translation_script.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TsFRg00oEjw5",
        "outputId": "5733fc9a-cdee-4d37-89f4-8d47bb80c430"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Tue Nov 22 04:48:55 2022       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   45C    P8     9W /  70W |      0MiB / 15109MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ],
      "source": [
        "!nvidia-smi"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6KVFKoCzvj0e",
        "outputId": "16657c47-a9bc-4c53-ea17-c4dcbf18ffd0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IzIs28NJU_yW",
        "outputId": "7267cb92-9273-459d-e1ab-eed5745dd731"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/Research/Chatbot_GRU\n"
          ]
        }
      ],
      "source": [
        "%cd /content/drive/MyDrive/Research/Chatbot_GRU"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oayjNlYgVRnb",
        "outputId": "15472260-a0a2-4489-a3b6-e762808c19ca"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Chatbot_GRU.ipynb\t     formatted_dialogs_test.txt\n",
            "Chatbot_Transformer.ipynb    formatted_dialogs.txt\n",
            "data\t\t\t     formatted_hindi_test.txt\n",
            "dialogues_test.txt\t     formatted_hindi_train1.txt\n",
            "dialogues_train.txt\t     formatted_hindi_train3.txt\n",
            "en-indic.zip\t\t     formatted_hindi_train.txt\n",
            "formatted_dialogs1.txt\t     Movie_dialogs.json\n",
            "formatted_dialogs_test1.txt  Preprocessing.ipynb\n"
          ]
        }
      ],
      "source": [
        "!ls"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CjfzxXZLHed_",
        "outputId": "3bb0d02c-bc46-4cbf-c982-7789c2d83894"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'indicTrans'...\n",
            "remote: Enumerating objects: 683, done.\u001b[K\n",
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            "/content/drive/MyDrive/Research/Chatbot_GRU/indicTrans\n",
            "Cloning into 'indic_nlp_library'...\n",
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            "Resolving deltas: 100% (701/701), done.\n",
            "Cloning into 'indic_nlp_resources'...\n",
            "remote: Enumerating objects: 139, done.\u001b[K\n",
            "remote: Counting objects: 100% (13/13), done.\u001b[K\n",
            "remote: Compressing objects: 100% (13/13), done.\u001b[K\n",
            "remote: Total 139 (delta 2), reused 2 (delta 0), pack-reused 126\u001b[K\n",
            "Receiving objects: 100% (139/139), 149.77 MiB | 20.72 MiB/s, done.\n",
            "Resolving deltas: 100% (53/53), done.\n",
            "Checking out files: 100% (28/28), done.\n",
            "Cloning into 'subword-nmt'...\n",
            "remote: Enumerating objects: 597, done.\u001b[K\n",
            "remote: Counting objects: 100% (21/21), done.\u001b[K\n",
            "remote: Compressing objects: 100% (17/17), done.\u001b[K\n",
            "remote: Total 597 (delta 8), reused 12 (delta 4), pack-reused 576\u001b[K\n",
            "Receiving objects: 100% (597/597), 252.23 KiB | 3.15 MiB/s, done.\n",
            "Resolving deltas: 100% (357/357), done.\n",
            "/content/drive/MyDrive/Research/Chatbot_GRU\n"
          ]
        }
      ],
      "source": [
        "# clone the repo for running evaluation\n",
        "!git clone https://github.com/AI4Bharat/indicTrans.git\n",
        "%cd indicTrans\n",
        "# clone requirements repositories\n",
        "!git clone https://github.com/anoopkunchukuttan/indic_nlp_library.git\n",
        "!git clone https://github.com/anoopkunchukuttan/indic_nlp_resources.git\n",
        "!git clone https://github.com/rsennrich/subword-nmt.git\n",
        "%cd .."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IeYW2BJhlJvx",
        "outputId": "3058c600-ccbc-485c-ad3b-d5f40913f191"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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            "Building wheels for collected packages: sacremoses\n",
