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+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Fri Jan 28 07:39:15 2022 \n",
+ "+-----------------------------------------------------------------------------+\n",
+ "| NVIDIA-SMI 495.46 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 P100-PCIE... Off | 00000000:00:04.0 Off | 0 |\n",
+ "| N/A 32C P0 26W / 250W | 0MiB / 16280MiB | 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"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "YZXTLpRzg8gp"
+ },
+ "outputs": [],
+ "source": [
+ "%%capture\n",
+ "!pip install datasets\n",
+ "!pip install transformers\n",
+ "!pip install huggingface_hub\n",
+ "!pip install torchaudio\n",
+ "!pip install librosa\n",
+ "!pip install jiwer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!apt install git-lfs"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "k6Ao2XfngKmI",
+ "outputId": "43373ff6-5dec-4fff-a901-50f57904bce1"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Reading package lists... Done\n",
+ "Building dependency tree \n",
+ "Reading state information... Done\n",
+ "The following NEW packages will be installed:\n",
+ " git-lfs\n",
+ "0 upgraded, 1 newly installed, 0 to remove and 37 not upgraded.\n",
+ "Need to get 2,129 kB of archives.\n",
+ "After this operation, 7,662 kB of additional disk space will be used.\n",
+ "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 git-lfs amd64 2.3.4-1 [2,129 kB]\n",
+ "Fetched 2,129 kB in 0s (5,095 kB/s)\n",
+ "Selecting previously unselected package git-lfs.\n",
+ "(Reading database ... 155229 files and directories currently installed.)\n",
+ "Preparing to unpack .../git-lfs_2.3.4-1_amd64.deb ...\n",
+ "Unpacking git-lfs (2.3.4-1) ...\n",
+ "Setting up git-lfs (2.3.4-1) ...\n",
+ "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from huggingface_hub import notebook_login\n",
+ "\n",
+ "notebook_login()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 359,
+ "referenced_widgets": [
+ "7d0ed64d754d4fc481bed395417edc15",
+ "9958085aec5440368287480dba1bbd4e",
+ "e94e40c9499845baa1d9d711e73cfdcd",
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+ "fcb3ddc3d8bb4a35bd6db7d65da443b5",
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+ "ab9f726d58e941b88dd62fe34ba1c6a0",
+ "58c220e27a584bdfbc0ce46e7e34323d"
+ ]
+ },
+ "id": "1CCVxM2-hLbE",
+ "outputId": "6b2fb826-f3aa-46ab-90dc-4cd0656badf2"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Login successful\n",
+ "Your token has been saved to /root/.huggingface/token\n",
+ "\u001b[1m\u001b[31mAuthenticated through git-credential store but this isn't the helper defined on your machine.\n",
+ "You might have to re-authenticate when pushing to the Hugging Face Hub. Run the following command in your terminal in case you want to set this credential helper as the default\n",
+ "\n",
+ "git config --global credential.helper store\u001b[0m\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from datasets import load_dataset, load_metric, Audio, concatenate_datasets"
+ ],
+ "metadata": {
+ "id": "HP3z-kMqhW49"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!sudo rm -r /root/.cache"
+ ],
+ "metadata": {
+ "id": "OvVBJh9C5x_l"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "common_voice_train = load_dataset(\"mozilla-foundation/common_voice_8_0\", \"ur\", split=\"train+validation\", use_auth_token=True)\n",
+ "common_voice_test = load_dataset(\"mozilla-foundation/common_voice_8_0\", \"ur\", split=\"test\", use_auth_token=True)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 357,
+ "referenced_widgets": [
