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Virtual spectrometer SCS Grating.ipynb 369 KiB
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   "source": [
    "model.save(\"VS_p5576_grating.joblib\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d7f95c2-e16d-43b2-a0c5-28a968490bb0",
   "metadata": {},
   "source": [
    "## Apply model in data not used in training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "dc56d30b-7db8-49ce-82ed-d01d8b6670d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "pes_test = {ch: pes_data[ch][n_test:, :] for ch in pes_data.keys()}\n",
    "gs_test = gs[n_test:, :]\n",
    "xgm_test = xgm[n_test:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "0d8054bb-8ad6-4ee4-8d0c-8ac4ee990179",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_test = model.predict(pes_test, pulse_energy=xgm_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "e087883a-43e3-4e19-9041-6740704d7df7",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_test[\"energy\"] = model.get_energy_values()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4f0861c-a124-4812-beb1-0b8cd56d89c1",
   "metadata": {},
   "source": [
    "Add Viking in the same dictionary for convinience. In practice this would not be done in inference: it is done here to validate the results obtained."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "a5bd5573-afc9-45b3-9f25-7c713e08dfa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_test[\"gs\"] = gs_test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e30cc51-41e0-4458-8867-f43605324fc6",
   "metadata": {},
   "source": [
    "Now we can plot it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "44e5df6a-dfc9-47ab-9f37-03fdd0687698",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot(data, i):\n",
    "    \"\"\"Plot prediction and expectation.\"\"\"\n",
    "    from matplotlib.gridspec import GridSpec\n",
    "    fig = plt.figure(figsize=(24, 8))\n",
    "    gs = GridSpec(1, 2)\n",
    "    ax = fig.add_subplot(gs[0, 0])\n",
    "    ax.plot(data[\"energy\"], data[\"gs\"][i], c='b', lw=3, label=\"Grating\")\n",
    "    ax.plot(data[\"energy\"], data[\"expected\"][i,0], c='r', ls='--', lw=3, label=\"Prediction\")\n",
    "    ax.fill_between(data[\"energy\"],\n",
    "                    data[\"expected\"][i,0] - data[\"residual\"][i,0],\n",
    "                    data[\"expected\"][i,0] + data[\"residual\"][i,0],\n",
    "                    facecolor='gold', alpha=0.5, label=\"68% unc.\")\n",
    "    ax.legend(frameon=False, borderaxespad=0, loc='upper left')\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.set(\n",
    "            xlabel=\"Photon energy [eV]\",\n",
    "            ylabel=\"Intensity [a.u.]\",\n",
    "            title=\"Comparing with the original Viking\",\n",
    "    )\n",
    "    ax = fig.add_subplot(gs[0, 1])\n",
    "    gs_smooth = fftconvolve(data[\"gs\"][i], model.impulse_response, mode=\"same\")\n",
    "    ax.plot(data[\"energy\"], gs_smooth, c='b', lw=3, label=\"Grating (convolved to VS resolution)\")\n",
    "    ax.plot(data[\"energy\"], data[\"expected\"][i,0], c='r', ls='--', lw=3, label=\"Prediction\")\n",
    "    ax.fill_between(data[\"energy\"],\n",
    "                    data[\"expected\"][i,0] - data[\"residual\"][i,0],\n",
    "                    data[\"expected\"][i,0] + data[\"residual\"][i,0],\n",
    "                    facecolor='gold', alpha=0.5, label=\"68% unc.\")\n",
    "    ax.legend(frameon=False, borderaxespad=0, loc='upper left')\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.set(\n",
    "            xlabel=\"Photon energy [eV]\",\n",
    "            ylabel=\"Intensity [a.u.]\",\n",
    "            title=\"Same, with smoothened Grating\",\n",
    "    )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9bb6495-51db-4775-ba91-c7b936dc0b33",
   "metadata": {},
   "source": [
    "These are the last 10 train IDs, which were not used in training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "373ca950-0378-4d7d-96ca-57ad951ebbf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(vs_test, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "cb587a4d-dbf6-4f96-9c71-62a72619cbfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(vs_test, 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f0f3f20-060a-488a-9f61-6b4cb3cf1614",
   "metadata": {},
   "source": [
    "# Apply it in new data without Viking"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d99852b3-ec27-44e7-bd63-056fa3804810",
   "metadata": {},
   "source": [
    "Retrieve PES and XGM data into the expected format.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "afd8d85c-d6f0-4fff-9e90-79a99363aca8",
   "metadata": {},
   "outputs": [],
   "source": [
    "runTest = 70\n",
    "\n",
    "# bunch pattern table\n",
    "field_bpt = [\n",
    "             {'bunchPatternTable': {'source': 'SA3_BR_UTC/TSYS/TIMESERVER:outputBunchPattern',\n",
    "                                    'key': 'data.bunchPatternTable',\n",
