From 01e0cd3b87c355d32a8e6bf9e80c9c2a9cc89e12 Mon Sep 17 00:00:00 2001
From: Engin Eren <engin.eren@desy.de>
Date: Wed, 6 Jul 2022 09:23:48 +0200
Subject: [PATCH] latest changes after KF14 update

---
 interactive/control.ipynb         | 139 ++++++---------
 interactive/eval-hcal-GPU.ipynb   | 275 ++----------------------------
 interactive/inference/generate.py | 150 +++++++++++++++-
 interactive/physics/basics.py     |  34 +++-
 interactive/physics/plotting.py   |   5 +-
 5 files changed, 255 insertions(+), 348 deletions(-)

diff --git a/interactive/control.ipynb b/interactive/control.ipynb
index 43c6d8f..50e7937 100644
--- a/interactive/control.ipynb
+++ b/interactive/control.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -23,8 +23,6 @@
     "import interactive.physics.basics as B\n",
     "import interactive.inference.generate as G\n",
     "\n",
-    "\n",
-    "\n",
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
     "import matplotlib as mpl\n",
@@ -34,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,7 +55,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "importlib.reload(B)\n",
+    "importlib.reload(G)\n",
+    "G.fid_scan_rECAL(showers, 1000, 1600)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -72,13 +81,13 @@
    ],
    "source": [
     "importlib.reload(G)\n",
-    "eph=785\n",
-    "fakeShower, fE, fH = G.make_shower(eph, 50, 3000)"
+    "eph=1586\n",
+    "fakeShower, fE, fH = G.make_shower_rECAL(eph, 50, 3000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -98,44 +107,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 480x551.642 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 480x551.642 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 480x551.642 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Warning: Cannot change to a different GUI toolkit: notebook. Using widget instead.\n"
+     ]
     },
     {
      "data": {
-      "image/png": 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\n",
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+       "version_minor": 0
+      },
+      "image/png": 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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img 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' width=480.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
       "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
       ]
      },
      "metadata": {},
@@ -143,60 +144,38 @@
     }
    ],
    "source": [
-    "\n",
+    "%matplotlib notebook\n",
     "importlib.reload(phys)\n",
     "importlib.reload(B)\n",
-    "phys.plot_esum(esumReal50, B.getTotE(fakeShower, 30, 30, 78), 50, 0, 2500, '50_GeV_eph'+str(eph))\n",
+    "phys.plot_esum(esumReal50, B.getTotE(fakeShower, 30, 30, 78), 50, 0, 2500, 700, '50_GeV_rECAL_eph'+str(eph))\n",
     "\n",
-    "phys.plot_esum(esumRealHCAL50, B.getTotE(fH, 30, 30, 48), 50, 0, 2000, '50_GeV_HCAL_only_eph'+str(eph))\n",
-    "phys.plot_esum(esumRealECAL50, B.getTotE(fE, 30, 30, 30), 50, 0, 2000, '50_GeV_ECAL_only_eph'+str(eph))\n",
+    "#phys.plot_esum(esumRealHCAL50, B.getTotE(fH, 30, 30, 48), 50, 0, 2000, 700, '50_GeV_HCAL_rECAL_only_eph'+str(eph))\n",
+    "#phys.plot_esum(esumRealECAL50, B.getTotE(fE, 30, 30, 30), 50, 0, 2000, 1400, '50_GeV_ECAL_rECAL_only_eph'+str(eph))\n",
     "\n",
-    "phys.esum_2D(esumRealECAL50, esumRealHCAL50, \n",
-    "             B.getTotE(fE, 30, 30, 30), B.getTotE(fH, 30, 30, 48),\n",
