diff --git "a/test.ipynb" "b/test.ipynb"
new file mode 100644--- /dev/null
+++ "b/test.ipynb"
@@ -0,0 +1,59796 @@
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+ },
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import plotly.express as px\n",
+ "\n",
+ "fig = px.scatter_3d(df_grouped, x='WT', y='HT', z='AGE', color='Gender', \n",
+ " color_discrete_map = {0:'blue',1:'red'}, hover_data=['ID'])\n",
+ "\n",
+ "fig.update_layout(coloraxis_showscale=False, margin=dict(l=0, r=0, b=0, t=0))\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def getProfileFromID(id):\n",
+ " return df_grouped[df_grouped.ID==id].iloc[0, 1:].to_list()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# save df_grouped to csv\n",
+ "df_grouped.to_csv('profile_processed.csv', index=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# compare different patient profiles"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "- Inputs: patient profile, BIS trace with implusive noise, noise level\n",
+ "- Outputs: PID parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(7000,)"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "np.load(\"result.npy\")['BIS'].shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from fmpy import *\n",
+ "from fmpy import read_model_description, extract\n",
+ "from fmpy.fmi2 import FMU2Slave\n",
+ "import numpy as np\n",
+ "import shutil\n",
+ "import pandas as pd\n",
+ "import random\n",
+ "import plotly.graph_objects as go"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "derivative_control = False\n",
+ "input_noise = False\n",
+ "moving_average = False\n",
+ "output_noise = False\n",
+ "show_original = False\n",
+ "\n",
+ "def simulation(id):\n",
+ " profile = getProfileFromID(id)\n",
+ " age = profile[0]\n",
+ " weight = profile[1]\n",
+ " height = profile[2]\n",
+ " gender = profile[3]\n",
+ " vrs = {}\n",
+ " fmu = 'Pharmacokinetics_4_comportmental_model_PI_ref_FMU_base4_OAAS_lnx.fmu'\n",
+ " model_description = read_model_description(fmu)\n",
+ " for variable in model_description.modelVariables:\n",
+ " vrs[variable.name] = variable.valueReference\n",
+ " start_time = 0.0\n",
+ " stop_time = 7000\n",
+ " step_size = 1\n",
+ " unzipdir = extract(fmu)\n",
+ " fmu = FMU2Slave(guid=model_description.guid,\n",
+ " unzipDirectory=unzipdir,\n",
+ " modelIdentifier=model_description.coSimulation.modelIdentifier,\n",
+ " instanceName='instance1')\n",
+ "\n",
+ " # initialize\n",
+ " fmu.instantiate()\n",
+ " fmu.setupExperiment(startTime=start_time)\n",
+ " fmu.enterInitializationMode()\n",
+ " fmu.exitInitializationMode()\n",
+ "\n",
+ " fmu.setReal([vrs[\"amesim_interface.Age_year\"]], [age])\n",
+ " fmu.setReal([vrs[\"amesim_interface.BIS0\"]], [95.6])\n",
+ " fmu.setReal([vrs[\"amesim_interface.BISmin\"]], [8.9])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Drug_concentration_mgmL\"]], [20])\n",
+ " fmu.setReal([vrs[\"amesim_interface.EC50\"]], [2.23])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Gamma\"]], [1.58])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Gender_0male_1female\"]], [gender])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Height_cm\"]], [height])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Infusion_rate_mLh\"]], [200])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Weight_kg\"]], [weight])\n",