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+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "fbbec5f3e1144329a32c7bc626d43564",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Downloading: 0%| | 0.00/10.1k [00:00, ?B/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "05e2063d55474f568138dce4da196900",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Downloading: 0%| | 0.00/2.98k [00:00, ?B/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "bb90b092c3a84a839262697e86530736",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Downloading: 0%| | 0.00/53.1k [00:00, ?B/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Downloading and preparing dataset common_voice/ur to /root/.cache/huggingface/datasets/mozilla-foundation___common_voice/ur/8.0.0/b8bc4d453193c06a43269b46cd87f075c70f152ac963b7f28f7a2760c45ec3e8...\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "5d579cd6eed04e45912cdacf3a074f47",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Downloading: 0%| | 0.00/71.3M [00:00, ?B/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "66f230efa90c4e299c6db623f8af6e4f",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0 examples [00:00, ? examples/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "ddf33b7311fc4c7da5373a8c940a297f",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0 examples [00:00, ? examples/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "fcbe430146c84ee284f7502f74646693",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0 examples [00:00, ? examples/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "93a995905a7d43dab33e0ad83ce7db54",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0 examples [00:00, ? examples/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "275dc9b148c84a5aab70e0e2f26a0dc0",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0 examples [00:00, ? examples/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Dataset common_voice downloaded and prepared to /root/.cache/huggingface/datasets/mozilla-foundation___common_voice/ur/8.0.0/b8bc4d453193c06a43269b46cd87f075c70f152ac963b7f28f7a2760c45ec3e8. Subsequent calls will reuse this data.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Reusing dataset common_voice (/root/.cache/huggingface/datasets/mozilla-foundation___common_voice/ur/8.0.0/b8bc4d453193c06a43269b46cd87f075c70f152ac963b7f28f7a2760c45ec3e8)\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "common_voice_train = common_voice_train.remove_columns([\"accent\", \"age\", \"client_id\", \"down_votes\", \"gender\", \"locale\", \"segment\", \"up_votes\"])\n",
+ "common_voice_test = common_voice_test.remove_columns([\"accent\", \"age\", \"client_id\", \"down_votes\", \"gender\", \"locale\", \"segment\", \"up_votes\"])"
+ ],
+ "metadata": {
+ "id": "e_Km6s8AJgWz"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import re\n",
+ "import unicodedata\n",
+ "chars_to_remove_regex = '''[\\!\\؛\\،\\٫\\؟\\۔\\٪\\\"\\'\\:\\-\\‘\\’]'''\n",
+ "\n",
+ "def remove_special_characters(batch):\n",
+ " batch[\"sentence\"] = re.sub(chars_to_remove_regex, '', batch[\"sentence\"]).lower()\n",
+ " batch[\"sentence\"] = unicodedata.normalize(\"NFKC\", batch[\"sentence\"])\n",
+ " return batch"
+ ],
+ "metadata": {
+ "id": "DcXT9xueZfMX"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "common_voice_train = common_voice_train.map(remove_special_characters)\n",
+ "common_voice_test = common_voice_test.map(remove_special_characters)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 81,
+ "referenced_widgets": [
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+ ]
+ },
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+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "46314d3ccb5843619a8d9f641cd1dd67",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0ex [00:00, ?ex/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "933a105a375a41299fb3f42c385c365c",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0ex [00:00, ?ex/s]"
+ ]
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def extract_all_chars(batch):\n",
+ " all_text = \" \".join(batch[\"sentence\"])\n",
+ " vocab = list(set(all_text))\n",
+ " return {\"vocab\": [vocab], \"all_text\": [all_text]}"
+ ],
+ "metadata": {
+ "id": "0KhG6IzQZkPh"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "vocab_train = common_voice_train.map(extract_all_chars, batched=True, batch_size=-1, keep_in_memory=True, remove_columns=common_voice_train.column_names)\n",
