{"cells":[{"cell_type":"markdown","metadata":{},"source":["# Design Materials with optimal propertities"]},{"cell_type":"markdown","metadata":{},"source":["
\n"," Part 1: Background\n"," \n","
\n"]},{"cell_type":"markdown","metadata":{},"source":["
\n"," \n","
\n","\n","[Lecture slides](./_static/RL_AIMS.pdf)"]},{"cell_type":"markdown","metadata":{},"source":["
\n"," Part 2: Hands on\n","
"]},{"cell_type":"markdown","metadata":{"id":"pjFnzcivSpy2"},"source":["### Hands on: Self-Driving Taxi with Reinforcement Tabular Q-Learning\n","This tutorial is updated and based on [here](https://www.learndatasci.com/tutorials/reinforcement-q-learning-scratch-python-openai-gym/)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":16069,"status":"ok","timestamp":1737451300562,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"EWNGYQ-mLe_W","outputId":"7e1ae8bb-16f6-4f4b-8953-6f2c02aeb430"},"outputs":[],"source":["#!pip install pygame\n","#!pip install cmake 'gym[atari]' scipy"]},{"cell_type":"markdown","metadata":{"id":"18yMvmzuS6Ho"},"source":["The Smartcab's job is to pick up the passenger at one location and drop them off in another. Here are a few things that we'd love our Smartcab to take care of:\n","\n","1. Drop off the passenger to the right location.\n","2. Save passenger's time by taking minimum time possible to drop off\n","3. Take care of passenger's safety and traffic rules"]},{"cell_type":"markdown","metadata":{"id":"6-4LjF5WUw2Y"},"source":["### A random start of state"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":390},"executionInfo":{"elapsed":2072,"status":"ok","timestamp":1737451302630,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"ijftl7wsMdyS","outputId":"1b102bbc-a9e1-4506-fb3d-e9fb82ab926e"},"outputs":[{"data":{"text/html":["\n","
ndarray (350, 550, 3) 
array([[[110, 109, 106],\n","        [110, 109, 106],\n","        [124, 122, 122],\n","        ...,\n","        [108, 111, 109],\n","        [108, 111, 109],\n","        [118, 119, 119]],\n","\n","       [[110, 109, 106],\n","        [110, 109, 106],\n","        [124, 122, 122],\n","        ...,\n","        [108, 111, 109],\n","        [108, 111, 109],\n","        [118, 119, 119]],\n","\n","       [[114, 116, 115],\n","        [114, 116, 115],\n","        [126, 127, 126],\n","        ...,\n","        [112, 113, 111],\n","        [112, 113, 111],\n","        [118, 117, 115]],\n","\n","       ...,\n","\n","       [[116, 115, 116],\n","        [116, 115, 116],\n","        [106, 107, 108],\n","        ...,\n","        [113, 115, 114],\n","        [113, 115, 114],\n","        [117, 114, 117]],\n","\n","       [[116, 115, 116],\n","        [116, 115, 116],\n","        [106, 107, 108],\n","        ...,\n","        [113, 115, 114],\n","        [113, 115, 114],\n","        [117, 114, 117]],\n","\n","       [[115, 112, 112],\n","        [115, 112, 112],\n","        [119, 119, 117],\n","        ...,\n","        [123, 119, 118],\n","        [123, 119, 118],\n","        [114, 114, 117]]], dtype=uint8)
"],"text/plain":["array([[[110, 109, 106],\n"," [110, 109, 106],\n"," [124, 122, 122],\n"," ...,\n"," [108, 111, 109],\n"," [108, 111, 109],\n"," [118, 119, 119]],\n","\n"," [[110, 109, 106],\n"," [110, 109, 106],\n"," [124, 122, 122],\n"," ...,\n"," [108, 111, 109],\n"," [108, 111, 109],\n"," [118, 119, 119]],\n","\n"," [[114, 116, 115],\n"," [114, 116, 115],\n"," [126, 127, 126],\n"," ...,\n"," [112, 113, 111],\n"," [112, 113, 111],\n"," [118, 117, 115]],\n","\n"," ...,\n","\n"," [[116, 115, 116],\n"," [116, 115, 116],\n"," [106, 107, 108],\n"," ...,\n"," [113, 115, 114],\n"," [113, 115, 114],\n"," [117, 114, 117]],\n","\n"," [[116, 115, 116],\n"," [116, 115, 116],\n"," [106, 107, 108],\n"," ...,\n"," [113, 115, 114],\n"," [113, 115, 114],\n"," [117, 114, 117]],\n","\n"," [[115, 112, 112],\n"," [115, 112, 112],\n"," [119, 119, 117],\n"," ...,\n"," [123, 119, 118],\n"," [123, 119, 118],\n"," [114, 114, 117]]], dtype=uint8)"]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["import gym\n","import numpy as np\n","\n","# Initialize the Taxi-v3 environment\n","env = gym.make(\"Taxi-v3\", render_mode=\"rgb_array\")\n","\n","env.reset()\n","env.render()"]},{"cell_type":"markdown","metadata":{"id":"uhiG4BrwU3R5"},"source":["**Tips: Understanding the env.