+ " vr_input = vrs[\"amesim_interface.Infusion_rate_mLh\"]\n",
+ " vr_output = vrs[\"amesim_interface.BIS_Index\"]\n",
+ "\n",
+ "\n",
+ " rows = [] # list to record the results\n",
+ " time = start_time\n",
+ " infusion_rate = 200\n",
+ " i = 0\n",
+ " target = 30\n",
+ " last_error = 0\n",
+ " last_bis = 0\n",
+ " bis_history = []\n",
+ " kp = 4\n",
+ " ki = 0.01\n",
+ " kd = kd if derivative_control else 0\n",
+ " # simulation loop\n",
+ " while time < stop_time:\n",
+ "\n",
+ " if time >= 2.4e3 and time < 4.5e3:\n",
+ " target = 70\n",
+ " p = 0\n",
+ " i = 0\n",
+ " if time >= 4.5e3:\n",
+ " target = 30\n",
+ " p = 0\n",
+ " i = 0\n",
+ "\n",
+ " bis = fmu.getReal([int(vr_output)])[0] if time > step_size else 95.6\n",
+ " if input_noise:\n",
+ " bis += add_noise(min, max, std, mean)\n",
+ " if moving_average:\n",
+ " bis_history.append(bis)\n",
+ " bis = bis if time <= window_size else np.mean(bis_history[-window_size:])\n",
+ " p = bis - target\n",
+ " i = i + p\n",
+ " d = p - last_error\n",
+ " last_error = p\n",
+ " infusion_rate = np.clip(kp*p + ki*i + kd*d, 0, 200)\n",
+ " if output_noise:\n",
+ " infusion_rate += gen_pulsive_noise(time, min_pul, max_pul)\n",
+ " \n",
+ " fmu.setReal([vr_input], [int(infusion_rate)])\n",
+ " \n",
+ " # perform one step\n",
+ " fmu.doStep(currentCommunicationPoint=time, communicationStepSize=step_size)\n",
+ "\n",
+ " # advance the time\n",
+ " time += step_size\n",
+ " # get the values for 'inputs' and 'outputs[4]'\n",
+ " inputs, outputs = fmu.getReal([int(vr_input), int(vr_output)])\n",
+ "\n",
+ " # append the results\n",
+ " rows.append((time, bis, inputs))\n",
+ "\n",
+ " fmu.terminate()\n",
+ " fmu.freeInstance()\n",
+ " shutil.rmtree(unzipdir, ignore_errors=True)\n",
+ " result = np.array(rows, dtype=np.dtype([('time', np.float64), ('BIS', np.float64), ('Infusion', np.float64)]))\n",
+ " df = pd.DataFrame(result) \n",
+ " df['ID'] = id\n",
+ " return df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[WARNING] Pharmacokinetics_4_comportmental_model_PI_ref_FMU_base4_OAAS_fmi2Instantiate: the AME environment variable is undefined. Simulation could fail if the model requires datas from the Simcenter Amesim distribution\n",
+ "[WARNING] Pharmacokinetics_4_comportmental_model_PI_ref_FMU_base4_OAAS_fmi2Instantiate: the AME environment variable is undefined. Simulation could fail if the model requires datas from the Simcenter Amesim distribution\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
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+ "data": [
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+ "source": [
+ "IDs = [6, 22]\n",
+ "\n",
+ "df_all = pd.concat([simulation(id) for id in IDs])\n",
+ "fig1 = go.Figure()\n",
+ "for id in IDs:\n",
+ " df_age = df_all[df_all['ID'] == id]\n",
+ " fig1.add_trace(go.Scatter(x=df_age.index, y=df_age['BIS'], mode='lines', name=f'BIS for patient {id}'))\n",
+ "\n",
+ "fig1.update_layout(height=400, width=1200, title_text=\"BIS evolution\")\n",
+ "fig1.show()\n",
+ "\n",
+ "fig2 = go.Figure()\n",
+ "for id in IDs:\n",
