diff --git "a/pre_tokenized/pre-tokenize.ipynb" "b/pre_tokenized/pre-tokenize.ipynb"
--- "a/pre_tokenized/pre-tokenize.ipynb"
+++ "b/pre_tokenized/pre-tokenize.ipynb"
@@ -1 +1 @@
-{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1365,"status":"ok","timestamp":1731500607553,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"hDoDQOpWUu_8","outputId":"f132b64d-da0a-464b-816a-75a484d46541"},"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive/Research/datasets/hf_datasets\n"]}],"source":["%cd /content/drive/MyDrive/Research/datasets/hf_datasets/"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vfKgZNKh0bcw","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1731373007922,"user_tz":-345,"elapsed":17273,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"4f4e86be-f12a-476c-af3d-f0619689ea14"},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/480.6 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K   \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m \u001b[32m471.0/480.6 kB\u001b[0m \u001b[31m16.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m480.6/480.6 kB\u001b[0m \u001b[31m7.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/116.3 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m179.3/179.3 kB\u001b[0m \u001b[31m7.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","gcsfs 2024.10.0 requires fsspec==2024.10.0, but you have fsspec 2024.9.0 which is incompatible.\u001b[0m\u001b[31m\n","\u001b[0m"]}],"source":["!pip install datasets --quiet"]},{"cell_type":"markdown","metadata":{"id":"kEPBGuHzEkJV"},"source":["## Load dataset"]},{"cell_type":"code","source":["# it loads entire dataset first\n","from datasets import load_dataset\n","from google.colab import userdata\n","token=userdata.get('HUGGING_FACE_BEARER')\n","\n","# Load nepberta configuration\n","nepberta_data = load_dataset(\"Aananda-giri/nepali_llm_datasets\", name=\"nepberta\", token=token)"],"metadata":{"id":"0TNAwL6ofKP0"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Jgu2vyEmEh7J"},"source":["## Tokenize"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_qvWzkow3MuH","outputId":"8e6b9932-9b71-4ef0-c890-eb86657b10b2","executionInfo":{"status":"ok","timestamp":1731394491039,"user_tz":-345,"elapsed":2070680,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["185... tokenized... df created:...saved!\n","186... tokenized... df created:...saved!\n","187... tokenized... df created:...saved!\n","188... tokenized... df created:...saved!\n","189... tokenized... df created:...saved!\n","190... tokenized... df created:...saved!\n","191... tokenized... df created:...saved!\n","192... tokenized... df created:...saved!\n","193... tokenized... df created:...saved!\n","194... tokenized... df created:...saved!\n","195... tokenized... df created:...saved!\n","196... tokenized... df created:...saved!\n","197... tokenized... df created:...saved!\n","198... tokenized... df created:...saved!\n","199... tokenized... df created:...saved!\n","200... tokenized... df created:...saved!\n","201... tokenized... df created:...saved!\n","202... tokenized... df created:...saved!\n","203... tokenized... df created:...saved!\n","204... tokenized... df created:...saved!\n","205... tokenized... df created:...saved!\n","206... tokenized... df created:...saved!\n","207... tokenized... df created:...saved!\n","208... tokenized... df created:...saved!\n","209... tokenized... df created:...saved!\n","210... tokenized... df created:...saved!\n","211... tokenized... df created:...saved!\n","212... tokenized... df created:...saved!\n","213... tokenized... df created:...saved!\n","214... tokenized... df created:...saved!\n","215... tokenized... df created:...saved!\n","216... tokenized... df created:...saved!\n","217... tokenized... df created:...saved!\n","218... tokenized... df created:...saved!\n","219... tokenized... df created:...saved!\n","220... tokenized... df created:...saved!\n","221... tokenized... df created:...saved!\n","222... tokenized... df created:...saved!\n","223... tokenized... df created:...saved!\n","224... tokenized... df created:...saved!\n","225... tokenized... df created:...saved!\n","226... tokenized... df created:...saved!\n","227... tokenized... df created:...saved!\n","228... tokenized... df created:...saved!\n","229... tokenized... df created:...saved!\n","230... tokenized... df created:...saved!\n"]}],"source":["import pandas as pd\n","import pyarrow as pa\n","from transformers import PreTrainedTokenizerFast\n","\n","# Load the tokenizer\n","tokenizer = PreTrainedTokenizerFast.from_pretrained(\"Aananda-giri/NepaliBPE\")\n","\n","train_data = nepberta_data['train']\n","test_data = nepberta_data['test']\n","\n","# Initialize lists to collect input_ids and target_ids\n","input_ids_list = []\n","target_ids_list = []\n","\n","import pyarrow.parquet as pq\n","import pandas as pd\n","\n","\n","import pyarrow.parquet as pq\n","import pandas as pd\n","import pyarrow as pa\n","\n","def prepare_dataset(txt, tokenizer, max_length, stride, index):\n","    input_ids = []\n","    target_ids = []\n","    save_file = f\"pre_tokenized/nepberta_data_{index}.parquet\"\n","    token_ids = tokenizer.encode(txt)\n","\n","    for i in range(0, len(token_ids) - max_length, stride):\n","        input_chunk = token_ids[i:i + max_length]\n","        target_chunk = token_ids[i + 1: i + max_length + 1]\n","\n","        input_ids.append(input_chunk)\n","        target_ids.append(target_chunk)\n","\n","    print('... tokenized', end='')\n","    df = pd.DataFrame({\n","      \"input_ids\": input_ids,\n","      \"target_ids\": target_ids\n","    })\n","    print('... df created', end='')\n","\n","    # Convert DataFrame to pyarrow Table\n","    table = pa.Table.from_pandas(df)\n","\n","    # # Try to read existing Parquet file\n","    # try:\n","    #     existing_table = pq.read_table(save_file)\n","    #     # Concatenate existing table with new table\n","    #     table = pa.concat_tables([existing_table, table])\n","    # except FileNotFoundError:\n","    #     print('file not found')  # File does not exist, so just write the new table\n","\n","    # Write table to Parquet file\n","    pq.write_table(table, save_file, compression='snappy')\n","    print(':...saved!')\n","\n","# Writing each batch to the Parquet file\n","# i=0\n","# for data in train_data:\n","#     # combine two chunks\n","#     i+=1;print(i, end='')\n","#     prepare_dataset(data['text'], tokenizer, max_length=1024, stride=1024, index=i)\n","i=len(train_data)\n","for data in test_data:\n","    # combine two chunks\n","    i+=1;print(i, end='')\n","    prepare_dataset(data['text'], tokenizer, max_length=1024, stride=1024, index=i)"]},{"cell_type":"code","source":["len(train_data) + len(test_data)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xJVZWDjXB2sF","executionInfo":{"status":"ok","timestamp":1731395569536,"user_tz":-345,"elapsed":396,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"d9dbd062-b168-45ff-c969-9b0c120ab562"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["230"]},"metadata":{},"execution_count":10}]},{"cell_type":"code","source":["# Merge the .parquet files generated\n","import pyarrow.parquet as pq\n","import glob\n","import pyarrow as pa\n","\n","# Specify the input folder and output file\n","input_folder = 'pre_tokenized'\n","output_file = 'nepberta.parquet'\n","\n","# Get a list of all Parquet files in the input folder\n","parquet_files = glob.glob(f'{input_folder}/*.parquet')\n","print(len(parquet_files))\n","\n","# Write each file to the output file one at a time\n","writer = None\n","i=0\n","for file in parquet_files:\n","    i+=1;print(i)\n","    table = pq.read_table(file)\n","    if writer is None:\n","        # Initialize the writer with the schema of the first file\n","        writer = pq.ParquetWriter(output_file, table.schema)\n","    writer.write_table(table)\n","\n","# Close the writer\n","if writer:\n","    writer.close()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WMsVPT7uQECp","outputId":"e06b6eed-dd01-413b-bccc-fed9856ddc09"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["1\n","1\n"]}]},{"cell_type":"code","source":["# Delete the original files (after merging)\n","import os\n","for file in parquet_files:\n","    try:\n","        os.remove(file)\n","        print(f\"Deleted file: {file}\")\n","    except OSError as e:\n","        print(f\"Error deleting file: {file} - {e.strerror}\")"],"metadata":{"id":"cL6mGBtuXrY4"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## load dataset"],"metadata":{"id":"8IIceh5Xju38"}},{"cell_type":"code","source":["!ls pre_tokenized"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KjoHP0J-isVA","executionInfo":{"status":"ok","timestamp":1731401019250,"user_tz":-345,"elapsed":430,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"c0a215ed-e592-4e93-fed7-60af75afc866"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["nepberta.parquet  pre-tokenize.ipynb\n"]}]},{"cell_type":"markdown","source":["### problem\n","this code works but uploading same file to huggingface and loading using below code is giving error: UnicodeDecodeError: 'utf-8' codec can't decode byte 0xe0 in position 7: invalid continuation byte\n","\n","```\n","%cd /content/drive/MyDrive/Research/datasets/hf_datasets/\n","!pip install datasets --quiet\n","\n","from datasets import load_dataset\n","ds = load_dataset('parquet', data_files = 'nepberta.parquet')\n","```\n","\n","### Solution1 (works): Save this dataset to huggingface and try loading that instead"],"metadata":{"id":"W_iPD0fSJWia"}},{"cell_type":"code","execution_count":16,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":99,"referenced_widgets":["9d705e140065412b8d9da4e750d97f8b","8bc1e2ec69a24281addf3ca221ff7229","193f1640551b45888fa01b883ebd6e9c","09a766b09f044741b0bc46d0da218665","d8efd4a11f98451388b23e298f001870","c5256180f643417aa7a621e702c94137","67de913d72774f558fd19487902ba9f6","f8420f2f8db241829817de89aee57afc","5bdf42e14e444a7a83f8ef74bd475691","4edae436e8f040f4af19c3feb8bbba52","d08373b220a44d8abc68e5ceae532923","fdf78e573ca142ce82c9d8073a737b03","618dda0f436348fbba7218d23239471c","8e038037bed1435eb029d1bce9b7c071","8faae7e60ea14bfb935c1704053ee3e6","f327c08699084bd487eccf12bce9daf4","daf58dde6d2f48d4b8caa2d642733f4b","9ca3c27caf4c4a828d48244642885aa8","57c3445330634a37b77494d37ad86f79","cdb4397ce5e247d19c5ff735201ea662","c427a893a4ae4d6da1c173d49f642bc8","712034cd45e7411e80278ac399a300c0"]},"executionInfo":{"elapsed":152215,"status":"ok","timestamp":1731501587646,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"KijVIkUcBVmv","outputId":"6988a81e-fac2-4156-e770-f52f9e3500fc"},"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive/Research/datasets/hf_datasets\n"]},{"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":"9d705e140065412b8d9da4e750d97f8b"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Loading dataset shards:   0%|          | 0/26 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"fdf78e573ca142ce82c9d8073a737b03"}},"metadata":{}}],"source":["# ```\n","%cd /content/drive/MyDrive/Research/datasets/hf_datasets/\n","!pip install datasets --quiet\n","\n","from datasets import load_dataset\n","ds = load_dataset('parquet', data_files = 'nepberta.parquet')\n","\n","# above code works but uploading same file to huggingface and loading using below code is giving error: UnicodeDecodeError: 'utf-8' codec can't decode byte 0xe0 in position 7: invalid continuation byte\n","# Save this dataset to huggingface and try loading that instead"]},{"cell_type":"code","source":["# (works but lets not split the dataset)Split the dataset into 90% train and 10% test\n","split_data = ds['train'].train_test_split(test_size=0.1, seed=42)\n","\n","from datasets import DatasetDict\n","\n","# Organize the splits into a DatasetDict\n","dataset_dict = DatasetDict({\n","    'train': split_data['train'],\n","    'test': split_data['test']\n","})\n","\n","# from google.colab import userdata\n","\n","# # Push the dataset to Hugging Face\n","# dataset_dict.push_to_hub(\"aananda-giri/pre_tokenized\", token=userdata.get('HUGGING_FACE_BEARER'))\n","\n","import os\n","\n","# Create the local folder structure\n","os.makedirs(\"pre_tokenized\", exist_ok=True)\n","\n","# Save each split to the pre_tokenized folder as Parquet files\n","dataset_dict['train'].to_parquet(\"pre_tokenized/nepberta_train.parquet\")\n","dataset_dict['test'].to_parquet(\"pre_tokenized/nepberta_test.parquet\")"],"metadata":{"id":"s418_EbJAlu8"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### solution2: use