+ "vocab_test = common_voice_test.map(extract_all_chars, batched=True, batch_size=-1, keep_in_memory=True, remove_columns=common_voice_test.column_names)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 81,
+ "referenced_widgets": [
+ "971ea8cc030c4550bea70d4e42b76199",
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+ "outputId": "e38eec57-f472-47c2-d808-955608fe2657"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "971ea8cc030c4550bea70d4e42b76199",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ " 0%| | 0/1 [00:00, ?ba/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "7651b050843c4c2c92e9510fac963220",
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+ "version_major": 2
+ },
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+ " 0%| | 0/1 [00:00, ?ba/s]"
+ ]
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "vocab_list = list(set(vocab_train[\"vocab\"][0]) | set(vocab_test[\"vocab\"][0]))"
+ ],
+ "metadata": {
+ "id": "BseCaBF-Z1J9"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "vocab_dict = {v: k for k, v in enumerate(sorted(vocab_list))}\n",
+ "vocab_dict"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "H8aNXGLcZ7aq",
+ "outputId": "bc2a9eee-667f-4ea6-fcd3-226557325f6d"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "{' ': 0,\n",
+ " 'ء': 1,\n",
+ " 'آ': 2,\n",
+ " 'ؤ': 3,\n",
+ " 'ئ': 4,\n",
+ " 'ا': 5,\n",
+ " 'ب': 6,\n",
+ " 'ت': 7,\n",
+ " 'ث': 8,\n",
+ " 'ج': 9,\n",
+ " 'ح': 10,\n",
+ " 'خ': 11,\n",
+ " 'د': 12,\n",
+ " 'ذ': 13,\n",
+ " 'ر': 14,\n",
+ " 'ز': 15,\n",
+ " 'س': 16,\n",
+ " 'ش': 17,\n",
+ " 'ص': 18,\n",
+ " 'ض': 19,\n",
+ " 'ط': 20,\n",
+ " 'ظ': 21,\n",
+ " 'ع': 22,\n",
+ " 'غ': 23,\n",
+ " 'ف': 24,\n",
+ " 'ق': 25,\n",
+ " 'ل': 26,\n",
+ " 'م': 27,\n",
+ " 'ن': 28,\n",
+ " 'و': 29,\n",
+ " 'ى': 30,\n",
+ " 'ي': 31,\n",
+ " 'ً': 32,\n",
+ " 'َ': 33,\n",
+ " 'ُ': 34,\n",
+ " 'ِ': 35,\n",
+ " 'ّ': 36,\n",
+ " 'ٔ': 37,\n",
+ " 'ٰ': 38,\n",
+ " 'ٹ': 39,\n",
+ " 'پ': 40,\n",
+ " 'چ': 41,\n",
+ " 'ڈ': 42,\n",
+ " 'ڑ': 43,\n",
+ " 'ژ': 44,\n",
+ " 'ک': 45,\n",
+ " 'گ': 46,\n",
+ " 'ں': 47,\n",
+ " 'ھ': 48,\n",
+ " 'ہ': 49,\n",
+ " 'ۂ': 50,\n",
+ " 'ی': 51,\n",
+ " 'ے': 52}"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 23
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "vocab_dict[\"|\"] = vocab_dict[\" \"]\n",
+ "del vocab_dict[\" \"]"
+ ],
+ "metadata": {
+ "id": "CXO9uuQ5Z9ig"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "vocab_dict[\"[UNK]\"] = len(vocab_dict)\n",
+ "vocab_dict[\"[PAD]\"] = len(vocab_dict)\n",
+ "len(vocab_dict)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "6ZzvK62RaFXk",
+ "outputId": "de05cf12-d744-4b3b-d653-f54915a43c50"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "55"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 25
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import json\n",
+ "with open('vocab.json', 'w') as vocab_file:\n",
+ " json.dump(vocab_dict, vocab_file)"
+ ],
+ "metadata": {
+ "id": "1iC1L9fLaAjr"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from transformers import Wav2Vec2CTCTokenizer\n",
+ "\n",
+ "tokenizer = Wav2Vec2CTCTokenizer.from_pretrained(\"./\", unk_token=\"[UNK]\", pad_token=\"[PAD]\", word_delimiter_token=\"|\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "KQQNKodMaGxH",
+ "outputId": "c51e9a97-a3d6-4302-f02a-629a0a583125"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "file ./config.json not found\n",
+ "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "repo_name = \"wav2vec2-large-xls-r-300m-ur-cv8\""
+ ],
+ "metadata": {
+ "id": "P7l3pLQpaSxB"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "tokenizer.push_to_hub(repo_name)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 140
+ },
+ "id": "tPYBu0yZaWqA",
+ "outputId": "158f7d00-cd60-405f-ef45-1de294a6fccf"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/huggingface_hub/hf_api.py:1004: FutureWarning: `create_repo` now takes `token` as an optional positional argument. Be sure to adapt your code!\n",