**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":274,"status":"ok","timestamp":1737032979545,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"k0IUMCgRO8jJ","outputId":"8471976b-b690-4267-c068-02509beb3fd0"},"outputs":[{"name":"stdout","output_type":"stream","text":["Action Space Discrete(6)\n","State Space Discrete(500)\n"]}],"source":["print(\"Action Space {}\".format(env.action_space))\n","print(\"State Space {}\".format(env.observation_space))"]},{"cell_type":"markdown","metadata":{"id":"Babplv9NU86t"},"source":["**1. Rewards**\n","\n","Since the agent (the imaginary driver) is reward-motivated and is going to learn how to control the cab by trial experiences in the environment, we need to decide the rewards and/or penalties and their magnitude accordingly. Here a few points to consider:\n","\n","i. The agent should receive a high positive reward for a successful dropoff because this behavior is highly desired\n","\n","ii. The agent should be penalized if it tries to drop off a passenger in wrong locations\n","\n","iii. The agent should get a slight negative reward for not making it to the destination after every time-step. \"Slight\" negative because we would prefer our agent to reach late instead of making wrong moves trying to reach to the destination as fast as possible"]},{"cell_type":"markdown","metadata":{"id":"vFTm6CiAWY_h"},"source":["**2. State Space**\n","\n","The State Space is the set of all possible situations our taxi could inhabit. The state should contain useful information the agent needs to make the right action.\n","\n","Let's say we have a training area for our Smartcab where we are teaching it to transport people in a parking lot to four different locations (R, G, Y, B).\n","\n","Let's assume Smartcab is the only vehicle in this parking lot. We can break up the parking lot into a 5x5 grid, which gives us 25 possible taxi locations. These 25 locations are one part of our state space. Notice the current location state of our taxi is coordinate (3, 1).\n","\n","You'll also notice there are four (4) locations that we can pick up and drop off a passenger: R, G, Y, B or [(0,0), (0,4), (4,0), (4,3)] in (row, col) coordinates. Our illustrated passenger is in location Y and they wish to go to location R.\n","\n","When we also account for one (1) additional passenger state of being inside the taxi, we can take all combinations of passenger locations and destination locations to come to a total number of states for our taxi environment; there's four (4) destinations and five (4 + 1) passenger locations.\n","\n","So, our taxi environment has **5 * 5 * 5 * 4 = 500**\n"," total possible states.\n"]},{"cell_type":"markdown","metadata":{"id":"d2cyUtdlZeKM"},"source":["![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","metadata":{"id":"usRCj1gqb2zx"},"source":["The agent encounters one of the 500 states and it takes an action. The action in our case can be to move in a direction or decide to pickup/dropoff a passenger. In other words, we have six possible actions:\n","\n"," **0-south, 1-north, 2-east, 3-west, 4-pickup, 5-dropoff**\n","\n","You'll notice in the illustration above, that the taxi cannot perform certain actions in certain states due to walls. In environment's code, we will simply provide a -1 penalty for every wall hit and the taxi won't move anywhere. This will just rack up penalties causing the taxi to consider going around the wall."]