{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "XTyhRFrqMKPQ" }, "source": [ "# Create custom equi-depth histogrammers\n", "\n", "SPCSim provides 4t EDH implementations `BaseEDHSPC`, `HEDHBaseClass`, `PEDHBaseClass` and `PEDHOptimized`. The HEDHBaseClass and PEDHBaseClass inherit BaseEDHSPC class and PEDHOptimized inherits PEDHBaseClass.\n", "\n", "\n", "The BaseEDHSPC returns the ground truth EDH `gtedh` and Oracle EDH `oedh`. gtedh is the ED histogram for the known/simulated true transient and oedh is the ED histogram computed after storing all the photon timestamps captured by the SPC hence the term 'oracle'.\n", "\n", "To create a variant of HEDH or PEDH, inheriting the respective base classes is a good start. HEDH and PEDH have some fundamental differences in their operation which justifice the design choice of creating two differen base classes.\n", "\n", "The EDH class methods modularize the task of creating new variants of EDH. Some of the methods and their functionalities are as follows:\n", "\n", "## BaseEDHSPC class methods\n", "\n", "* `get_ts_from_hist` : Use this method to convert the one-hot encoded photon detection vectors to photon time-stamps which can later be used to compute the early and late photons.\n", "\n", "* `capture` : The capture method is inherited from the `BaseDtofSPC` class and needs to be overwritten when creating a fundamentally new EDH. For example `HEDHBaseClass`, `PEDHBaseClass` overwrite different implementations of the capture method but the `PEDHOptimized` class inherits the capture method of `PEDHBaseClass` instead of overwriting it.\n", "\n", "* `ewh2edh`: This method is used to compute the ED histogram from a captured EW histogram.\n", "\n", "\n", "## HEDHBaseClass methods and attributes\n", "\n", "* `set_idx_lists`: Method to initialize indxing lists.\n", "\n", "* `clip_left` and `clip_right`: These lists are useful to compute the early and late photon streams following the hierachical flow.\n", "\n", "* `set_decay_schedule` is called in the class constructor and is used to create different decay schedules to reduce the overall step size over time hence reducing the standard deviation in CV values over time.\n", "\n", "* `update_edh`: Main method that determines how the CV values of EDH binners are updated. Any variant o f update_edh will have similar outline:\n", "\n", " * Call `update_delta_mask` to enable or disable updates to the CV value of different binner. For a pixel in i^th row and j^th column setting delta_mask[i,j,k] = 0 will disable any updates to the k^th binboundary.\n", "\n", " * Get the timestamp vector using `get_ts_from_hist`.\n", "\n", " * Compute the early and late photons using `update_pa_pb_kp`.\n", "\n", " * Compute `delta`, the ratio of difference between in early and late photons to the total photons using `update_delta`.\n", "\n", " * Depending on the stepping strategy you can use the value of `delta` to compute the final step size for all the binners and save it in attribute `prev_step`.\n", "\n", " * Finally use `apply_edh_step` and increment the laser cycle counter `cy_cnt` by one and return the updated EDH boundary values stored in `e1`.\n", "\n", "Most methods are common for `HEDHBaseClass` and `PEDHBaseClass` but with some difference in the implementation based on the inherent nature of how they work." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "gQn4hsDqMDOk" }, "outputs": [], "source": [ "SPCSim\n", "pip install ." ] }, { "cell_type": "markdown", "metadata": { "id": "7E2SMro38TFH" }, "source": [ "## Creating a custom HEDH variant1\n" ] }, { "cell_type": "markdown", "metadata": { "id": "iPbzOBNOIfg-" }, "source": [ "**Setting up the experiment**\n", "\n", "Setting the distance = 0.1 of maximum distance, laser pulse width FWHM = 2ns. Creating PerPixelLoader and TransientGenerator objects to simulate true transient for specific scene distance and signal-background photon flux." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "executionInfo": { "elapsed": 151, "status": "ok", "timestamp": 1736379821285, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "3DpAng2jBxMP" }, "outputs": [], "source": [ "from SPCSim.data_loaders.perpixel_loaders import PerPixelLoader\n", "from SPCSim.data_loaders.transient_loaders import TransientGenerator\n", "from SPCSim.utils import plot_transient\n", "import matplotlib.pyplot as plt\n", "from SPCSim.sensors.dtof import HEDHBaseClass, PEDHBaseClass\n", "import torch\n", "from SPCSim.utils.plot_utils import plot_transient, plot_edh, plot_edh_traj\n", "from SPCSim.postproc.edh_postproc import PostProcEDH\n", "import numpy as np\n", "\n", "min_dist = 0.1\n", "FWHM = 3\n", "N_edhbins = 8\n", "N_pulses = 2000\n", "\n", "\n", "# Simulating results for distance = 0.1*dmax\n", "PixLdr = PerPixelLoader(min_dist = min_dist,\n", " tmax = 100,\n", " sig_bkg_list = [\n", " [1.0,2.0]],\n", " device = \"cpu\")\n", "\n", "# Generate the per pixel data\n", "data = PixLdr.get_data()\n", "\n", "\n", "# Creating transient generator with laser time period of 100ns, FWHM 1 and with\n", "# laser time period divided into 1000 equal time-bins\n", "tr_gen = TransientGenerator(N_tbins = 1000, tmax = PixLdr.tmax, FWHM = FWHM)\n", "\n", "\n", "# Using the get function to generate the transient\n", "# for a given distance, albedo, intensity, and illumination condition\n", "phi_bar = tr_gen.get_transient(data[\"gt_dist\"],\n", " data[\"albedo\"],\n", " data[\"albedo\"],\n", " data[\"alpha_sig\"],\n", " data[\"alpha_bkg\"])\n", "\n", "\n", "# Setting the dimensions, device, number of EWH bins per pixel\n", "# and number of laser pulses\n", "\n", "Nr, Nc, N_tbins = phi_bar.shape\n", "device = PixLdr.device\n" ] }, { "cell_type": "markdown", "metadata": { "id": "6UMK1LLAJOn2" }, "source": [ "**Implementing HEDH variant 1**\n", "\n", "First example is a simple variant of HEDH where each binner updates the step size by 1 and all levels run for the complete exposure time." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "executionInfo": { "elapsed": 166, "status": "ok", "timestamp": 1736378352676, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "io4pnc7qE2Ki" }, "outputs": [], "source": [ "\n", "# Crearting the HEDH variant class\n", "class HEDHVariant1(HEDHBaseClass):\n", " def __init__(self,\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " dead_time = 0,\n", " seed = 0,\n", " save_traj = True,\n", " pix_r = 0,\n", " pix_c = 0,\n", " step_params = {}):\n", " HEDHBaseClass.__init__(\n", " self,\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " seed = seed,\n", " save_traj = save_traj,\n", " pix_r = pix_r,\n", " pix_c = pix_c,\n", " step_params = step_params)\n", "\n", " # Overloading method to set the step size = 1 for all the laser cycles. Unlike\n", " # baseclass this removes the requirement of N_pulses to be multiple of N_levels\n", " def set_decay_schedule(self):\n", " r\"\"\" Method to set the stepping schedule for 16 bin EDH\n", " \"\"\"\n", " self.decay_schedule = []\n", "\n", " for i in range(self.N_pulses):\n", " self.decay_schedule.append(1)\n", "\n", " # Overload the method to enable all the binners to update for the complete exposure time\n", " def update_delta_mask(self):\n", " self.delta_mask = self.delta_mask*0 + 1" ] }, { "cell_type": "markdown", "metadata": { "id": "zPOCo-BYJWaV" }, "source": [ "Simulating the custom HEDH variant for desired number of cycles and plotting the trajectories of CV values for all the binners." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 479 }, "executionInfo": { "elapsed": 5281, "status": "ok", "timestamp": 1736378359565, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "1cswVtYKJW4s", "outputId": "5bc2d465-4ffb-4938-e361-6b0b4d29e5e9" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:04<00:00, 424.49it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(2000, 7)\n", "(7,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'HEDH CV trajectories for 2000 pulses')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spc1 = HEDHVariant1(\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins)\n", "\n", "postproc = PostProcEDH(Nr, Nc, N_tbins, PixLdr.tmax, PixLdr.device)\n", "\n", "captured_data = spc1.capture(phi_bar)\n", "pedh_data = captured_data[\"edh\"]\n", "oedh_data = captured_data[\"oedh\"]\n", "ewh_data = captured_data[\"ewh\"]\n", "edh_list = captured_data[\"traj\"]\n", "edh_list = np.array(edh_list)\n", "\n", "ROW, COL = [0,0]\n", "fig1, ax1 = plt.subplots(1,1, figsize=(8,4))\n", "plot_edh_traj(ax1, edh_list, oedh_data[ROW,COL,1:-1].cpu().numpy(), ewh_data[0,0,:].cpu().numpy())\n", "ax1.set_title(r'HEDH CV trajectories for %d pulses'%(spc1.N_pulses))" ] }, { "cell_type": "markdown", "metadata": { "id": "BK_jSdHuKjNB" }, "source": [ "## Creating a custom HEDH variant2\n", "\n", "Variant 2 enables all the binners to update for the complete exposure time but the step size is adaptive and is proportional to the difference between early and late photons." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "executionInfo": { "elapsed": 160, "status": "ok", "timestamp": 1736378984853, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "ajhcgD9TKkeC" }, "outputs": [], "source": [ "\n", "# Crearting the HEDH variant class\n", "class HEDHVariant2(HEDHBaseClass):\n", " def __init__(self,\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " dead_time = 0,\n", " seed = 0,\n", " save_traj = True,\n", " pix_r = 0,\n", " pix_c = 0,\n", " step_params = {}):\n", " HEDHBaseClass.__init__(\n", " self,\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " seed = seed,\n", " save_traj = save_traj,\n", " pix_r = pix_r,\n", " pix_c = pix_c,\n", " step_params = step_params)\n", "\n", " # Overloading method to set the step size = 1 for all the laser cycles. Unlike\n", " # baseclass this removes the requirement of N_pulses to be multiple of N_levels\n", " def set_decay_schedule(self):\n", " r\"\"\" Method to set the stepping schedule for 16 bin EDH\n", " \"\"\"\n", " self.decay_schedule = []\n", "\n", " for i in range(self.N_pulses):\n", " self.decay_schedule.append(1)\n", "\n", "\n", " # Overload the method to enable all the binners to update for the complete exposure time\n", " def update_delta_mask(self):\n", " self.delta_mask = self.delta_mask*0 + 1\n", "\n", " # Almost similar to the base HEDHClass except the step size depends on\n", " # delat and not just the sign of delta\n", " def update_edh(self, hist):\n", " r\"\"\" Update method for proportional EDH\n", " \"\"\"\n", "\n", " self.decay = self.decay_schedule[self.cy_cnt]\n", " self.update_delta_mask()\n", "\n", " ts, hist = self.get_ts_from_hist(hist)\n", " self.update_pa_pb_kp(hist, ts)\n", " self.update_delta()\n", "\n", " new_step = (self.delta*self.k).to(self.device)\n", "\n", " self.prev_step = new_step*self.decay\n", "\n", " self.apply_edh_step()\n", "\n", " self.edh_bins[:,:,1:-1] = self.e1*1.0\n", "\n", " self.cy_cnt+=1\n", "\n", " # # Uncomment the following line to test if boundaries are crossing!!\n", " # print(torch.sum(torch.diff(self.e1, axis=-1)<0))\n", "\n", " return self.e1\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 479 }, "executionInfo": { "elapsed": 6400, "status": "ok", "timestamp": 1736379005714, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "OoXgSQBUQNMz", "outputId": "be4a06cc-4a88-4d6b-87a5-06b423986420" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:05<00:00, 337.68it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(2000, 7)\n", "(7,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'HEDH CV trajectories for 2000 pulses')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spc1 = HEDHVariant2(\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins)\n", "\n", "postproc = PostProcEDH(Nr, Nc, N_tbins, PixLdr.tmax, PixLdr.device)\n", "\n", "captured_data = spc1.capture(phi_bar)\n", "pedh_data = captured_data[\"edh\"]\n", "oedh_data = captured_data[\"oedh\"]\n", "ewh_data = captured_data[\"ewh\"]\n", "edh_list = captured_data[\"traj\"]\n", "edh_list = np.array(edh_list)\n", "\n", "ROW, COL = [0,0]\n", "fig1, ax1 = plt.subplots(1,1, figsize=(8,4))\n", "plot_edh_traj(ax1, edh_list, oedh_data[ROW,COL,1:-1].cpu().numpy(), ewh_data[0,0,:].cpu().numpy())\n", "ax1.set_title(r'HEDH CV trajectories for %d pulses'%(spc1.N_pulses))" ] }, { "cell_type": "markdown", "metadata": { "id": "N14-FE4wQX1B" }, "source": [ "Observe how the adaptive stepping allows binners converge faster in sparse photon region (region away from peak)" ] }, { "cell_type": "markdown", "metadata": { "id": "YyJNbWjnQ5Yi" }, "source": [ "## Creating a custom PEDH variant1\n", "\n", "This variant of PEDH class updates the EDH boundaries after every 5 laser cycles instead of updating every laser cycle." ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "executionInfo": { "elapsed": 159, "status": "ok", "timestamp": 1736381216236, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "tAYj2XqDRo_-" }, "outputs": [], "source": [ "\n", "class PEDHVariant1(PEDHBaseClass):\n", " def __init__(self,\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " seed=0,\n", " save_traj = True,\n", " pix_r = 0,\n", " pix_c = 0,\n", " wait_cycles = 5,\n", " step_params = {}):\n", "\n", " PEDHBaseClass.