solution1 but save single parquet file instead of train and test.par"],"metadata":{"id":"D7F1R2m_RYIc"}},{"cell_type":"code","source":["ds"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"G1gJn72ijQP-","executionInfo":{"status":"ok","timestamp":1731501822092,"user_tz":-345,"elapsed":6,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"2e6dc583-5ec2-420f-cdfa-8cea85a7d1a9"},"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["DatasetDict({\n","    train: Dataset({\n","        features: ['input_ids', 'target_ids'],\n","        num_rows: 778572\n","    })\n","})"]},"metadata":{},"execution_count":20}]},{"cell_type":"code","source":["# (works but lets not split the dataset)Split the dataset into 90% train and 10% test\n","\n","from datasets import DatasetDict\n","import os\n","\n","# Create the local folder structure\n","os.makedirs(\"pre_tokenized\", exist_ok=True)\n","\n","# Save each split to the pre_tokenized folder as Parquet files\n","ds['train'].to_parquet(\"pre_tokenized/nepberta.parquet\")\n"],"metadata":{"id":"skabaYGtJF-D","executionInfo":{"status":"ok","timestamp":1731501994392,"user_tz":-345,"elapsed":155081,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"colab":{"base_uri":"https://localhost:8080/","height":67,"referenced_widgets":["001000419f064055b5badf1920d255c2","7057d91f9b02459f960b8815c888d63e","ac1d23e1fc9f4282bbaf9966ea4c4a82","3009a5b4a9784762abe9dbf7242f9c8b","6416f8cddec44f5aa5456299116a90d7","2f2c5e33de274772b9b7c4c0ed65adae","8a0e95486a0a49f38aa8eaf507330a2d","10febd11e39747f6b07a46dfa95077c0","93f642d4a25a4bfaaca0ccecfad9caca","6e631258f3d54b60a23da56c7cd786c9","1befa44f6b5f45cf9cb1852099389149"]},"outputId":"75ffc53b-bb48-44f8-f44d-967e0d5b9d07"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["Creating parquet from Arrow format:   0%|          | 0/779 [00:00<?, ?ba/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"001000419f064055b5badf1920d255c2"}},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["12762352224"]},"metadata":{},"execution_count":21}]},{"cell_type":"code","source":["!huggingface-cli login\n","!huggingface-cli repo-files Aananda-giri/nepali_llm_datasets delete pre_tokenized/nepberta.parquet --repo-type dataset"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wfYAxGq_ja1s","executionInfo":{"status":"ok","timestamp":1731502086217,"user_tz":-345,"elapsed":11876,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"94cb4564-feeb-421b-8890-2ad517d81a21"},"execution_count":22,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","    _|    _|  _|    _|    _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|_|_|_|    _|_|      _|_|_|  _|_|_|_|\n","    _|    _|  _|    _|  _|        _|          _|    _|_|    _|  _|            _|        _|    _|  _|        _|\n","    _|_|_|_|  _|    _|  _|  _|_|  _|  _|_|    _|    _|  _|  _|  _|  _|_|      _|_|_|    _|_|_|_|  _|        _|_|_|\n","    _|    _|  _|    _|  _|    _|  _|    _|    _|    _|    _|_|  _|    _|      _|        _|    _|  _|        _|\n","    _|    _|    _|_|      _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|        _|    _|    _|_|_|  _|_|_|_|\n","\n","    To log in, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .\n","Enter your token (input will not be visible): \n","Add token as git credential? (Y/n) \n","Token is valid (permission: write).\n","The token `colab_write` has been saved to /root/.cache/huggingface/stored_tokens\n","Your token has been saved in your configured git credential helpers (store).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful.\n","The current active token is: `colab_write`\n","No files have been modified since last commit. Skipping to prevent empty commit.\n","Files correctly deleted from repo. Commit: https://huggingface.co/datasets/Aananda-giri/nepali_llm_datasets/commit/e5e90f238a20ec2a023ee75a4f8ddbf09fcf0a9a.\n"]}]},{"cell_type":"markdown","source":["## upload to huggingface"],"metadata":{"id":"3hvwCDeE5TpE"}},{"cell_type":"code","source":["from huggingface_hub import HfApi\n","api = HfApi()\n","\n","from google.colab import userdata\n","\n","\n","# Upload all the content from the local folder to your remote Space.\n","# By default, files are uploaded at the root of the repo\n","api.upload_folder(\n","    folder_path=\"./pre_tokenized\",\n","    path_in_repo=\"pre_tokenized\", # Upload to a specific folder\n","    repo_id=\"Aananda-giri/nepali_llm_datasets\",\n","    repo_type=\"dataset\",\n","    token=userdata.get('HF_TOKEN')\n",")"],"metadata":{"id":"3UzfiGemUohk"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!huggingface-cli login"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_7fbxTF4WRcF","executionInfo":{"status":"ok","timestamp":1731429947533,"user_tz":-345,"elapsed":9513,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"40d6072b-148f-484a-baac-9c51b166954c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","    _|    _|  _|    _|    _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|_|_|_|    _|_|      _|_|_|  _|_|_|_|\n","    _|    _|  _|    _|  _|        _|          _|    _|_|    _|  _|            _|        _|    _|  _|        _|\n","    _|_|_|_|  _|    _|  _|  _|_|  _|  _|_|    _|    _|  _|  _|  _|  _|_|      _|_|_|    _|_|_|_|  _|        _|_|_|\n","    _|    _|  _|    _|  _|    _|  _|    _|    _|    _|    _|_|  _|    _|      _|        _|    _|  _|        _|\n","    _|    _|    _|_|      _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|        _|    _|    _|_|_|  _|_|_|_|\n","\n","    To login, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .\n","Enter your token (input will not be visible): \n","Add token as git credential? (Y/n) \n","Token is valid (permission: write).\n","Your token has been saved in your configured git credential helpers (store).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful\n"]}]},{"cell_type":"code","source":["# Delete files uploaded at ~/ location in huggingface\n","# !huggingface-cli repo-files Aananda-giri/nepali_llm_datasets delete pre-tokenize.ipynb --repo-type dataset\n","# !huggingface-cli repo-files Aananda-giri/nepali_llm_datasets delete pre_tokenized/nepberta.parquet --repo-type dataset"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HKIpjHBlWOrV","executionInfo":{"status":"ok","timestamp":1731429963124,"user_tz":-345,"elapsed":2129,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"f0c2e042-1d8d-44bc-c834-835de850883a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Files correctly deleted from repo. Commit: https://huggingface.co/datasets/Aananda-giri/nepali_llm_datasets/commit/224c8917e09f74fb37fa4f953ab344c30fcf3e0d.\n"]}]},{"cell_type":"markdown","source":["## update README.md"],"metadata":{"id":"0zV7WbWKSwk9"}},{"cell_type":"markdown","source":["refer to [../preprocess.ipynb](../preprocess.ipynb) to update README.md\n"],"metadata":{"id":"ycpuLC5KZDbS"}},{"cell_type":"markdown","source":["## load from huggingface"],"metadata":{"id":"Gy-Cp8-D5YyE"}},{"cell_type":"code","source":["# !pip install datasets --quiet\n","from datasets import load_dataset\n","\n","# Load dataset with the configuration name and data_files specified in README.md\n","dataset = load_dataset(\"aananda-giri/nepali_llm_datasets\", name=\"pre_tokenized\", token=token)\n","\n","# # Split the dataset (80% train, 20% test)\n","# split_data = dataset['train'].train_test_split(test_size=0.2, seed=42)\n","\n","# train_data = split_data['train']\n","# test_data = split_data['test']\n","\n","# print(\"Train size:\", len(train_data))\n","# print(\"Test size:\", len(test_data))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":652,"referenced_widgets":["4a7d49cd22cc4ca59dea928c7ad8c068","75d69465b3c44ef4a367677917a4154a","dc7c2ffdb163417592d10cb5f266aa32","873260cc15864250a4dd332c35060aae","bdf615c467fe49a8a3d19e1ab8ad98c1","24126c8b101141c587c39c270cf35920","24ffa23561f34b0dbf22d71aea0f0320","47a4e826d57341c0949ba09da9acb1a9","5112716d011c4bd59a431b321280beb7","f5f8feeac8ff45bcbab8e76df63b6a3e","c923f0791b974c31899fc0e3db887cee","03c4be3d865c407da268d98f97861834","d4cef3de0f1b4d15a578d05792a0df6f","cea635375d3049a3bd813eb5a8757977","7fde70d86e3840faaf323fac34865a01","134b447aefda4be196916aacaf19a0fb","6d157c2308c44340865330ab794052bd","caeb5de3224446e587c30f9d0f7ea26f","0c79a207cebf436d884f0f386601fc5b","f18031e42b29405f9ddd559c9ce7fcbc","08757cb7742146098bbaa459b8a57508","160e0cf660174166b4eaf35b1800adf6","ed2a2cca51c140d8a682f943cfed1ff3","779222c9ef9a47b58fc12a2e59f7604a","fee3faac601f42438d4339d8a4e59c74","6b38f910274c4a7fb0c9659cdbb49e24","7301394998404fb2a2345de6cff6e775","68522fad16ca46a296904e4de1cec883","29ffcf4e872d4bdc990dba398d72d8a4","7942b14d2057410f95c6c5890b917f41","008d212b57364640902c7dca23b98db5","420eb32a92b84f5c868e99935621c071","a8c327a47e354f729a415dc3a5861ce8","ab207b25e7b04a498d819b9ed8b38591","60134c56ae4a4469ae908dc957d8de4d","03b102cf33784e189a36d4a4fbedd924","783d49258b284cbbafc4c4f925aea972","c2e2bfc5a7da4237a9b4f42269546732","d61e8dccc835488aa619b8b6992455bc","adf13f0baae64cd19e3cb1acd986271f","d0d1d46329d140fa8af59c1aa7b0f402","ea7f8c35052d45bdbc33e8da9e7aaf97","a0299a996ca746ae85ee41d20e6a9cc1","8d655cd468554dfeaaa803c2033beade","50080892952d4bf4bbffa6f312761d1c","f6e40f66dc2043069e4147c516d25f8a","444b5d24cc65461fbf2b9b182c588de5","bbb836bc86c84ce1837169245f167b63","7d33edc85a4244a7802337876c2704a1","10896e8446ac48d9a3422beeeb8a52e9","8c336250143c4bb9a361c17d5738b682","dc47429fbb9c4683a95f4942e6c848de","1a1d38b326ce4e56b72fa3ce90facb7b","0a1194def9154c6e842ac1325c417b4e","dd5eb434a3764c75afec0d392caf9da9","c943e4efe13644b59d8a8c40679b1ade","cb3fca88e17b4be8a93352362591cc78","73db94f828f54aa18960fa5f22fc82d5","db723444b9d64c9997474521b2168b10","93ebcad7f4b8413092dccf57d1dfd22c","1d33f2270e8141318a869dbe32560ebb","93a7ddcebf8f4f6a82eb5a01283ad10f","91dddc39b8e34e598e4594233c89dd6e","15102896bcda4bbf9dd43b0606c23757","f6d642a691ad4175a31b698c6101ec5f","cd5d5542960a444596f9db795768c569"]},"id":"hNGEFTUG5eZd","executionInfo":{"status":"error","timestamp":1731501140376,"user_tz":-345,"elapsed":101740,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"33185bde-1759-4748-efae-d2b97bcc62f2"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":["README.md:   0%|          | 0.00/13.7k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4a7d49cd22cc4ca59dea928c7ad8c068"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Resolving data files:   0%|          | 0/184 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"03c4be3d865c407da268d98f97861834"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Resolving data files:   0%|          | 0/46 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ed2a2cca51c140d8a682f943cfed1ff3"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["nepberta_train.parquet:   0%|          | 0.00/2.93G [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ab207b25e7b04a498d819b9ed8b38591"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["nepberta_test.parquet:   0%|          | 0.00/325M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"50080892952d4bf4bbffa6f312761d1c"}},"metadata":{}},{"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":"c943e4efe13644b59d8a8c40679b1ade"}},"metadata":{}},{"output_type":"error","ename":"DatasetGenerationError","evalue":"An error occurred while generating the dataset","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mUnicodeDecodeError\u001b[0m                        Traceback (most recent call last)","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36m_prepare_split_single\u001b[0;34m(self, gen_kwargs, fpath, file_format, max_shard_size, job_id)\u001b[0m\n\u001b[1;32m   1853\u001b[0m                 \u001b[0m_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1854\u001b[0;31m                 \u001b[0;32mfor\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgenerator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1855\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mmax_shard_size\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mwriter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_bytes\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0mmax_shard_size\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/packaged_modules/text/text.py\u001b[0m in \u001b[0;36m_generate_tables\u001b[0;34m(self, files)\u001b[0m\n\u001b[1;32m     72\u001b[0m                     \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 73\u001b[0;31m                         \u001b[0mbatch\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     74\u001b[0m                         