+ " df_age = df_all[df_all['ID'] == id]\n",
+ " fig2.add_trace(go.Scatter(x=df_age.index, y=df_age['Infusion'], mode='lines', name=f'Infusion rate for patient {id}'))\n",
+ "\n",
+ "fig2.update_layout(height=400, width=1200, title_text=\"Infusion rate evolution\")\n",
+ "fig2.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "def add_noise(min, max, std, mean):\n",
+ " return np.clip(np.random.normal(mean, std), min, max)\n",
+ "\n",
+ "def gen_pulsive_noise(count, min_val, max_val):\n",
+ " pulse = 0\n",
+ " n = count // 100 # Use integer division to get the floor of count / 100\n",
+ " start = 100 * n\n",
+ " end = start + 50\n",
+ " if (count > start and count < end and n % 15 == 0):\n",
+ " pulse = random.randint(min_val, max_val)\n",
+ " \n",
+ " return pulse\n",
+ "def simulation(input_noise, output_noise, min, max, std, mean, min_pul, max_pul, kd, show_original, derivative_control, moving_average, window_size):\n",
+ " vrs = {}\n",
+ " fmu = 'Pharmacokinetics_4_comportmental_model_PI_ref_FMU_base4_OAAS_lnx.fmu'\n",
+ " model_description = read_model_description(fmu)\n",
+ " for variable in model_description.modelVariables:\n",
+ " vrs[variable.name] = variable.valueReference\n",
+ " start_time = 0.0\n",
+ " stop_time = 7000\n",
+ " step_size = 1\n",
+ " unzipdir = extract(fmu)\n",
+ "\n",
+ " fmu = FMU2Slave(guid=model_description.guid,\n",
+ " unzipDirectory=unzipdir,\n",
+ " modelIdentifier=model_description.coSimulation.modelIdentifier,\n",
+ " instanceName='instance1')\n",
+ "\n",
+ " # initialize\n",
+ " fmu.instantiate()\n",
+ " fmu.setupExperiment(startTime=start_time)\n",
+ " fmu.enterInitializationMode()\n",
+ " fmu.exitInitializationMode()\n",
+ "\n",
+ " fmu.setReal([vrs[\"amesim_interface.Age_year\"]], [60])\n",
+ " fmu.setReal([vrs[\"amesim_interface.BIS0\"]], [95.6])\n",
+ " fmu.setReal([vrs[\"amesim_interface.BISmin\"]], [8.9])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Drug_concentration_mgmL\"]], [20])\n",
+ " fmu.setReal([vrs[\"amesim_interface.EC50\"]], [2.23])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Gamma\"]], [1.58])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Gender_0male_1female\"]], [1])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Height_cm\"]], [168])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Infusion_rate_mLh\"]], [200])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Weight_kg\"]], [75])\n",
+ " vr_input = vrs[\"amesim_interface.Infusion_rate_mLh\"]\n",
+ " vr_output = vrs[\"amesim_interface.BIS_Index\"]\n",
+ "\n",
+ " \n",
+ " rows = [] # list to record the results\n",
+ " time = start_time\n",
+ " infusion_rate = 200\n",
+ " i = 0\n",
+ " target = 30\n",
+ " last_error = 0\n",
+ " last_bis = 0\n",
+ " bis_history = []\n",
+ " kp = 4\n",
+ " ki = 0.01\n",
+ " kd = kd if derivative_control else 0\n",
+ " # simulation loop\n",
+ " while time < stop_time:\n",
+ "\n",
+ " if time >= 2.4e3 and time < 4.5e3:\n",
+ " target = 70\n",
+ " p = 0\n",
+ " i = 0\n",
+ " if time >= 4.5e3:\n",
+ " target = 30\n",
+ " p = 0\n",
+ " i = 0\n",
+ "\n",
+ " bis = fmu.getReal([int(vr_output)])[0] if time > step_size else 95.6\n",
+ " if input_noise:\n",
+ " bis += add_noise(min, max, std, mean)\n",