            "  Building wheel for sacremoses (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for sacremoses: filename=sacremoses-0.0.53-py3-none-any.whl size=895260 sha256=79ada199e89cfde51254fd77f19a8869a06ccc2f9841f19082afad263207f6c8\n",
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            "Successfully built sacremoses\n",
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            "Successfully installed colorama-0.4.6 indic-nlp-library-0.81 mock-4.0.3 morfessor-2.0.6 portalocker-2.6.0 sacrebleu-2.3.1 sacremoses-0.0.53 sphinx-argparse-0.4.0 sphinx-rtd-theme-1.1.1 tensorboardX-2.5.1\n",
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            "Installing collected packages: uctools, toolwrapper, openfile, docopt, subword-nmt, mosestokenizer\n",
            "Successfully installed docopt-0.6.2 mosestokenizer-1.2.1 openfile-0.0.7 subword-nmt-0.3.8 toolwrapper-2.1.0 uctools-1.3.0\n",
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            "Processing /content/drive/MyDrive/Research/Chatbot_GRU/fairseq\n",
            "\u001b[33m  DEPRECATION: A future pip version will change local packages to be built in-place without first copying to a temporary directory. We recommend you use --use-feature=in-tree-build to test your packages with this new behavior before it becomes the default.\n",
            "   pip 21.3 will remove support for this functionality. You can find discussion regarding this at https://github.com/pypa/pip/issues/7555.\u001b[0m\n",
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            "Building wheels for collected packages: fairseq, antlr4-python3-runtime\n",
            "  Building wheel for fairseq (PEP 517) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for fairseq: filename=fairseq-0.12.2-cp37-cp37m-linux_x86_64.whl size=15492693 sha256=bdb410179892d69374c4c6a9e931fac503daaae7f816aae96865a59c7fee12af\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-hquvrw4d/wheels/6a/1c/8f/0a9e0dc39c5bc06ac029239d986466a2cb7c03297475c1a052\n",
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            "  Stored in directory: /root/.cache/pip/wheels/ca/33/b7/336836125fc9bb4ceaa4376d8abca10ca8bc84ddc824baea6c\n",
            "Successfully built fairseq antlr4-python3-runtime\n",
            "Installing collected packages: omegaconf, antlr4-python3-runtime, hydra-core, bitarray, fairseq\n",
            "Successfully installed antlr4-python3-runtime-4.8 bitarray-2.6.0 fairseq-0.12.2 hydra-core-1.0.7 omegaconf-2.0.6\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting xformers\n",
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            "\u001b[K     |████████████████████████████████| 292 kB 4.9 MB/s \n",
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            "\u001b[?25h  Downloading xformers-0.0.12.tar.gz (232 kB)\n",
            "\u001b[K     |████████████████████████████████| 232 kB 57.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: torch>=1.12 in /usr/local/lib/python3.7/dist-packages (from xformers) (1.12.1+cu113)\n",
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            "Collecting pyre-extensions==0.0.23\n",
            "  Downloading pyre_extensions-0.0.23-py3-none-any.whl (11 kB)\n",
            "Collecting typing-inspect\n",
            "  Downloading typing_inspect-0.8.0-py3-none-any.whl (8.7 kB)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from pyre-extensions==0.0.23->xformers) (4.1.1)\n",
            "Collecting mypy-extensions>=0.3.0\n",
            "  Downloading mypy_extensions-0.4.3-py2.py3-none-any.whl (4.5 kB)\n",
            "Building wheels for collected packages: xformers\n",
            "  Building wheel for xformers (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for xformers: filename=xformers-0.0.12-cp37-cp37m-linux_x86_64.whl size=5937227 sha256=db27725f2a5d2150b81c51fdcd89f2bf5b8fe5f3f1964bba074371a5afd223b7\n",
            "  Stored in directory: /root/.cache/pip/wheels/4c/e4/90/9c1105aad7ecc03f37440cfd4d1784ce669072dc9c20f09866\n",
            "Successfully built xformers\n",
            "Installing collected packages: mypy-extensions, typing-inspect, pyre-extensions, xformers\n",