-    "             nbinsX=50, nbinsY=50, name='eph'+str(eph))\n",
+    "#phys.esum_2D(esumRealECAL50, esumRealHCAL50, \n",
+    "#             B.getTotE(fE, 30, 30, 30), B.getTotE(fH, 30, 30, 48),\n",
+    "#             nbinsX=50, nbinsY=50, name='eph'+str(eph))\n",
     "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 480x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "importlib.reload(phys)\n",
     "R50 = B.getLongProfile(cReal50, 30, 30, 78)\n",
     "F50 = B.getLongProfile(fakeShower, 30, 30, 78)\n",
     "\n",
-    "phys.plt_Profile(R50, F50, save_title='Eph'+str(eph))"
+    "phys.plt_Profile(R50, F50, save_title='Eph_rECAL'+str(eph))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 480x551.642 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "importlib.reload(phys)\n",
     "\n",
@@ -204,16 +183,7 @@
     "nhitR = B.getOcc(cReal50, 30, 30, 78)\n",
     "nhitF = B.getOcc(fakeShower, 30, 30, 78)\n",
     "\n",
-    "phys.plt_nhits(nhitR, nhitF, 'WGAN', save_title='50GeV_eph'+str(eph)+'mip0.25')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cReal50.shape"
+    "phys.plt_nhits(nhitR, nhitF, 'WGAN', save_title='50GeV_eph_rECAL'+str(eph))"
    ]
   },
   {
@@ -222,7 +192,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "0.5*0.5"
+    "for b in range(1000, 3000 + 1 , 1000):\n",
+    "    print(b)"
    ]
   },
   {
diff --git a/interactive/eval-hcal-GPU.ipynb b/interactive/eval-hcal-GPU.ipynb
index 9b8cf4c..4292b65 100644
--- a/interactive/eval-hcal-GPU.ipynb
+++ b/interactive/eval-hcal-GPU.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -79,7 +79,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -96,27 +96,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(1000,)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "showers['50F'].shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -160,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -247,12 +236,12 @@
     "    plt.ylabel('JS difference', fontsize=16)\n",
     "    plt.ylim(0.1,1.0)\n",
     "    \n",
-    "    plt.savefig('./sweep_min_max__'+str(eph_start)+'__'+str(eph_end)+'.png')"
+    "    plt.savefig('/eos/user/e/eneren/plots/sweep_min_max__'+str(eph_start)+'__'+str(eph_end)+'.png')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -317,7 +306,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -328,250 +317,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 480x551.642 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "esum_plot(showers[str(E)+'F'], eFake.flatten(), 50, 0, 2500, 'epoch_stat1k_'+str(EPH)+'_E='+str(E))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Epoch:  700\n",
-      "Epoch:  [0.4710116603344983]\n",
-      "Epoch:  701\n",
-      "Epoch:  [0.4936235272928251]\n",
-      "Epoch:  702\n",
-      "Epoch:  [0.5287264914424242]\n",
-      "Epoch:  703\n",
-      "Epoch:  [0.4893439957189024]\n",
-      "Epoch:  704\n",
-      "Epoch:  [0.41705598874071664]\n",
-      "Epoch:  705\n",
-      "Epoch:  [0.5348971288179465]\n",
-      "Epoch:  706\n",
-      "Epoch:  [0.43103905822119826]\n",
-      "Epoch:  707\n",
-      "Epoch:  [0.4642150848067036]\n",
-      "Epoch:  708\n",
-      "Epoch:  [0.49554845045599194]\n",
-      "Epoch:  709\n",
-      "Epoch:  [0.4060901203446458]\n",
-      "Epoch:  710\n",
-      "Epoch:  [0.49263260569393935]\n",
-      "Epoch:  711\n",
-      "Epoch:  [0.4556924657705037]\n",
-      "Epoch:  712\n",
-      "Epoch:  [0.4435523935910678]\n",
-      "Epoch:  713\n",
