diff --git "a/Colab Notebooks/Untitled1.ipynb" "b/Colab Notebooks/Untitled1.ipynb" --- "a/Colab Notebooks/Untitled1.ipynb" +++ "b/Colab Notebooks/Untitled1.ipynb" @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7750,"status":"ok","timestamp":1729380112859,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"ZNPrCUuKTwCf","outputId":"2df41fe9-52a0-4108-d304-e8b3dcf76a52"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting datasets\n"," Downloading datasets-3.0.1-py3-none-any.whl.metadata (20 kB)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.16.1)\n","Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.26.4)\n","Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (16.1.0)\n","Collecting dill<0.3.9,>=0.3.0 (from datasets)\n"," Downloading dill-0.3.8-py3-none-any.whl.metadata (10 kB)\n","Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.2.2)\n","Requirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.32.3)\n","Requirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.66.5)\n","Collecting xxhash (from datasets)\n"," Downloading xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n","Collecting multiprocess (from datasets)\n"," Downloading multiprocess-0.70.17-py310-none-any.whl.metadata (7.2 kB)\n","Requirement already satisfied: fsspec<=2024.6.1,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]<=2024.6.1,>=2023.1.0->datasets) (2024.6.1)\n","Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.10.10)\n","Requirement already satisfied: huggingface-hub>=0.22.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.24.7)\n","Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datasets) (24.1)\n","Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (6.0.2)\n","Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (2.4.3)\n","Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n","Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (24.2.0)\n","Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n","Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.1.0)\n","Requirement already satisfied: yarl<2.0,>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.15.2)\n","Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n","Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.22.0->datasets) (4.12.2)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.4.0)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.10)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2.2.3)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2024.8.30)\n","INFO: pip is looking at multiple versions of multiprocess to determine which version is compatible with other requirements. This could take a while.\n"," Downloading multiprocess-0.70.16-py310-none-any.whl.metadata (7.2 kB)\n","Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n","Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n","Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.10/dist-packages (from yarl<2.0,>=1.12.0->aiohttp->datasets) (0.2.0)\n","Downloading datasets-3.0.1-py3-none-any.whl (471 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m471.6/471.6 kB\u001b[0m \u001b[31m20.4 MB/s\u001b[0m eta 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datasets"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":67778,"status":"ok","timestamp":1729380180629,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"xoPph8r_Rfmi","outputId":"030e1153-ff5c-477c-c0e0-27fe6c11d876"},"outputs":[{"output_type":"stream","name":"stderr","text":["Downloading...\n","From (original): https://drive.google.com/uc?id=1WwmqaSfBrsBaW8L7ASRe1ew-gTW0hjGS&export=download\n","From (redirected): https://drive.google.com/uc?id=1WwmqaSfBrsBaW8L7ASRe1ew-gTW0hjGS&export=download&confirm=t&uuid=2a6c2c3f-48e3-41ea-8b04-ae8d9cfd69d2\n","To: /content/dataset.json\n","100%|██████████| 3.88G/3.88G [01:01<00:00, 62.6MB/s]"]},{"output_type":"stream","name":"stdout","text":["Download complete!