+ " FutureWarning,\n",
+ "Cloning https://huggingface.co/anuragshas/wav2vec2-large-xls-r-300m-ur-cv8 into local empty directory.\n",
+ "To https://huggingface.co/anuragshas/wav2vec2-large-xls-r-300m-ur-cv8\n",
+ " 378939c..5bf99be main -> main\n",
+ "\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "application/vnd.google.colaboratory.intrinsic+json": {
+ "type": "string"
+ },
+ "text/plain": [
+ "'https://huggingface.co/anuragshas/wav2vec2-large-xls-r-300m-ur-cv8/commit/5bf99be112910fb2e8f9b39fd16a7cbe06a29fc4'"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 29
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from transformers import Wav2Vec2FeatureExtractor\n",
+ "\n",
+ "feature_extractor = Wav2Vec2FeatureExtractor(feature_size=1, sampling_rate=16000, padding_value=0.0, do_normalize=True, return_attention_mask=True)"
+ ],
+ "metadata": {
+ "id": "1RseFfmleI3H"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from transformers import Wav2Vec2Processor\n",
+ "\n",
+ "processor = Wav2Vec2Processor(feature_extractor=feature_extractor, tokenizer=tokenizer)"
+ ],
+ "metadata": {
+ "id": "NGDrT6saeOqy"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "common_voice_train = common_voice_train.cast_column(\"audio\", Audio(sampling_rate=16_000))\n",
+ "common_voice_test = common_voice_test.cast_column(\"audio\", Audio(sampling_rate=16_000))"
+ ],
+ "metadata": {
+ "id": "nOpdod1weRfa"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def prepare_dataset(batch):\n",
+ " audio = batch[\"audio\"]\n",
+ "\n",
+ " # batched output is \"un-batched\"\n",
+ " batch[\"input_values\"] = processor(audio[\"array\"], sampling_rate=audio[\"sampling_rate\"]).input_values[0]\n",
+ " batch[\"input_length\"] = len(batch[\"input_values\"])\n",
+ " \n",
+ " with processor.as_target_processor():\n",
+ " batch[\"labels\"] = processor(batch[\"sentence\"]).input_ids\n",
+ " return batch"
+ ],
+ "metadata": {
+ "id": "KimgJI22eVYa"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "common_voice_train = common_voice_train.map(prepare_dataset, remove_columns=common_voice_train.column_names)\n",
+ "common_voice_test = common_voice_test.map(prepare_dataset, remove_columns=common_voice_test.column_names)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 81,
+ "referenced_widgets": [
+ "8d263d6f0afc4b2ca6a0165d2170590f",
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+ ]
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+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "8d263d6f0afc4b2ca6a0165d2170590f",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0ex [00:00, ?ex/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "f2fd5c8c81d542db81469324c2f8a76e",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "0ex [00:00, ?ex/s]"
+ ]
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import torch\n",
+ "\n",
+ "from dataclasses import dataclass, field\n",
+ "from typing import Any, Dict, List, Optional, Union\n",
+ "\n",
+ "@dataclass\n",
+ "class DataCollatorCTCWithPadding:\n",
+ " \"\"\"\n",
+ " Data collator that will dynamically pad the inputs received.\n",
+ " Args:\n",
+ " processor (:class:`~transformers.Wav2Vec2Processor`)\n",
+ " The processor used for proccessing the data.\n",
+ " padding (:obj:`bool`, :obj:`str` or :class:`~transformers.tokenization_utils_base.PaddingStrategy`, `optional`, defaults to :obj:`True`):\n",
+ " Select a strategy to pad the returned sequences (according to the model's padding side and padding index)\n",
+ " among:\n",
+ " * :obj:`True` or :obj:`'longest'`: Pad to the longest sequence in the batch (or no padding if only a single\n",
+ " sequence if provided).\n",
+ " * :obj:`'max_length'`: Pad to a maximum length specified with the argument :obj:`max_length` or to the\n",
+ " maximum acceptable input length for the model if that argument is not provided.\n",