+ " if moving_average:\n",
+ " bis_history.append(bis)\n",
+ " bis = bis if time <= window_size else np.mean(bis_history[-window_size:])\n",
+ " p = bis - target\n",
+ " i = i + p\n",
+ " d = p - last_error\n",
+ " last_error = p\n",
+ " infusion_rate = np.clip(kp*p + ki*i + kd*d, 0, 200)\n",
+ " if output_noise:\n",
+ " infusion_rate += gen_pulsive_noise(time, min_pul, max_pul)\n",
+ " \n",
+ " fmu.setReal([vr_input], [int(infusion_rate)])\n",
+ " \n",
+ " # perform one step\n",
+ " fmu.doStep(currentCommunicationPoint=time, communicationStepSize=step_size)\n",
+ "\n",
+ " # advance the time\n",
+ " time += step_size\n",
+ " # get the values for 'inputs' and 'outputs[4]'\n",
+ " inputs, outputs = fmu.getReal([int(vr_input), int(vr_output)])\n",
+ "\n",
+ " # append the results\n",
+ " rows.append((time, bis, inputs))\n",
+ "\n",
+ " fmu.terminate()\n",
+ " fmu.freeInstance()\n",
+ " shutil.rmtree(unzipdir, ignore_errors=True)\n",
+ " result = np.array(rows, dtype=np.dtype([('time', np.float64), ('BIS', np.float64), ('Infusion', np.float64)]))\n",
+ " df = pd.DataFrame(result) \n",
+ " trace1 = go.Scatter(x=df.index, y=df['BIS'], mode='lines', name='BIS')\n",
+ " fig1 = go.Figure(data=trace1)\n",
+ " fig1.update_layout(height=400, width=1200, title_text=\"BIS evolution\")\n",
+ "\n",
+ " # Add a line trace for column_2 in the second subplot\n",
+ " trace2 = go.Scatter(x=df.index, y=df['Infusion'], mode='lines', name='Infusion rate')\n",
+ " fig2 = go.Figure(data=trace2)\n",
+ " fig2.update_layout(height=400, width=1200, title_text=\"Infusion rate evolution\")\n",
+ " if show_original:\n",
+ " if input_noise:\n",
+ " result_baseline = np.load(\"result_gaussian.npy\")\n",
+ " elif output_noise:\n",
+ " result_baseline = np.load(\"result_pulsive.npy\")\n",
+ " df_original = pd.DataFrame(result_baseline)\n",
+ " fig1.add_trace(go.Scatter(x=df_original.index, y=df_original['BIS'], mode='lines', name='BIS original', line=dict(color=\"red\"), opacity=0.5))\n",
+ " fig2.add_trace(go.Scatter(x=df_original.index, y=df_original['Infusion'], mode='lines', name='Infusion rate original', line=dict(color=\"red\"), opacity=0.5))\n",
+ "\n",
+ " return fig1, fig2 "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# add custom BIS target and noise"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from fmpy import *\n",
+ "from fmpy import read_model_description, extract\n",
+ "from fmpy.fmi2 import FMU2Slave\n",
+ "import numpy as np\n",
+ "import shutil\n",
+ "import pandas as pd\n",
+ "import random\n",
+ "import plotly.graph_objects as go\n",
+ "import json\n",
+ "\n",
+ "df_profile = pd.read_csv(\"profile_processed.csv\")\n",
+ "def getProfileFromID(id):\n",
+ " return df_profile[df_profile.ID==id].iloc[0, 1:].to_list()\n",
+ "\n",
+ "def simulation(id, kp, ki, kd, bis_target=40, min_noise=50, max_noise=150):\n",
+ " profile = getProfileFromID(id)\n",
+ " age = profile[0]\n",
+ " weight = profile[1]\n",
+ " height = profile[2]\n",
+ " gender = profile[3]\n",
+ " vrs = {}\n",
+ " fmu = 'Pharmacokinetics_4_comportmental_model_PI_ref_FMU_base4_OAAS_lnx.fmu'\n",
+ " model_description = read_model_description(fmu)\n",
+ " for variable in model_description.modelVariables:\n",
