{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from typing import Tuple, Union\n", "from collections import deque\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from stable_baselines3 import PPO\n", "import pycuda.driver as cuda\n", "from scipy.optimize import curve_fit\n", "from scipy.fft import fft, fftfreq\n", "import pandas as pd\n", "import pickle\n", "import sys\n", "import os\n", "\n", "current_dir = os.path.dirname(os.path.abspath(\"__file__\"))\n", "parent_dir = os.path.abspath(os.path.join(current_dir, os.pardir))\n", "sys.path.append(parent_dir)\n", "\n", "from CelerisLab import FlowField\n", "from CelerisLab import utils\n", "\n", "cuda.init()\n", "\n", "context2 = cuda.Device(2).make_context()\n", "\n", "config_cuda = utils.load_cuda_config(os.path.join(parent_dir, \"configs\", \"config_cuda.json\"))\n", "config_field = utils.load_flow_field_config(os.path.join(parent_dir, \"configs\", \"config_flowfield.json\"))\n", "\n", "FIFO_LEN = 120\n", "SAMPLE_INTERVAL = 800\n", "DATA_TYPE = np.float32\n", "CONV_LEN = 60\n", "SAMP_RATE = 60" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def normalize_sensor(states, diviation, norm_factor):\n", " return (states - diviation) / norm_factor\n", "\n", "def force2cdcl(force, U0, Diam):\n", " return force / (0.5 * U0**2 * Diam)\n", "\n", "def calc_lag(target, state):\n", " target_mean = np.mean(target)\n", " state_mean = np.mean(state)\n", "\n", " correlation = np.correlate(target - target_mean, state - state_mean, \"full\")\n", " lags = np.arange(-len(target) + 1, len(target))\n", " max_lag = lags[np.argmax(correlation)]\n", " return max_lag\n", " \n", "def calc_sim(target, state, lag):\n", " target_mean = np.mean(target)\n", " state_mean = np.mean(state)\n", " target_std = np.std(target)\n", "\n", " aligned_state = np.roll(state, lag)\n", "\n", " if lag >= 0:\n", " seq_target = target[-CONV_LEN:]-target_mean\n", " seq_state = aligned_state[-CONV_LEN:]-state_mean\n", " else:\n", " seq_target = target[:CONV_LEN]-target_mean\n", " seq_state = aligned_state[:CONV_LEN]-state_mean\n", "\n", " seq_diff = seq_target - seq_state\n", " sim_cor = 10*(np.corrcoef(seq_target, seq_state)[0, 1] - 1)\n", " sim_div = -np.abs((target_mean - state_mean) / target_std * 0.75)\n", " sim_amp = -np.abs(np.std(seq_diff) / target_std * 2)\n", "\n", " return np.exp((sim_cor + sim_div + sim_amp) / 3)\n", "\n", "def sine_wave(x, amplitude, frequency, phase, offset):\n", " return amplitude * np.sin(2 * np.pi * frequency * x + phase) + offset\n", "\n", "def estimate_frequency(data):\n", " N = len(data)\n", " yf = fft(data)\n", " xf = fftfreq(N, 1 / SAMP_RATE)\n", "\n", " idx = np.argmax(np.abs(yf[1:N//2])) + 1\n", " frequency = np.abs(xf[idx])\n", " return frequency\n", "\n", "def fit_sine_wave(data):\n", " N = len(data)\n", " x = np.arange(N) / SAMP_RATE\n", "\n", " initial_frequency = estimate_frequency(data)\n", "\n", " initial_amplitude = np.std(data) * np.sqrt(2)\n", " initial_phase = 0\n", " initial_offset = np.mean(data)\n", "\n", " popt, _ = curve_fit(sine_wave, x, data, p0=[initial_amplitude, initial_frequency, initial_phase, initial_offset])\n", "\n", " amplitude, frequency, phase, offset = popt\n", " if amplitude < 0:\n", " amplitude = -amplitude\n", " phase += np.pi\n", " return amplitude, frequency, phase, offset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from gym_env import CustomEnv\n", "context2.push()\n", "vec_env = CustomEnv(device_id=2)\n", "context2.pop()\n", "model = PPO.load(os.path.join(parent_dir, \"models\", \"d1a3o12_re100.zip\"), env=vec_env, device=\"cuda:2\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "best_seed = 0\n", "max_reward = 0\n", "for seed in range(40):\n", " model.set_random_seed(seed=seed)\n", " context2.push()\n", " model_env = model.get_env()\n", " obs = model_env.reset()\n", " context2.pop()\n", " reward_list = deque(maxlen=FIFO_LEN)\n", " for _ in range(240):\n", " context2.push()\n", " action, _states = model.predict(observation=obs, deterministic=True)\n", " obs, rewards, dones, info = model_env.step(action)\n", " states = model_env.envs[0].flow_field.obs.copy()[2:14]\n", " context2.pop()\n", " reward_list.append(rewards)\n", " if np.mean(reward_list) > max_reward:\n", " max_reward = np.mean(np.array(reward_list)[-FIFO_LEN:])\n", " best_seed = seed\n", "print(\"Best seed: \", best_seed)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "model.set_random_seed(seed=16)\n", "states_list = []\n", "reward_list = []\n", "action_list = []\n", "obs_list = []\n", "r_cl_list, r_cd_list, r_sim_list = [], [], []\n", "\n", "context2.push()\n", "model_env = model.get_env()\n", "obs = model_env.reset()\n", "context2.pop()\n", "\n", "for i in range(300):\n", " context2.push()\n", " if i < -1:\n", " action = np.array([0.0, 0.5, -0.5], dtype=np.float32)[np.newaxis, :]\n", " else:\n", " action, _states = model.predict(observation=obs, deterministic=True)\n", " # action = np.array([0, -0.5, 0.5], dtype=np.float32)[np.newaxis, :]\n", " obs, rewards, dones, info = model_env.step(action)\n", " # states = model_env.envs[0].flow_field.obs.copy()[2:14]\n", " states = model_env.envs[0].flow_field.obs.copy()\n", " # if i % 2 == 0:\n", " # file_index = i // 2 + 1\n", " # file_name = f\"field.dat.{file_index:02d}\"\n", " # model_env.envs[0].save_field(os.path.join(parent_dir, \"output\", \"d1a0\", file_name))\n", " context2.pop()\n", "\n", " reward_list.append(rewards)\n", " action_list.append(action[0,:])\n", " states_list.append(np.array(states))\n", " obs_list.append(obs[0,:])\n", " r_cl_list.append(model_env.envs[0].reward_cl.copy())\n", " r_cd_list.append(model_env.envs[0].reward_cd.copy())\n", " r_sim_list.append(model_env.envs[0].reward_sim.copy())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Similarity')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "U0 = 0.01\n", "L0 = 20\n", "offset = np.array([0, -4, +4], dtype=np.float32)\n", "action_offset = [action*8+offset for action in action_list]\n", "# target_states = model_env.envs[0].target_states.copy()\n", "sense_list = np.array(obs_list)[:, 6:12]\n", "for i in range(6):\n", " # norm_factor = model_env.envs[0].sens_norm_fact[i]\n", " diviation = model_env.envs[0].sens_deviation[i]\n", " # target_states[:, i] = (target_states[:, i] * norm_factor + diviation) / 78 / U0\n", " # sense_list[:, i] = (sense_list[:, i] * norm_factor + diviation) / 78 / U0\n", "force_list = np.array(obs_list)[:, 0:6] * model_env.envs[0].force_norm_fact / (L0*U0*U0)\n", "force_list = np.array(force_list)\n", "drag = force_list[:, 0] + force_list[:, 2] + force_list[:, 4]\n", "lift = force_list[:, 1] + force_list[:, 3] + force_list[:, 5]\n", "plt.figure(figsize=(15, 12))\n", "plt.subplot(2, 3, 1)\n", "plt.plot(np.array(obs_list)[:, 6:12])\n", "plt.title(\"Sensors\")\n", "plt.subplot(2, 3, 2)\n", "plt.plot(drag, label=\"Drag\")\n", "plt.plot(lift, label=\"Lift\")\n", "plt.title(\"Forces\")\n", "plt.subplot(2, 3, 3)\n", "plt.plot(np.array(action_offset))\n", "plt.title(\"Actions\")\n", "plt.subplot(2, 3, 4)\n", "plt.plot(reward_list)\n", "plt.title(\"Rewards\")\n", "plt.subplot(2, 3, 5)\n", "plt.plot(np.array(r_sim_list))\n", "plt.title(\"Similarity\")\n", "# plt.subplot(2, 3, 6)\n", "# plt.plot(sense_list)\n", "# plt.title(\"Sensors\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "\n", "\n", "data = {}\n", "# for i in range(3):\n", "# data[\"cd\" + str(i+1)] = np.array(force_list)[:, 2*i]\n", "# for i in range(3):\n", "# data[\"cl\" + str(i+1)] = np.array(force_list)[:, 2*i+1]\n", "# data[\"reward\"] = np.array(reward_list)[:, 0]\n", "# for i in range(3):\n", "# data[\"action\" + str(i+1)] = np.array(action_offset)[:, i]\n", "for i in range(6):\n", " data[\"sensor\" + str(i+1)] = np.array(sense_list)[-120:, i]\n", " data[\"target\" + str(i+1)] = np.array(target_states)[:, i]\n", "data[\"sim\"] = np.array(r_sim_list)[-120:]\n", "\n", "df = pd.DataFrame(data)\n", "df.to_csv(os.path.join(parent_dir, \"output\", \"d1a3o12_target.csv\"), index=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model.set_random_seed(seed=16)\n", "states_list = []\n", "reward_list = []\n", "action_list = []\n", "obs_list = []\n", "r_cl_list, r_cd_list, r_sim_list = [], [], []\n", "\n", "context2.push()\n", "model_env = model.get_env()\n", "obs = model_env.reset()\n", "context2.pop()\n", "\n", "for i in range(200):\n", " context2.push()\n", " if i < 75:\n", " action = np.array([0.0, 0.5, -0.5], dtype=np.float32)[np.newaxis, :]\n", " else:\n", " action, _states = model.predict(observation=obs, deterministic=True)\n", " # action = np.array([0, -0.5, 0.5], dtype=np.float32)[np.newaxis, :]\n", " obs, rewards, dones, info = model_env.step(action)\n", " states = model_env.envs[0].flow_field.obs.copy()[2:14]\n", " # states = model_env.envs[0].flow_field.obs.copy()\n", " if i % 2 == 0:\n", " file_index = i // 2 + 1\n", " file_name = f\"field.dat.{file_index:02d}\"\n", " model_env.envs[0].save_field(os.path.join(parent_dir, \"output\", \"d1a3o12\", file_name))\n", " context2.pop()\n", "\n", " reward_list.append(rewards)\n", " action_list.append(action[0,:])\n", " states_list.append(np.array(states))\n", " obs_list.append(obs[0,:])\n", " r_cl_list.append(model_env.envs[0].reward_cl.copy())\n", " r_cd_list.append(model_env.envs[0].reward_cd.copy())\n", " r_sim_list.append(model_env.envs[0].reward_sim.copy())" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "x = 600\n", "NX = model_env.envs[0].flow_field.FIELD_SHAPE[0]\n", "NY = model_env.envs[0].flow_field.FIELD_SHAPE[1]\n", "U0 = 0.01\n", "model_env.envs[0].flow_field.get_ddf()\n", "ddf_plot = model_env.envs[0].flow_field.ddf.copy().reshape((9, NY, NX)).transpose(2, 1, 0)\n", "ux = (ddf_plot[x, :, 1] + ddf_plot[x, :, 5] + ddf_plot[x, :, 8] - ddf_plot[x, :, 3] - ddf_plot[x, :, 6] - ddf_plot[x, :, 7]) / U0\n", "uy = (ddf_plot[x, :, 2] + ddf_plot[x, :, 5] + ddf_plot[x, :, 6] - ddf_plot[x, :, 4] - ddf_plot[x, :, 7] - ddf_plot[x, :, 8]) / U0\n", "data = {}\n", "data['u'] = np.array(ux)\n", "data['v'] = np.array(uy)\n", "df = pd.DataFrame(data)\n", "df.to_csv(os.path.join(parent_dir, \"output\", \"d0a3o12_slice_600_control.csv\"), index=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "context2.push()\n", "model_env.envs[0].render()\n", "context2.pop()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "action_list = []\n", "obs_list = []\n", "reward_list = []\n", "r_sim_list = []\n", "\n", "context2.push()\n", "model_env = model.get_env()\n", "obs = model_env.reset()\n", "context2.pop()\n", "\n", "for i in range(240):\n", " context2.push()\n", " action, _states = model.predict(observation=obs, deterministic=True)\n", " obs, rewards, dones, info = model_env.step(action)\n", " states = model_env.envs[0].flow_field.obs.copy()[2:14]\n", " action_list.append(action[0,:])\n", " obs_list.append(obs[0,:])\n", " reward_list.append(rewards)\n", " r_sim_list.append(model_env.envs[0].reward_sim.copy())\n", " \n", "amp, freq, pha_ref, offset = fit_sine_wave(np.array(states_list)[-CONV_LEN:, 