-      "Epoch:  [0.4439007271763164]\n",
-      "Epoch:  714\n",
-      "Epoch:  [0.44284601118331435]\n",
-      "Epoch:  715\n",
-      "Epoch:  [0.49276178857280906]\n",
-      "Epoch:  716\n",
-      "Epoch:  [0.4855788953123631]\n",
-      "Epoch:  717\n",
-      "Epoch:  [0.5361943085300531]\n",
-      "Epoch:  718\n",
-      "Epoch:  [0.4365873489282572]\n",
-      "Epoch:  719\n",
-      "Epoch:  [0.48447464551629227]\n",
-      "Epoch:  720\n",
-      "Epoch:  [0.4650644689976775]\n",
-      "Epoch:  721\n",
-      "Epoch:  [0.44033921122737674]\n",
-      "Epoch:  722\n",
-      "Epoch:  [0.5097249734719984]\n",
-      "Epoch:  723\n",
-      "Epoch:  [0.35155318411202335]\n",
-      "Epoch:  724\n",
-      "Epoch:  [0.4585179714628765]\n",
-      "Epoch:  725\n",
-      "Epoch:  [0.42463272814827435]\n",
-      "Epoch:  726\n",
-      "Epoch:  [0.41825820590014096]\n",
-      "Epoch:  727\n",
-      "Epoch:  [0.45335924201675437]\n",
-      "Epoch:  728\n",
-      "Epoch:  [0.4953501130799094]\n",
-      "Epoch:  729\n",
-      "Epoch:  [0.37711711277819276]\n",
-      "Epoch:  730\n",
-      "Epoch:  [0.37077515624307616]\n",
-      "Epoch:  731\n",
-      "Epoch:  [0.43553876553445803]\n",
-      "Epoch:  732\n",
-      "Epoch:  [0.4668157184541739]\n",
-      "Epoch:  733\n",
-      "Epoch:  [0.4755533297967441]\n",
-      "Epoch:  734\n",
-      "Epoch:  [0.49030054536016077]\n",
-      "Epoch:  735\n",
-      "Epoch:  [0.38666635951866934]\n",
-      "Epoch:  736\n",
-      "Epoch:  [0.4862860748862957]\n",
-      "Epoch:  737\n",
-      "Epoch:  [0.3899310597414471]\n",
-      "Epoch:  738\n",
-      "Epoch:  [0.47301090514712596]\n",
-      "Epoch:  739\n",
-      "Epoch:  [0.4754147877896705]\n",
-      "Epoch:  740\n",
-      "Epoch:  [0.3806914769977786]\n",
-      "Epoch:  741\n",
-      "Epoch:  [0.4324355308789483]\n",
-      "Epoch:  742\n",
-      "Epoch:  [0.4208587038624133]\n",
-      "Epoch:  743\n",
-      "Epoch:  [0.37065503124843274]\n",
-      "Epoch:  744\n",
-      "Epoch:  [0.39967038561723095]\n",
-      "Epoch:  745\n",
-      "Epoch:  [0.35934826966601074]\n",
-      "Epoch:  746\n",
-      "Epoch:  [0.4095015704210777]\n",
-      "Epoch:  747\n",
-      "Epoch:  [0.4999254494565499]\n",
-      "Epoch:  748\n",
-      "Epoch:  [0.4681026109630102]\n",
-      "Epoch:  749\n",
-      "Epoch:  [0.35045637911938055]\n",
-      "Epoch:  750\n",
-      "Epoch:  [0.551253611300543]\n",
-      "Epoch:  751\n",
-      "Epoch:  [0.3710345972316482]\n",
-      "Epoch:  752\n",
-      "Epoch:  [0.40740290265456114]\n",
-      "Epoch:  753\n",
-      "Epoch:  [0.4592787532486497]\n",
-      "Epoch:  754\n",
-      "Epoch:  [0.49269902939088234]\n",
-      "Epoch:  755\n",
-      "Epoch:  [0.43663728461019036]\n",
-      "Epoch:  756\n",
-      "Epoch:  [0.4357032296748669]\n",
-      "Epoch:  757\n",
-      "Epoch:  [0.4100781862561082]\n",
-      "Epoch:  758\n",
-      "Epoch:  [0.45340130965480535]\n",
-      "Epoch:  759\n",
-      "Epoch:  [0.4001271170206345]\n",
-      "Epoch:  760\n",
-      "Epoch:  [0.4471414558672974]\n",
-      "Epoch:  761\n",
-      "Epoch:  [0.5140072604963928]\n",
-      "Epoch:  762\n",
-      "Epoch:  [0.4750525653794456]\n",
-      "Epoch:  763\n",
-      "Epoch:  [0.4617122865269018]\n",
-      "Epoch:  764\n",
-      "Epoch:  [0.48112839110450123]\n",
-      "Epoch:  765\n",
-      "Epoch:  [0.5030573176021806]\n",
-      "Epoch:  766\n",
