|
--- |
|
configs: |
|
- config_name: nepberta |
|
data_files: |
|
- split: train |
|
path: |
|
- nepberta/clean_date_categories/chunk_1.txt |
|
- nepberta/clean_date_categories/chunk_10.txt |
|
- nepberta/clean_date_categories/chunk_100.txt |
|
- nepberta/clean_date_categories/chunk_101.txt |
|
- nepberta/clean_date_categories/chunk_102.txt |
|
- nepberta/clean_date_categories/chunk_103.txt |
|
- nepberta/clean_date_categories/chunk_104.txt |
|
- nepberta/clean_date_categories/chunk_105.txt |
|
- nepberta/clean_date_categories/chunk_106.txt |
|
- nepberta/clean_date_categories/chunk_107.txt |
|
- nepberta/clean_date_categories/chunk_108.txt |
|
- nepberta/clean_date_categories/chunk_109.txt |
|
- nepberta/clean_date_categories/chunk_11.txt |
|
- nepberta/clean_date_categories/chunk_110.txt |
|
- nepberta/clean_date_categories/chunk_111.txt |
|
- nepberta/clean_date_categories/chunk_112.txt |
|
- nepberta/clean_date_categories/chunk_113.txt |
|
- nepberta/clean_date_categories/chunk_114.txt |
|
- nepberta/clean_date_categories/chunk_115.txt |
|
- nepberta/clean_date_categories/chunk_116.txt |
|
- nepberta/clean_date_categories/chunk_117.txt |
|
- nepberta/clean_date_categories/chunk_118.txt |
|
- nepberta/clean_date_categories/chunk_119.txt |
|
- nepberta/clean_date_categories/chunk_12.txt |
|
- nepberta/clean_date_categories/chunk_120.txt |
|
- nepberta/clean_date_categories/chunk_121.txt |
|
- nepberta/clean_date_categories/chunk_122.txt |
|
- nepberta/clean_date_categories/chunk_123.txt |
|
- nepberta/clean_date_categories/chunk_124.txt |
|
- nepberta/clean_date_categories/chunk_125.txt |
|
- nepberta/clean_date_categories/chunk_126.txt |
|
- nepberta/clean_date_categories/chunk_127.txt |
|
- nepberta/clean_date_categories/chunk_128.txt |
|
- nepberta/clean_date_categories/chunk_129.txt |
|
- nepberta/clean_date_categories/chunk_13.txt |
|
- nepberta/clean_date_categories/chunk_130.txt |
|
- nepberta/clean_date_categories/chunk_131.txt |
|
- nepberta/clean_date_categories/chunk_132.txt |
|
- nepberta/clean_date_categories/chunk_133.txt |
|
- nepberta/clean_date_categories/chunk_134.txt |
|
- nepberta/clean_date_categories/chunk_135.txt |
|
- nepberta/clean_date_categories/chunk_136.txt |
|
- nepberta/clean_date_categories/chunk_137.txt |
|
- nepberta/clean_date_categories/chunk_138.txt |
|
- nepberta/clean_date_categories/chunk_139.txt |
|
- nepberta/clean_date_categories/chunk_14.txt |
|
- nepberta/clean_date_categories/chunk_140.txt |
|
- nepberta/clean_date_categories/chunk_141.txt |
|
- nepberta/clean_date_categories/chunk_142.txt |
|
- nepberta/clean_date_categories/chunk_143.txt |
|
- nepberta/clean_date_categories/chunk_144.txt |
|
- nepberta/clean_date_categories/chunk_145.txt |
|
- nepberta/clean_date_categories/chunk_146.txt |
|
- nepberta/clean_date_categories/chunk_147.txt |
|
- nepberta/clean_date_categories/chunk_148.txt |
|
- nepberta/clean_date_categories/chunk_149.txt |
|
- nepberta/clean_date_categories/chunk_15.txt |
|
- nepberta/clean_date_categories/chunk_150.txt |
|
- nepberta/clean_date_categories/chunk_151.txt |
|
- nepberta/clean_date_categories/chunk_152.txt |
