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mirrornerror/dqn-atari-keras-rl.ipynb

Created September 29, 2018 17:17
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dqn-atari-keras-rl.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# OpenAI Gym Atari: Breakout / Keras-RL \n",
"\n",
"from https://github.com/keras-rl/keras-rl/blob/master/examples/dqn_atari.py\n",
"\n",
"### Jupyter Notebook\n",
"\n",
"* Python 3.6 \n",
"* Tensorflow 1.9 \n",
"* Keras 2.1.6 \n",
"* Keras-RL 0.4.2 \n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from PIL import Image\n",
"import numpy as np\n",
"import gym\n",
"\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense, Activation, Flatten, Convolution2D, Permute\n",
"from keras.optimizers import Adam\n",
"import keras.backend as K\n",
"\n",
"from rl.agents.dqn import DQNAgent\n",
"from rl.policy import LinearAnnealedPolicy, BoltzmannQPolicy, EpsGreedyQPolicy\n",
"from rl.memory import SequentialMemory\n",
"from rl.core import Processor\n",
"from rl.callbacks import FileLogger, ModelIntervalCheckpoint\n",
"\n",
"\n",
"INPUT_SHAPE = (84, 84)\n",
"WINDOW_LENGTH = 4\n",
"\n",
"class AtariProcessor(Processor):\n",
" def process_observation(self, observation):\n",
" assert observation.ndim == 3\n",
" img = Image.fromarray(observation)\n",
" img = img.resize(INPUT_SHAPE).convert('L')\n",
" processed_observation = np.array(img)\n",
" assert processed_observation.shape == INPUT_SHAPE\n",
" return processed_observation.astype('uint8')\n",
"\n",
" def process_state_batch(self, batch):\n",
" processed_batch = batch.astype('float32') / 255.\n",
" return processed_batch\n",
"\n",
" def process_reward(self, reward):\n",
" return np.clip(reward, -1., 1.)\n",
"\n",
"ENV_NAME = 'BreakoutDeterministic-v4'\n",
"env = gym.make(ENV_NAME)\n",
"np.random.seed(123)\n",
"env.seed(123)\n",
"nb_actions = env.action_space.n\n",
"input_shape = (WINDOW_LENGTH,) + INPUT_SHAPE\n",
"\n",
"model = Sequential()\n",
"\n",
"\n",
"model.add(Permute((2, 3, 1), input_shape=input_shape))\n",
"model.add(Convolution2D(32, (8, 8), strides=(4, 4)))\n",
"model.add(Activation('relu'))\n",
"model.add(Convolution2D(64, (4, 4), strides=(2, 2)))\n",
"model.add(Activation('relu'))\n",
"model.add(Convolution2D(64, (3, 3), strides=(1, 1)))\n",
"model.add(Activation('relu'))\n",
"model.add(Flatten())\n",
"model.add(Dense(512))\n",
"model.add(Activation('relu'))\n",
"model.add(Dense(nb_actions))\n",
"model.add(Activation('linear'))\n",
"#print(model.summary())\n",
"\n",
"memory = SequentialMemory(limit=100000, window_length=WINDOW_LENGTH)\n",
"processor = AtariProcessor()\n",
"\n",
"policy = LinearAnnealedPolicy(EpsGreedyQPolicy(), attr='eps', value_max=1., value_min=.1, value_test=.05,\n",
" nb_steps=100000)\n",
"\n",
"dqn = DQNAgent(model=model, nb_actions=nb_actions, policy=policy, memory=memory,\n",
" processor=processor, nb_steps_warmup=5000, gamma=.99, target_model_update=1000,\n",
" train_interval=4, delta_clip=1.)\n",
"\n",
"dqn.compile(Adam(lr=.00025), metrics=['mae'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Episode 1: reward: 37.000, steps: 1185\n",
"END\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f877466fd30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from rl.callbacks import Callback\n",
"from IPython import display\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# Subclass to visualize images on Jupyter Notebook, inherits from rl.callbacks.Callback Class\n",
"class Render(Callback):\n",
" def on_step_end(self, step, logs={}):\n",
" plt.clf()\n",
" plt.imshow(env.render(mode='rgb_array'))\n",
" display.display(plt.gcf())\n",
" display.clear_output(wait=True)\n",
"\n",
"MODE = 'test' # 'train' or 'test'\n",
"\n",
"if MODE == 'train':\n",
" weights_filename = 'dqn_{}_weights.h5f'.format(ENV_NAME)\n",