-      "Epoch:  [0.5399996352788439]\n",
-      "Epoch:  767\n",
-      "Epoch:  [0.486133455707732]\n",
-      "Epoch:  768\n",
-      "Epoch:  [0.5935079516313139]\n",
-      "Epoch:  769\n",
-      "Epoch:  [0.46475559863655425]\n",
-      "Epoch:  770\n",
-      "Epoch:  [0.47835023668767457]\n",
-      "Epoch:  771\n",
-      "Epoch:  [0.512926490109754]\n",
-      "Epoch:  772\n",
-      "Epoch:  [0.41805893582704934]\n",
-      "Epoch:  773\n",
-      "Epoch:  [0.5112741504598576]\n",
-      "Epoch:  774\n",
-      "Epoch:  [0.48580824657719146]\n",
-      "Epoch:  775\n",
-      "Epoch:  [0.45857599096411744]\n",
-      "Epoch:  776\n",
-      "Epoch:  [0.45098117437760976]\n",
-      "Epoch:  777\n",
-      "Epoch:  [0.33751836148744196]\n",
-      "Epoch:  778\n",
-      "Epoch:  [0.4885307607751358]\n",
-      "Epoch:  779\n",
-      "Epoch:  [0.5451096335729819]\n",
-      "Epoch:  780\n",
-      "Epoch:  [0.4714243433083555]\n",
-      "Epoch:  781\n",
-      "Epoch:  [0.5053419556918638]\n",
-      "Epoch:  782\n",
-      "Epoch:  [0.5180602743791995]\n",
-      "Epoch:  783\n",
-      "Epoch:  [0.5657919788096885]\n",
-      "Epoch:  784\n",
-      "Epoch:  [0.5754250703983412]\n",
-      "Epoch:  785\n",
-      "Epoch:  [0.30933973332103143]\n",
-      "Epoch:  786\n",
-      "Epoch:  [0.608541865631837]\n",
-      "Epoch:  787\n",
-      "Epoch:  [0.5405200263694444]\n",
-      "Epoch:  788\n",
-      "Epoch:  [0.4971962037095728]\n",
-      "Epoch:  789\n",
-      "Epoch:  [0.5261703763067772]\n",
-      "Epoch:  790\n",
-      "Epoch:  [0.5232644299749846]\n",
-      "Epoch:  791\n",
-      "Epoch:  [0.512966925528796]\n",
-      "Epoch:  792\n",
-      "Epoch:  [0.40758615605363596]\n",
-      "Epoch:  793\n",
-      "Epoch:  [0.5894684589155492]\n",
-      "Epoch:  794\n",
-      "Epoch:  [0.5047480813388213]\n",
-      "Epoch:  795\n",
-      "Epoch:  [0.5441583422012931]\n",
-      "Epoch:  796\n",
-      "Epoch:  [0.5628042417181186]\n",
-      "Epoch:  797\n",
-      "Epoch:  [0.49429727514731164]\n",
-      "Epoch:  798\n",
-      "Epoch:  [0.5512784236047485]\n",
-      "Epoch:  799\n",
-      "Epoch:  [0.5594582609953846]\n"
-     ]
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-      "text/plain": [
-       "<Figure size 4800x1600 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "fid_plot(700, 800)"
+    "fid_plot(1450, 1601)"
    ]
   },
   {
diff --git a/interactive/inference/generate.py b/interactive/inference/generate.py
index 8973403..51e1e63 100644
--- a/interactive/inference/generate.py
+++ b/interactive/inference/generate.py
@@ -3,11 +3,14 @@ import random
 import sys
 from torch.autograd import Variable
 import numpy as np
-
+import h5py
+import torch.nn as nn
+import matplotlib.pyplot as plt
 sys.path.append('/home/jovyan/pytorchjob')
 from models.generator import DCGAN_G
 from models.generatorFull import Hcal_ecalEMB
-    
+import interactive.physics.basics as B    
+import scipy.spatial.distance as dist
 
 
 def make_shower(eph, Etrue, nEvents): 
@@ -71,4 +74,145 @@ def make_shower(eph, Etrue, nEvents):
     imE = np.vstack(fE_list)
     imH = np.vstack(fH_list)
     
-    return im, imE, imH
\ No newline at end of file
+    return im, imE, imH
+
+
+
+
+def make_shower_rECAL(eph, Etrue, nEvents): 
+    
+    
+    ngf = 32
+    nz = 100
+    batch_size = 1000
+    device = torch.device("cuda")
+    ## LOAD REAL ECAL DATA
+    f50 = h5py.File('/eos/user/e/eneren/scratch/50GeV75k.hdf5', 'r')