    "                                    'dim': ['pulses'],\n",
    "                                   },\n",
    "              },\n",
    "            ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "83fe11bc-aa8b-4037-aa15-4a36e3104bf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pes_to_spec.model import Model\n",
    "model = Model.load(\"VS_p5576_grating.joblib\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "6115d454-d695-441e-b70f-40ac4a336355",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "XTD10_SA3: only 92.4% of trains (5914 out of 6402) contain data.\n",
      "navitar: only 72.0% of trains (4608 out of 6402) contain data.\n",
      "energy: only 72.0% of trains (4608 out of 6402) contain data.\n"
     ]
    }
   ],
   "source": [
    "_, data_inf = tb.load(proposal, runTest, fields + field_bpt)\n",
    "\n",
    "# transform PES data into the format expected\n",
    "pes_data_inf = {k: da.from_array(data_inf[item].to_numpy())\n",
    "            for k, item in pes_map.items() if item in data_inf}\n",
    "xgm_inf = data_inf.XTD10_SA3.isel(sa3_pId=0).to_numpy()[:, np.newaxis]\n",
    "\n",
    "# assume it does not change:\n",
    "bpt_inf = data_inf.bunchPatternTable.isel(trainId=0).to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "61361cb1-4ae6-4651-ad98-05504386ef4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# assume the same bunch pattern structure throughout the run!\n",
    "fel_pos = indices_at_sase(bpt_inf, sase=3)\n",
    "fel_pos -= fel_pos[0]\n",
    "freq_ratio = {ch: 220 for ch in channels}\n",
    "sample_pos = {ch: fel_pos * 2 * freq for ch, freq in freq_ratio.items()}\n",
    "pulse_spacing = sample_pos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "432794bf-969e-404f-a087-1961c1b93736",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'channel_1_A': array([0]),\n",
       " 'channel_1_B': array([0]),\n",
       " 'channel_1_C': array([0]),\n",
       " 'channel_1_D': array([0]),\n",
       " 'channel_3_A': array([0]),\n",
       " 'channel_3_B': array([0]),\n",
       " 'channel_3_C': array([0]),\n",
       " 'channel_3_D': array([0]),\n",
       " 'channel_4_A': array([0]),\n",
       " 'channel_4_B': array([0]),\n",
       " 'channel_4_C': array([0]),\n",
       " 'channel_4_D': array([0])}"
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pulse_spacing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4627fd62-348b-4db8-aace-35d4f354be71",
   "metadata": {},
   "source": [
    "If there are multiple pulses in a train, the pulse spacing above tells us about how many samples there are between them. The first item in the list above is always zero, as the task of identifying the position of the first pulse is taken care through the Virtual Spectrometer itself.\n",
    "\n",
    "Now we can do the prediction itself. To get each pulse in a train, the `pulse_spacing` should be specified as the one above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "d9f267f7-3e0d-4101-97f0-019c837b5e5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_inf = model.predict(pes_data_inf, pulse_energy=xgm_inf, pulse_spacing=pulse_spacing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "2be3b1ac-5e21-4503-b763-ba7723b808c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs_inf[\"energy\"] = model.get_energy_values()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdd39379-bb88-4717-bcf5-beb4440daf78",
   "metadata": {},
   "source": [
    "Now we can plot it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "c9ea5c57-cdf3-4268-856f-44b48cd3fb69",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_new(data, i):\n",
    "    \"\"\"Plot prediction and expectation.\"\"\"\n",
    "    from matplotlib.gridspec import GridSpec\n",
    "    fig = plt.figure(figsize=(12, 8))\n",
    "    gs = GridSpec(1, 1)\n",
    "    ax = fig.add_subplot(gs[0, 0])\n",
    "    ax.plot(data[\"energy\"], data[\"expected\"][i,0], c='r', ls='--', lw=3, label=\"Prediction\")\n",
    "    ax.fill_between(data[\"energy\"],\n",
    "                    data[\"expected\"][i,0] - data[\"residual\"][i,0],\n",
    "                    data[\"expected\"][i,0] + data[\"residual\"][i,0],\n",
    "                    facecolor='gold', alpha=0.5, label=\"68% unc.\")\n",
    "    ax.legend(frameon=False, borderaxespad=0, loc='upper left')\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.set(\n",
    "            xlabel=\"Photon energy [eV]\",\n",
    "            ylabel=\"Intensity [a.u.]\",\n",
    "            title=\"\",\n",
    "    )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "99256b0f-780d-4a20-bc70-6e0b894c584c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_new(vs_inf, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ae94611-5d71-4c11-806c-04905607be1d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "SCS Toolbox (p005576)",
   "language": "python",
   "name": "toolbox_p005576"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}