\n"]},{"output_type":"stream","name":"stderr","text":["\n"]}],"source":["import gdown\n","\n","# Google Drive file ID\n","file_id = \"1WwmqaSfBrsBaW8L7ASRe1ew-gTW0hjGS\"\n","# https://drive.google.com/file/d/1WwmqaSfBrsBaW8L7ASRe1ew-gTW0hjGS/view?usp=drive_link\n","# Construct the download URL\n","download_url = f\"https://drive.google.com/uc?id={file_id}&export=download\"\n","\n","# Output path where the file will be saved\n","output = \"dataset.json\" # Change the name and extension if needed\n","\n","# Download the file\n","gdown.download(download_url, output, quiet=False)\n","\n","print(\"Download complete!\")\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["2111f30f89c34085915718f9073c0d5b","453dad868484467396462f1a1fac714e","8b13555282694cd8b0db77712639e2aa","f73ee989585346a492a9ba5558ba85a0","1e20b531854f4dd695bd04db5fd740cd","81ad063c504a4d8882988d530c98c81c","d911addeb001468680a6437e34b48091","6a29953d93734904a0962429b391249a","3daaac6c762346879952303b821e6a74","2a133cb3f52249238e06696d4d8ae797","59575dd922244349859d76039cefbd6a"]},"executionInfo":{"elapsed":87152,"status":"ok","timestamp":1729380267764,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"ybzVZ-O1T3b-","outputId":"55c25ae5-a083-49bf-a0f3-06f00aba715d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Generating train split: 0 examples [00:00, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2111f30f89c34085915718f9073c0d5b"}},"metadata":{}}],"source":["from datasets import load_dataset\n","dataset = load_dataset(\"json\", data_files=\"/content/dataset.json\")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":409,"status":"ok","timestamp":1729379905293,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"wG-mwDxOUnSU","outputId":"e818b8ca-e3ad-49f8-d5a4-d7e101dbced7"},"outputs":[{"output_type":"stream","name":"stdout","text":["DatasetDict({\n"," train: Dataset({\n"," features: ['input_ids', 'labels', 'speaker_embeddings'],\n"," num_rows: 7956\n"," })\n","})\n"]}],"source":["print(dataset)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":400,"referenced_widgets":["ae3b0aefaaa54e42a776a328ff627639","68b039833e044daabbf59137d1025f2e","7d3e821aa27c41e4b88e76d1e28e67fe","32aa5163cf9241e1b8c5287b91a40d8c","6e89f3003a914f8680689b38806b7dfe","8988127a2ea24caab25c0ab258a11ec0","df47a961517648e4b4e4767180cfdc63","0cdaee737dd4426f8d707a8b2cb8adcd","468a593e860a4fbb808f1032b09e420c","31eb99b63f884ab2a63e604f6dc854e7","304be8ec95bd4b33a5bbd0719efab11b","aeb2f25e30f0454f90455e6d21cd5a44","abce18ea14dd4b958059683dddbb86ca","170c3b0328a743ed94d8b00f7b743830","a3e25ffb2f994d07b9c23560f9d81717","cf9cced229b24b4f9662f5336f5d2bcb","3b6c987c4f2f45c6bce175cfd85ca7ca","18034d0f78b146c588382bd48d5e79cf","13c6ed93810d4785b94bd6d5613badf2","0d4ddc87853c4b17a821a002c363b45a","4dbde783389a4071a96d5a2a472cf1fa","5d0b40b9dd00402eb231ea37fab744bd","8cbe9c4c8fcc4d48bec568a4a5d4fd22","7fba8f7612d0465e995a893c71fe331a","15a2ddc7d40441c682c30cac13f55edb","b4cfa02144e54aa4b8b88ecc6c6183ed","6b2ad42d4e7c47368e9d97a548ab8c92","a93160021cd64e90a0a35d95b57e6f96","0baf761419e346c7848a685e5829acea","cf29c78872834fb8a938cf4db6b65283","6e9975c74e5c4926abf660e0afd44b9c","51830c3fd9a145ff9b42b3f2f1b595de","eeafb5c36625437bb959dc65b98ebe72","dd5f8631173c4ec69c41c64d8290cee8","7a980186d4034c18bff7d229ad92264d","40d62bdeddc4467282d89c5c6aa95c93","274bf685b2a6402e99f506e7f058e69d","f86a050f48b54b87bec2cfd6049659cb","fbc9e8ab495b44c4859cfdf8e5eb2128","e1463b5b18b74f4e95d3e1b4a0018f1a","a33454a03ed84bbdaead45f0580d43ec","9935c65687b44ec0b5a1336e9a252dc8","30c86d60b4b44e50a94fb80d6c8e4a0a","84c64cbf9c5f483dbcd1084b4946