{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6026a74b",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "\n",
    "isdark = False\n",
    "\n",
    "from rayoptics.environment import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "c7d740ee",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "203.43209152244057 17.29156926912888 -30.45841339555312\n"
     ]
    }
   ],
   "source": [
    "opm = OpticalModel()\n",
    "sm  = opm['seq_model']\n",
    "osp = opm['optical_spec']\n",
    "pm = opm['parax_model']\n",
    "\n",
    "osp['pupil'] = PupilSpec(osp, key=['object', 'pupil'], value=16)\n",
    "osp['fov'] = FieldSpec(osp, key=['object', 'angle'], value=0.5, flds=[0., 0.707, 1.], is_relative=True)\n",
    "osp['wvls'] = WvlSpec([('F', 0.5), (587.5618, 1.0), ('C', 0.5)], ref_wl=1)\n",
    "\n",
    "opm.radius_mode = True\n",
    "\n",
    "sm.gaps[0].thi=1e10\n",
    "\n",
    "def calc_curvature(n, fl):\n",
    "    return (n-1)*fl\n",
    "\n",
    "n_bk7 = 1.5168\n",
    "n_lasf9 = 1.85025\n",
    "n_f2 =  1.62005\n",
    "\n",
    "v_bk7 = 64.17\n",
    "v_lasf9 = 32.16\n",
    "v_f2 = 36.43\n",
    "# try for chaining a 3x telescope setup with a second 3x telescope setup\n",
    "f0 = 150\n",
    "f0_0 = (v_bk7-v_f2)*f0/v_bk7\n",
    "f0_1 = -f0_0*v_bk7/v_f2/1.2\n",
    "f0_actual = 1/(1/f0_0+1/f0_1)\n",
    "f1 = 40\n",
    "# 1/f = 1/f0 + 1/f1 = 1/f0 - v2/(f0*v1) = (v1-v2)/(v1*f0)\n",
    "# f0 = (v1-v2)*f/v1\n",
    "f1_0 = (v_bk7-v_f2)*f1/v_bk7\n",
    "f1_1 = -f1_0*v_bk7/v_f2\n",
    "print(f0_actual, f1_0, f1_1)\n",
    "f2 = 150\n",
    "f3 = 50\n",
    "\n",
    "f1_stacked = 2*f1\n",
    "\n",
    "r0 = calc_curvature(n_lasf9, f0)\n",
    "r0_0 = calc_curvature(n_bk7, f0_0)\n",
    "r0_1 = calc_curvature(n_f2, f0_1)\n",
    "r1 = calc_curvature(n_lasf9, f1)\n",
    "r1_0 = calc_curvature(n_bk7, f1_0)\n",
    "r1_1 = calc_curvature(n_f2, f1_1)\n",
    "r2 = calc_curvature(n_lasf9, f2)\n",
    "r3 = calc_curvature(n_lasf9, f3)\n",
    "\n",
    "sm.add_surface([r0_0, 2, 'N-BK7', 'Schott', 42/2])\n",
    "sm.add_surface([1e9, 2, 'N-F2', 'Schott', 42/2])\n",
    "#sm.add_surface([-r0_1, 180+2*f1])\n",
    "sm.add_surface([-r0_1, 180+2*36.])\n",
    "\n",
    "#sm.add_surface([r1_0, 6, 'N-BK7', 'Schott', 16])\n",
    "#sm.add_surface([1e9, 2, 'N-F2', 'Schott', 16])\n",
    "#sm.add_surface([-r1_1, 30])\n",
    "sm.add_surface([1e9, 2, 'N-LASF9', 'Schott', 16])\n",
    "sm.add_surface([-r1, f2+f3])\n",
    "\n",
    "#sm.add_surface([r2, 2, 'N-LASF9', 'Schott', 16])\n",
    "#sm.add_surface([1e9, f2+f3])\n",
    "#sm.add_surface([1e9, 2, 'N-LASF9', 'Schott', 16])\n",
    "#sm.add_surface([-r3, f3])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "a26f0ff4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aab1fc89c06c440c985317b08f6a9fd7",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\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=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opm.update_model()\n",
    "\n",
    "layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm, is_dark=isdark).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "85fd9885",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "efl              -228.7\n",
      "ffl               -1265\n",
      "pp1               -1494\n",
      "bfl               88.74\n",
      "ppk              -317.4\n",
      "f/#              -14.29\n",
      "m             2.287e-08\n",
      "red           4.373e+07\n",
      "obj_dist          1e+10\n",
      "obj_ang             0.5\n",
      "enp_dist             -0\n",
      "enp_radius            8\n",
      "na obj            8e-10\n",
      "n obj                 1\n",
      "img_dist          88.74\n",
      "img_ht           -1.995\n",
      "exp_dist         -63.84\n",
      "exp_radius        1.446\n",
      "na img          0.03497\n",
      "n img                 1\n",
      "optical invariant      0.06981\n"
     ]
    }
   ],
   "source": [
    "pm.first_order_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "8f39b24f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0bca24442d6f4e6e841edf78f618fc8a",
       "version_major": 2,
       "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=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# add a focusing mirror\n",
    "#sm.add_surface([100, 2, 1.85, 16])\n",
    "#sm.add_surface([1e9, 36])\n",
    "\n",
    "opm.update_model()\n",
    "\n",
    "opm.seq_model.gaps[-1].thi = opm.optical_spec.parax_data.fod.bfl - 9\n",
    "opm.update_model()\n",
    "\n",
    "layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm, is_dark=isdark).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "fbb733ef",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "79.74261314593804"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2fb975e6e46a4408815a23a167e3d1fd",
       "version_major": 2,
       "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=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#opm.seq_model.gaps[-1].thi -= 0.1\n",
    "opm.update_model()\n",
    "#spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, scale_type=Fit.User_Scale,\n",
    "#                      user_scale_value=0.1, is_dark=isdark).plot()\n",
    "abr_plt = plt.figure(FigureClass=RayFanFigure, opt_model=opm, data_type='Ray',\n",
    "                     scale_type=Fit.All_Same).plot()\n",
    "opm.seq_model.gaps[-1].thi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "95deb34e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "79.74261314593804"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6af20dbae95a4d0282af48753bff62cf",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\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=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#opm.seq_model.gaps[-1].thi -= 0.1\n",
    "opm.update_model()\n",
    "spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, is_dark=isdark).plot()\n",
    "\n",
    "opm.seq_model.gaps[-1].thi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "fe1bd365",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ef6a642da9c1435ba4e1bfcfce8fbfc7",
       "version_major": 2,
       "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=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm, is_dark=isdark).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "622fd615",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}