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/lib/python3.10/codecs.py\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(self, input, final)\u001b[0m\n\u001b[1;32m    321\u001b[0m         \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuffer\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 322\u001b[0;31m         \u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconsumed\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_buffer_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfinal\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    323\u001b[0m         \u001b[0;31m# keep undecoded input until the next call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mUnicodeDecodeError\u001b[0m: 'utf-8' codec can't decode byte 0x90 in position 7: invalid start byte","\nThe above exception was the direct cause of the following exception:\n","\u001b[0;31mDatasetGenerationError\u001b[0m                    Traceback (most recent call last)","\u001b[0;32m<ipython-input-9-d54305d0aed0>\u001b[0m in \u001b[0;36m<cell line: 5>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m# Load dataset with the configuration name and data_files specified in README.md\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"aananda-giri/nepali_llm_datasets\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"pre_tokenized\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtoken\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtoken\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m# # Split the dataset (80% train, 20% test)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/load.py\u001b[0m in \u001b[0;36mload_dataset\u001b[0;34m(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, verification_mode, keep_in_memory, save_infos, revision, token, streaming, num_proc, storage_options, trust_remote_code, **config_kwargs)\u001b[0m\n\u001b[1;32m   2152\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2153\u001b[0m     \u001b[0;31m# Download and prepare data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2154\u001b[0;31m     builder_instance.download_and_prepare(\n\u001b[0m\u001b[1;32m   2155\u001b[0m         \u001b[0mdownload_config\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdownload_config\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2156\u001b[0m         \u001b[0mdownload_mode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdownload_mode\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36mdownload_and_prepare\u001b[0;34m(self, output_dir, download_config, download_mode, verification_mode, dl_manager, base_path, file_format, max_shard_size, num_proc, storage_options, **download_and_prepare_kwargs)\u001b[0m\n\u001b[1;32m    922\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mnum_proc\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    923\u001b[0m                         \u001b[0mprepare_split_kwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"num_proc\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnum_proc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 924\u001b[0;31m                     self._download_and_prepare(\n\u001b[0m\u001b[1;32m    925\u001b[0m                         \u001b[0mdl_manager\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdl_manager\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    926\u001b[0m                         \u001b[0mverification_mode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mverification_mode\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36m_download_and_prepare\u001b[0;34m(self, dl_manager, verification_mode, **prepare_split_kwargs)\u001b[0m\n\u001b[1;32m    998\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    999\u001b[0m                 \u001b[0;31m# Prepare split will record examples associated to the split\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1000\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_prepare_split\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msplit_generator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mprepare_split_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1001\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1002\u001b[0m                 raise OSError(\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36m_prepare_split\u001b[0;34m(self, split_generator, file_format, num_proc, max_shard_size)\u001b[0m\n\u001b[1;32m   1739\u001b[0m             \u001b[0mjob_id\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1740\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mpbar\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1741\u001b[0;31m                 for job_id, done, content in self._prepare_split_single(\n\u001b[0m\u001b[1;32m   1742\u001b[0m                     \u001b[0mgen_kwargs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgen_kwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjob_id\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjob_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0m_prepare_split_args\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1743\u001b[0m                 ):\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36m_prepare_split_single\u001b[0;34m(self, gen_kwargs, fpath, file_format, max_shard_size, job_id)\u001b[0m\n\u001b[1;32m   1895\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDatasetGenerationError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1896\u001b[0m                 \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1897\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mDatasetGenerationError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"An error occurred while generating the dataset\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1898\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1899\u001b[0m         \u001b[0;32myield\u001b[0m \u001b[0mjob_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mtotal_num_examples\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtotal_num_bytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwriter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_features\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_shards\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshard_lengths\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mDatasetGenerationError\u001b[0m: An error occurred while generating the dataset"]}]},{"cell_type":"code","source":["from datasets import get_dataset_config_names\n","\n","configs = get_dataset_config_names(\"aananda-giri/nepali_llm_datasets\")\n","print(configs)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":99,"referenced_widgets":["90254f0577f848fc966c911d0d779ac5","13e632f8ce87454582906ceeb38501e8","fd8b67762692424580a27469017e7a80","55ad6a5211a04c85b08793ed7ab7c4c6","6bed2afdbe1a425190e62d78229e1482","f4e61e9b753443bea821fddf73262943","2ab8491afcf7463c896cd3c5a345f4f7","3a5a1ffb4b1940fdb0f98b42491a7e78","234bf24920fe4fb687f2d3e294de09a7","a382602b27b14ff6b233f3746e998ed7","2f792e6d76c146cbb153c65e65e59bdc","5ee4e9fca5ec404a9fd9475c1df373e5","7551ebd603094f119ba9292456006755","4996f66ed61341d8b85e36efa4042c54","60d719b65e7741d68268b5cbf11cc2d5","3c0edd3c6dcf42ba9c69147ea69f9ab4","19fbf459c2814e269be66c6fb9658c74","bad9171f9d26424990b046c84b5c4976","d360aa81ab4149d8ae1cbb308270d96c","13d56acbbee640f0936eac43bb6ee2c7","3b819652ed644641b1ebc005fbf8031b","39af5e733d784c1cb55428a60c21d619"]},"id":"u6IZNZnkaxid","executionInfo":{"status":"ok","timestamp":1731398951474,"user_tz":-345,"elapsed":1091,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"fcad237b-5755-4cca-dca8-7bd49dd11094"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Resolving data files:   0%|          | 0/184 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"90254f0577f848fc966c911d0d779ac5"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Resolving data files:   0%|          | 0/46 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5ee4e9fca5ec404a9fd9475c1df373e5"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["['nepberta', 'scrapy_engine', 'pre_tokenized']\n"]}]},{"cell_type":"code","source":["from datasets import load_dataset_builder\n","ds_builder = load_dataset_builder(\"aananda-giri/nepali_llm_datasets\", name=\"pre_tokenized\")\n","\n","print(ds_builder.info.description)\n","\n","print(ds_builder.info.features)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":117,"referenced_widgets":["a673d27cf4bf4d3fb847d4badcbe8431","a2ac631e25884b419355c2773c6ec654","7d76db0b82e44fcd91bb2b4aeec0e830","1b34fcb493c44b9584731126eecfa2af","7f80872aef2745e6850c0cca061888ae","57bc624dec9542cd819553ef2ef159dd","56fbbcf5777541f2ad41b9564eda8cfd","2d1965e97c104769bfe8d69da14a807a","8ca079549539479489e8b1e156ffcdfc","ac7e51f25e3c4127a7977e67609b3505","b3073b7664494c9b843d4a2035222fb1","b67aa45012e443a79e7b22d1a3f5b949","2cb908e590b64270a1c10f784dc3f67f","0e26f827712849a996c998774dd1d3d9","faa4062de5754135a6b0acc0adc95541","3f0fa6e2802d4b459a908cda9a0dc745","617c58b5729b4ec8aca5e8bbb7b01784","8814d1992dfb4344b691414fc89a190c","f53979f869c543168012118f0e8e473b","f85a5deb5a604feabc9ee4f6fa5f3174","4e68e6d192154a7faa067476d72d79a0","39abf20c2c6c4727b668c16754c1f651"]},"id":"kWyOc-IQahay","executionInfo":{"status":"ok","timestamp":1731398977442,"user_tz":-345,"elapsed":1698,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"5e8b7bcd-3b26-43da-e59e-f89ff2c5f789"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Resolving data files:   0%|          | 0/184 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a673d27cf4bf4d3fb847d4badcbe8431"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Resolving data files:   0%|          | 0/46 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b67aa45012e443a79e7b22d1a3f5b949"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","None\n"]}]},{"cell_type":"code","source":["# Split the dataset (80% train, 20% test)\n","split_data = dataset['train'].train_test_split(test_size=0.2, seed=42)\n","\n","train_data = split_data['train']\n","test_data = split_data['test']\n","\n","print(\"Train size:\", len(train_data))\n","print(\"Test size:\", len(test_data))"],"metadata":{"id":"XK3YJJmvZ2QK"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"WUtyTCCIOw1y"},"source":["# Example: append to parquet"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"x_QmHyzZOhlr"},"outputs":[],"source":["import pyarrow as pa\n","import pyarrow.parquet as pq\n","\n","# Sample data loader simulation\n","# Let's create a list of dictionaries to simulate batches of data with text to be tokenized\n","# In practice, each `data` entry could represent a batch, for simplicity here, we'll use one item per batch\n","\n","data_loader = [\n","    {'text': \"The quick brown fox\"},\n","    {'text': \"jumps over the lazy dog\"},\n","    {'text': \"and runs away quickly\"},\n","    {'text': \"The sun sets behind the mountains\"},\n","    {'text': \"A quick brown dog jumps over the lazy fox\"},\n","]\n","\n","# Define a simple tokenization function for demonstration\n","def get_tokenized(text):\n","    # Simulating tokenization to input_ids and target_ids (just for example)\n","    input_ids = [ord(char) for char in text]  # Convert each character to ASCII value\n","    target_ids = [ord(char) + 1 for char in text]  # Shift ASCII values by 1\n","    return input_ids, target_ids\n","\n","# Define the schema based on `input_ids` and `target_ids` being lists of integers\n","schema = pa.schema([\n","    ('input_ids', pa.list_(pa.int64())),\n","    ('target_ids', pa.list_(pa.int64()))\n","])\n","\n","# Path for the Parquet file\n","parquet_file_path = \"nepberta_data.parquet\"\n","\n","# Writing each batch to the Parquet file\n","with pq.ParquetWriter(parquet_file_path, schema) as writer:\n","    for data in data_loader:\n","        # Tokenize the text to get input_ids and target_ids\n","        input_ids, target_ids = get_tokenized(data['text'])\n","\n","        # because dataloader seeks same sized data in a batch\n","        input_ids = input_ids[:18]\n","        target_ids = target_ids[:18]\n","\n","        # Create a record batch for the current data\n","        batch = pa.RecordBatch.from_arrays([pa.array([input_ids]), pa.array([target_ids])], schema=schema)\n","\n","        # Write batch to Parquet file\n","        writer.write_table(pa.Table.from_batches([batch]))\n","\n","parquet_file_path\n"]},{"cell_type":"markdown","metadata":{"id":"SZMpCwMiEefH"},"source":["## upload to huggingface"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"k16WfpRRDy8B"},"outputs":[],"source":["%cd /content/drive/MyDrive/Research/datasets/hf_datasets"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ruCVcH8WDknh"},"outputs":[],"source":["from huggingface_hub import HfApi, Repository\n","import os\n","import shutil\n","\n","# Set your dataset repo name and Hugging Face username\n","username = \"Aananda-giri\"  # Replace with your Hugging Face username\n","repo_name = \"nepali_llm_datasets\"  # Name for the new dataset repository\n","repo_id = f\"{username}/{repo_name}\"  # Full repository ID\n","\n","# Authenticate\n","api = HfApi()\n","# token = \"token\"  # Replace with your Hugging Face token\n","\n","# Local dataset directory\n","local_dir = \"./\"  # Adjust to the path of the dataset folder\n","\n","# Create the repository if it does not exist\n","api.create_repo(repo_id, token=token, repo_type=\"dataset\", exist_ok=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"FDsSoN5dEdlK"},"outputs":[],"source":["# Local dataset directory\n","local_dir = \"./\"  # Path to your dataset folder\n","\n","# Upload all files and folders recursively\n","for root, dirs, files in os.walk(local_dir):\n","    for file in files:\n","        file_path = os.path.join(root, file)\n","        # Upload file to the specified repo with the same directory structure\n","        repo_file_path = os.path.relpath(file_path, local_dir)\n","        api.upload_file(\n","            path_or_fileobj=file_path,\n","            path_in_repo=repo_file_path,\n","            repo_id=repo_id,\n","            repo_type=\"dataset\",\n","            token=token\n","        )\n","\n","print(f\"Dataset uploaded to https://huggingface.co/datasets/{repo_id}\")"]},{"cell_type":"markdown","metadata":{"id":"53UCcTChEFLK"},"source":["# Example: upload to huggingface"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":292},"executionInfo":{"elapsed":5873,"status":"ok","timestamp":1731311746054,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"u36PC3MdDT5D","outputId":"5c704375-d58b-4350-c76d-1162471acf01"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"26432447ae53469895afc04ffd009346","version_major":2,"version_minor":0},"text/plain":["Generating train split: 0 examples [00:00, ? examples/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"36b9df2f161c41a3926d2389a8a17ae8","version_major":2,"version_minor":0},"text/plain":["Uploading the dataset shards:   0%|          | 0/1 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"45f99d0efc6f49549d0b7c69278265c5","version_major":2,"version_minor":0},"text/plain":["Creating parquet from Arrow format:   0%|          | 0/1 [00:00<?, ?ba/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"db4d1925e07640ffaa551f0a59046d49","version_major":2,"version_minor":0},"text/plain":["README.md:   0%|          | 0.00/310 [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["No files have been modified since last commit. Skipping to prevent empty commit.\n","WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n"]},{"data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["CommitInfo(commit_url='https://huggingface.co/datasets/Aananda-giri/tokenized_dataset_parquet/commit/677a7569e167fdce921e3a2150342fb407025f3e', commit_message='Upload dataset', commit_description='', oid='677a7569e167fdce921e3a2150342fb407025f3e', pr_url=None, pr_revision=None, pr_num=None)"]},"execution_count":56,"metadata":{},"output_type":"execute_result"}],"source":["from datasets import load_dataset\n","from google.colab import userdata\n","# Load Parquet file as a Dataset\n","dataset = load_dataset(\"parquet\", data_files=\"*.parquet\")\n","\n","# Push to Hugging Face Hub\n","dataset.push_to_hub(\"Aananda-giri/tokenized_dataset_parquet\", token=userdata.get('HUGGING_FACE_BEARER'))\n"]},{"cell_type":"markdown","metadata":{"id":"C56FQLi_EvS5"},"source":[" # Example: load from huggingface"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":54},"executionInfo":{"elapsed":2699,"status":"ok","timestamp":1731311851804,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"V4wlCSvJEyT6","outputId":"bd1d8b44-5e22-4574-a5cb-b30640f74d65"},"outputs":[{"data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["\"\\nDatasetDict({\\n    train: Dataset({\\n        features: ['input_ids', 'target_ids'],\\n        num_rows: 3\\n    })\\n})\\n\""]},"execution_count":60,"metadata":{},"output_type":"execute_result"}],"source":["from datasets import load_dataset\n","\n","ds = load_dataset(\"Aananda-giri/tokenized_dataset_parquet\")\n","ds\n","'''\n","DatasetDict({\n","    train: Dataset({\n","        features: ['input_ids', 'target_ids'],\n","        num_rows: 3\n","    })\n","})\n","'''"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":118,"status":"ok","timestamp":1731311851806,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"OO3YP4PhFVWv","outputId":"30fd32c3-fb0b-4b02-b701-16ca388689b4"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'input_ids': [84, 104, 101, 32, 113, 117, 105, 99, 107, 32, 98, 114, 111, 119, 110, 32, 102, 111], 'target_ids': [85, 105, 102, 33, 114, 118, 106, 100, 108, 33, 99, 115, 112, 120, 111, 33, 103, 112]}\n","{'input_ids': [106, 117, 109, 112, 115, 32, 111, 118, 101, 114, 32, 116, 104, 101, 32, 108, 97, 122], 'target_ids': [107, 118, 110, 113, 116, 33, 112, 119, 102, 115, 33, 117, 105, 102, 33, 109, 98, 123]}\n","{'input_ids': [97, 110, 100, 32, 114, 117, 110, 115, 32, 97, 119, 97, 121, 32, 113, 117, 105, 99], 'target_ids': [98, 111, 101, 33, 115, 118, 111, 116, 33, 98, 120, 98, 122, 33, 114, 118, 106, 100]}\n","{'input_ids': [84, 104, 101, 32, 115, 117, 110, 32, 115, 101, 116, 115, 32, 98, 101, 104, 105, 110], 'target_ids': [85, 105, 102, 33, 116, 118, 111, 33, 116, 102, 117, 116, 33, 99, 102, 105, 106, 111]}\n","{'input_ids': [65, 32, 113, 117, 105, 99, 107, 32, 98, 114, 111, 119, 110, 32, 100, 111, 103, 32], 'target_ids': [66, 33, 114, 118, 106, 100, 108, 33, 99, 115, 112, 120, 111, 33, 101, 112, 104, 33]}\n"]}],"source":["for data in ds['train']:\n","    print(data)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":617,"status":"ok","timestamp":1731311870239,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"YOgWCteSOmFQ","outputId":"4f0b5ab7-88a0-4b12-f799-b71593ac7dec"},"outputs":[{"name":"stdout","output_type":"stream","text":["18 18\n","18 18\n","18 18\n","18 18\n","18 18\n"]}],"source":["for data in ds['train']:\n","  print(len(data['input_ids']), len(data['target_ids']))\n","  # print(data)"]},{"cell_type":"markdown","metadata":{"id":"mepgfJGyH8rx"},"source":["# Example: Our dataloader with huggingface datasets"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2584,"status":"ok","timestamp":1731311778025,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"D5ZIHHIqIBlL","outputId":"e9eeae4c-e184-42a2-e31d-c702f5db4206"},"outputs":[{"name":"stdout","output_type":"stream","text":["[tensor([[106, 117, 109, 112, 115,  32, 111, 118, 101, 114,  32, 116, 104, 101,\n","          32, 108,  97, 122],\n","        [ 97, 110, 100,  32, 114, 117, 110, 115,  32,  97, 119,  97, 121,  32,\n","         113, 117, 105,  99],\n","        [ 84, 104, 101,  32, 115, 117, 110,  32, 115, 101, 116, 115,  32,  98,\n","         101, 104, 105, 110],\n","        [ 84, 104, 101,  32, 113, 117, 105,  99, 107,  32,  98, 114, 111, 119,\n","         110,  32, 102, 111]]), tensor([[107, 118, 110, 113, 116,  33, 112, 119, 102, 115,  33, 117, 105, 102,\n","          33, 109,  98, 123],\n","        [ 98, 111, 101,  33, 115, 118, 111, 116,  33,  98, 120,  98, 122,  33,\n","         114, 118, 106, 100],\n","        [ 85, 105, 102,  33, 116, 118, 111,  33, 116, 102, 117, 116,  33,  99,\n","         102, 105, 106, 111],\n","        [ 85, 105, 102,  33, 114, 118, 106, 100, 108,  33,  99, 115, 112, 120,\n","         111,  33, 103, 112]])]\n"]}],"source":["from torch.utils.data import DataLoader\n","from datasets import load_dataset\n","import torch\n","\n","# Load the dataset from Hugging Face\n","ds = load_dataset(\"Aananda-giri/tokenized_dataset_parquet\")\n","\n","# Define the custom collate_fn function\n","def collate_fn(batch):\n","    # Extract the 'input_ids' and 'target_ids' from the batch and return them as a list of tensors\n","    input_ids = [item['input_ids'] for item in batch]\n","    target_ids = [item['target_ids'] for item in batch]\n","\n","    # Convert to tensors (if not already)\n","    input_ids_tensor = torch.stack(input_ids)\n","    target_ids_tensor = torch.stack(target_ids)\n","\n","    return [input_ids_tensor, target_ids_tensor]\n","\n","# Convert Hugging Face Dataset to PyTorch tensors (we can directly use the dataset as it is already in the correct format)\n","ds.set_format(type=\"torch\", columns=[\"input_ids\", \"target_ids\"])  # Directly set columns to torch tensors\n","\n","# Creating the DataLoader for the 'train' split of the dataset with the custom collate_fn\n","dataloader = DataLoader(\n","    ds[\"train\"],\n","    batch_size=4,\n","    shuffle=True,\n","    drop_last=True,\n","    num_workers=0,\n","    collate_fn=collate_fn\n",")\n","\n","# Example of accessing one batch\n","for batch in dataloader:\n","    print(batch)\n","    break\n"]},{"cell_type":"markdown","metadata":{"id":"hW0jCbPcLBAb"},"source":[]}],"metadata":{"colab":{"collapsed_sections":["WUtyTCCIOw1y","53UCcTChEFLK","C56FQLi_EvS5","mepgfJGyH8rx"],"provenance":[],"mount_file_id":"1R25oQUoAWqgN2418PiMJxcX7EHrVEi6R","authorship_tag":"ABX9TyMg4j5qF+NXcOIOcnsFnPIg"},"kernelspec":{"display_name":"Python 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This behaviour is the source of the following dependency conflicts.\n","gcsfs 2024.10.0 requires fsspec==2024.10.0, but you have fsspec 2024.9.0 which is incompatible.\u001b[0m\u001b[31m\n","\u001b[0m"]}],"source":["!pip install datasets --quiet"]},{"cell_type":"markdown","metadata":{"id":"kEPBGuHzEkJV"},"source":["## Load 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?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7d4693fa67d540ac91a2e5ecb17a4bc2","version_major":2,"version_minor":0},"text/plain":["chunk_97.txt:   0%|          | 0.00/52.5M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ea31cfeb26db4a8dae474704196f78f4","version_major":2,"version_minor":0},"text/plain":["chunk_98.txt:   0%|          | 0.00/52.5M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9860c504e64f4b58a9b4f0d634a7d68c","version_major":2,"version_minor":0},"text/plain":["chunk_99.txt:   0%|          | 0.00/52.5M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"326177813889410b9dc0d24989c3fef2","version_major":2,"version_minor":0},"text/plain":["Generating train split: 0 examples [00:00, ? examples/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3b13437cc2c7454d8e10ed5c066cf5c2","version_major":2,"version_minor":0},"text/plain":["Generating test split: 0 examples [00:00, ? examples/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"024d8898297149469fd75d2938903ec7","version_major":2,"version_minor":0},"text/plain":["Loading dataset shards:   0%|          | 0/19 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"}],"source":["# it loads entire dataset first\n","from datasets import load_dataset\n","from google.colab import userdata\n","token=userdata.get('HUGGING_FACE_BEARER')\n","\n","# Load nepberta configuration\n","nepberta_data = load_dataset(\"Aananda-giri/nepali_llm_datasets\", name=\"nepberta\", token=token)"]},{"cell_type":"markdown","metadata":{"id":"Jgu2vyEmEh7J"},"source":["## Tokenize"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/"},"id":"_qvWzkow3MuH","outputId":"59f64c0a-074b-4ae7-9a64-cb32195d4254"},"outputs":[{"name":"stdout","output_type":"stream","text":["1... tokenized... df created:...saved!\n","2... tokenized... df created:...saved!\n","3... tokenized... df created:...saved!\n","4... tokenized... df created:...saved!\n","5... tokenized... df created:...saved!\n","6... tokenized... df created:...saved!\n","7... tokenized... df created:...saved!\n","8... tokenized... df created:...saved!\n","9... tokenized... df created:...saved!\n","10... tokenized... df created:...saved!\n","11... tokenized... df created:...saved!\n","12... tokenized... df created:...saved!\n","13... tokenized... df created:...saved!\n","14... tokenized... df created:...saved!\n","15... tokenized... df created:...saved!\n","16... tokenized... df created:...saved!\n","17... tokenized... df 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target_ids\n","input_ids_list = []\n","target_ids_list = []\n","\n","import pyarrow.parquet as pq\n","import pandas as pd\n","\n","import pyarrow as pa\n","import numpy as np\n","\n","def prepare_dataset(txt, tokenizer, max_length, stride, index):\n","    '''\n","      * modified form of GPTDatasetV1.