|
- nepberta/clean_date_categories/chunk_153.txt |
|
- nepberta/clean_date_categories/chunk_154.txt |
|
- nepberta/clean_date_categories/chunk_155.txt |
|
- nepberta/clean_date_categories/chunk_156.txt |
|
- nepberta/clean_date_categories/chunk_157.txt |
|
- nepberta/clean_date_categories/chunk_158.txt |
|
- nepberta/clean_date_categories/chunk_159.txt |
|
- nepberta/clean_date_categories/chunk_16.txt |
|
- nepberta/clean_date_categories/chunk_160.txt |
|
- nepberta/clean_date_categories/chunk_161.txt |
|
- nepberta/clean_date_categories/chunk_162.txt |
|
- nepberta/clean_date_categories/chunk_163.txt |
|
- nepberta/clean_date_categories/chunk_164.txt |
|
- nepberta/clean_date_categories/chunk_165.txt |
|
- nepberta/clean_date_categories/chunk_166.txt |
|
- nepberta/clean_date_categories/chunk_167.txt |
|
- nepberta/clean_date_categories/chunk_168.txt |
|
- nepberta/clean_date_categories/chunk_169.txt |
|
- nepberta/clean_date_categories/chunk_17.txt |
|
- nepberta/clean_date_categories/chunk_170.txt |
|
- nepberta/clean_date_categories/chunk_171.txt |
|
- nepberta/clean_date_categories/chunk_172.txt |
|
- nepberta/clean_date_categories/chunk_173.txt |
|
- nepberta/clean_date_categories/chunk_174.txt |
|
- nepberta/clean_date_categories/chunk_175.txt |
|
- nepberta/clean_date_categories/chunk_176.txt |
|
- nepberta/clean_date_categories/chunk_177.txt |
|
- nepberta/clean_date_categories/chunk_178.txt |
|
- nepberta/clean_date_categories/chunk_179.txt |
|
- nepberta/clean_date_categories/chunk_18.txt |
|
- nepberta/clean_date_categories/chunk_180.txt |
|
- nepberta/clean_date_categories/chunk_181.txt |
|
- nepberta/clean_date_categories/chunk_182.txt |
|
- nepberta/clean_date_categories/chunk_183.txt |
|
- nepberta/clean_date_categories/chunk_184.txt |
|
- nepberta/clean_date_categories/chunk_185.txt |
|
- nepberta/clean_date_categories/chunk_186.txt |
|
- nepberta/clean_date_categories/chunk_187.txt |
|
- nepberta/clean_date_categories/chunk_188.txt |
|
- nepberta/clean_date_categories/chunk_189.txt |
|
- nepberta/clean_date_categories/chunk_19.txt |
|
- nepberta/clean_date_categories/chunk_190.txt |
|
- nepberta/clean_date_categories/chunk_191.txt |
|
- nepberta/clean_date_categories/chunk_192.txt |
|
- nepberta/clean_date_categories/chunk_193.txt |
|
- nepberta/clean_date_categories/chunk_194.txt |
|
- nepberta/clean_date_categories/chunk_195.txt |
|
- nepberta/clean_date_categories/chunk_196.txt |
|
- nepberta/clean_date_categories/chunk_197.txt |
|
- nepberta/clean_date_categories/chunk_198.txt |
|
- nepberta/clean_date_categories/chunk_199.txt |
|
- nepberta/clean_date_categories/chunk_2.txt |
|
- nepberta/clean_date_categories/chunk_20.txt |
|
- nepberta/clean_date_categories/chunk_200.txt |
|
- nepberta/clean_date_categories/chunk_201.txt |
|
- nepberta/clean_date_categories/chunk_202.txt |
|
- nepberta/clean_date_categories/chunk_203.txt |
|
- nepberta/clean_date_categories/chunk_204.txt |
|
- nepberta/clean_date_categories/chunk_205.txt |
|
- nepberta/clean_date_categories/chunk_206.txt |
|
- nepberta/clean_date_categories/chunk_207.txt |
|
- nepberta/clean_date_categories/chunk_208.txt |