+    #####
+
+    
+    ## LOAD HCAL GENERATOR
+    mGenH = Hcal_ecalEMB(ngf, 32, nz, emb_size=32).to(device)
+    mGenH = torch.nn.parallel.DataParallel(mGenH)
+    expH = 'wganHCAL50GeV_v2'
+    #expH = 'wganHCALv1'
+    
+    Tensor = torch.cuda.FloatTensor 
+    
+    
+    gen_checkpointHCAL = torch.load('/eos/user/e/eneren/experiments/' + expH + "_generator_"+ str(eph) + ".pt", map_location=torch.device('cuda'))
+    mGenH.load_state_dict(gen_checkpointHCAL['model_state_dict'])
+    mGenH.eval()
+        
+    fakeList = []
+    fE_list = []
+    fH_list = []
+    for b in range(batch_size, nEvents + 1 , batch_size):
+        
+        print ("Generating of showers: current batch {}  .......".format(b))
+        ##ECAL REAL
+        s50E = f50['ecal/layers'][b-batch_size:b]
+        ecal_shower = torch.from_numpy(s50E).float()
+        ecal_shower = ecal_shower.unsqueeze(1)
+        ecal_shower = ecal_shower.cuda()
+        E = torch.from_numpy(np.random.uniform(Etrue, Etrue, (batch_size,1))).float()
+        ####
+
+        ## HCAL generate
+        zH = Variable(Tensor(np.random.uniform(-1, 1, (batch_size, nz))))
+        hcal_shower = mGenH(zH, E, ecal_shower).detach()
+
+        ecal_shower = ecal_shower.squeeze(1)
+        comb = torch.cat((ecal_shower, hcal_shower),1)
+       
+        fakeList.append(comb.cpu().numpy())
+        fE_list.append(ecal_shower.cpu().numpy())
+        fH_list.append(hcal_shower.cpu().numpy())
+    
+    
+    im = np.vstack(fakeList)
+    imE = np.vstack(fE_list)
+    imH = np.vstack(fH_list)
+    
+    return im, imE, imH
+
+
+def fid_scan_rECAL(showers, eph_start, eph_end):
+    
+    ngf = 32
+    nz = 100
+    batch_size = 1000
+    device = torch.device("cuda")
+    ## LOAD REAL ECAL DATA
+    f50 = h5py.File('/eos/user/e/eneren/scratch/50GeV75k.hdf5', 'r')
+    #####
+
+    ## LOAD HCAL GENERATOR
+    mGenH = Hcal_ecalEMB(ngf, 32, nz, emb_size=32).to(device)
+    mGenH = nn.parallel.DataParallel(mGenH)
+    expH = 'wganHCAL50GeV_v2'
+    
+    Tensor = torch.cuda.FloatTensor 
+    eph_list = list(range(eph_start,eph_end,1))
+    
+    esum_mean = []
+    esum_down = []
+    esum_up = []
+    for eph in eph_list:
+        gen_checkpointHCAL = torch.load('/eos/user/e/eneren/experiments/' + expH + "_generator_"+ str(eph) + ".pt", map_location=torch.device('cuda'))
+        mGenH.load_state_dict(gen_checkpointHCAL['model_state_dict'])
+        mGenH.eval()
+        
+        print ("Epoch: " , eph)
+        jsd = []
+        for Etrue in [50]:
+
+            ##ECAL real
+            ##ECAL REAL
+            s50E = f50['ecal/layers'][:1000]
+            ecal_shower = torch.from_numpy(s50E).float()
+            ecal_shower = ecal_shower.unsqueeze(1)
+            ecal_shower = ecal_shower.cuda()
+            E = torch.from_numpy(np.random.uniform(Etrue, Etrue, (batch_size,1))).float()
+            ####
+            ####
+            
+            ## HCAL generate
+            zH = Variable(Tensor(np.random.uniform(-1, 1, (batch_size, nz))))
+            hcal_shower = mGenH(zH, E, ecal_shower).detach()
+
+            ecal_shower = ecal_shower.squeeze(1)
+            comb = torch.cat((ecal_shower, hcal_shower),1)
+
+            esumFake = B.getTotE(comb.cpu().numpy(), 30, 30, 78)
+            esumReal = showers[str(Etrue)+'F']
+
+            
+
+            jsd.append(B.jsdHist(esumReal, esumFake, 50, 0, 2500, eph, debug=False))
+        