ae29","be94403a7e084d63b0fd7130cbc398fb","f037d63451ee48c99d48c7ded0c4b508","fada6983c48b4554b14d97aa1544a7dc","df318d745f6344678892abe3d01aad24","60710436e584481dafdde3a77b7247a4","5664b970cc904573ac42d6828cd95c9c","4d79bb67c75f4006b087a9ccc827430b","60ace44b1f4046319bfaf6f12292ca25","2c25403746df450e877b3fd1dfa189ad","e8f2a6624ffc4864bf69e082e8372db0","c9ffa3c2e5364de09ab50914753b1147","99f3f8ae65354449b2fb6dd92f7fe038","ef9b71c1c4a04fb2b52179a45f5c2a2f","2d6ebbe761e242cdbc8c80c7dec308fd","75d2940a04c94da4be3b325f6dedf764","556d95c18ffb4f0cb0f4a8bef97d5a63","05f2cb41ed0a493b92839027dc0eab50","19b4b9fbc2b14ecf9b845939bf84cc25","ac551de3708144e0a1150a5d4c91ca20","f61d978b99ee4e85ad9ced114adf289b","db5c11fa0bde408bb13497964ac39702","5457b1ed9adb41d0a48a65a7a48beef8","a9bc6967c0bb4d99b0db2ab27e9c10d8","888ed4af581a450aa382b917cedb26c4","7fd9aaa99d5b4f589be04a6944e641ca","6b48f49b72d5438881738da4b72ab56f","4bfa9602f6624b938e70ca826da9e92c","7ed3093c66094e22806f3673d3a13cc9","0005c237cf504dd598e78eed4dd0954b","82127a81450940eea2c9a71bdfd34b7e","059849a7bee34f3e9cacc4dd188d4ea4","15e05aa09c844798bb00a326103ecc20","9643cbdeca614dd2b54be2402f4761fb"]},"executionInfo":{"elapsed":21966,"status":"ok","timestamp":1729380298795,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"4CVWnYVLRsEY","outputId":"db91ee82-dfa7-447f-c2a1-6460b711375d"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n"," warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["preprocessor_config.json: 0%| | 0.00/433 [00:00 Dict[str, torch.Tensor]:\n"," input_ids = [{\"input_ids\": feature[\"input_ids\"]} for feature in features]\n"," label_features = [{\"input_values\": feature[\"labels\"]} for feature in features]\n"," speaker_features = [feature[\"speaker_embeddings\"] for feature in features]\n"," # print(input_ids)/ures)\n"," # for feature in features:\n"," # print(feature)\n"," # print(\"Raw Input IDs Shape:\", feature[\"input_ids\"].shape)\n"," # print(\"Raw Labels Shape:\", feature[\"labels\"].shape)\n","\n"," # collate the inputs and targets into a batch\n"," batch = processor.pad(\n"," input_ids=input_ids, labels=label_features, return_tensors=\"pt\"\n"," )\n","\n"," # replace padding with -100 to ignore loss correctly\n"," batch[\"labels\"] = batch[\"labels\"].masked_fill(\n"," batch.decoder_attention_mask.unsqueeze(-1).ne(1), -100\n"," )\n","\n"," # not used during fine-tuning\n"," del batch[\"decoder_attention_mask\"]\n","\n"," # round down target lengths to multiple of reduction factor\n"," if model.config.reduction_factor > 1:\n"," target_lengths = torch.tensor(\n"," [len(feature[\"input_values\"]) for feature in label_features]\n"," )\n"," target_lengths = target_lengths.new(\n"," [\n"," length - length % model.config.reduction_factor\n"," for length in target_lengths\n"," ]\n"," )\n"," max_length = max(target_lengths)\n"," batch[\"labels\"] = batch[\"labels\"][:, :max_length]\n","\n"," # also add in the speaker embeddings\n"," batch[\"speaker_embeddings\"] = torch.tensor(speaker_features)\n","\n"," return batch"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"UTbAwEAeR9jQ"},"outputs":[],"source":["# from transformers import SpeechT5ForTextToSpeech\n","\n","# model = SpeechT5ForTextToSpeech.from_pretrained(checkpoint)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"scY1KElfSVwj"},"outputs":[],"source":["data_collator = TTSDataCollatorWithPadding(processor=processor)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6091,"status":"ok","timestamp":1729372433604,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"jSLUnV64ScD4","outputId":"71ebf746-d4c4-427a-ea56-1b129994c939"},"outputs":[{"output_type":"stream","name":"stdout","text":["{'input_ids': [4, 25, 16, 11, 7, 13, 10, 4, 21, 8, 4, 25, 13, 7, 9, 