+ " * :obj:`False` or :obj:`'do_not_pad'` (default): No padding (i.e., can output a batch with sequences of\n",
+ " different lengths).\n",
+ " \"\"\"\n",
+ "\n",
+ " processor: Wav2Vec2Processor\n",
+ " padding: Union[bool, str] = True\n",
+ " \n",
+ " def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]:\n",
+ " # split inputs and labels since they have to be of different lenghts and need\n",
+ " # different padding methods\n",
+ " input_features = [{\"input_values\": feature[\"input_values\"]} for feature in features]\n",
+ " label_features = [{\"input_ids\": feature[\"labels\"]} for feature in features]\n",
+ "\n",
+ " batch = self.processor.pad(\n",
+ " input_features,\n",
+ " padding=self.padding,\n",
+ " return_tensors=\"pt\",\n",
+ " )\n",
+ " with self.processor.as_target_processor():\n",
+ " labels_batch = self.processor.pad(\n",
+ " label_features,\n",
+ " padding=self.padding,\n",
+ " return_tensors=\"pt\",\n",
+ " )\n",
+ "\n",
+ " # replace padding with -100 to ignore loss correctly\n",
+ " labels = labels_batch[\"input_ids\"].masked_fill(labels_batch.attention_mask.ne(1), -100)\n",
+ "\n",
+ " batch[\"labels\"] = labels\n",
+ "\n",
+ " return batch"
+ ],
+ "metadata": {
+ "id": "k1hUL21-ecSE"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "data_collator = DataCollatorCTCWithPadding(processor=processor, padding=True)"
+ ],
+ "metadata": {
+ "id": "3WErNElzezOc"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "wer_metric = load_metric(\"wer\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 49,
+ "referenced_widgets": [
+ "41d754248e0d4d9d8fa85c8d7999e792",
+ "4d83150acd0840bebb2f127cb1ed1312",
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+ ]
+ },
+ "id": "tHAXlHO1ez7Z",
+ "outputId": "1cd21eba-0c45-4a16-cc32-2d2ed5db2567"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "41d754248e0d4d9d8fa85c8d7999e792",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Downloading: 0%| | 0.00/1.91k [00:00, ?B/s]"
+ ]
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import numpy as np"
+ ],
+ "metadata": {
+ "id": "vNC_sB-KmI6a"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def compute_metrics(pred):\n",
+ " pred_logits = pred.predictions\n",
+ " pred_ids = np.argmax(pred_logits, axis=-1)\n",
+ "\n",
+ " pred.label_ids[pred.label_ids == -100] = processor.tokenizer.pad_token_id\n",
+ "\n",
+ " pred_str = processor.batch_decode(pred_ids)\n",
+ " # we do not want to group tokens when computing the metrics\n",
+ " label_str = processor.batch_decode(pred.label_ids, group_tokens=False)\n",
+ "\n",
+ " wer = wer_metric.compute(predictions=pred_str, references=label_str)\n",
+ "\n",
+ " return {\"wer\": wer}"
+ ],
+ "metadata": {
+ "id": "daxfLXFee1gb"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from transformers import Wav2Vec2ForCTC\n",
+ "\n",
+ "model = Wav2Vec2ForCTC.from_pretrained(\n",
+ " \"facebook/wav2vec2-xls-r-300m\", \n",
+ " attention_dropout=0.1,\n",
+ " layerdrop=0.0,\n",
+ " feat_proj_dropout=0.0,\n",
+ " mask_time_prob=0.75,\n",
+ " mask_time_length=10,\n",
+ " mask_feature_prob=0.25,\n",
+ " mask_feature_length=64,\n",
+ " ctc_loss_reduction=\"mean\", \n",
+ " pad_token_id=processor.tokenizer.pad_token_id,\n",
+ " vocab_size=len(processor.tokenizer),\n",
+ ")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 188,
+ "referenced_widgets": [
+ "d8abb76a74d3417a86b845ec47a53eff",
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+ ]
+ },
+ "id": "I5LcwTuNe36t",
+ "outputId": "343e4f51-49b3-4a70-e92c-d7b99b56be8e"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "d8abb76a74d3417a86b845ec47a53eff",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Downloading: 0%| | 0.00/1.53k [00:00, ?B/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "64ce03fce87246e69c972c037265a9ee",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Downloading: 0%| | 0.00/1.18G [00:00, ?B/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Some weights of the model checkpoint at facebook/wav2vec2-xls-r-300m were not used when initializing Wav2Vec2ForCTC: ['project_q.weight', 'project_hid.weight', 'project_q.bias', 'quantizer.weight_proj.weight', 'quantizer.weight_proj.bias', 'project_hid.bias', 'quantizer.codevectors']\n",
