Rock_paper_scissors.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Rock-paper-scissors.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mU7dv4UY19IS",
        "outputId": "639c3414-ed1d-4bab-ee72-874a3bf04aa2"
      },
      "source": [
        "! pip install --upgrade --force-reinstall --no-deps kaggle"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting kaggle\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/99/33/365c0d13f07a2a54744d027fe20b60dacdfdfb33bc04746db6ad0b79340b/kaggle-1.5.10.tar.gz (59kB)\n",
            "\r\u001b[K     |█████▌                          | 10kB 15.6MB/s eta 0:00:01\r\u001b[K     |███████████                     | 20kB 10.7MB/s eta 0:00:01\r\u001b[K     |████████████████▋               | 30kB 8.2MB/s eta 0:00:01\r\u001b[K     |██████████████████████▏         | 40kB 7.3MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▊    | 51kB 4.4MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 61kB 2.8MB/s \n",
            "\u001b[?25hBuilding wheels for collected packages: kaggle\n",
            "  Building wheel for kaggle (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for kaggle: filename=kaggle-1.5.10-cp37-none-any.whl size=73269 sha256=6f9176c1a6e09298afa11e7a20455adf223bf471357494490be24191f08cdc0d\n",
            "  Stored in directory: /root/.cache/pip/wheels/3a/d1/7e/6ce09b72b770149802c653a02783821629146983ee5a360f10\n",
            "Successfully built kaggle\n",
            "Installing collected packages: kaggle\n",
            "  Found existing installation: kaggle 1.5.10\n",
            "    Uninstalling kaggle-1.5.10:\n",
            "      Successfully uninstalled kaggle-1.5.10\n",
            "Successfully installed kaggle-1.5.10\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 91
        },
        "id": "HgHtLzQ32tYA",
        "outputId": "5d5f5da0-bf00-4c1c-fd7f-cdba84049ac9"
      },
      "source": [
        "from google.colab import files\r\n",
        "files.upload()"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-2c7b6c32-0969-4cdb-8913-3e543e1dc968\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-2c7b6c32-0969-4cdb-8913-3e543e1dc968\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'kaggle.json': b'{\"username\":\"charvibannurs\",\"key\":\"0084b95f8bab27fe33aa7e6cf39ef44c\"}'}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mQDSnlj32zv-"
      },
      "source": [
        "! mkdir ~/.kaggle\r\n",
        "! cp kaggle.json ~/.kaggle/"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "as-t5adL22gS"
      },
      "source": [
        "! chmod 600 ~/.kaggle/kaggle.json"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BGFNeLZS24sQ",
        "outputId": "cdc70094-d3dd-40e1-ccb7-7ee0da7aaa88"
      },
      "source": [
        "! kaggle datasets download -d sanikamal/rock-paper-scissors-dataset"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading rock-paper-scissors-dataset.zip to /content\n",
            " 98% 441M/452M [00:18<00:00, 20.7MB/s]\n",
            "100% 452M/452M [00:18<00:00, 26.2MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JxxkyI7e27S4",
        "outputId": "79e38403-90aa-4e8f-ace2-36e17e783f49"
      },
      "source": [
        "! unzip rock-paper-scissors-dataset.zip -d dataset"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper04-118.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper04-119.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-000.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-001.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-002.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-003.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-004.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-005.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-006.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-007.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-008.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-009.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-010.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-011.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-012.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-013.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-014.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-015.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-016.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-017.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-018.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-019.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-020.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-021.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-022.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-023.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-024.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-025.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-026.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-027.png  \n",
            "  inflating: dataset/Rock-Paper-Scissors/train/paper/paper05-028.png  \n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y8KyPD7h29oY"
      },
      "source": [
        "import tensorflow as tf\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "import numpy as np"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-W_C3kaq3A3S"
      },
      "source": [
        "training_path = \"/content/dataset/Rock-Paper-Scissors/train\"\r\n",
        "test_path = \"/content/dataset/Rock-Paper-Scissors/test\""
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8H6XBaF03DU2"
      },
      "source": [
        "dataGen = tf.keras.preprocessing.image.ImageDataGenerator(\r\n",
        "    rescale = 1./255,\r\n",
        "    rotation_range=5,\r\n",
        "    horizontal_flip=True,\r\n",
        "    vertical_flip=True,\r\n",
        ")"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tUQmQ5Ac3Fov",
        "outputId": "1aebc94c-f0fa-4b03-89c8-25adb2c56d1a"
      },
      "source": [
        "train_dataset_aug = dataGen.flow_from_directory(\r\n",