7])\n", "\n", "amp_action, pha_action, offset_action = [], [], []\n", "freq_action = []\n", "for i in range(3):\n", " amp, freq, pha, offset = fit_sine_wave(np.array(action_list)[-CONV_LEN:, i])\n", " amp_action.append(amp)\n", " pha_action.append(pha-pha_ref)\n", " freq_action.append(freq)\n", " offset_action.append(offset)\n", "freq_action = np.mean(freq_action)\n", "\n", "obs_list_fit = []\n", "reward_list_fit = []\n", "action_list_fit = []\n", "r_sim_list_fit = []\n", "fifo_states_fit = deque(maxlen=FIFO_LEN)\n", "\n", "context2.push()\n", "model_env = model.get_env()\n", "obs = model_env.reset()\n", "context2.pop()\n", "\n", "for _ in range(FIFO_LEN):\n", " context2.push()\n", " action = np.array([0.0, -0.5, 0.5], dtype=np.float32)[np.newaxis, :]\n", " obs, rewards, dones, info = model_env.step(action)\n", " states = model_env.envs[0].flow_field.obs.copy()[2:14]\n", " context2.pop()\n", " fifo_states_fit.append(states)\n", "\n", "for i in range(240):\n", " context2.push()\n", " _, _, pha_state, _ = fit_sine_wave(np.array(fifo_states_fit)[-20:, 7])\n", " temps = []\n", " for j in range(3):\n", " temp = sine_wave(CONV_LEN / SAMP_RATE, amp_action[j], freq_action, pha_state + pha_action[j], offset_action[j])\n", " temps.append(temp)\n", " action = np.array(temps, dtype=np.float32)[np.newaxis, :]\n", " obs, rewards, dones, info = model_env.step(action)\n", " states = model_env.envs[0].flow_field.obs.copy()[2:14]\n", " context2.pop()\n", "\n", " fifo_states_fit.append(states)\n", " action_list_fit.append(action[0,:])\n", " obs_list_fit.append(obs[0,:])\n", " reward_list_fit.append(rewards)\n", " r_sim_list_fit.append(model_env.envs[0].reward_sim.copy())\n", "\n", "offset = np.array([0, -4, +4], dtype=np.float32)\n", "action_offset = [action*8+offset for action in action_list]\n", "sense_list = np.array(obs_list)[:, 6:12]\n", "sense_list_fit = np.array(obs_list_fit)[:, 6:12]\n", "for i in range(6):\n", " norm_factor = model_env.envs[0].sens_norm_fact[i]\n", " diviation = model_env.envs[0].sens_deviation[i]\n", " sense_list[:, i] = (sense_list[:, i] * norm_factor + diviation) / 78 / U0\n", " sense_list_fit[:, i] = (sense_list_fit[:, i] * norm_factor + diviation) / 78 / U0\n", "force_list = np.array(obs_list)[:, 0:6] * model_env.envs[0].force_norm_fact / (L0*U0*U0)\n", "force_list = np.array(force_list)\n", "force_list_fit = np.array(obs_list_fit)[:, 0:6] * model_env.envs[0].force_norm_fact / (L0*U0*U0)\n", "force_list_fit = np.array(force_list_fit)\n", "data = {}\n", "\n", "for i in range(3):\n", " data[\"action\" + str(i+1)] = np.array(action_offset)[:, i]\n", "action_offset = [action*8+offset for action in action_list_fit]\n", "for i in range(3):\n", " data[\"action_fit\" + str(i+1)] = np.array(action_offset)[:, i]\n", "for i in range(3):\n", " data[\"cd\" + str(i+1)] = np.array(force_list)[:, 2*i]\n", " data[\"cl\" + str(i+1)] = np.array(force_list)[:, 2*i+1]\n", "for i in range(3):\n", " data[\"cd_fit\" + str(i+1)] = np.array(force_list_fit)[:, 2*i]\n", " data[\"cl_fit\" + str(i+1)] = np.array(force_list_fit)[:, 2*i+1]\n", "for i in range(6):\n", " data[\"sensor\" + str(i+1)] = np.array(sense_list)[:, i]\n", " data[\"sensor_fit\" + str(i+1)] = np.array(sense_list_fit)[:, i]\n", "data[\"reward\"] = np.array(reward_list)[:, 0]\n", "data[\"reward_fit\"] = np.array(reward_list_fit)[:, 0]\n", "data[\"sim\"] = np.array(r_sim_list)\n", "data[\"sim_fit\"] = np.array(r_sim_list_fit)\n", "\n", "df = pd.DataFrame(data)\n", "df.to_csv(os.path.join(parent_dir, \"output\", \"d1a3o12_fit.csv\"), index=False)" ] } ], "metadata": { "kernelspec": { "display_name": "pycuda_3_10", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 2 }