},{"cell_type":"markdown","metadata":{"id":"GD-sSiHImcI5"},"source":["Tips: mannually set the state of the env"]},{"cell_type":"code","execution_count":15,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":408},"executionInfo":{"elapsed":362,"status":"ok","timestamp":1737451573273,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"Erbef2I6O-Xh","outputId":"71dd2288-3829-40cd-991d-4b04815d3f58"},"outputs":[{"name":"stdout","output_type":"stream","text":["State: 328\n"]},{"data":{"text/html":["\n","
ndarray (350, 550, 3) 
array([[[110, 109, 106],\n","        [110, 109, 106],\n","        [124, 122, 122],\n","        ...,\n","        [108, 111, 109],\n","        [108, 111, 109],\n","        [118, 119, 119]],\n","\n","       [[110, 109, 106],\n","        [110, 109, 106],\n","        [124, 122, 122],\n","        ...,\n","        [108, 111, 109],\n","        [108, 111, 109],\n","        [118, 119, 119]],\n","\n","       [[114, 116, 115],\n","        [114, 116, 115],\n","        [126, 127, 126],\n","        ...,\n","        [112, 113, 111],\n","        [112, 113, 111],\n","        [118, 117, 115]],\n","\n","       ...,\n","\n","       [[116, 115, 116],\n","        [116, 115, 116],\n","        [106, 107, 108],\n","        ...,\n","        [113, 115, 114],\n","        [113, 115, 114],\n","        [117, 114, 117]],\n","\n","       [[116, 115, 116],\n","        [116, 115, 116],\n","        [106, 107, 108],\n","        ...,\n","        [113, 115, 114],\n","        [113, 115, 114],\n","        [117, 114, 117]],\n","\n","       [[115, 112, 112],\n","        [115, 112, 112],\n","        [119, 119, 117],\n","        ...,\n","        [123, 119, 118],\n","        [123, 119, 118],\n","        [114, 114, 117]]], dtype=uint8)
"],"text/plain":["array([[[110, 109, 106],\n"," [110, 109, 106],\n"," [124, 122, 122],\n"," ...,\n"," [108, 111, 109],\n"," [108, 111, 109],\n"," [118, 119, 119]],\n","\n"," [[110, 109, 106],\n"," [110, 109, 106],\n"," [124, 122, 122],\n"," ...,\n"," [108, 111, 109],\n"," [108, 111, 109],\n"," [118, 119, 119]],\n","\n"," [[114, 116, 115],\n"," [114, 116, 115],\n"," [126, 127, 126],\n"," ...,\n"," [112, 113, 111],\n"," [112, 113, 111],\n"," [118, 117, 115]],\n","\n"," ...,\n","\n"," [[116, 115, 116],\n"," [116, 115, 116],\n"," [106, 107, 108],\n"," ...,\n"," [113, 115, 114],\n"," [113, 115, 114],\n"," [117, 114, 117]],\n","\n"," [[116, 115, 116],\n"," [116, 115, 116],\n"," [106, 107, 108],\n"," ...,\n"," [113, 115, 114],\n"," [113, 115, 114],\n"," [117, 114, 117]],\n","\n"," [[115, 112, 112],\n"," [115, 112, 112],\n"," [119, 119, 117],\n"," ...,\n"," [123, 119, 118],\n"," [123, 119, 118],\n"," [114, 114, 117]]], dtype=uint8)"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["state = env.encode(3, 1, 2, 0) # (taxi row, taxi column, passenger index, destination index)\n","print(\"State:\", state)\n","\n","env.s = state\n","env.render()"]},{"cell_type":"markdown","metadata":{"id":"LFIQIWc0mirH"},"source":["Tips: look at the initial reward table"]},{"cell_type":"markdown","metadata":{"id":"q7Bq94d0mxM3"},"source":["We can think of it like a matrix that has the number of states as rows and number of actions as columns, i.e. a **states * actions** matrix.\n","\n","1. This dictionary has the structure {action: [(probability, nextstate, reward, done)]}.\n","\n","2. Note that if our agent chose to explore action two (2) in this state it would be going East into a wall. The source code has made it impossible to actually move the taxi across a wall, so if the taxi chooses that action, it will just keep accruing -1 penalties, which affects the long-term reward."