        "    training_path,\r\n",
        "    target_size = (200,200),\r\n",
        "    batch_size = 32,\r\n",
        "    shuffle=True,\r\n",
        "    seed = 865\r\n",
        ")"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2520 images belonging to 3 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3vjZMab63HzB",
        "outputId": "b5ebcb8f-b6be-43bc-abe9-5ba404d70b85"
      },
      "source": [
        "test_dataset_aug = dataGen.flow_from_directory(\r\n",
        "    test_path,\r\n",
        "    target_size = (200,200),\r\n",
        "    batch_size = 32,\r\n",
        "    shuffle=True,\r\n",
        "    seed = 865\r\n",
        ")"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 372 images belonging to 3 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a7QkBJJ_3KU7"
      },
      "source": [
        "CNNmodel_aug = tf.keras.models.Sequential()\r\n",
        "# Feature extraction part\r\n",
        "CNNmodel_aug.add(tf.keras.layers.Conv2D(32, (3,3), activation='relu', input_shape=(200,200,3)))\r\n",
        "CNNmodel_aug.add(tf.keras.layers.MaxPooling2D((2,2)))\r\n",
        "CNNmodel_aug.add(tf.keras.layers.Conv2D(64, (3,3), activation='relu'))\r\n",
        "CNNmodel_aug.add(tf.keras.layers.MaxPooling2D((2,2)))\r\n",
        "CNNmodel_aug.add(tf.keras.layers.Conv2D(64,(3,3), activation='relu'))\r\n",
        "\r\n",
        "# Neural network - For classification\r\n",
        "CNNmodel_aug.add(tf.keras.layers.Flatten())\r\n",
        "CNNmodel_aug.add(tf.keras.layers.Dense(32, activation='relu'))\r\n",
        "CNNmodel_aug.add(tf.keras.layers.Dense(64, activation='relu'))\r\n",
        "CNNmodel_aug.add(tf.keras.layers.Dense(16, activation='relu'))\r\n",
        "CNNmodel_aug.add(tf.keras.layers.Dense(3, activation='softmax'))\r\n",
        "\r\n",
        "#Compile\r\n",
        "CNNmodel_aug.compile(optimizer = 'adam',\r\n",
        "                loss='categorical_crossentropy',metrics = ['accuracy'])"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c6mblFln3Qgy",
        "outputId": "fbe0ddb5-e2de-4ce0-d2e1-0a89987b57fc"
      },
      "source": [
        "history2 = CNNmodel_aug.fit(train_dataset_aug, validation_data=test_dataset_aug, epochs = 5)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/5\n",
            "79/79 [==============================] - 67s 474ms/step - loss: 1.1194 - accuracy: 0.3546 - val_loss: 0.9225 - val_accuracy: 0.5941\n",
            "Epoch 2/5\n",
            "79/79 [==============================] - 36s 454ms/step - loss: 0.5801 - accuracy: 0.7471 - val_loss: 0.7191 - val_accuracy: 0.6586\n",
            "Epoch 3/5\n",
            "79/79 [==============================] - 36s 453ms/step - loss: 0.1967 - accuracy: 0.9270 - val_loss: 0.7594 - val_accuracy: 0.7392\n",
            "Epoch 4/5\n",
            "79/79 [==============================] - 36s 452ms/step - loss: 0.0987 - accuracy: 0.9666 - val_loss: 0.6213 - val_accuracy: 0.7769\n",
            "Epoch 5/5\n",
            "79/79 [==============================] - 36s 454ms/step - loss: 0.0844 - accuracy: 0.9719 - val_loss: 0.5803 - val_accuracy: 0.8065\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "id": "TAiZr_xY3XRM",
        "outputId": "c65d5c1c-d866-4563-8291-e4bc2952b426"
      },
      "source": [
        "plt.plot(history2.history['accuracy'], label='accuracy')\r\n",
        "plt.plot(history2.history['val_accuracy'], label = 'val_accuracy')\r\n",
        "plt.xlabel('Epoch')\r\n",
        "plt.ylabel('Accuracy')\r\n",
        "plt.ylim([0.5, 1])\r\n",
        "plt.legend(loc='lower right')"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fc1d0038950>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "id": "N4kYCFV05TqD",
        "outputId": "8b46c829-53d4-4f53-e3c0-5933de9e846a"
      },
      "source": [
        "plt.plot(history2.history['loss'], label='loss')\r\n",
        "plt.plot(history2.history['val_loss'], label = 'val_loss')\r\n",
        "plt.xlabel('Epoch')\r\n",
        "plt.ylabel('loss')\r\n",
        "plt.ylim([0.5, 1])\r\n",
        "plt.legend(loc='lower right')"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fc12eb11f10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EAAOEg-23vxz",
        "outputId": "7bd522a6-40ad-4b7b-ab59-6f2f8d58ae82"
      },
      "source": [
        "CNNmodel_aug.evaluate(test_dataset_aug)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "12/12 [==============================] - 5s 372ms/step - loss: 0.5157 - accuracy: 0.8280\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.5157231688499451, 0.8279569745063782]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "esaduNra37cx",
        "outputId": "3b9a9735-84cc-4b89-ffac-0a7f11f37aa6"
      },
      "source": [
        "test_dataset = dataGen.flow_from_directory(test_path, target_size=(200,200),\r\n",
        "                                          class_mode='categorical', batch_size=32)\r\n",
        "x_batches, y_batches= next(test_dataset)"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 372 images belonging to 3 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "id": "0UTVzBus39kP",
        "outputId": "944c85e5-5c4e-4444-a3e9-48ab9d2b1d08"
      },
      "source": [
        "image = x_batches[3]\r\n",
        "plt.imshow(image)\r\n",
        "plt.show()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "S1IOPasE3_a2",
        "outputId": "c3592896-b163-4fdf-a47e-62c9d68ea89a"
      },
      "source": [
        "predicted=CNNmodel_aug.predict(test_dataset_aug)\r\n",
        "output=np.argmax(predicted[3])\r\n",
        "if output==0:\r\n",
        "  print(\"paper\")\r\n",
        "elif output==1:\r\n",
        "  print(\"rock\")\r\n",
        "else:\r\n",
        "  print(\"scissors\")"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "scissors\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t84fzzdx5h-t"
      },
      "source": [
        "CNNmodel_aug.save('my_model.h5')"
      ],
      "execution_count": 20,
      "outputs": []
    }
  ]
}