+ " vrs[variable.name] = variable.valueReference\n",
+ " start_time = 0.0\n",
+ " stop_time = 7000\n",
+ " step_size = 1\n",
+ " unzipdir = extract(fmu)\n",
+ "\n",
+ " fmu = FMU2Slave(guid=model_description.guid,\n",
+ " unzipDirectory=unzipdir,\n",
+ " modelIdentifier=model_description.coSimulation.modelIdentifier,\n",
+ " instanceName='instance1')\n",
+ "\n",
+ " # initialize\n",
+ " fmu.instantiate()\n",
+ " fmu.setupExperiment(startTime=start_time)\n",
+ " fmu.enterInitializationMode()\n",
+ " fmu.exitInitializationMode()\n",
+ "\n",
+ " fmu.setReal([vrs[\"amesim_interface.Age_year\"]], [age])\n",
+ " fmu.setReal([vrs[\"amesim_interface.BIS0\"]], [95.6])\n",
+ " fmu.setReal([vrs[\"amesim_interface.BISmin\"]], [8.9])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Drug_concentration_mgmL\"]], [20])\n",
+ " fmu.setReal([vrs[\"amesim_interface.EC50\"]], [2.23])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Gamma\"]], [1.58])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Gender_0male_1female\"]], [gender])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Height_cm\"]], [height])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Infusion_rate_mLh\"]], [200])\n",
+ " fmu.setReal([vrs[\"amesim_interface.Weight_kg\"]], [weight])\n",
+ " vr_input = vrs[\"amesim_interface.Infusion_rate_mLh\"]\n",
+ " vr_output = vrs[\"amesim_interface.BIS_Index\"]\n",
+ "\n",
+ " \n",
+ " rows = [] # list to record the results\n",
+ " time = start_time\n",
+ " infusion_rate = 200\n",
+ " i = 0\n",
+ " target = bis_target\n",
+ " last_error = 0\n",
+ " # simulation loop\n",
+ " impulsive_noise = random.randint(min_noise, max_noise)\n",
+ " print(\"noise level:\", impulsive_noise)\n",
+ " while time < stop_time:\n",
+ "\n",
+ " if time >= 2.4e3 and time < 4.5e3:\n",
+ " target = 70\n",
+ " p = 0\n",
+ " i = 0\n",
+ " if time >= 4.5e3:\n",
+ " target = bis_target\n",
+ " p = 0\n",
+ " i = 0\n",
+ "\n",
+ " bis = fmu.getReal([int(vr_output)])[0] if time > step_size else 95.6\n",
+ " p = bis - target\n",
+ " i = i + p\n",
+ " d = p - last_error\n",
+ " last_error = p\n",
+ " infusion_rate = np.clip(kp*p + ki*i + kd*d, 0, 200)\n",
+ "\n",
+ " # add impulsive noise to infusion rate\n",
+ " n = time // 100 \n",
+ " start = 100 * n\n",
+ " end = start + 50\n",
+ " if (time > start and time < end and n % 15 == 0):\n",
+ " infusion_rate += impulsive_noise\n",
+ " \n",
+ " fmu.setReal([vr_input], [int(infusion_rate)])\n",
+ " \n",
+ " # perform one step\n",
+ " fmu.doStep(currentCommunicationPoint=time, communicationStepSize=step_size)\n",
+ "\n",
+ " # advance the time\n",
+ " time += step_size\n",
+ " # get the values for 'inputs' and 'outputs[4]'\n",
+ " inputs, outputs = fmu.getReal([int(vr_input), int(vr_output)])\n",
+ "\n",
+ " # append the results\n",
+ " rows.append((time, bis, inputs))\n",
+ "\n",
+ " fmu.terminate()\n",
+ " fmu.freeInstance()\n",
+ " shutil.rmtree(unzipdir, ignore_errors=True)\n",
+ " result = np.array(rows, dtype=np.dtype([('time', np.float64), ('BIS', np.float64), ('Infusion', np.float64)]))\n",
+ " return result, impulsive_noise\n",
+ "\n",
+ "def plot_result(result, show_original): \n",
+ " df = pd.DataFrame(result)\n",