17, 11, 4, 15, 8, 9, 14, 8, 9, 4, 9, 5, 37, 6, 4, 20, 5, 5, 28, 4, 25, 5, 19, 8, 13, 5, 4, 11, 10, 18, 4, 17, 8, 18, 4, 25, 7, 17, 28, 4, 14, 10, 19, 19, 5, 13, 5, 9, 6, 4, 6, 22, 24, 5, 12, 4, 8, 19, 4, 7, 15, 17, 8, 11, 8, 15, 4, 21, 8, 4, 7, 19, 19, 5, 17, 6, 2], 'labels': [[-3.0890221596, -3.0977807045, -2.9755175114, -2.9620761871, -2.8892481327, -3.2008857727, -2.8452796936, -3.1479005814, -2.597782135, -2.3779006004, -2.6780164242, -2.381772995, -2.5191822052, -2.6377174854, -2.6177659035, -3.0032000542, -3.8633322716, -3.7534477711, -3.2982439995, -2.9025335312, -2.8296108246, -2.8092360497, -2.7823753357, -2.994124651, -3.3047301769, -3.2956187725, -3.0905146599, -3.2029197216, -3.2632451057, -3.2479376793, -3.5034041405, 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384, 80]),\n"," 'speaker_embeddings': torch.Size([3, 512])}"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["{k:v.shape for k,v in batch.items()}"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1729380298796,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"gsrKBJUIVjOr","outputId":"10993e80-8ce1-441d-8d9b-ce0145e45517"},"outputs":[{"output_type":"stream","name":"stdout","text":["DatasetDict({\n"," train: Dataset({\n"," features: ['input_ids', 'labels', 'speaker_embeddings'],\n"," num_rows: 7160\n"," })\n"," test: Dataset({\n"," features: ['input_ids', 'labels', 'speaker_embeddings'],\n"," num_rows: 796\n"," })\n","})\n"]}],"source":["dataset = dataset[\"train\"].train_test_split(test_size=0.1)\n","print(dataset)"]},{"cell_type":"code","source":["def is_not_too_long(input_ids):\n"," input_length = len(input_ids)\n"," return input_length < 200\n","\n","dataset = dataset.filter(is_not_too_long, input_columns=[\"input_ids\"])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":81,"referenced_widgets":["012c6092d1b1465fbdfd025addab3e2a","620cbe996c994001b5d8e06e9da148a0","8ef29c24c82f449787cd2d645369c61c","4739e9bab9a144889a254965fe5063b6","7f3f577acf3a4890bb028dfe099e8107","1feddb11bae44108a95facecddeaaf11","ad70be00e6f74e52891a63367799e508","ec1d874a44e046d1ae3f9bec2b96c6f4","39ec3044c39f43a5983addd12e4ba099","fdf08e59163b4a72a3a298057748eee8","0f41c5b25b2e457c815364ce974dbbdd","f4064f5c442f463ab0ca3c058080d922","9e3248c971824f99a0c861038faeeb2e","5fe6b3ec532a4e0faffec09d4c9fc388","c56a25a616224a908caa283bdbfdeb12","7e6629ac2d1948c6b8b5ad80de603ad2","fa2fbf0570af454fb6e275e28f911183","18e68e9c79744abaa253f119bde17369","c9c2ac81d03744ba848f3ae48b84abd7","65ff87bb81d84d418e100ba171f6f342","d5b5c8ad860a472f9e413d15ff2bec31","ebd5be4244f04558baa3df3917ae4e93"]},"id":"Oz-9V3Sss1lT","executionInfo":{"status":"ok","timestamp":1729380303121,"user_tz":-60,"elapsed":1464,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"}},"outputId":"79f4d7b6-82ee-4b62-f0fb-bf6821f2b6c0"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Filter: 0%| | 0/7160 [00:00 \n"," \n"," \n"," [ 108/4000 04:28 < 2:44:25, 0.39 it/s, Epoch 0.49/19]\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
StepTraining LossValidation Loss

"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n","

\n"," \n"," \n"," [1001/4000 40:36 < 2:01:54, 0.41 it/s, Epoch 4.59/19]\n","
\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
StepTraining LossValidation Loss
10000.5153000.477138