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":145,"status":"ok","timestamp":1737039018485,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"raF0ByYxPWur","outputId":"bc66e2ac-454c-45e1-fda6-5c9d0c4fbe9d"},"outputs":[{"data":{"text/plain":["{0: [(1.0, 428, -1, False)],\n"," 1: [(1.0, 228, -1, False)],\n"," 2: [(1.0, 348, -1, False)],\n"," 3: [(1.0, 328, -1, False)],\n"," 4: [(1.0, 328, -10, False)],\n"," 5: [(1.0, 328, -10, False)]}"]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["env.P[328] #Transition dynamics"]},{"cell_type":"markdown","metadata":{"id":"Zn_sFjq4PhSF"},"source":["### Without RL just random search"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0l9FQ7xAPXwY"},"outputs":[],"source":["env.s = 328 # set environment to illustration's state\n","\n","epochs = 0\n","penalties, reward = 0, 0\n","\n","frames = [] # for animation\n","\n","done = False\n","\n","while not done:\n"," action = env.action_space.sample()\n"," state, reward, done, truncated, info = env.step(action)\n","\n"," if reward == -10:\n"," penalties += 1\n"," frames.append({\n"," 'frame': env.render(),\n"," 'state': state,\n"," 'action': action,\n"," 'reward': reward\n"," }\n"," )\n"," epochs += 1"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1737040031338,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"n-j4612cPsdP","outputId":"bb7e8f6b-94b7-4ff9-cccf-2bfbfd606473"},"outputs":[{"name":"stdout","output_type":"stream","text":["Timesteps taken: 4799\n","Penalties incurred: 1571\n"]}],"source":["print(\"Timesteps taken: {}\".format(epochs))\n","print(\"Penalties incurred: {}\".format(penalties))"]},{"cell_type":"markdown","metadata":{"id":"nAB3s5tQpunh"},"source":["### With Reinforcement learning, we use Q-learning here\n","\n","**Q-learning**\n","\n","The values store in the Q-table are called a Q-values, and they map to a (state, action) combination.\n","\n","If the taxi is faced with a state that includes a passenger at its current location, it is highly likely that the Q-value for **pickup** is higher when compared to other actions, like dropoff or north.\n","\n","Q-values are initialized to an arbitrary value, and as the agent exposes itself to the environment and receives different rewards by executing different actions, the Q-values are updated using the equation:\n","\n","**Q(state, action) = (1-alpha)Q(state, action) + alpha * (reward + gamma * (max) Q(nextstate, all actions)**\n","\n","\n","Where:\n","\n","-\n"," (alpha) is the learning rate (0 < alpha <= 1)\n",") - Just like in supervised learning settings,\n"," is the extent to which our Q-values are being updated in every iteration.\n","\n","-\n"," (gamma) is the discount factor (0 <= gamma <= 1\n",") - determines how much importance we want to give to future rewards. A high value for the discount factor (close to 1) captures the long-term effective award, whereas, a discount factor of 0 makes our agent consider only immediate reward, hence making it greedy.\n"]},{"cell_type":"markdown","metadata":{"id":"G7aa4p0awCcs"},"source":["**Q-Table**\n","\n","The Q-table is a matrix where we have a row for every state (500) and a column for every action (6). It's first initialized to 0, and then values are updated after training. Note that the Q-table has the same dimensions as the reward table, but it has a completely different purpose.\n","\n","Breaking it down into steps, we get\n","\n","1. Initialize the Q-table by all zeros.\n","2. Start exploring actions: For each state, select any one among all possible actions for the current state (S).\n","3. Travel to the next state (S') as a result of that action (a).\n","4. For all possible actions from the state (S') select the one with the highest Q-value.