__init__(\n", " self,\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " seed = seed,\n", " save_traj = True,\n", " pix_r = pix_r,\n", " pix_c = pix_c,\n", " step_params=step_params)\n", "\n", " self.wait_cycles = wait_cycles\n", " self.avg_new_step = 0\n", "\n", " def update_edh(self, hist):\n", " r\"\"\" Update method applying temporal decay and temporal smoothing and scaling based on\n", " optimized stepping strategy for PEDH.\n", " \"\"\"\n", "\n", " self.decay = self.decay_schedule[self.cy_cnt]\n", "\n", " ts, hist = self.get_ts_from_hist(hist)\n", "\n", " self.update_pa_pb_kp(hist, ts)\n", "\n", " self.update_delta()\n", "\n", " # Applying scaling on step size\n", " self.avg_new_step = (self.avg_new_step + (self.delta*self.k)).to(self.device)\n", "\n", " # Updating the binners only after every `wait_cycles` cycles\n", " if (self.cy_cnt%self.wait_cycles == 0) and (self.cy_cnt):\n", "\n", " new_step = self.avg_new_step*1.0\n", "\n", " # Applying temporal smoothing and decay on the step size\n", " self.prev_step = new_step*self.decay\n", "\n", " # Appying the final update step\n", " self.apply_edh_step()\n", "\n", " self.avg_new_step = 0\n", "\n", " self.cy_cnt+=1\n", "\n", " return self.e1" ] }, { "cell_type": "markdown", "metadata": { "id": "x9Lt3qtWWWdV" }, "source": [ "Increasing the wait cycle significantly affects the binner trajectories" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 479 }, "executionInfo": { "elapsed": 3350, "status": "ok", "timestamp": 1736381233943, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "7a_RPrrSU_Ab", "outputId": "b9788b6a-c7ff-47e3-ac73-40d333844d2a" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:02<00:00, 687.08it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(2000, 7)\n", "(7,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'HEDH CV trajectories for 2000 pulses')" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_pulses = 2000\n", "wait_cycles = 1\n", "step_params = {\"k\":5}\n", "spc1 = PEDHVariant1(\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " wait_cycles=wait_cycles,\n", " step_params = step_params)\n", "\n", "postproc = PostProcEDH(Nr, Nc, N_tbins, PixLdr.tmax, PixLdr.device)\n", "\n", "captured_data = spc1.capture(phi_bar)\n", "pedh_data = captured_data[\"edh\"]\n", "oedh_data = captured_data[\"oedh\"]\n", "ewh_data = captured_data[\"ewh\"]\n", "edh_list = captured_data[\"traj\"]\n", "edh_list = np.array(edh_list)\n", "\n", "ROW, COL = [0,0]\n", "fig1, ax1 = plt.subplots(1,1, figsize=(8,4))\n", "plot_edh_traj(ax1, edh_list, oedh_data[ROW,COL,1:-1].cpu().numpy(), ewh_data[0,0,:].cpu().numpy())\n", "ax1.set_title(r'HEDH CV trajectories for %d pulses'%(spc1.N_pulses))" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 479 }, "executionInfo": { "elapsed": 3140, "status": "ok", "timestamp": 1736381360642, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "9f8OelIYWyoX", "outputId": "04b5a333-e7fc-475d-9f9d-c53ff95d8772" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:02<00:00, 759.11it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(2000, 7)\n", "(7,)\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'HEDH CV trajectories for 2000 pulses')" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wait_cycles = 15\n", "spc1 = PEDHVariant1(\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " wait_cycles=wait_cycles,\n", " step_params = step_params)\n", "\n", "postproc = PostProcEDH(Nr, Nc, N_tbins, PixLdr.tmax, PixLdr.device)\n", "\n", "captured_data = spc1.capture(phi_bar)\n", "pedh_data = captured_data[\"edh\"]\n", "oedh_data = captured_data[\"oedh\"]\n", "ewh_data = captured_data[\"ewh\"]\n", "edh_list = captured_data[\"traj\"]\n", "edh_list = np.array(edh_list)\n", "\n", "ROW, COL = [0,0]\n", "fig1, ax1 = plt.subplots(1,1, figsize=(8,4))\n", "plot_edh_traj(ax1, edh_list, oedh_data[ROW,COL,1:-1].cpu().numpy(), ewh_data[0,0,:].cpu().numpy())\n", "ax1.set_title(r'HEDH CV trajectories for %d pulses'%(spc1.N_pulses))" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyPluO0SB3CiOjVZzFRupXDD", "mount_file_id": "1yUpx9iEqOCPzKc6Z2IP7L1A5A1svd5l5", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }