adjusting bounds

notebooks/SBI.ipynb

@@ -170,6 +170,30 @@
     "    \n",
     "    return output\n",
     "\n",
+    "# is it actually possible to set up a hierarchical model in this way?\n",
+    "# can we actually that the pendulums are actually on two different planets?\n",
+    "# how do you set up a simulator so that it knows about placing pendulums into groups?\n",
+    "def hierarchical_simulator(thetas):\n",
+    "    # just plop the pendulum within here\n",
+    "    length, theta, a_g = thetas\n",
+    "    #print('heres what were inputting', thetas, a_g)\n",
+    "    #length_percent_error_all, theta_percent_error_all, a_g_percent_error_all = \\\n",
+    "    #    percent_errors\n",
+    "    pendulum = Pendulum(\n",
+    "        pendulum_arm_length=float(length),\n",
+    "        starting_angle_radians=float(theta),\n",
+    "        acceleration_due_to_gravity=float(a_g),\n",
+    "        noise_std_percent={\n",
+    "            \"pendulum_arm_length\": 0.0,\n",
+    "            \"starting_angle_radians\": 0.1,\n",
+    "            \"acceleration_due_to_gravity\": 0.0,\n",
+    "        },\n",
+    "    )\n",
+    "    output = np.array(pendulum.create_object(np.linspace(0,2,100), noiseless=False))\n",
+    "    #torch.tensor(pendulum.create_object(0.75, noiseless=False))\n",
+    "    \n",
+    "    return output\n",
+    "\n",
     "def linear_gaussian(theta):\n",
     "    output = theta + 1.0 + torch.randn_like(theta) * 0.1\n",
     "    return output"