].hist(\n",
" train_bkg.chi2,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[0, 0].set_xlabel(r\"$\\chi^{2}_{\\mathrm{match}}$\")\n",
"axes[0, 0].legend(prop={\"size\": 20})\n",
"\n",
"# 0,1\n",
"axes[0, 1].hist(\n",
" train_sig.teta2,\n",
" bins=50,\n",
" range=(0.0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[0, 1].hist(\n",
" train_bkg.teta2,\n",
" bins=50,\n",
" range=(0.0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[0, 1].set_xlabel(r\"$t_{x}^{2}+t_{y}^{2}$\")\n",
"# 0,2\n",
"axes[0, 2].hist(\n",
" train_sig.distX,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[0, 2].hist(\n",
" train_bkg.distX,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[0, 2].set_xlabel(r\"$D_{x}$ [mm]\")\n",
"axes[0, 0].set_ylabel(\"Number of tracks (normalised)\",\n",
" va=\"bottom\",\n",
" ha=\"center\")\n",
"# 1,0\n",
"axes[1, 0].hist(\n",
" train_sig.distY,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[1, 0].hist(\n",
" train_bkg.distY,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[1, 0].set_xlabel(r\"$D_{y}$ [mm]\")\n",
"# 2,0\n",
"axes[1, 1].hist(\n",
" train_sig.dSlope,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[1, 1].hist(\n",
" train_bkg.dSlope,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[1, 1].set_xlabel(r\"$|\\Delta t_{x}^{\\mathrm{match}}|$\")\n",
"# 2,1\n",
"axes[1, 2].hist(\n",
" train_sig.dSlopeY,\n",
" bins=50,\n",
" range=(0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[1, 2].hist(\n",
" train_bkg.dSlopeY,\n",
" bins=50,\n",
" range=(0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[1, 2].set_xlabel(r\"$|\\Delta t_{y}^{\\mathrm{match}}|$\")\n",
"plt.savefig(\n",
" \"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_variables_landscape.pdf\",\n",
" format=\"PDF\",\n",
")\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tuner",
"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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Reference in New Issue View Git Blame Copy Permalink