+ "- This IS expected if you are initializing Wav2Vec2ForCTC from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
+ "- This IS NOT expected if you are initializing Wav2Vec2ForCTC from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n",
+ "Some weights of Wav2Vec2ForCTC were not initialized from the model checkpoint at facebook/wav2vec2-xls-r-300m and are newly initialized: ['lm_head.bias', 'lm_head.weight']\n",
+ "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "model.freeze_feature_extractor()"
+ ],
+ "metadata": {
+ "id": "PDNPanGpe63p",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "2d0f5d5b-b01a-433e-a863-a114a73d11cb"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/transformers/models/wav2vec2/modeling_wav2vec2.py:1703: FutureWarning: The method `freeze_feature_extractor` is deprecated and will be removed in Transformers v5.Please use the equivalent `freeze_feature_encoder` method instead.\n",
+ " FutureWarning,\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from transformers import TrainingArguments\n",
+ "\n",
+ "training_args = TrainingArguments(\n",
+ " output_dir=repo_name,\n",
+ " group_by_length=True,\n",
+ " per_device_train_batch_size=16,\n",
+ " gradient_accumulation_steps=2,\n",
+ " evaluation_strategy=\"steps\",\n",
+ " num_train_epochs=200,\n",
+ " gradient_checkpointing=True,\n",
+ " fp16=False,\n",
+ " save_steps=400,\n",
+ " eval_steps=400,\n",
+ " logging_steps=100,\n",
+ " learning_rate=1e-4,\n",
+ " warmup_steps=1000,\n",
+ " save_total_limit=1,\n",
+ " push_to_hub=True,\n",
+ ")"
+ ],
+ "metadata": {
+ "id": "g5JmKDsCfFIe"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from transformers import Trainer\n",
+ "\n",
+ "trainer = Trainer(\n",
+ " model=model,\n",
+ " data_collator=data_collator,\n",
+ " args=training_args,\n",
+ " compute_metrics=compute_metrics,\n",
+ " train_dataset=common_voice_train,\n",
+ " eval_dataset=common_voice_test,\n",
+ " tokenizer=processor.feature_extractor,\n",
+ ")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "sAAtz7MhfIjU",
+ "outputId": "3f1b26ef-51a2-44b8-c6c7-45d4fa462900"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/content/wav2vec2-large-xls-r-300m-ur-cv8 is already a clone of https://huggingface.co/anuragshas/wav2vec2-large-xls-r-300m-ur-cv8. Make sure you pull the latest changes with `repo.git_pull()`.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "trainer.train()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "vvVB8vl9fOZh",
+ "outputId": "5e9666b1-4dcf-40f8-c49e-c90c42b6d749"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "The following columns in the training set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "/usr/local/lib/python3.7/dist-packages/transformers/optimization.py:309: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use thePyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+ " FutureWarning,\n",
+ "***** Running training *****\n",
+ " Num examples = 810\n",
+ " Num Epochs = 200\n",
+ " Instantaneous batch size per device = 16\n",
+ " Total train batch size (w. parallel, distributed & accumulation) = 32\n",
+ " Gradient Accumulation steps = 2\n",
+ " Total optimization steps = 5000\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ "
\n",
+ " [5000/5000 5:46:13, Epoch 199/200]\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Step | \n",
+ " Training Loss | \n",
+ " Validation Loss | \n",
+ " Wer | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 400 | \n",
+ " 3.626900 | \n",
+ " 3.324588 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ " 800 | \n",
+ " 3.054600 | \n",
+ " 2.814759 | \n",
+ " 0.996299 | \n",
+ "
\n",
+ " \n",
+ " 1200 | \n",
+ " 1.458900 | \n",
+ " 1.023663 | \n",
+ " 0.658401 | \n",
+ "
\n",
+ " \n",
+ " 1600 | \n",
+ " 1.091100 | \n",
+ " 0.952431 | \n",