"]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n","Non-default generation parameters: {'max_length': 1876}\n","Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. 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\ No newline at end of file +{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7750,"status":"ok","timestamp":1729380112859,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"ZNPrCUuKTwCf","outputId":"2df41fe9-52a0-4108-d304-e8b3dcf76a52"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting datasets\n"," Downloading datasets-3.0.1-py3-none-any.whl.metadata (20 kB)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.16.1)\n","Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.26.4)\n","Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (16.1.0)\n","Collecting dill<0.3.9,>=0.3.0 (from datasets)\n"," Downloading dill-0.3.8-py3-none-any.whl.metadata (10 kB)\n","Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.2.2)\n","Requirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.32.3)\n","Requirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.66.5)\n","Collecting xxhash (from datasets)\n"," Downloading xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n","Collecting multiprocess (from datasets)\n"," Downloading multiprocess-0.70.17-py310-none-any.whl.metadata (7.2 kB)\n","Requirement already satisfied: fsspec<=2024.6.1,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]<=2024.6.1,>=2023.1.0->datasets) (2024.6.1)\n","Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.10.10)\n","Requirement already satisfied: huggingface-hub>=0.22.0 in /usr/local/lib/python3.10/dist-packages (from datasets) 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requirements. This could take a while.\n"," Downloading multiprocess-0.70.16-py310-none-any.whl.metadata (7.2 kB)\n","Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n","Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n","Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.10/dist-packages (from yarl<2.0,>=1.12.0->aiohttp->datasets) (0.2.0)\n","Downloading datasets-3.0.1-py3-none-any.whl (471 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m471.6/471.6 kB\u001b[0m \u001b[31m20.4 MB/s\u001b[0m eta 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datasets"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":67778,"status":"ok","timestamp":1729380180629,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"xoPph8r_Rfmi","outputId":"030e1153-ff5c-477c-c0e0-27fe6c11d876"},"outputs":[{"output_type":"stream","name":"stderr","text":["Downloading...\n","From (original): https://drive.google.com/uc?id=1WwmqaSfBrsBaW8L7ASRe1ew-gTW0hjGS&export=download\n","From (redirected): https://drive.google.com/uc?id=1WwmqaSfBrsBaW8L7ASRe1ew-gTW0hjGS&export=download&confirm=t&uuid=2a6c2c3f-48e3-41ea-8b04-ae8d9cfd69d2\n","To: /content/dataset.json\n","100%|██████████| 3.88G/3.88G [01:01<00:00, 62.6MB/s]"]},{"output_type":"stream","name":"stdout","text":["Download complete!\n"]},{"output_type":"stream","name":"stderr","text":["\n"]}],"source":["import gdown\n","\n","# Google Drive file ID\n","file_id = \"1WwmqaSfBrsBaW8L7ASRe1ew-gTW0hjGS\"\n","# https://drive.google.com/file/d/1WwmqaSfBrsBaW8L7ASRe1ew-gTW0hjGS/view?usp=drive_link\n","# Construct the download URL\n","download_url = f\"https://drive.google.com/uc?id={file_id}&export=download\"\n","\n","# Output path where the file will be saved\n","output = \"dataset.json\" # Change the name and extension if needed\n","\n","# Download the file\n","gdown.download(download_url, output, quiet=False)\n","\n","print(\"Download complete!\")\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["2111f30f89c34085915718f9073c0d5b","453dad868484467396462f1a1fac714e","8b13555282694cd8b0db77712639e2aa","f73ee989585346a492a9ba5558ba85a0","1e20b531854f4dd695bd04db5fd740cd","81ad063c504a4d8882988d530c98c81c","d911addeb001468680a6437e34b48091","6a29953d93734904a0962429b391249a","3daaac6c762346879952303b821e6a74","2a133cb3f52249238e06696d4d8ae797","59575dd922244349859d76039cefbd6a"]},"executionInfo":{"elapsed":87152,"status":"ok","timestamp":1729380267764,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"ybzVZ-O1T3b-","outputId":"55c25ae5-a083-49bf-a0f3-06f00aba715d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Generating