\n","5. Update Q-table values using the equation.\n","6. Set the next state as the current state.\n","\n","If goal state is reached, then end and repeat the process."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":170,"status":"ok","timestamp":1737041909975,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"UxDe6UY4xABs","outputId":"7968aa70-99e4-48d6-f950-402319dc1489"},"outputs":[{"data":{"text/plain":["array([[0., 0., 0., 0., 0., 0.],\n"," [0., 0., 0., 0., 0., 0.],\n"," [0., 0., 0., 0., 0., 0.],\n"," ...,\n"," [0., 0., 0., 0., 0., 0.],\n"," [0., 0., 0., 0., 0., 0.],\n"," [0., 0., 0., 0., 0., 0.]])"]},"execution_count":18,"metadata":{},"output_type":"execute_result"}],"source":["import numpy as np\n","q_table = np.zeros([env.observation_space.n, env.action_space.n])\n","q_table"]},{"cell_type":"markdown","metadata":{"id":"lJMUEOzQwsHD"},"source":["Exploiting learned values\n","\n","After enough random exploration of actions, the Q-values tend to converge serving our agent as an action-value function which it can exploit to pick the most optimal action from a given state.\n","\n","There's a tradeoff between exploration (choosing a random action) and exploitation (choosing actions based on already learned Q-values). We want to prevent the action from always taking the same route, and possibly overfitting, so we'll be introducing another parameter called\n"," **\"epsilon\"** to cater to this during training.\n","\n","Instead of just selecting the best learned Q-value action, we'll sometimes favor exploring the action space further. Lower epsilon value results in episodes with more penalties (on average) which is obvious because we are exploring and making random decisions."]},{"cell_type":"markdown","metadata":{"id":"x0NnC-6txGom"},"source":["### **Implementing Q-learning**"]},{"cell_type":"markdown","metadata":{"id":"vwB3xXkqykYx"},"source":["### Train"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5867,"status":"ok","timestamp":1737043241984,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"VdrzUtUtP1ZB","outputId":"32d20147-e101-479b-f6ca-2c241037d033"},"outputs":[{"name":"stdout","output_type":"stream","text":["Training complete.\n"]}],"source":["import gym\n","import numpy as np\n","from IPython.display import display, HTML\n","from PIL import Image\n","import matplotlib.pyplot as plt\n","import os\n","\n","# Initialize the Taxi-v3 environment\n","env = gym.make(\"Taxi-v3\", render_mode=\"rgb_array\") # Render as RGB images\n","\n","# Define hyperparameters\n","alpha = 0.1 # Learning rate\n","gamma = 0.99 # Discount factor\n","epsilon = 1.0 # Exploration rate\n","epsilon_decay = 0.995\n","epsilon_min = 0.01\n","episodes = 5000\n","max_steps_per_episode = 100\n","\n","# Initialize Q-table\n","state_space_size = env.observation_space.n\n","action_space_size = env.action_space.n\n","q_table = np.zeros((state_space_size, action_space_size))\n","for episode in range(episodes):\n"," state = env.reset()[0]\n"," done = False\n"," #total_reward = 0\n"," for step in range(max_steps_per_episode):\n"," #frame = env.render() # Render the environment as an RGB array\n"," #frames.append(Image.fromarray(frame)) # Convert frame to an image\n"," action = np.argmax(q_table[state])\n","\n"," # Perform the action\n"," next_state, reward, done, truncated, info = env.step(action)\n"," q_table[state, action] = q_table[state, action] + alpha * (\n"," reward + gamma * np.max(q_table[next_state]) - q_table[state, action]\n"," )\n"," state = next_state\n"," if done:\n"," break\n","\n"," epsilon = max(epsilon_min, epsilon * epsilon_decay)\n","\n","print(\"Training complete.