+ " trace1 = go.Scatter(x=df.index, y=df['BIS'], mode='lines', name='BIS')\n",
+ " fig1 = go.Figure(data=trace1)\n",
+ " fig1.update_layout(height=400, width=1200, title_text=\"BIS evolution\")\n",
+ "\n",
+ " # Add a line trace for column_2 in the second subplot\n",
+ " trace2 = go.Scatter(x=df.index, y=df['Infusion'], mode='lines', name='Infusion rate')\n",
+ " fig2 = go.Figure(data=trace2)\n",
+ " fig2.update_layout(height=400, width=1200, title_text=\"Infusion rate evolution\")\n",
+ " if show_original:\n",
+ " result_baseline = np.load(\"result_impulsive.npy\")\n",
+ " df_original = pd.DataFrame(result_baseline)\n",
+ " fig1.add_trace(go.Scatter(x=df_original.index, y=df_original['BIS'], mode='lines', name='BIS original', line=dict(color=\"red\"), opacity=0.5))\n",
+ " fig2.add_trace(go.Scatter(x=df_original.index, y=df_original['Infusion'], mode='lines', name='Infusion rate original', line=dict(color=\"red\"), opacity=0.5))\n",
+ " else: \n",
+ " np.save(\"result_impulsive.npy\", result)\n",
+ " return fig1, fig2 \n",
+ "\n",
+ "def gradio_display_profile(id):\n",
+ " profile = getProfileFromID(id)\n",
+ " gender = \"Male\" if profile[3] == 0 else \"Female\"\n",
+ " data = {}\n",
+ " data[\"age\"] = [profile[0]]\n",
+ " data[\"weight\"] = [profile[1]]\n",
+ " data[\"height\"] = [profile[2]]\n",
+ " data[\"gender\"] = [gender]\n",
+ " df = pd.DataFrame(data)\n",
+ " return df\n",
+ "\n",
+ "def gradio_simulation(id, kp, ki, kd, show_original, bis_target, min_noise, max_noise):\n",
+ " result, noise_level = simulation(id, kp, ki, kd, bis_target, min_noise, max_noise)\n",
+ " fig1, fig2 = plot_result(result, show_original)\n",
+ " return fig1, fig2, noise_level\n",
+ "\n",
+ "def gradio_save(id, kp, ki, kd, bis_target, min_noise, max_noise):\n",
+ " result, noise_level = simulation(id, kp, ki, kd, bis_target, min_noise, max_noise)\n",
+ " patient_profile = getProfileFromID(id)\n",
+ "\n",
+ "\n",
+ " # Assuming patient_profile is a list of 4 integers, bis_trace is a list of 7000 floats, and kp, ki, kd are floats\n",
+ " data = {\n",
+ " 'inputs': {\n",
+ " 'patient_profile': {\n",
+ " 'age': patient_profile[0],\n",
+ " 'weight': patient_profile[1],\n",
+ " 'height': patient_profile[2],\n",
+ " 'gender': patient_profile[3]\n",
+ " },\n",
+ " 'bis_trace': result['BIS'].tolist(),\n",
+ " 'noise_level': noise_level\n",
+ " },\n",
+ " 'outputs': {\n",
+ " 'kp': kp,\n",
+ " 'ki': ki,\n",
+ " 'kd': kd\n",
+ " }\n",
+ " }\n",
+ " with open(f'saved_data/patient-{id}.json', 'w') as f:\n",
+ " json.dump(data, f)\n",
+ " return \"Saved\"\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[WARNING] Pharmacokinetics_4_comportmental_model_PI_ref_FMU_base4_OAAS_fmi2Instantiate: the AME environment variable is undefined. Simulation could fail if the model requires datas from the Simcenter Amesim distribution\n",
+ "noise level: 65\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Saved'"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "gradio_save(0, 4, 0.01, 131, 40, 50, 150)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "base",
+ "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": "3.8.18"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}