train split: 0 examples [00:00, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2111f30f89c34085915718f9073c0d5b"}},"metadata":{}}],"source":["from datasets import load_dataset\n","dataset = load_dataset(\"json\", data_files=\"/content/dataset.json\")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":409,"status":"ok","timestamp":1729379905293,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"wG-mwDxOUnSU","outputId":"e818b8ca-e3ad-49f8-d5a4-d7e101dbced7"},"outputs":[{"output_type":"stream","name":"stdout","text":["DatasetDict({\n"," train: Dataset({\n"," features: ['input_ids', 'labels', 'speaker_embeddings'],\n"," num_rows: 7956\n"," })\n","})\n"]}],"source":["print(dataset)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":400,"referenced_widgets":["ae3b0aefaaa54e42a776a328ff627639","68b039833e044daabbf59137d1025f2e","7d3e821aa27c41e4b88e76d1e28e67fe","32aa5163cf9241e1b8c5287b91a40d8c","6e89f3003a914f8680689b38806b7dfe","8988127a2ea24caab25c0ab258a11ec0","df47a961517648e4b4e4767180cfdc63","0cdaee737dd4426f8d707a8b2cb8adcd","468a593e860a4fbb808f1032b09e420c","31eb99b63f884ab2a63e604f6dc854e7","304be8ec95bd4b33a5bbd0719efab11b","aeb2f25e30f0454f90455e6d21cd5a44","abce18ea14dd4b958059683dddbb86ca","170c3b0328a743ed94d8b00f7b743830","a3e25ffb2f994d07b9c23560f9d81717","cf9cced229b24b4f9662f5336f5d2bcb","3b6c987c4f2f45c6bce175cfd85ca7ca","18034d0f78b146c588382bd48d5e79cf","13c6ed93810d4785b94bd6d5613badf2","0d4ddc87853c4b17a821a002c363b45a","4dbde783389a4071a96d5a2a472cf1fa","5d0b40b9dd00402eb231ea37fab744bd","8cbe9c4c8fcc4d48bec568a4a5d4fd22","7fba8f7612d0465e995a893c71fe331a","15a2ddc7d40441c682c30cac13f55edb","b4cfa02144e54aa4b8b88ecc6c6183ed","6b2ad42d4e7c47368e9d97a548ab8c92","a93160021cd64e90a0a35d95b57e6f96","0baf761419e346c7848a685e5829acea","cf29c78872834fb8a938cf4db6b65283","6e9975c74e5c4926abf660e0afd44b9c","51830c3fd9a145ff9b42b3f2f1b595de","eeafb5c36625437bb959dc65b98ebe72","dd5f8631173c4ec69c41c64d8290cee8","7a980186d4034c18bff7d229ad92264d","40d62bdeddc4467282d89c5c6aa95c93","274bf685b2a6402e99f506e7f058e69d","f86a050f48b54b87bec2cfd6049659cb","fbc9e8ab495b44c4859cfdf8e5eb2128","e1463b5b18b74f4e95d3e1b4a0018f1a","a33454a03ed84bbdaead45f0580d43ec","9935c65687b44ec0b5a1336e9a252dc8","30c86d60b4b44e50a94fb80d6c8e4a0a","84c64cbf9c5f483dbcd1084b4946ae29","be94403a7e084d63b0fd7130cbc398fb","f037d63451ee48c99d48c7ded0c4b508","fada6983c48b4554b14d97aa1544a7dc","df318d745f6344678892abe3d01aad24","60710436e584481dafdde3a77b7247a4","5664b970cc904573ac42d6828cd95c9c","4d79bb67c75f4006b087a9ccc827430b","60ace44b1f4046319bfaf6f12292ca25","2c25403746df450e877b3fd1dfa189ad","e8f2a6624ffc4864bf69e082e8372db0","c9ffa3c2e5364de09ab50914753b1147","99f3f8ae65354449b2fb6dd92f7fe038","ef9b71c1c4a04fb2b52179a45f5c2a2f","2d6ebbe761e242cdbc8c80c7dec308fd","75d2940a04c94da4be3b325f6dedf764","556d95c18ffb4f0cb0f4a8bef97d5a63","05f2cb41ed0a493b92839027dc0eab50","19b4b9fbc2b14ecf9b845939bf84cc25","ac551de3708144e0a1150a5d4c91ca20","f61d978b99ee4e85ad9ced114adf289b","db5c11fa0bde408bb13497964ac39702","5457b1ed9adb41d0a48a65a7a48beef8","a9bc6967c0bb4d99b0db2ab27e9c10d8","888ed4af581a450aa382b917cedb26c4","7fd9aaa99d5b4f589be04a6944e641ca","6b48f49b72d5438881738da4b72ab56f","4bfa9602f6624b938e70ca826da9e92c","7ed3093c66094e22806f3673d3a13cc9","0005c237cf504dd598e78eed4dd0954b","82127a81450940eea2c9a71bdfd34b7e","059849a7bee34f3e9cacc4dd188d4ea4","15e05aa09c844798bb00a326103ecc20","9643cbdeca614dd2b54be2402f4761fb"]},"executionInfo":{"elapsed":21966,"status":"ok","timestamp":1729380298795,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"4CVWnYVLRsEY","outputId":"db91ee82-dfa7-447f-c2a1-6460b711375d"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n"," warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["preprocessor_config.json: 