" checkpoint_weights_filename = 'dqn_' + ENV_NAME + '_weights_{step}.h5f'\n",
" log_filename = 'dqn_{}_log.json'.format(ENV_NAME)\n",
" callbacks = [ModelIntervalCheckpoint(checkpoint_weights_filename, interval=20000)]\n",
" callbacks += [FileLogger(log_filename, interval=100)]\n",
" dqn.fit(env, callbacks=callbacks, nb_steps=100000, log_interval=10000)\n",
"\n",
" dqn.save_weights(weights_filename, overwrite=True)\n",
" dqn.test(env, nb_episodes=1, visualize=False)\n",
" \n",
"elif MODE == 'test':\n",
" #weights_filename = 'dqn_{}_weights.h5f'.format(ENV_NAME)\n",
" weights_filename = 'dqn_{}_weights_1750000.h5f'.format(ENV_NAME)\n",
" dqn.load_weights(weights_filename)\n",
"\n",
" callbacks = Render()\n",
" plt.figure(figsize=(6,8))\n",
" dqn.test(env, nb_episodes=1, visualize=False, callbacks=[callbacks])\n",
"\n",
"env.close()\n",
"print('END')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#weights_filename = 'dqn_{}_weights_1750000.h5f'.format(ENV_NAME) # check point\n",
"#dqn.test(env, nb_episodes=5, visualize=True)\n",
"# python dqn_atari.py --mode test --weights dqn_BreakoutDeterministic-v4_weights_1750000.h5f"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### To visualize images on Jupyter Notebook with Animation."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Testing for 1 episodes ...\n",
"Episode 1: reward: 37.000, steps: 1185\n"
]
},
{
"data": {
"text/html": [
"\n",
"<link rel=\"stylesheet\"\n",
"href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
"css/font-awesome.min.css\">\n",
"<script language=\"javascript\">\n",
" /* Define the Animation class */\n",
" function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
" this.img_id = img_id;\n",
" this.slider_id = slider_id;\n",
" this.loop_select_id = loop_select_id;\n",
" this.interval = interval;\n",
" this.current_frame = 0;\n",
" this.direction = 0;\n",
" this.timer = null;\n",
" this.frames = new Array(frames.length);\n",
"\n",
" for (var i=0; i<frames.length; i++)\n",
" {\n",
" this.frames[i] = new Image();\n",
" this.frames[i].src = frames[i];\n",
" }\n",
" document.getElementById(this.slider_id).max = this.frames.length - 1;\n",
" this.set_frame(this.current_frame);\n",
" }\n",
"\n",
" Animation.prototype.get_loop_state = function(){\n",
" var button_group = document[this.loop_select_id].state;\n",
" for (var i = 0; i < button_group.length; i++) {\n",
" var button = button_group[i];\n",
" if (button.checked) {\n",
" return button.value;\n",
" }\n",
" }\n",
" return undefined;\n",
" }\n",
"\n",
" Animation.prototype.set_frame = function(frame){\n",
" this.current_frame = frame;\n",
" document.getElementById(this.img_id).src =\n",
" this.frames[this.current_frame].src;\n",
" document.getElementById(this.slider_id).value = this.current_frame;\n",
" }\n",
"\n",
" Animation.prototype.next_frame = function()\n",
" {\n",
" this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
" }\n",
"\n",
" Animation.prototype.previous_frame = function()\n",
" {\n",
" this.set_frame(Math.max(0, this.current_frame - 1));\n",
" }\n",
"\n",
" Animation.prototype.first_frame = function()\n",
" {\n",
" this.set_frame(0);\n",
" }\n",
"\n",
" Animation.prototype.last_frame = function()\n",
" {\n",
" this.set_frame(this.frames.length - 1);\n",
" }\n",
"\n",
" Animation.prototype.slower = function()\n",
" {\n",
" this.interval /= 0.7;\n",
" if(this.direction > 0){this.play_animation();}\n",
" else if(this.direction < 0){this.reverse_animation();}\n",
" }\n",
"\n",
" Animation.prototype.faster = function()\n",
" {\n",
" this.interval *= 0.7;\n",
" if(this.direction > 0){this.play_animation();}\n",
" else if(this.direction < 0){this.reverse_animation();}\n",
" }\n",
"\n",
" Animation.prototype.anim_step_forward = function()\n",
" {\n",
" this.current_frame += 1;\n",
" if(this.current_frame < this.frames.length){\n",
" this.set_frame(this.current_frame);\n",