__init___ of code here: https://github.com/rasbt/LLMs-from-scratch/blob/main/ch05/03_bonus_pretraining_on_gutenberg/previous_chapters.py\n","      * prepare input and target texts from giant text\n","\n","      * txt: it is giant text\n","      * max_length: it is the context length input and output pairs generated\n","      * stride = context_len <in our case>\n","      * index: is chunk index, useful for naming the output file\n","    '''\n","    input_ids = []\n","    target_ids = []\n","    os.makedirs('temp/', exist_ok=True)\n","    save_file = f\"temp/nepberta_{max_length}_{index}.parquet\"\n","    token_ids = tokenizer.encode(txt)\n","\n","    for i in range(0, len(token_ids) - max_length, stride):\n","        input_chunk = token_ids[i:i + max_length]\n","        target_chunk = token_ids[i + 1: i + max_length + 1]\n","\n","        input_ids.append(np.array(input_chunk))\n","        target_ids.append(np.array(target_chunk))\n","\n","    print('... tokenized', end='')\n","    df = pd.DataFrame({\n","      \"input_ids\": input_ids,\n","      \"target_ids\": target_ids\n","    })\n","    print('... df created', end='')\n","\n","    # Convert DataFrame to pyarrow Table\n","    table = pa.Table.from_pandas(df)\n","\n","    # # Try to read existing Parquet file\n","    # this overloads the ram and notebook crashes so saving as individual chunks as below and well merge later\n","    # try:\n","    #     existing_table = pq.read_table(save_file)\n","    #     # Concatenate existing table with new table\n","    #     table = pa.concat_tables([existing_table, table])\n","    # except FileNotFoundError:\n","    #     print('file not found')  # File does not exist, so just write the new table\n","\n","    # Write table to Parquet file\n","    pq.write_table(table, save_file, compression='snappy')\n","    print(':...saved!')\n","\n","# Writing each batch to the Parquet file\n","# context_length=512  # model performance is not that good\n","context_length=512\n","\n","i=0\n","for data in train_data:\n","    # combine two chunks\n","    i+=1;print(i, end='')\n","    prepare_dataset(data['text'], tokenizer, max_length=context_length, stride=context_length, index=i)\n","\n","# now, iterating over test data\n","i=len(train_data)\n","for data in test_data:\n","    # combine two chunks\n","    i+=1;print(i, end='')\n","    prepare_dataset(data['text'], tokenizer, max_length=context_length, stride=context_length, index=i)"]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xJVZWDjXB2sF","executionInfo":{"status":"ok","timestamp":1732361502596,"user_tz":-345,"elapsed":450,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"a8947f9d-cd41-46a9-f574-62fbdbd60999"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["230"]},"metadata":{},"execution_count":11}],"source":["len(train_data) + len(test_data)"]},{"cell_type":"code","source":["!ls temp"],"metadata":{"id":"ZY6AU8zqysBy","executionInfo":{"status":"ok","timestamp":1732361537826,"user_tz":-345,"elapsed":3172,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["!ls pre_tokenized"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tiLWuFvjyz-R","executionInfo":{"status":"ok","timestamp":1732361548897,"user_tz":-345,"elapsed":18,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"a467ae19-0a93-4513-f6ae-c413ad19af11"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["nepberta_1024.parquet  nepberta_test_1024.parquet   pre-tokenize.ipynb\n","nepberta_512_.parquet  nepberta_train_1024.parquet\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"kmlbO9A7UkgX"},"outputs":[],"source":["# Merge the .parquet files generated\n","import pyarrow.parquet as pq\n","import glob\n","import pyarrow as pa\n","\n","# Specify the input folder and output file\n","input_folder = 'temp'\n","output_file = 'pre_tokenized/nepberta_'  + str(context_length) + '.parquet'\n","\n","# Get a list of all Parquet files in the input folder\n","parquet_files = glob.glob(f'{input_folder}/*.parquet')\n","print(len(parquet_files))\n","\n","# Write each file to the output file one at a time\n","writer = None\n","i=0\n","for file in parquet_files:\n","    i+=1;print(i)\n","    table = pq.read_table(file)\n","    if writer is None:\n","        # Initialize the writer with the schema of the first file\n","        writer = pq.ParquetWriter(output_file, table.schema)\n","    writer.write_table(table)\n","\n","# Close the writer\n","if writer:\n","    writer.close()\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"58xyYKAMUnVC"},"outputs":[],"source":["# Delete the original files (after merging)\n","import os\n","for file in parquet_files:\n","    try:\n","        os.remove(file)\n","        print(f\"Deleted file: {file}\")\n","    except OSError as e:\n","        print(f\"Error deleting file: {file} - {e.strerror}\")"]},{"cell_type":"markdown","metadata":{"id":"3hvwCDeE5TpE"},"source":["## upload to huggingface"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"wAEa3ux5Up4W"},"outputs":[],"source":["from huggingface_hub import HfApi\n","api = HfApi()\n","\n","from google.colab import userdata\n","\n","\n","# Upload all the content from the local folder to your remote Space.\n","# By default, files are uploaded at the root of the repo\n","api.upload_folder(\n","    folder_path=\"./pre_tokenized\",\n","    path_in_repo=\"pre_tokenized\", # Upload to a specific folder\n","    repo_id=\"Aananda-giri/nepali_llm_datasets\",\n","    repo_type=\"dataset\",\n","    token=userdata.get('HF_TOKEN')\n",")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"li535Z3XUsyI"},"outputs":[],"source":["!huggingface-cli login"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2129,"status":"ok","timestamp":1731429963124,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"HKIpjHBlWOrV","outputId":"f0c2e042-1d8d-44bc-c834-835de850883a"},"outputs":[{"name":"stdout","output_type":"stream","text":["Files correctly deleted from repo. Commit: https://huggingface.co/datasets/Aananda-giri/nepali_llm_datasets/commit/224c8917e09f74fb37fa4f953ab344c30fcf3e0d.\n"]}],"source":["# Delete files uploaded at ~/ location in huggingface\n","# !huggingface-cli repo-files Aananda-giri/nepali_llm_datasets delete pre-tokenize.ipynb --repo-type dataset\n","# !huggingface-cli repo-files Aananda-giri/nepali_llm_datasets delete pre_tokenized/nepberta.parquet --repo-type dataset"]},{"cell_type":"code","source":["print('hi')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AcNEz_yGyeN-","executionInfo":{"status":"ok","timestamp":1732361453683,"user_tz":-345,"elapsed":682,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"}},"outputId":"ae4b6b28-e3c8-4d28-d699-a94524a5038f"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["hi\n"]}]},{"cell_type":"markdown","metadata":{"id":"0zV7WbWKSwk9"},"source":["## update README.md"]},{"cell_type":"markdown","metadata":{"id":"ycpuLC5KZDbS"},"source":["refer to [../preprocess.ipynb](../preprocess.ipynb) to update README.md\n"]},{"cell_type":"markdown","metadata":{"id":"8IIceh5Xju38"},"source":["## load dataset from huggingface (problem/solution)"]},{"cell_type":"markdown","metadata":{"id":"MEpVX_UxwRSg"},"source":["#### solution3 (working)\n","* load parquet files remotely as mentioned [here](https://huggingface.co/datasets/Aananda-giri/nepali_llm_datasets/resolve/main/pre_tokenized/nepberta.parquet)\n","\n","* need to set environment variable: HF_TOKEN as:\n","\n","`os.environ['HF_TOKEN']`"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":303},"executionInfo":{"elapsed":594,"status":"ok","timestamp":1731510875369,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"_6rSNHtZwVgB","outputId":"b092e39a-6013-405a-9d92-c96b5c0f1c31"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fd7dcd3bea4b481db3e018096959fdb7","version_major":2,"version_minor":0},"text/plain":["Loading dataset shards:   0%|          | 0/26 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Dataset({\n","    features: ['input_ids', 'target_ids'],\n","    num_rows: 778572\n","})\n","DatasetDict({\n","    train: Dataset({\n","        features: ['input_ids', 'target_ids'],\n","        num_rows: 700714\n","    })\n","    test: Dataset({\n","        features: ['input_ids', 'target_ids'],\n","        num_rows: 77858\n","    })\n","})\n"]}],"source":["# base_url = \"https://huggingface.co/datasets/Aananda-giri/nepali_llm_datasets/resolve/main/pre_tokenized/\"\n","# data_files = {\"train\": base_url + \"nepberta_train.parquet\", \"test\": base_url + \"nepberta_test.parquet\"}\n","# dataset = load_dataset(\"parquet\", data_files=data_files)\n","# print(dataset)\n","\n","# Alternatively: download non-splitted datasets\n","base_url = \"https://huggingface.co/datasets/Aananda-giri/nepali_llm_datasets/resolve/main/pre_tokenized/\"\n","data_files = {\"train\": base_url + \"nepberta.parquet\"}\n","dataset = load_dataset(\"parquet\", data_files=data_files, split=\"train\")\n","print(dataset)\n","\n","# and split it later\n","dataset = dataset.train_test_split(train_size=0.9, seed=42)\n","print(dataset)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":534,"status":"ok","timestamp":1731510857519,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"W-vdxrzeEVgG","outputId":"8124fb75-9b04-45a6-cd95-a8453099469d"},"outputs":[{"data":{"text/plain":["Dataset({\n","    features: ['input_ids', 'target_ids'],\n","    num_rows: 77858\n","})"]},"execution_count":114,"metadata":{},"output_type":"execute_result"}],"source":["a['test']"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":36},"executionInfo":{"elapsed":454,"status":"ok","timestamp":1731510442566,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"N6pCC7CzEGny","outputId":"58e0b42a-04b9-457b-a2b3-c7c92432b621"},"outputs":[{"data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'train'"]},"execution_count":97,"metadata":{},"output_type":"execute_result"}],"source":["train_dataset"]},{"cell_type":"markdown","metadata":{"id":"W_iPD0fSJWia"},"source":["#### problem\n","this code (loading parquet dataset locally) works but uploading same file to huggingface and loading using below code is giving error: UnicodeDecodeError: 'utf-8' codec can't decode byte 0xe0 in position 7: invalid continuation byte\n","\n","```\n","%cd /content/drive/MyDrive/Research/datasets/hf_datasets/\n","!pip install datasets --quiet\n","\n","from datasets import load_dataset\n","ds = load_dataset('parquet', data_files = 'nepberta.parquet')\n","```\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":556},"executionInfo":{"elapsed":2609,"status":"error","timestamp":1731503389172,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"lQrninOUpOj4","outputId":"f756f5dd-1ef9-4408-f834-ac5c07fe70af"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"782c66fd7194426e9e709c61aaa6b849","version_major":2,"version_minor":0},"text/plain":["Resolving data files:   0%|          | 0/184 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bd4d1fa7b94a446da2947ea8686c4613","version_major":2,"version_minor":0},"text/plain":["Resolving data files:   0%|          | 0/46 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"18d246c743bf48c6abc8dbdbcce6a035","version_major":2,"version_minor":0},"text/plain":["Generating train split: 0 examples [00:00, ? examples/s]"]},"metadata":{},"output_type":"display_data"},{"ename":"DatasetGenerationError","evalue":"An error occurred while generating the dataset","output_type":"error","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mUnicodeDecodeError\u001b[0m                        Traceback (most recent call last)","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36m_prepare_split_single\u001b[0;34m(self, gen_kwargs, fpath, file_format, max_shard_size, job_id)\u001b[0m\n\u001b[1;32m   1853\u001b[0m                 \u001b[0m_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1854\u001b[0;31m                 \u001b[0;32mfor\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgenerator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1855\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mmax_shard_size\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mwriter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_bytes\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0mmax_shard_size\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/packaged_modules/text/text.py\u001b[0m in \u001b[0;36m_generate_tables\u001b[0;34m(self, files)\u001b[0m\n\u001b[1;32m     72\u001b[0m                     \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 73\u001b[0;31m                         \u001b[0mbatch\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     74\u001b[0m                         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/lib/python3.10/codecs.py\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(self, input, final)\u001b[0m\n\u001b[1;32m    321\u001b[0m         \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuffer\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 322\u001b[0;31m         \u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconsumed\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_buffer_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfinal\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    323\u001b[0m         \u001b[0;31m# keep undecoded input until the next call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mUnicodeDecodeError\u001b[0m: 'utf-8' codec can't decode byte 0x90 in position 7: invalid start byte","\nThe above exception was the direct cause of the following exception:\n","\u001b[0;31mDatasetGenerationError\u001b[0m                    Traceback (most recent call last)","\u001b[0;32m<ipython-input-32-81de243b0218>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"aananda-giri/nepali_llm_datasets\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"pre_tokenized\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtoken\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtoken\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/load.py\u001b[0m in \u001b[0;36mload_dataset\u001b[0;34m(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, verification_mode, keep_in_memory, save_infos, revision, token, streaming, num_proc, storage_options, trust_remote_code, **config_kwargs)\u001b[0m\n\u001b[1;32m   2152\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2153\u001b[0m     \u001b[0;31m# Download and prepare data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2154\u001b[0;31m     builder_instance.download_and_prepare(\n\u001b[0m\u001b[1;32m   2155\u001b[0m         \u001b[0mdownload_config\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdownload_config\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2156\u001b[0m         \u001b[0mdownload_mode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdownload_mode\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36mdownload_and_prepare\u001b[0;34m(self, output_dir, download_config, download_mode, verification_mode, dl_manager, base_path, file_format, max_shard_size, num_proc, storage_options, **download_and_prepare_kwargs)\u001b[0m\n\u001b[1;32m    922\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mnum_proc\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    923\u001b[0m                         \u001b[0mprepare_split_kwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"num_proc\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnum_proc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 924\u001b[0;31m                     self._download_and_prepare(\n\u001b[0m\u001b[1;32m    925\u001b[0m                         \u001b[0mdl_manager\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdl_manager\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    926\u001b[0m                         \u001b[0mverification_mode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mverification_mode\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36m_download_and_prepare\u001b[0;34m(self, dl_manager, verification_mode, **prepare_split_kwargs)\u001b[0m\n\u001b[1;32m    998\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    999\u001b[0m                 \u001b[0;31m# Prepare split will record examples associated to the split\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1000\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_prepare_split\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msplit_generator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mprepare_split_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1001\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1002\u001b[0m                 raise OSError(\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36m_prepare_split\u001b[0;34m(self, split_generator, file_format, num_proc, max_shard_size)\u001b[0m\n\u001b[1;32m   1739\u001b[0m             \u001b[0mjob_id\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1740\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mpbar\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1741\u001b[0;31m                 for job_id, done, content in self._prepare_split_single(\n\u001b[0m\u001b[1;32m   1742\u001b[0m                     \u001b[0mgen_kwargs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgen_kwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjob_id\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjob_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0m_prepare_split_args\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1743\u001b[0m                 ):\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/datasets/builder.py\u001b[0m in \u001b[0;36m_prepare_split_single\u001b[0;34m(self, gen_kwargs, fpath, file_format, max_shard_size, job_id)\u001b[0m\n\u001b[1;32m   1895\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDatasetGenerationError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1896\u001b[0m                 \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1897\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mDatasetGenerationError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"An error occurred while generating the dataset\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1898\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1899\u001b[0m         \u001b[0;32myield\u001b[0m \u001b[0mjob_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mtotal_num_examples\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtotal_num_bytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwriter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_features\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_shards\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshard_lengths\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mDatasetGenerationError\u001b[0m: An error occurred while generating the dataset"]}],"source":["dataset = load_dataset(\"aananda-giri/nepali_llm_datasets\", name=\"pre_tokenized\", token=token)\n","dataset"]},{"cell_type":"markdown","metadata":{"id":"49MkphA_u_bz"},"source":["#### Solution1 (not working): Save this dataset to huggingface and try loading that instead"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":99},"executionInfo":{"elapsed":152215,"status":"ok","timestamp":1731501587646,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"KijVIkUcBVmv","outputId":"6988a81e-fac2-4156-e770-f52f9e3500fc"},"outputs":[{"name":"stdout","output_type":"stream","text":["/content/drive/MyDrive/Research/datasets/hf_datasets\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9d705e140065412b8d9da4e750d97f8b","version_major":2,"version_minor":0},"text/plain":["Generating train split: 0 examples [00:00, ? examples/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fdf78e573ca142ce82c9d8073a737b03","version_major":2,"version_minor":0},"text/plain":["Loading dataset shards:   0%|          | 0/26 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"}],"source":["# ```\n","%cd /content/drive/MyDrive/Research/datasets/hf_datasets/\n","!pip install datasets --quiet\n","\n","from datasets import load_dataset\n","ds = load_dataset('parquet', data_files = 'nepberta.parquet')\n","\n","# above code works but uploading same file to huggingface and loading using below code is giving error: UnicodeDecodeError: 'utf-8' codec can't decode byte 0xe0 in position 7: invalid continuation byte\n","# Save this dataset to huggingface and try loading that instead"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"s418_EbJAlu8"},"outputs":[],"source":["# (works but lets not split the dataset)Split the dataset into 90% train and 10% test\n","split_data = ds['train'].train_test_split(test_size=0.1, seed=42)\n","\n","from datasets import DatasetDict\n","\n","# Organize the splits into a DatasetDict\n","dataset_dict = DatasetDict({\n","    'train': split_data['train'],\n","    'test': split_data['test']\n","})\n","\n","# from google.colab import userdata\n","\n","# # Push the dataset to Hugging Face\n","# dataset_dict.push_to_hub(\"aananda-giri/pre_tokenized\", token=userdata.get('HUGGING_FACE_BEARER'))\n","\n","import os\n","\n","# Create the local folder structure\n","os.makedirs(\"pre_tokenized\", exist_ok=True)\n","\n","# Save each split to the pre_tokenized folder as Parquet files\n","dataset_dict['train'].to_parquet(\"pre_tokenized/nepberta_train.parquet\")\n","dataset_dict['test'].to_parquet(\"pre_tokenized/nepberta_test.parquet\")"]},{"cell_type":"markdown","metadata":{"id":"D7F1R2m_RYIc"},"source":["#### solution2 (not working: use solution1 but save single parquet file instead of train and test.par"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6,"status":"ok","timestamp":1731501822092,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"G1gJn72ijQP-","outputId":"2e6dc583-5ec2-420f-cdfa-8cea85a7d1a9"},"outputs":[{"data":{"text/plain":["DatasetDict({\n","    train: Dataset({\n","        features: ['input_ids', 'target_ids'],\n","        num_rows: 778572\n","    })\n","})"]},"execution_count":20,"metadata":{},"output_type":"execute_result"}],"source":["ds"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":67},"executionInfo":{"elapsed":155081,"status":"ok","timestamp":1731501994392,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"skabaYGtJF-D","outputId":"75ffc53b-bb48-44f8-f44d-967e0d5b9d07"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"001000419f064055b5badf1920d255c2","version_major":2,"version_minor":0},"text/plain":["Creating parquet from Arrow format:   0%|          | 0/779 [00:00<?, ?ba/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["12762352224"]},"execution_count":21,"metadata":{},"output_type":"execute_result"}],"source":["# (not workiing but lets not split the dataset)Split the dataset into 90% train and 10% test\n","\n","from datasets import DatasetDict\n","import os\n","\n","# Create the local folder structure\n","os.makedirs(\"pre_tokenized\", exist_ok=True)\n","\n","# Save each split to the pre_tokenized folder as Parquet files\n","ds['train'].to_parquet(\"pre_tokenized/nepberta.parquet\")\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":11,"status":"ok","timestamp":1731502562812,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"ufkKGpztl7N-","outputId":"4c258fe3-4432-4d07-db69-1f5036eb85f2"},"outputs":[{"data":{"text/plain":["dict_keys(['input_ids', 'target_ids'])"]},"execution_count":28,"metadata":{},"output_type":"execute_result"}],"source":["ds['train'][0].keys()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":11876,"status":"ok","timestamp":1731502086217,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"wfYAxGq_ja1s","outputId":"94cb4564-feeb-421b-8890-2ad517d81a21"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","    _|    _|  _|    _|    _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|_|_|_|    _|_|      _|_|_|  _|_|_|_|\n","    _|    _|  _|    _|  _|        _|          _|    _|_|    _|  _|            _|        _|    _|  _|        _|\n","    _|_|_|_|  _|    _|  _|  _|_|  _|  _|_|    _|    _|  _|  _|  _|  _|_|      _|_|_|    _|_|_|_|  _|        _|_|_|\n","    _|    _|  _|    _|  _|    _|  _|    _|    _|    _|    _|_|  _|    _|      _|        _|    _|  _|        _|\n","    _|    _|    _|_|      _|_|_|    _|_|_|  _|_|_|  _|      _|    _|_|_|      _|        _|    _|    _|_|_|  _|_|_|_|\n","\n","    To log in, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .\n","Enter your token (input will not be visible): \n","Add token as git credential? (Y/n) \n","Token is valid (permission: write).\n","The token `colab_write` has been saved to /root/.cache/huggingface/stored_tokens\n","Your token has been saved in your configured git credential helpers (store).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful.\n","The current active token is: `colab_write`\n","No files have been modified since last commit. Skipping to prevent empty commit.\n","Files correctly deleted from repo. Commit: https://huggingface.co/datasets/Aananda-giri/nepali_llm_datasets/commit/e5e90f238a20ec2a023ee75a4f8ddbf09fcf0a9a.