\")\n","\n","# # Save frames as a GIF with infinite looping\n","# gif_path = \"taxi_v3_simulation.gif\"\n","# frames[0].save(\n","# gif_path, save_all=True, append_images=frames[1:], duration=300, loop=0\n","# )\n","# print(f\"GIF saved at {gif_path}\")\n","\n","# # Display the GIF in the notebook with infinite looping\n","# from IPython.display import HTML\n","# display(HTML(f''))\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":155,"status":"ok","timestamp":1737042876450,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"yaadPESJy1mu","outputId":"47f2a06c-5c66-49de-aa30-98ebc392b26a"},"outputs":[{"data":{"text/plain":["array([-0.48377292, -0.48674903, -0.5193675 , -0.499001 , -1. ,\n"," -1. ])"]},"execution_count":31,"metadata":{},"output_type":"execute_result"}],"source":["## The q_table after 100 episodes training\n","q_table[328] #**0-south, 1-north, 2-east, 3-west, 4-pickup, 5-dropoff**"]},{"cell_type":"markdown","metadata":{"id":"M-RQrzlw0zJq"},"source":["Answers: Go for \"**south**\" if we train the q-table with 100 episodes."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":179,"status":"ok","timestamp":1737043180432,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"PHWdd5CO1bvV","outputId":"af9de9a7-3fba-47cf-a23e-02a7b624653f"},"outputs":[{"data":{"text/plain":["array([-4.3915121 , -4.41222092, -4.47884251, -4.40240422, -4.99001 ,\n"," -4.99001 ])"]},"execution_count":35,"metadata":{},"output_type":"execute_result"}],"source":["## The q_table after 1000 episodes training\n","q_table[328]"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":220,"status":"ok","timestamp":1737043255424,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"g6jq9eJ52Iua","outputId":"d415a780-363e-4d79-b95e-b5557a79978a"},"outputs":[{"data":{"text/plain":["array([-4.83617676, 8.02075149, -4.7696461 , -4.7842214 , -4.99001 ,\n"," -4.99001 ])"]},"execution_count":38,"metadata":{},"output_type":"execute_result"}],"source":["## The q_table after 5000 episodes training\n","q_table[328]"]},{"cell_type":"markdown","metadata":{"id":"f9S-x1iUyofl"},"source":["### Test"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":403},"executionInfo":{"elapsed":993,"status":"ok","timestamp":1737043268217,"user":{"displayName":"Zhenzhu Li","userId":"11208850919207969061"},"user_tz":0},"id":"r6MNuoz4yiz3","outputId":"cad2efc9-a63b-477b-9044-51b142ee73cb"},"outputs":[{"name":"stdout","output_type":"stream","text":["Total reward per episode: 12.0\n","GIF saved at taxi_v3_simulation.gif\n"]},{"data":{"image/gif":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Testing the trained agent and rendering as GIF\n","frames = [] # Store frames for GIF\n","test_episodes = 1\n","for episode in range(test_episodes):\n"," state = env.reset()[0]\n"," done = False\n"," total_reward = 0\n"," for step in range(max_steps_per_episode):\n"," frame = env.render() # Render the environment as an RGB array\n"," frames.append(Image.fromarray(frame)) # Convert frame to an image\n"," action = np.argmax(q_table[state])\n","\n"," # Correctly unpack the result of env.step()\n"," next_state, reward, done, truncated, info = env.step(action)\n"," done = done or truncated # Handle termination\n","\n"," total_reward += reward\n"," state = next_state\n"," if done:\n"," break\n","\n","print(f\"Total reward per episode: {total_reward / test_episodes}\")\n","\n","env.close()\n","\n","# Save frames as a GIF\n","gif_path = \"taxi_v3_simulation.gif\"\n","frames[0].save(gif_path, save_all=True, append_images=frames[1:], duration=300, loop=0)\n","print(f\"GIF saved at {gif_path}\")\n","\n","\n","# Display the GIF in the notebook\n","from IPython.display import Image as IPImage\n","display(IPImage(gif_path))"]},{"cell_type":"markdown","metadata":{},"source":["
\n"," Part 3: Homework\n","
"]},{"cell_type":"markdown","metadata":{"id":"Z4I6zsqY1AWW"},"source":["### Reflection and improvement\n","Requirements on homework: finish the task and import the notebook as a **pdf** with your codes, plots, results and discussions. \n","#### Task 1: **Hyperparameters and optimizations**"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# your code block"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# your comment block"]},{"cell_type":"markdown","metadata":{},"source":["#### Task 2: **switch to another policy training method**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"uHl-U-sy1DYS"},"outputs":[],"source":["## Choose another policy learning algorithm to train the agent and compare the performance of two models. "]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["## your comment block "]},{"cell_type":"markdown","metadata":{},"source":["#### Task 3: \n","Now change the agent to a thermoelectric material Bi2Te3, you can download the structure from [here](https://next-gen.materialsproject.org/materials/mp-541837?formula=Bi2Se3); you have the options to change Te into Se. "]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Installation of libraries\n","!pip install optimade --quiet\n","!pip install matminer --quiet\n","!pip install elementembeddings --quiet\n","!pip install pymatviz --quiet \n","!pip install plotly --quiet "]},{"cell_type":"markdown","metadata":{},"source":["Database queries: Chemical space of thermoelectric materials\n","We can use [matminer](https://matminer.readthedocs.io/en/latest/) to access a dataset. Today we will turn to thermoelectric materials.\n","\n","Thermoelectric devices convert temperature differences directly into electrical voltage, enabling applications in power generation and refrigeration. Their efficiency is characterised by the dimensionless figure of merit (zT), which depends on electrical conductivity, Seebeck coefficient, and thermal conductivity (read more here). Let's explore the diverse compositions that give rise to these properties."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["## code hint\n","import matminer # Materials informatics\n","from matminer.datasets.dataset_retrieval import load_dataset # Load materals datasets\n","\n","print(matminer.datasets.dataset_retrieval.get_all_dataset_info('ucsb_thermoelectrics'))"]},{"cell_type":"markdown","metadata":{},"source":["For featurisation, we recommend using the [elementembeddings](https://wmd-group.github.io/ElementEmbeddings/stable/) library."]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["## Code hint on composition featurization, in this task, we only care about the compositional features\n","from elementembeddings.composition import composition_featuriser\n","\n","magpie_df = composition_featuriser(df, formula_column=\"composition\", embedding='magpie')\n","magpie_df.head()"]},{"cell_type":"markdown","metadata":{},"source":["Now build your material env using gym\n","* action space: we only care about the compositional ratio of Te:Se from 0 to 1 with a step of 0.01\n","* reward function: you need to train a surrogate model based on the known database you have downloaded. \n","* train the RL model"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["## your code block"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["## your comment block"]},{"cell_type":"markdown","metadata":{},"source":["#### Task 4(optional): if compositional features are not good enough, you may choose to incorporate the structural informaitons. "]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["## your code block"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["## your comment block"]}],"metadata":{"colab":{"authorship_tag":"ABX9TyPrKep8fO4Q3k3BctjHwGBh","provenance":[]},"kernelspec":{"display_name":"Python 3","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":"3.8.0"}},"nbformat":4,"nbformat_minor":0}