Convert_h5_to_model_json.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Convert_h5_to_model_json.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMghb3/aFUeLGfSXQ8bul1x",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ayyucedemirbas/StarTrekTOS-Script-Generator/blob/main/Convert_h5_to_model_json.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oA2zi3wQKTfr",
        "outputId": "877aa4fb-6f02-4643-feea-16f87832565b"
      },
      "source": [
        "!pip install tensorflowjs"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting tensorflowjs\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/f9/42/184dd8f0c2b4dd375e504cf9c7b305531760efeccd9a606401d27505669e/tensorflowjs-3.0.0-py3-none-any.whl (63kB)\n",
            "\r\u001b[K     |█████▏                          | 10kB 16.0MB/s eta 0:00:01\r\u001b[K     |██████████▍                     | 20kB 13.2MB/s eta 0:00:01\r\u001b[K     |███████████████▌                | 30kB 9.2MB/s eta 0:00:01\r\u001b[K     |████████████████████▊           | 40kB 7.6MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▉      | 51kB 4.5MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████ | 61kB 5.0MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 71kB 3.5MB/s \n",
            "\u001b[?25hRequirement already satisfied: six<2,>=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tensorflowjs) (1.15.0)\n",
            "Requirement already satisfied: h5py<3,>=2.8.0 in /usr/local/lib/python3.6/dist-packages (from tensorflowjs) (2.10.0)\n",
            "Collecting tensorflow-hub<0.10,>=0.7.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ac/83/a7df82744a794107641dad1decaad017d82e25f0e1f761ac9204829eef96/tensorflow_hub-0.9.0-py2.py3-none-any.whl (103kB)\n",
            "\u001b[K     |████████████████████████████████| 112kB 7.9MB/s \n",
            "\u001b[?25hRequirement already satisfied: tensorflow<3,>=2.1.0 in /usr/local/lib/python3.6/dist-packages (from tensorflowjs) (2.4.1)\n",
            "Requirement already satisfied: numpy>=1.7 in /usr/local/lib/python3.6/dist-packages (from h5py<3,>=2.8.0->tensorflowjs) (1.19.5)\n",
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            "Requirement already satisfied: wrapt~=1.12.1 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (1.12.1)\n",
            "Requirement already satisfied: gast==0.3.3 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (0.3.3)\n",
            "Requirement already satisfied: flatbuffers~=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (1.12)\n",
            "Requirement already satisfied: opt-einsum~=3.3.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (3.3.0)\n",
            "Requirement already satisfied: wheel~=0.35 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (0.36.2)\n",
            "Requirement already satisfied: grpcio~=1.32.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (1.32.0)\n",
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            "Requirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (2.4.0)\n",
            "Requirement already satisfied: tensorboard~=2.4 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (2.4.1)\n",
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            "Requirement already satisfied: keras-preprocessing~=1.1.2 in /usr/local/lib/python3.6/dist-packages (from tensorflow<3,>=2.1.0->tensorflowjs) (1.1.2)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf>=3.8.0->tensorflow-hub<0.10,>=0.7.0->tensorflowjs) (53.0.0)\n",
            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (2.23.0)\n",
            "Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (1.24.0)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (0.4.2)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (1.8.0)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (1.0.1)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.6/dist-packages (from tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (3.3.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (2020.12.5)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (4.2.1)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3.6\" in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (4.7)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (0.2.8)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (1.3.0)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (3.4.0)\n",
            "Requirement already satisfied: pyasn1>=0.1.3 in /usr/local/lib/python3.6/dist-packages (from rsa<5,>=3.1.4; python_version >= \"3.6\"->google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (3.1.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard~=2.4->tensorflow<3,>=2.1.0->tensorflowjs) (3.4.0)\n",
            "Installing collected packages: tensorflow-hub, tensorflowjs\n",
            "  Found existing installation: tensorflow-hub 0.11.0\n",
            "    Uninstalling tensorflow-hub-0.11.0:\n",
            "      Successfully uninstalled tensorflow-hub-0.11.0\n",
            "Successfully installed tensorflow-hub-0.9.0 tensorflowjs-3.0.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "htVz3FbGHYsb"
      },
      "source": [
        "Do not forget to restart the runtime!"
      ]
    },
    {
      "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": 73
        },
        "id": "Y0DaCk7mxUcU",
        "outputId": "fbc4c9bf-00d4-4553-a3ff-41a4038a1b0c"
      },
      "source": [
        "from google.colab import files\n",
        "files.upload()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-0d8b8bf7-ecb5-40cf-ab1b-84683c2b50c4\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-0d8b8bf7-ecb5-40cf-ab1b-84683c2b50c4\">\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 Model_3_LSTM.h5 to Model_3_LSTM.h5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "foHIBfsuHlOl"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RWSJpsyKqHjH",
        "outputId": "a4f43fef-0b8b-4684-d1c3-157d611dc09c"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bUBBLQJoKd8N",
        "outputId": "6d1e4356-bd1d-4e21-a97d-b1e128529278"
      },
      "source": [
        "!tensorflowjs_converter --input_format=keras /content/drive/MyDrive/Model_3_LSTM_0_8658.h5 ./tfjs_model"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2021-02-04 22:19:46.601579: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Iyn4lMFMNzxs",
        "outputId": "fcd766a8-a008-460c-81dc-3b79ccecb2b1"
      },
      "source": [
        "ls -al tfjs_model"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 57944\n",
            "drwxr-xr-x 2 root root    4096 Feb  4 22:19 \u001b[0m\u001b[01;34m.\u001b[0m/\n",
            "drwxr-xr-x 1 root root    4096 Feb  4 22:19 \u001b[01;34m..\u001b[0m/\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard10of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard11of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard12of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard13of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard14of15.bin\n",
            "-rw-r--r-- 1 root root  598384 Feb  4 22:19 group1-shard15of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard1of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard2of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard3of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard4of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard5of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard6of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard7of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard8of15.bin\n",
            "-rw-r--r-- 1 root root 4194304 Feb  4 22:19 group1-shard9of15.bin\n",
            "-rw-r--r-- 1 root root    3825 Feb  4 22:19 model.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y62OLC7rONML",
        "outputId": "2f749281-d70b-433d-c8fa-80c19d4289c4"
      },
      "source": [
        "!zip -r ./tfjs_model.zip ./tfjs_model"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  adding: tfjs_model/ (stored 0%)\n",
            "  adding: tfjs_model/group1-shard3of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard9of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/model.json (deflated 80%)\n",
            "  adding: tfjs_model/group1-shard1of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard12of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard8of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard6of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard2of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard14of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard4of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard13of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard10of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard7of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard5of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard11of15.bin (deflated 7%)\n",
            "  adding: tfjs_model/group1-shard15of15.bin (deflated 7%)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "bzlpbPiZOk4o",
        "outputId": "8a680f5b-f428-420d-ccd3-fd77dcde705c"
      },
      "source": [
        "from google.colab import files\n",
        "files.download(\"./tfjs_model.zip\")"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
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