            "Successfully installed mypy-extensions-0.4.3 pyre-extensions-0.0.23 typing-inspect-0.8.0 xformers-0.0.12\n",
            "/content/drive/MyDrive/Research/Chatbot_GRU\n"
          ]
        }
      ],
      "source": [
        "# Install the necessary libraries\n",
        "!pip install sacremoses pandas mock sacrebleu tensorboardX pyarrow indic-nlp-library\n",
        "!pip install mosestokenizer subword-nmt\n",
        "# # Install fairseq from source\n",
        "!git clone https://github.com/pytorch/fairseq.git\n",
        "%cd fairseq\n",
        "# !git checkout da9eaba12d82b9bfc1442f0e2c6fc1b895f4d35d\n",
        "!pip install ./\n",
        "! pip install xformers\n",
        "%cd .."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TktUu9NW_PLq",
        "outputId": "f325d6a2-989c-4d77-abd5-fa25bc6cf5a9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:root:Triton is not available, some optimizations will not be enabled.\n",
            "Error No module named 'triton'\n",
            "WARNING:root:Triton is not available, some optimizations will not be enabled.\n",
            "Error No module named 'triton'\n"
          ]
        }
      ],
      "source": [
        "# add fairseq folder to python path\n",
        "import os\n",
        "os.environ['PYTHONPATH'] += \":/content/fairseq/\"\n",
        "# sanity check to see if fairseq is installed\n",
        "from fairseq import checkpoint_utils, distributed_utils, options, tasks, utils"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E_4JxNdRlPQB",
        "outputId": "2e15b70d-3bf5-463a-ad84-578fdd39a1ca"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  en-indic.zip\n",
            "   creating: en-indic/\n",
            "   creating: en-indic/vocab/\n",
            "  inflating: en-indic/vocab/bpe_codes.32k.SRC  \n",
            "  inflating: en-indic/vocab/vocab.SRC  \n",
            "  inflating: en-indic/vocab/vocab.TGT  \n",
            "  inflating: en-indic/vocab/bpe_codes.32k.TGT  \n",
            "   creating: en-indic/final_bin/\n",
            "  inflating: en-indic/final_bin/preprocess.log  \n",
            "  inflating: en-indic/final_bin/dict.TGT.txt  \n",
            "  inflating: en-indic/final_bin/test.SRC-TGT.SRC.idx  \n",
            "  inflating: en-indic/final_bin/test.SRC-TGT.TGT.idx  \n",
            "  inflating: en-indic/final_bin/train.SRC-TGT.SRC.idx  \n",
            "  inflating: en-indic/final_bin/dict.SRC.txt  \n",
            "  inflating: en-indic/final_bin/valid.SRC-TGT.TGT.idx  \n",
            "  inflating: en-indic/final_bin/test.SRC-TGT.TGT.bin  \n",
            "  inflating: en-indic/final_bin/valid.SRC-TGT.TGT.bin  \n",
            "  inflating: en-indic/final_bin/train.SRC-TGT.TGT.idx  \n",
            "  inflating: en-indic/final_bin/train.SRC-TGT.TGT.bin  \n",
            "  inflating: en-indic/final_bin/valid.SRC-TGT.SRC.idx  \n",
            "  inflating: en-indic/final_bin/train.SRC-TGT.SRC.bin  \n",
            "  inflating: en-indic/final_bin/valid.SRC-TGT.SRC.bin  \n",
            "  inflating: en-indic/final_bin/test.SRC-TGT.SRC.bin  \n",
            "   creating: en-indic/model/\n",
            "  inflating: en-indic/model/checkpoint_best.pt  \n",
            "/content/drive/MyDrive/Research/Chatbot_GRU/indicTrans\n"
          ]
        }
      ],
      "source": [
        "# download the indictrans model\n",
        "\n",
        "\n",
        "# downloading the indic-en model\n",
        "# !wget https://storage.googleapis.com/samanantar-public/V0.3/models/indic-en.zip\n",
        "# !unzip indic-en.zip\n",
        "\n",
        "# downloading the en-indic model\n",
        "# !wget https://storage.googleapis.com/samanantar-public/V0.3/models/en-indic.zip\n",
        "!unzip en-indic.zip\n",
        "\n",
        "# # # downloading the indic-indic model\n",
        "# # !wget https://storage.googleapis.com/samanantar-public/V0.3/models/m2m.zip\n",
        "# # !unzip m2m.zip\n",
        "\n",
        "%cd indicTrans"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yTnWbHqY01-B",
        "outputId": "adda5a18-2756-42e7-aebf-861b66a99faa"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Initializing vocab and bpe\n",