+ " 0.596595 | \n",
+ "
\n",
+ " \n",
+ " 2000 | \n",
+ " 0.887900 | \n",
+ " 0.982690 | \n",
+ " 0.582161 | \n",
+ "
\n",
+ " \n",
+ " 2400 | \n",
+ " 0.746700 | \n",
+ " 0.992257 | \n",
+ " 0.584012 | \n",
+ "
\n",
+ " \n",
+ " 2800 | \n",
+ " 0.642700 | \n",
+ " 0.998751 | \n",
+ " 0.571429 | \n",
+ "
\n",
+ " \n",
+ " 3200 | \n",
+ " 0.568500 | \n",
+ " 1.087239 | \n",
+ " 0.580681 | \n",
+ "
\n",
+ " \n",
+ " 3600 | \n",
+ " 0.506800 | \n",
+ " 1.119412 | \n",
+ " 0.582161 | \n",
+ "
\n",
+ " \n",
+ " 4000 | \n",
+ " 0.463000 | \n",
+ " 1.113834 | \n",
+ " 0.569208 | \n",
+ "
\n",
+ " \n",
+ " 4400 | \n",
+ " 0.421200 | \n",
+ " 1.123249 | \n",
+ " 0.571429 | \n",
+ "
\n",
+ " \n",
+ " 4800 | \n",
+ " 0.405600 | \n",
+ " 1.144317 | \n",
+ " 0.567728 | \n",
+ "
\n",
+ " \n",
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-400\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-400/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-400/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-400/preprocessor_config.json\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/preprocessor_config.json\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-800\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-800/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-800/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-800/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-400] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1200\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1200/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1200/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1200/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-800] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1600\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1600/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1600/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1600/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1200] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2000\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2000/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2000/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2000/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-1600] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2400\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2400/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2400/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2400/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2000] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2800\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2800/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2800/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2800/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2400] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3200\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3200/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3200/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3200/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-2800] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3600\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3600/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3600/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3600/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3200] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4000\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4000/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4000/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4000/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-3600] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4400\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4400/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4400/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4400/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4000] due to args.save_total_limit\n",