+        #m = (jsd[0] + jsd[1] + jsd[2]) / 3.0
+        m = jsd[0]
+        esum_mean.append(m)
+        esum_down.append(m - min(jsd))
+        esum_up.append(max(jsd) - m)
+        
+    
+        print ("Epoch: ", jsd)
+        
+
+    # Plotting
+    # Energy sum with average and spread
+    plt.figure(figsize=(12,4), facecolor='none', dpi=400)
+    plt.scatter(eph_list, esum_mean, marker = 'x', color='red', label='Average Energy sum')
+    #plt.scatter(epoch_list, epoch_matrix_median[:,0], marker = '+', color='blue', label='Median Energy sum area difference')
+    plt.errorbar(eph_list, esum_mean, yerr=[esum_down, esum_up], color='black', label='Min-Max interval', linestyle='None')
+    #plt.errorbar(epoch_list, epoch_matrix_mean[:,0], yerr=epoch_matrix_std[:,0], color='green', label='Standard deviation', linestyle='None', capsize=3.0)
+
+
+    plt.legend(loc='upper right', fontsize=10)
+    plt.xlabel('epoch', fontsize=14)
+    plt.ylabel('JS difference', fontsize=16)
+    plt.ylim(0.1,1.0)
+    
+    plt.savefig('/eos/user/e/eneren/plots/sweep_min_max__'+str(eph_start)+'__'+str(eph_end)+'.png')
\ No newline at end of file
diff --git a/interactive/physics/basics.py b/interactive/physics/basics.py
index ac87b44..5e65ee4 100644
--- a/interactive/physics/basics.py
+++ b/interactive/physics/basics.py
@@ -1,4 +1,6 @@
 import numpy as np
+import matplotlib.pyplot as plt
+import scipy.spatial.distance as dist
 
 def getTotE(data, xbins, ybins, layers):
     data = np.reshape(data,[-1, layers*xbins*ybins])
@@ -54,4 +56,34 @@ def getRadialDistribution(data, xbins, ybins, layers):
     phi_arr = np.asarray(phi_list)
     e_arr = np.asarray(e_list)
 
-    return r_arr, phi_arr, e_arr
\ No newline at end of file
+    return r_arr, phi_arr, e_arr
+
+
+def jsdHist(data_real, data_fake, nbins, minE, maxE, eph, debug=False):
+    
+    figSE = plt.figure(figsize=(6,6*0.77/0.67))
+    axSE = figSE.add_subplot(1,1,1)
+
+
+    pSEa = axSE.hist(data_real, bins=nbins, 
+            weights=np.ones_like(data_real)/(float(len(data_real))), 
+            histtype='step', color='black',
+            range=[minE, maxE])
+    pSEb = axSE.hist(data_fake, bins=nbins, 
+            weights=np.ones_like(data_fake)/(float(len(data_fake))),
+            histtype='step', color='red',
+             range=[minE, maxE])
+
+    frq1 = pSEa[0]
+    frq2 = pSEb[0]
+
+    JSD = dist.jensenshannon(frq1, frq2)    
+
+    if (debug):
+        plt.savefig('./jsd/esum_'+str(eph)+'.png')
+
+    plt.close()
+    
+    if len(frq1) != len(frq2):
+        print('ERROR JSD: Histogram bins are not matching!!')
+    return JSD
\ No newline at end of file
diff --git a/interactive/physics/plotting.py b/interactive/physics/plotting.py
index 40f72a2..cd1ec55 100644
--- a/interactive/physics/plotting.py
+++ b/interactive/physics/plotting.py
@@ -11,7 +11,8 @@ plt.style.use('classic')
 mpl.rc('font', **font)
 
 
-def plot_esum(real, fake, nbins, minE, maxE, name):
+def plot_esum(real, fake, nbins, minE, maxE, ymax, name):
+    
     
     figSE = plt.figure(figsize=(6,6*0.77/0.67))
     axSE = figSE.add_subplot(1,1,1)
@@ -41,7 +42,7 @@ def plot_esum(real, fake, nbins, minE, maxE, name):
     figSE.patch.set_facecolor('white') 
         
     axSE.set_xlim([0, maxE])
-    axSE.set_ylim([0, 700])
+    axSE.set_ylim([0, ymax])
     axSE.set_xlabel("MeV", family='serif')
     
     plt.savefig('./esum'+str(name)+'.png')
-- 
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