            "Initializing model for translation\n"
          ]
        }
      ],
      "source": [
        "from inference.engine import Model\n",
        "\n",
        "indic2en_model = Model(expdir='../en-indic')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H6oIyWPCg0cd",
        "outputId": "90479f4f-552f-410b-eeb7-f4d35b85e8ad"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/Research/Chatbot_GRU\n"
          ]
        }
      ],
      "source": [
        "%cd .."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "I1n0AJlC9Ges",
        "outputId": "736ea711-743d-4419-d06c-660fbb8b2e06"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'/content/drive/MyDrive/Research/Chatbot_GRU'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "%pwd"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Uaeq3uwL74gF"
      },
      "outputs": [],
      "source": [
        "import csv\n",
        "from tqdm import tqdm"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tkU_89qQ6UAK"
      },
      "outputs": [],
      "source": [
        "base='/content/drive/MyDrive/Research/Chatbot_GRU/'\n",
        "formatted_dialogs_file=os.path.join(base,'formatted_dialogs1.txt')\n",
        "formatted_hindi_train=os.path.join(base,'formatted_hindi_train3.txt')\n",
        "\n",
        "formatted_dialogs_file_test=os.path.join(base,'formatted_dialogs_test1.txt')\n",
        "formatted_hindi_test=os.path.join(base,'formatted_hindi_test.txt')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rInC_MJJ8DsP"
      },
      "outputs": [],
      "source": [
        "def loadConversation(file):\n",
        "  lines=[]\n",
        "  with open(file,'r') as f:\n",
        "    for line in f:\n",
        "      lines.append(line.strip().split('\\n'))\n",
        "  return lines"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "go_DqnCihgqI",
        "outputId": "bd7bc660-ddae-4e06-cd7c-8b2d9a20efc3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "76053\n"
          ]
        }
      ],
      "source": [
        "lines=loadConversation(formatted_dialogs_file)\n",
        "print(len(lines))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jgLC6Q-65xDJ",
        "outputId": "12a499c3-a657-43b3-90c2-bf798b091651"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Writing newly formatted hindi file...\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
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        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "WARNING: Sentence __src__en__ __tgt__hi__ Jacob , you .... my daily makeup routine . truncated to 200 tokens as it exceeds maximum length limit\n"
          ]
        },
        {
          "output_type": "stream",
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        {
          "output_type": "stream",
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          "text": [
            "WARNING: Sentence __src__en__ __tgt__hi__ Jacob , you .... my daily makeup routine . truncated to 200 tokens as it exceeds maximum length limit\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
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            "\n",
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          ]
        }
      ],
      "source": [
        "print('Writing newly formatted hindi file...')\n",
        "with open(formatted_hindi_train,'w',encoding='utf-8') as op:\n",
        "  writer=csv.writer(op,delimiter='\\t',lineterminator='\\n')\n",
        "  for line in tqdm(lines[40000:60000]):\n",
        "    pair=line[0].split('\\t')\n",
        "    pair=indic2en_model.batch_translate(pair, 'en', 'hi')\n",
        "    writer.writerow(pair)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uC_bv21v8zoK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3711f2a6-133a-46d2-de3e-84f3a45745c2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1, 2, 3]"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ],
      "source": [
        "a=[1,2,3,4,5]\n",
        "a[:3]"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "yJ75ycZr9_IY"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}