\n"]}],"source":["!huggingface-cli login\n","!huggingface-cli repo-files Aananda-giri/nepali_llm_datasets delete pre_tokenized/nepberta.parquet --repo-type dataset"]},{"cell_type":"markdown","metadata":{"id":"8bjX5mT-xgyt"},"source":["#### probable solution 4\n","\n","**in prepare_dataset function, use:**\n","```\n","input_ids.append(np.array(input_chunk))\n","target_ids.append(np.array(target_chunk))\n","```\n","**instead of**\n","```\n","input_ids.append(input_chunk)\n","target_ids.append(target_chunk)\n","```"]},{"cell_type":"markdown","metadata":{"id":"LoDBrvwSyylK"},"source":["#### information about dataset"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":99},"executionInfo":{"elapsed":1091,"status":"ok","timestamp":1731398951474,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"u6IZNZnkaxid","outputId":"fcad237b-5755-4cca-dca8-7bd49dd11094"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"90254f0577f848fc966c911d0d779ac5","version_major":2,"version_minor":0},"text/plain":["Resolving data files:   0%|          | 0/184 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5ee4e9fca5ec404a9fd9475c1df373e5","version_major":2,"version_minor":0},"text/plain":["Resolving data files:   0%|          | 0/46 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["['nepberta', 'scrapy_engine', 'pre_tokenized']\n"]}],"source":["from datasets import get_dataset_config_names\n","\n","configs = get_dataset_config_names(\"aananda-giri/nepali_llm_datasets\")\n","print(configs)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":117},"executionInfo":{"elapsed":1698,"status":"ok","timestamp":1731398977442,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"kWyOc-IQahay","outputId":"5e8b7bcd-3b26-43da-e59e-f89ff2c5f789"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a673d27cf4bf4d3fb847d4badcbe8431","version_major":2,"version_minor":0},"text/plain":["Resolving data files:   0%|          | 0/184 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b67aa45012e443a79e7b22d1a3f5b949","version_major":2,"version_minor":0},"text/plain":["Resolving data files:   0%|          | 0/46 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n","None\n"]}],"source":["from datasets import load_dataset_builder\n","ds_builder = load_dataset_builder(\"aananda-giri/nepali_llm_datasets\", name=\"pre_tokenized\")\n","\n","print(ds_builder.info.description)\n","\n","print(ds_builder.info.features)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"XK3YJJmvZ2QK"},"outputs":[],"source":["# Split the dataset (80% train, 20% test)\n","split_data = dataset['train'].train_test_split(test_size=0.2, seed=42)\n","\n","train_data = split_data['train']\n","test_data = split_data['test']\n","\n","print(\"Train size:\", len(train_data))\n","print(\"Test size:\", len(test_data))"]},{"cell_type":"markdown","metadata":{"id":"-3xad_jGzDXg"},"source":["# Lets modify the Sebastian DataLoader to make it work with pre_tokenized dataset from huggingface"]},{"cell_type":"markdown","metadata":{"id":"vD7LG25j5Qby"},"source":["### Using pre-tokenized dataset with dataloader"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":140},"executionInfo":{"elapsed":771,"status":"ok","timestamp":1731510936096,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"3LZYJy9Pztrg","outputId":"0ca1e1d0-e0c0-4364-d27e-3ddd83210542"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5b5eb5d551824535a81e2c52fe733b07","version_major":2,"version_minor":0},"text/plain":["Loading dataset shards:   0%|          | 0/26 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Dataset({\n","    features: ['input_ids', 'target_ids'],\n","    num_rows: 778572\n","})\n"]},{"data":{"text/plain":["<torch.utils.data.dataloader.DataLoader at 0x7ee947775d80>"]},"execution_count":116,"metadata":{},"output_type":"execute_result"}],"source":["from torch.utils.data import DataLoader\n","from datasets import load_dataset\n","import torch\n","\n","\n","def create_dataloader_v2(batch_size=4, shuffle=True, drop_last=True, num_workers=0, train_ratio=.9):\n","    '''\n","    modified.\n","    * dont need text data as input\n","    * dont need max_length and stride as input : they were set during preparing tokenized_datasets\n","    '''\n","    # Download the whole dataset\n","    base_url = \"https://huggingface.co/datasets/Aananda-giri/nepali_llm_datasets/resolve/main/pre_tokenized/\"\n","    data_files = {\"train\": base_url + \"nepberta.parquet\"}\n","    dataset = load_dataset(\"parquet\", data_files=data_files, split=\"train\")\n","\n","    print(dataset)\n","\n","    # and split it later\n","    dataset = dataset.train_test_split(train_size=train_ratio, seed=42)\n","    # Convert Hugging Face Dataset to PyTorch tensors (we can directly use the dataset as it is already in the correct format)\n","    dataset.set_format(type=\"torch\", columns=[\"input_ids\", \"target_ids\"])  # Directly set columns to torch tensors\n","\n","\n","\n","    # Define the custom collate_fn function\n","    def collate_fn(batch):\n","        # Extract the 'input_ids' and 'target_ids' from the batch and return them as a list of tensors\n","        input_ids = [item['input_ids'] for item in batch]\n","        target_ids = [item['target_ids'] for item in batch]\n","\n","        # Convert to tensors (if not already)\n","        input_ids_tensor = torch.stack(input_ids)\n","        target_ids_tensor = torch.stack(target_ids)\n","\n","        return [input_ids_tensor, target_ids_tensor]\n","\n","\n","\n","    # Creating the DataLoader for the 'train' split of the dataset with the custom collate_fn\n","    train_loader = DataLoader(\n","        dataset['train'],\n","        batch_size=batch_size,\n","        shuffle=shuffle,\n","        drop_last=drop_last,\n","        num_workers=num_workers,\n","        collate_fn=collate_fn\n","    )\n","\n","    test_loader =  DataLoader(\n","        dataset['test'],\n","        batch_size=batch_size,\n","        shuffle=shuffle,\n","        drop_last=drop_last,\n","        num_workers=num_workers,\n","        collate_fn=collate_fn\n","    )\n","\n","    return train_loader, test_loader\n","\n","train_loader, test_loader = create_dataloader_v2(\n","    batch_size=4,\n","    shuffle=True,\n","    drop_last=True,\n","    num_workers=0,\n","    train_ratio=.9\n",")\n","train_loader"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":444,"status":"ok","timestamp":1731510944694,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"lYMzN8ny0OKl","outputId":"48c7bb7d-a6a9-4633-f140-6f49410db231"},"outputs":[{"name":"stdout","output_type":"stream","text":["175178\n","len(input_batch):4\n","len(input_batch[0]):1024\n","input_batch.numel(): 4096\n","type(input_batch): <class 'torch.Tensor'>\n","\n","len(target_batch): 4\n","len(input_batch[0]):1024\n","target_batch.numel(): 4096\n","type(target_batch): <class 'torch.Tensor'>\n"]}],"source":["print(len(train_loader))\n","\n","for input_batch, target_batch in train_loader:\n","    print(f\"len(input_batch):{len(input_batch)}\")\n","    print(f\"len(input_batch[0]):{len(input_batch[0])}\")\n","    print(f\"input_batch.numel(): {input_batch.numel()}\")\n","    print(f\"type(input_batch): {type(input_batch)}\", end='\\n\\n')\n","\n","    print(f\"len(target_batch): {len(target_batch)}\")\n","    print(f\"len(input_batch[0]):{len(target_batch[0])}\")\n","    print(f\"target_batch.numel(): {target_batch.numel()}\")\n","    print(f\"type(target_batch): {type(target_batch)}\")\n","    break\n"]},{"cell_type":"markdown","metadata":{"id":"5HwG5COk5Gxm"},"source":["### comparision with original dataloader by sebastian"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":219},"executionInfo":{"elapsed":47958,"status":"ok","timestamp":1731507176909,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"HJMOnCGC1S6Z","outputId":"033c2409-4b03-4170-9dc2-23b3cba324ca"},"outputs":[{"name":"stderr","output_type":"stream","text":["The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e6662b00edc847d8bae6da0d65634798","version_major":2,"version_minor":0},"text/plain":["0it [00:00, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["text_chunk length: 19626198\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"57ad1e06ebf54f8eb8591fcdc23db5b0","version_major":2,"version_minor":0},"text/plain":["tokenizer_config.json:   0%|          | 0.00/1.20k [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d165619d91b44439bb134563c9bbd14f","version_major":2,"version_minor":0},"text/plain":["tokenizer.json:   0%|          | 0.00/3.53M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"98440da1073e481fa52ff6f31fdd8f92","version_major":2,"version_minor":0},"text/plain":["special_tokens_map.json:   0%|          | 0.00/3.00 [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["<torch.utils.data.dataloader.DataLoader at 0x7ee97b339ea0>"]},"execution_count":56,"metadata":{},"output_type":"execute_result"}],"source":["from torch.utils.data import Dataset, DataLoader\n","from transformers import PreTrainedTokenizerFast\n","\n","# use streaming=True to avoid downloading entire dataset\n","nepberta_train = load_dataset(\"Aananda-giri/nepali_llm_datasets\", name=\"nepberta\", streaming=True)['train']\n","text_data = next(iter(nepberta_train))['text']\n","print(f\"text_chunk length: {len(text_data)}\")\n","\n","class GPTDatasetV1(Dataset):\n","    def __init__(self, txt, tokenizer, max_length, stride):\n","        self.input_ids = []\n","        self.target_ids = []\n","\n","        # modified.\n","        # token_ids = tokenizer.encode(txt, allowed_special={'<|endoftext|>'})\n","        token_ids = tokenizer.encode(txt)\n","\n","        for i in range(0, len(token_ids) - max_length, stride):\n","            input_chunk = token_ids[i:i + max_length]\n","            target_chunk = token_ids[i + 1: i + max_length + 1]\n","            self.input_ids.append(torch.tensor(input_chunk))\n","            self.target_ids.append(torch.tensor(target_chunk))\n","\n","    def __len__(self):\n","        return len(self.input_ids)\n","\n","    def __getitem__(self, idx):\n","        return self.input_ids[idx], self.target_ids[idx]\n","\n","\n","def create_dataloader_v1(txt, batch_size=4, max_length=256,\n","                         stride=128, shuffle=True, drop_last=True, num_workers=0):\n","    # -------------------------------\n","    # Modofy tokenizer\n","    # -------------------------------\n","    # modified. tokenizer initialization\n","    # tokenizer = tiktoken.get_encoding(\"gpt2\")\n","    # Load the tokenizer\n","    tokenizer = PreTrainedTokenizerFast.from_pretrained(\"Aananda-giri/NepaliBPE\")\n","    dataset = GPTDatasetV1(txt, tokenizer, max_length, stride)\n","    dataloader = DataLoader(\n","        dataset, batch_size=batch_size, shuffle=shuffle, drop_last=drop_last, num_workers=num_workers)\n","\n","    return dataloader\n","\n","train_ratio = 0.9\n","split_idx = int(train_ratio * len(text_data))\n","train_loader = create_dataloader_v1(\n","        text_data[:split_idx],\n","        batch_size=4,\n","        max_length=1024,\n","        stride=1024,\n","        drop_last=True,\n","        shuffle=True,\n","        num_workers=0\n","    )\n","train_loader"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":570,"status":"ok","timestamp":1731507477429,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"chjo7caA3viA","outputId":"5e62e390-2f15-47e9-cc6e-737cec14a581"},"outputs":[{"name":"stdout","output_type":"stream","text":["771\n","len(input_batch):4\n","len(input_batch[0]):1024\n","input_batch.numel(): 4096\n","type(input_batch): <class 'torch.Tensor'>\n","\n","len(target_batch): 4\n","len(input_batch[0]):1024\n","target_batch.numel(): 4096\n","type(target_batch): <class 'torch.Tensor'>\n"]}],"source":["print(len(train_loader))\n","\n","for input_batch, target_batch in train_loader:\n","    print(f\"len(input_batch):{len(input_batch)}\")\n","    print(f\"len(input_batch[0]):{len(input_batch[0])}\")\n","    print(f\"input_batch.numel(): {input_batch.numel()}\")\n","    print(f\"type(input_batch): {type(input_batch)}\", end='\\n\\n')\n","\n","    print(f\"len(target_batch): {len(target_batch)}\")\n","    print(f\"len(input_batch[0]):{len(target_batch[0])}\")\n","    print(f\"target_batch.numel(): {target_batch.numel()}\")\n","    print(f\"type(target_batch): {type(target_batch)}\")\n","    break\n"]},{"cell_type":"markdown","metadata":{"id":"PIk-PWudd0RI"},"source":["*  using pre-tokenized, we got the similar result as given by sebastian original dataloader"]},{"cell_type":"markdown","metadata":{"id":"WVMm7whpGVH2"},"source":["# also replace `create_dataloaders` function from  pretraining_bells_n_whistles file"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"SoMKU-XrGWOv"},"outputs":[],"source":["def create_dataloaders(train_ratio, batch_size, num_workers=0):\n","    '''\n","    we dont need\n","    text_data\n","    max_length, stride\n","\n","    '''\n","    train_loader, val_loader = create_dataloader_v2(\n","        batch_size=batch_size,\n","        shuffle=True,\n","        drop_last=True,\n","        num_workers=num_workers,\n","        train_ratio=train_ratio\n","    )\n","    return train_loader, val_loader"]},{"cell_type":"markdown","metadata":{"id":"WUtyTCCIOw1y"},"source":["# Example: append to parquet"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"x_QmHyzZOhlr"},"outputs":[],"source":["import pyarrow as pa\n","import pyarrow.parquet as pq\n","\n","# Sample data loader simulation\n","# Let's create a list of dictionaries to simulate batches of data with text to be tokenized\n","# In practice, each `data` entry could represent a batch, for simplicity here, we'll use one item per batch\n","\n","data_loader = [\n","    {'text': \"The quick brown fox\"},\n","    {'text': \"jumps over the lazy dog\"},\n","    {'text': \"and runs away quickly\"},\n","    {'text': \"The sun sets behind the mountains\"},\n","    {'text': \"A quick brown dog jumps over the lazy fox\"},\n","]\n","\n","# Define a simple tokenization function for demonstration\n","def get_tokenized(text):\n","    # Simulating tokenization to input_ids and target_ids (just for example)\n","    input_ids = [ord(char) for char in text]  # Convert each character to ASCII value\n","    target_ids = [ord(char) + 1 for char in text]  # Shift ASCII values by 1\n","    return input_ids, target_ids\n","\n","# Define the schema based on `input_ids` and `target_ids` being lists of integers\n","schema = pa.schema([\n","    ('input_ids', pa.list_(pa.int64())),\n","    ('target_ids', pa.list_(pa.int64()))\n","])\n","\n","# Path for the Parquet file\n","parquet_file_path = \"nepberta_data.parquet\"\n","\n","# Writing each batch to the Parquet file\n","with pq.ParquetWriter(parquet_file_path, schema) as writer:\n","    for data in data_loader:\n","        # Tokenize the text to get input_ids and target_ids\n","        input_ids, target_ids = get_tokenized(data['text'])\n","\n","        # because dataloader seeks same sized data in a batch\n","        input_ids = input_ids[:18]\n","        target_ids = target_ids[:18]\n","\n","        # Create a record batch for the current data\n","        batch = pa.RecordBatch.from_arrays([pa.array([input_ids]), pa.array([target_ids])], schema=schema)\n","\n","        # Write batch to Parquet file\n","        writer.write_table(pa.Table.from_batches([batch]))\n","\n","parquet_file_path\n"]},{"cell_type":"markdown","metadata":{"id":"SZMpCwMiEefH"},"source":["## upload to huggingface"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"k16WfpRRDy8B"},"outputs":[],"source":["%cd /content/drive/MyDrive/Research/datasets/hf_datasets"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ruCVcH8WDknh"},"outputs":[],"source":["from huggingface_hub import HfApi, Repository\n","import os\n","import shutil\n","\n","# Set your dataset repo name and Hugging Face username\n","username = \"Aananda-giri\"  # Replace with your Hugging Face username\n","repo_name = \"nepali_llm_datasets\"  # Name for the new dataset repository\n","repo_id = f\"{username}/{repo_name}\"  # Full repository ID\n","\n","# Authenticate\n","api = HfApi()\n","# token = \"token\"  # Replace with your Hugging Face token\n","\n","# Local dataset directory\n","local_dir = \"./\"  # Adjust to the path of the dataset folder\n","\n","# Create the repository if it does not exist\n","api.create_repo(repo_id, token=token, repo_type=\"dataset\", exist_ok=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"FDsSoN5dEdlK"},"outputs":[],"source":["# Local dataset directory\n","local_dir = \"./\"  # Path to your dataset folder\n","\n","# Upload all files and folders recursively\n","for root, dirs, files in os.walk(local_dir):\n","    for file in files:\n","        file_path = os.path.join(root, file)\n","        # Upload file to the specified repo with the same directory structure\n","        repo_file_path = os.path.relpath(file_path, local_dir)\n","        api.upload_file(\n","            path_or_fileobj=file_path,\n","            path_in_repo=repo_file_path,\n","            repo_id=repo_id,\n","            repo_type=\"dataset\",\n","            token=token\n","        )\n","\n","print(f\"Dataset uploaded to https://huggingface.co/datasets/{repo_id}\")"]},{"cell_type":"markdown","metadata":{"id":"53UCcTChEFLK"},"source":["# Example: upload to huggingface"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":292},"executionInfo":{"elapsed":5873,"status":"ok","timestamp":1731311746054,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"u36PC3MdDT5D","outputId":"5c704375-d58b-4350-c76d-1162471acf01"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"26432447ae53469895afc04ffd009346","version_major":2,"version_minor":0},"text/plain":["Generating train split: 0 examples [00:00, ? examples/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"36b9df2f161c41a3926d2389a8a17ae8","version_major":2,"version_minor":0},"text/plain":["Uploading the dataset shards:   0%|          | 0/1 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"45f99d0efc6f49549d0b7c69278265c5","version_major":2,"version_minor":0},"text/plain":["Creating parquet from Arrow format:   0%|          | 0/1 [00:00<?, ?ba/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"db4d1925e07640ffaa551f0a59046d49","version_major":2,"version_minor":0},"text/plain":["README.md:   0%|          | 0.00/310 [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["No files have been modified since last commit. Skipping to prevent empty commit.\n","WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n"]},{"data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["CommitInfo(commit_url='https://huggingface.co/datasets/Aananda-giri/tokenized_dataset_parquet/commit/677a7569e167fdce921e3a2150342fb407025f3e', commit_message='Upload dataset', commit_description='', oid='677a7569e167fdce921e3a2150342fb407025f3e', pr_url=None, pr_revision=None, pr_num=None)"]},"execution_count":56,"metadata":{},"output_type":"execute_result"}],"source":["from datasets import load_dataset\n","from google.colab import userdata\n","# Load Parquet file as a Dataset\n","dataset = load_dataset(\"parquet\", data_files=\"*.parquet\")\n","\n","# Push to Hugging Face Hub\n","dataset.push_to_hub(\"Aananda-giri/tokenized_dataset_parquet\", token=userdata.get('HUGGING_FACE_BEARER'))\n"]},{"cell_type":"markdown","metadata":{"id":"C56FQLi_EvS5"},"source":[" # Example: load from huggingface"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":54},"executionInfo":{"elapsed":2699,"status":"ok","timestamp":1731311851804,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"V4wlCSvJEyT6","outputId":"bd1d8b44-5e22-4574-a5cb-b30640f74d65"},"outputs":[{"data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["\"\\nDatasetDict({\\n    train: Dataset({\\n        features: ['input_ids', 'target_ids'],\\n        num_rows: 3\\n    })\\n})\\n\""]},"execution_count":60,"metadata":{},"output_type":"execute_result"}],"source":["from datasets import load_dataset\n","\n","ds = load_dataset(\"Aananda-giri/tokenized_dataset_parquet\")\n","ds\n","'''\n","DatasetDict({\n","    train: Dataset({\n","        features: ['input_ids', 'target_ids'],\n","        num_rows: 3\n","    })\n","})\n","'''"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":118,"status":"ok","timestamp":1731311851806,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"OO3YP4PhFVWv","outputId":"30fd32c3-fb0b-4b02-b701-16ca388689b4"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'input_ids': [84, 104, 101, 32, 113, 117, 105, 99, 107, 32, 98, 114, 111, 119, 110, 32, 102, 111], 'target_ids': [85, 105, 102, 33, 114, 118, 106, 100, 108, 33, 99, 115, 112, 120, 111, 33, 103, 112]}\n","{'input_ids': [106, 117, 109, 112, 115, 32, 111, 118, 101, 114, 32, 116, 104, 101, 32, 108, 97, 122], 'target_ids': [107, 118, 110, 113, 116, 33, 112, 119, 102, 115, 33, 117, 105, 102, 33, 109, 98, 123]}\n","{'input_ids': [97, 110, 100, 32, 114, 117, 110, 115, 32, 97, 119, 97, 121, 32, 113, 117, 105, 99], 'target_ids': [98, 111, 101, 33, 115, 118, 111, 116, 33, 98, 120, 98, 122, 33, 114, 118, 106, 100]}\n","{'input_ids': [84, 104, 101, 32, 115, 117, 110, 32, 115, 101, 116, 115, 32, 98, 101, 104, 105, 110], 'target_ids': [85, 105, 102, 33, 116, 118, 111, 33, 116, 102, 117, 116, 33, 99, 102, 105, 106, 111]}\n","{'input_ids': [65, 32, 113, 117, 105, 99, 107, 32, 98, 114, 111, 119, 110, 32, 100, 111, 103, 32], 'target_ids': [66, 33, 114, 118, 106, 100, 108, 33, 99, 115, 112, 120, 111, 33, 101, 112, 104, 33]}\n"]}],"source":["for data in ds['train']:\n","    print(data)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":617,"status":"ok","timestamp":1731311870239,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"YOgWCteSOmFQ","outputId":"4f0b5ab7-88a0-4b12-f799-b71593ac7dec"},"outputs":[{"name":"stdout","output_type":"stream","text":["18 18\n","18 18\n","18 18\n","18 18\n","18 18\n"]}],"source":["for data in ds['train']:\n","  print(len(data['input_ids']), len(data['target_ids']))\n","  # print(data)"]},{"cell_type":"markdown","metadata":{"id":"mepgfJGyH8rx"},"source":["# Example: Our dataloader with huggingface datasets"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2584,"status":"ok","timestamp":1731311778025,"user":{"displayName":"Aananda Giri","userId":"10248715758347187876"},"user_tz":-345},"id":"D5ZIHHIqIBlL","outputId":"e9eeae4c-e184-42a2-e31d-c702f5db4206"},"outputs":[{"name":"stdout","output_type":"stream","text":["[tensor([[106, 117, 109, 112, 115,  32, 111, 118, 101, 114,  32, 116, 104, 101,\n","          32, 108,  97, 122],\n","        [ 97, 110, 100,  32, 114, 117, 110, 115,  32,  97, 119,  97, 121,  32,\n","         113, 117, 105,  99],\n","        [ 84, 104, 101,  32, 115, 117, 110,  32, 115, 101, 116, 115,  32,  98,\n","         101, 104, 105, 110],\n","        [ 84, 104, 101,  32, 113, 117, 105,  99, 107,  32,  98, 114, 111, 119,\n","         110,  32, 102, 111]]), tensor([[107, 118, 110, 113, 116,  33, 112, 119, 102, 115,  33, 117, 105, 102,\n","          33, 109,  98, 123],\n","        [ 98, 111, 101,  33, 115, 118, 111, 116,  33,  98, 120,  98, 122,  33,\n","         114, 118, 106, 100],\n","        [ 85, 105, 102,  33, 116, 118, 111,  33, 116, 102, 117, 116,  33,  99,\n","         102, 105, 106, 111],\n","        [ 85, 105, 102,  33, 114, 118, 106, 100, 108,  33,  99, 115, 112, 120,\n","         111,  33, 103, 112]])]\n"]}],"source":["from torch.utils.data import DataLoader\n","from datasets import load_dataset\n","import torch\n","\n","# Load the dataset from Hugging Face\n","ds = load_dataset(\"Aananda-giri/tokenized_dataset_parquet\")\n","\n","# Define the custom collate_fn function\n","def collate_fn(batch):\n","    # Extract the 'input_ids' and 'target_ids' from the batch and return them as a list of tensors\n","    input_ids = [item['input_ids'] for item in batch]\n","    target_ids = [item['target_ids'] for item in batch]\n","\n","    # Convert to tensors (if not already)\n","    input_ids_tensor = torch.stack(input_ids)\n","    target_ids_tensor = torch.stack(target_ids)\n","\n","    return [input_ids_tensor, target_ids_tensor]\n","\n","# Convert Hugging Face Dataset to PyTorch tensors (we can directly use the dataset as it is already in the correct format)\n","ds.set_format(type=\"torch\", columns=[\"input_ids\", \"target_ids\"])  # Directly set columns to torch tensors\n","\n","# Creating the DataLoader for the 'train' split of the dataset with the custom collate_fn\n","dataloader = DataLoader(\n","    ds[\"train\"],\n","    batch_size=4,\n","    shuffle=True,\n","    drop_last=True,\n","    num_workers=0,\n","    collate_fn=collate_fn\n",")\n","\n","# Example of accessing one batch\n","for batch in dataloader:\n","    print(batch)\n","    break\n"]}],"metadata":{"colab":{"collapsed_sections":["0zV7WbWKSwk9","MEpVX_UxwRSg","W_iPD0fSJWia","49MkphA_u_bz","D7F1R2m_RYIc","LoDBrvwSyylK","-3xad_jGzDXg","vD7LG25j5Qby","WVMm7whpGVH2","WUtyTCCIOw1y","53UCcTChEFLK","C56FQLi_EvS5","mepgfJGyH8rx"],"provenance":[],"mount_file_id":"1R25oQUoAWqgN2418PiMJxcX7EHrVEi6R","authorship_tag":"ABX9TyMcrotxL8TYIqWhnWlJh8rT"},"kernelspec":{"display_name":"Python 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