0%| | 0.00/433 [00:00 Dict[str, torch.Tensor]:\n"," input_ids = [{\"input_ids\": feature[\"input_ids\"]} for feature in features]\n"," label_features = [{\"input_values\": feature[\"labels\"]} for feature in features]\n"," speaker_features = [feature[\"speaker_embeddings\"] for feature in features]\n"," # print(input_ids)/ures)\n"," # for feature in features:\n"," # print(feature)\n"," # print(\"Raw Input IDs Shape:\", feature[\"input_ids\"].shape)\n"," # print(\"Raw Labels Shape:\", feature[\"labels\"].shape)\n","\n"," # collate the inputs and targets into a batch\n"," batch = processor.pad(\n"," input_ids=input_ids, labels=label_features, return_tensors=\"pt\"\n"," )\n","\n"," # replace padding with -100 to ignore loss correctly\n"," batch[\"labels\"] = batch[\"labels\"].masked_fill(\n"," batch.decoder_attention_mask.unsqueeze(-1).ne(1), -100\n"," )\n","\n"," # not used during fine-tuning\n"," del batch[\"decoder_attention_mask\"]\n","\n"," # round down target lengths to multiple of reduction factor\n"," if model.config.reduction_factor > 1:\n"," target_lengths = torch.tensor(\n"," [len(feature[\"input_values\"]) for feature in label_features]\n"," )\n"," target_lengths = target_lengths.new(\n"," [\n"," length - length % model.config.reduction_factor\n"," for length in target_lengths\n"," ]\n"," )\n"," max_length = max(target_lengths)\n"," batch[\"labels\"] = batch[\"labels\"][:, :max_length]\n","\n"," # also add in the speaker embeddings\n"," batch[\"speaker_embeddings\"] = torch.tensor(speaker_features)\n","\n"," return batch"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"UTbAwEAeR9jQ"},"outputs":[],"source":["# from transformers import SpeechT5ForTextToSpeech\n","\n","# model = SpeechT5ForTextToSpeech.from_pretrained(checkpoint)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"scY1KElfSVwj"},"outputs":[],"source":["data_collator = TTSDataCollatorWithPadding(processor=processor)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6091,"status":"ok","timestamp":1729372433604,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"jSLUnV64ScD4","outputId":"71ebf746-d4c4-427a-ea56-1b129994c939"},"outputs":[{"output_type":"stream","name":"stdout","text":["{'input_ids': [4, 25, 16, 11, 7, 13, 10, 4, 21, 8, 4, 25, 13, 7, 9, 17, 11, 4, 15, 8, 9, 14, 8, 9, 4, 9, 5, 37, 6, 4, 20, 5, 5, 28, 4, 25, 5, 19, 8, 13, 5, 4, 11, 10, 18, 4, 17, 8, 18, 4, 25, 7, 17, 28, 4, 14, 10, 19, 19, 5, 13, 5, 9, 6, 4, 6, 22, 24, 5, 12, 4, 8, 19, 4, 7, 15, 17, 8, 11, 8, 15, 4, 21, 8, 4, 7, 19, 19, 5, 17, 6, 2], 'labels': [[-3.0890221596, -3.0977807045, -2.9755175114, -2.9620761871, -2.8892481327, -3.2008857727, -2.8452796936, -3.1479005814, -2.597782135, -2.3779006004, -2.6780164242, -2.381772995, -2.5191822052, -2.6377174854, -2.6177659035, -3.0032000542, -3.8633322716, -3.7534477711, -3.2982439995, -2.9025335312, -2.8296108246, -2.8092360497, -2.7823753357, -2.994124651, -3.3047301769, -3.2956187725, -3.0905146599, -3.2029197216, -3.2632451057, -3.2479376793, -3.5034041405, 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384, 80]),\n"," 'speaker_embeddings': torch.Size([3, 512])}"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["{k:v.shape for k,v in batch.items()}"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1729380298796,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"},"user_tz":-60},"id":"gsrKBJUIVjOr","outputId":"10993e80-8ce1-441d-8d9b-ce0145e45517"},"outputs":[{"output_type":"stream","name":"stdout","text":["DatasetDict({\n"," train: Dataset({\n"," features: ['input_ids', 'labels', 'speaker_embeddings'],\n"," num_rows: 7160\n"," })\n"," test: Dataset({\n"," features: ['input_ids', 'labels', 'speaker_embeddings'],\n"," num_rows: 796\n"," })\n","})\n"]}],"source":["dataset = dataset[\"train\"].train_test_split(test_size=0.1)\n","print(dataset)"]},{"cell_type":"code","source":["def is_not_too_long(input_ids):\n"," input_length = len(input_ids)\n"," return input_length < 200\n","\n","dataset = dataset.filter(is_not_too_long, input_columns=[\"input_ids\"])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":81,"referenced_widgets":["012c6092d1b1465fbdfd025addab3e2a","620cbe996c994001b5d8e06e9da148a0","8ef29c24c82f449787cd2d645369c61c","4739e9bab9a144889a254965fe5063b6","7f3f577acf3a4890bb028dfe099e8107","1feddb11bae44108a95facecddeaaf11","ad70be00e6f74e52891a63367799e508","ec1d874a44e046d1ae3f9bec2b96c6f4","39ec3044c39f43a5983addd12e4ba099","fdf08e59163b4a72a3a298057748eee8","0f41c5b25b2e457c815364ce974dbbdd","f4064f5c442f463ab0ca3c058080d922","9e3248c971824f99a0c861038faeeb2e","5fe6b3ec532a4e0faffec09d4c9fc388","c56a25a616224a908caa283bdbfdeb12","7e6629ac2d1948c6b8b5ad80de603ad2","fa2fbf0570af454fb6e275e28f911183","18e68e9c79744abaa253f119bde17369","c9c2ac81d03744ba848f3ae48b84abd7","65ff87bb81d84d418e100ba171f6f342","d5b5c8ad860a472f9e413d15ff2bec31","ebd5be4244f04558baa3df3917ae4e93"]},"id":"Oz-9V3Sss1lT","executionInfo":{"status":"ok","timestamp":1729380303121,"user_tz":-60,"elapsed":1464,"user":{"displayName":"Mail Cloud","userId":"01708480096028966588"}},"outputId":"79f4d7b6-82ee-4b62-f0fb-bf6821f2b6c0"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Filter: 0%| | 0/7160 [00:00 \n"," \n"," \n"," [ 108/4000 04:28 < 2:44:25, 0.39 it/s, Epoch 0.49/19]\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
StepTraining LossValidation Loss

"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n","

\n"," \n"," \n"," [2001/4000 1:22:34 < 1:22:34, 0.40 it/s, Epoch 9.18/19]\n","
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StepTraining LossValidation Loss
10000.5153000.477138
20000.4943000.461091

"]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n","Non-default generation parameters: {'max_length': 1876}\n","Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n","/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:600: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.4 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n"," return fn(*args, **kwargs)\n","/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:295: FutureWarning: `torch.cpu.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cpu', args...)` instead.\n"," with torch.enable_grad(), device_autocast_ctx, torch.cpu.amp.autocast(**ctx.cpu_autocast_kwargs): # type: ignore[attr-defined]\n","Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n","Non-default generation parameters: {'max_length': 1876}\n","Your generation config was originally created from the model config, but the model config has changed since then. Unless you pass the `generation_config` argument to this model's `generate` calls, they will revert to the legacy behavior where the base `generate` parameterization is loaded from the model config instead. To avoid this behavior and this warning, we recommend you to overwrite the generation config model attribute before calling the model's `save_pretrained`, preferably also removing any generation kwargs from the model config. This warning will be raised to an exception in v4.41.\n","/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:600: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.4 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n"," return fn(*args, **kwargs)\n","/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:295: FutureWarning: `torch.cpu.amp.autocast(args...)` is deprecated. 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