" }else{\n",
" var loop_state = this.get_loop_state();\n",
" if(loop_state == \"loop\"){\n",
" this.first_frame();\n",
" }else if(loop_state == \"reflect\"){\n",
" this.last_frame();\n",
" this.reverse_animation();\n",
" }else{\n",
" this.pause_animation();\n",
" this.last_frame();\n",
" }\n",
" }\n",
" }\n",
"\n",
" Animation.prototype.anim_step_reverse = function()\n",
" {\n",
" this.current_frame -= 1;\n",
" if(this.current_frame >= 0){\n",
" this.set_frame(this.current_frame);\n",
" }else{\n",
" var loop_state = this.get_loop_state();\n",
" if(loop_state == \"loop\"){\n",
" this.last_frame();\n",
" }else if(loop_state == \"reflect\"){\n",
" this.first_frame();\n",
" this.play_animation();\n",
" }else{\n",
" this.pause_animation();\n",
" this.first_frame();\n",
" }\n",
" }\n",
" }\n",
"\n",
" Animation.prototype.pause_animation = function()\n",
" {\n",
" this.direction = 0;\n",
" if (this.timer){\n",
" clearInterval(this.timer);\n",
" this.timer = null;\n",
" }\n",
" }\n",
"\n",
" Animation.prototype.play_animation = function()\n",
" {\n",
" this.pause_animation();\n",
" this.direction = 1;\n",
" var t = this;\n",
" if (!this.timer) this.timer = setInterval(function() {\n",
" t.anim_step_forward();\n",
" }, this.interval);\n",
" }\n",
"\n",
" Animation.prototype.reverse_animation = function()\n",
" {\n",
" this.pause_animation();\n",
" this.direction = -1;\n",
" var t = this;\n",
" if (!this.timer) this.timer = setInterval(function() {\n",
" t.anim_step_reverse();\n",
" }, this.interval);\n",
" }\n",
"</script>\n",
"\n",
"<div class=\"animation\" align=\"center\">\n",
" <img id=\"_anim_img74e26f5bb0f24b448c21ac52b83fad0d\">\n",
" <br>\n",
" <input id=\"_anim_slider74e26f5bb0f24b448c21ac52b83fad0d\" type=\"range\" style=\"width:350px\"\n",
" name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
" onchange=\"anim74e26f5bb0f24b448c21ac52b83fad0d.set_frame(parseInt(this.value));\"></input>\n",
" <br>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
" </i></button>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.previous_frame()\">\n",
" <i class=\"fa fa-step-backward\"></i></button>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.reverse_animation()\">\n",
" <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.pause_animation()\"><i class=\"fa fa-pause\">\n",
" </i></button>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.play_animation()\"><i class=\"fa fa-play\"></i>\n",
" </button>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.next_frame()\"><i class=\"fa fa-step-forward\">\n",
" </i></button>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
" </i></button>\n",
" <button onclick=\"anim74e26f5bb0f24b448c21ac52b83fad0d.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
" <form action=\"#n\" name=\"_anim_loop_select74e26f5bb0f24b448c21ac52b83fad0d\" class=\"anim_control\">\n",
" <input type=\"radio\" name=\"state\"\n",
" value=\"once\" > Once </input>\n",
" <input type=\"radio\" name=\"state\"\n",
" value=\"loop\" checked> Loop </input>\n",
" <input type=\"radio\" name=\"state\"\n",
" value=\"reflect\" > Reflect </input>\n",
" </form>\n",
"</div>\n",
"\n",
"\n",
"<script language=\"javascript\">\n",
" /* Instantiate the Animation class. */\n",
" /* The IDs given should match those used in the template above. */\n",
" (function() {\n",
" var img_id = \"_anim_img74e26f5bb0f24b448c21ac52b83fad0d\";\n",
" var slider_id = \"_anim_slider74e26f5bb0f24b448c21ac52b83fad0d\";\n",
" var loop_select_id = \"_anim_loop_select74e26f5bb0f24b448c21ac52b83fad0d\";\n",
" var frames = new Array(0);\n",
" \n",
" frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAFoCAYAAAD3iCaBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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"\"\n",
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