+ "The following columns in the evaluation set don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+ "***** Running Evaluation *****\n",
+ " Num examples = 341\n",
+ " Batch size = 8\n",
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4800\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4800/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4800/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4800/preprocessor_config.json\n",
+ "Deleting older checkpoint [wav2vec2-large-xls-r-300m-ur-cv8/checkpoint-4400] due to args.save_total_limit\n",
+ "\n",
+ "\n",
+ "Training completed. Do not forget to share your model on huggingface.co/models =)\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "TrainOutput(global_step=5000, training_loss=1.5904918968200683, metrics={'train_runtime': 20780.7626, 'train_samples_per_second': 7.796, 'train_steps_per_second': 0.241, 'total_flos': 2.0716608264816038e+19, 'train_loss': 1.5904918968200683, 'epoch': 199.98})"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 44
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "trainer.push_to_hub()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 342,
+ "referenced_widgets": [
+ "de9dc0054a5b4d0bbaec91da45d4b5e2",
+ "e6a2c16b1e3648cbbb67350fc3631e8d",
+ "4028dc4d2139456e94815357047f8b30",
+ "80f3d8a180f84f469e2554d16b73524c",
+ "ad94cf0637474d3bb31b096ca34d4e35",
+ "3e954e6517604989a55c664877959c59",
+ "db766081e935432885e50bead6caebb7",
+ "4d4de124bf294674aa183c0b04503017",
+ "694952c1016d45bca0521cac40e3f0ea",
+ "94795d46ac0b41cba9c86fce2b6f595b",
+ "8881e61acde140ef9a17b32056b9cea9",
+ "a9c562139d0141d0ad8c97012d2afb2b",
+ "56589debc57c40e8be561b0e6031aee8",
+ "3e818fe37334429e8be642259870f6e1",
+ "8db9cd55f7a440668e17dc3697b41e79",
+ "0b5dc70ad76847a999106b6c92f542d7",
+ "885952c914ab43c4868434611522609b",
+ "c09382390edc4d07bc4f5a5db9a073dc",
+ "4c66c1d6da5f44bb9919cc1e1e5cc239",
+ "ee158ed07892420caa82bd0d1a521bee",
+ "bf6377640dd54dc8a4f0012927f4a588",
+ "abd88ac48e654ae492c7ff1fe5cd3d21"
+ ]
+ },
+ "id": "1DzGjKHifPGK",
+ "outputId": "7060e1ac-cefd-446d-e970-1c24d7fb15b8"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Saving model checkpoint to wav2vec2-large-xls-r-300m-ur-cv8\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/config.json\n",
+ "Model weights saved in wav2vec2-large-xls-r-300m-ur-cv8/pytorch_model.bin\n",
+ "Configuration saved in wav2vec2-large-xls-r-300m-ur-cv8/preprocessor_config.json\n",
+ "Several commits (2) will be pushed upstream.\n",
+ "The progress bars may be unreliable.\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "de9dc0054a5b4d0bbaec91da45d4b5e2",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Upload file pytorch_model.bin: 0%| | 3.37k/1.18G [00:00, ?B/s]"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "a9c562139d0141d0ad8c97012d2afb2b",
+ "version_minor": 0,
+ "version_major": 2
+ },
+ "text/plain": [
+ "Upload file runs/Jan28_07-46-56_24ebb18bbc39/events.out.tfevents.1643356051.24ebb18bbc39.73.0: 21%|## …"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "To https://huggingface.co/anuragshas/wav2vec2-large-xls-r-300m-ur-cv8\n",
+ " 5bf99be..04cebec main -> main\n",
+ "\n",
+ "Dropping the following result as it does not have all the necessary fields:\n",
+ "{'dataset': {'name': 'common_voice', 'type': 'common_voice', 'args': 'ur'}}\n",
+ "To https://huggingface.co/anuragshas/wav2vec2-large-xls-r-300m-ur-cv8\n",
+ " 04cebec..6f2b149 main -> main\n",
+ "\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "application/vnd.google.colaboratory.intrinsic+json": {
+ "type": "string"
+ },
+ "text/plain": [
+ "'https://huggingface.co/anuragshas/wav2vec2-large-xls-r-300m-ur-cv8/commit/04cebecbbe682de29ac6b0993680e6c7ace56345'"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 45
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "93NnxhS_1EIV"
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file