|
- nepberta/clean_date_categories/chunk_209.txt |
|
- nepberta/clean_date_categories/chunk_21.txt |
|
- nepberta/clean_date_categories/chunk_210.txt |
|
- nepberta/clean_date_categories/chunk_211.txt |
|
- nepberta/clean_date_categories/chunk_212.txt |
|
- nepberta/clean_date_categories/chunk_213.txt |
|
- nepberta/clean_date_categories/chunk_214.txt |
|
- nepberta/clean_date_categories/chunk_215.txt |
|
- nepberta/clean_date_categories/chunk_216.txt |
|
- nepberta/clean_date_categories/chunk_217.txt |
|
- nepberta/clean_date_categories/chunk_218.txt |
|
- nepberta/clean_date_categories/chunk_219.txt |
|
- nepberta/clean_date_categories/chunk_22.txt |
|
- nepberta/clean_date_categories/chunk_220.txt |
|
- nepberta/clean_date_categories/chunk_221.txt |
|
- nepberta/clean_date_categories/chunk_222.txt |
|
- nepberta/clean_date_categories/chunk_223.txt |
|
- nepberta/clean_date_categories/chunk_224.txt |
|
- nepberta/clean_date_categories/chunk_225.txt |
|
- nepberta/clean_date_categories/chunk_226.txt |
|
- nepberta/clean_date_categories/chunk_227.txt |
|
- nepberta/clean_date_categories/chunk_228.txt |
|
- nepberta/clean_date_categories/chunk_229.txt |
|
- nepberta/clean_date_categories/chunk_23.txt |
|
- nepberta/clean_date_categories/chunk_230.txt |
|
- nepberta/clean_date_categories/chunk_24.txt |
|
- nepberta/clean_date_categories/chunk_25.txt |
|
- nepberta/clean_date_categories/chunk_26.txt |
|
- nepberta/clean_date_categories/chunk_27.txt |
|
- nepberta/clean_date_categories/chunk_28.txt |
|
- nepberta/clean_date_categories/chunk_29.txt |
|
- nepberta/clean_date_categories/chunk_3.txt |
|
- nepberta/clean_date_categories/chunk_30.txt |
|
- nepberta/clean_date_categories/chunk_31.txt |
|
- nepberta/clean_date_categories/chunk_32.txt |
|
- nepberta/clean_date_categories/chunk_33.txt |
|
- nepberta/clean_date_categories/chunk_34.txt |
|
- nepberta/clean_date_categories/chunk_35.txt |
|
- nepberta/clean_date_categories/chunk_36.txt |
|
- nepberta/clean_date_categories/chunk_37.txt |
|
- nepberta/clean_date_categories/chunk_38.txt |
|
- nepberta/clean_date_categories/chunk_39.txt |
|
- nepberta/clean_date_categories/chunk_4.txt |
|
- nepberta/clean_date_categories/chunk_40.txt |
|
- nepberta/clean_date_categories/chunk_41.txt |
|
- nepberta/clean_date_categories/chunk_42.txt |
|
- nepberta/clean_date_categories/chunk_43.txt |
|
- nepberta/clean_date_categories/chunk_44.txt |
|
- nepberta/clean_date_categories/chunk_45.txt |
|
- nepberta/clean_date_categories/chunk_46.txt |
|
- nepberta/clean_date_categories/chunk_47.txt |
|
- nepberta/clean_date_categories/chunk_48.txt |
|
- nepberta/clean_date_categories/chunk_49.txt |
|
- nepberta/clean_date_categories/chunk_5.txt |
|
- nepberta/clean_date_categories/chunk_50.txt |
|
- nepberta/clean_date_categories/chunk_51.txt |
|
- nepberta/clean_date_categories/chunk_52.txt |
|
- nepberta/clean_date_categories/chunk_53.txt |
|
- nepberta/clean_date_categories/chunk_54.txt |
|
- nepberta/clean_date_categories/chunk_55.txt |
|
- nepberta/clean_date_categories/chunk_56.txt |
|
- nepberta/clean_date_categories/chunk_57.txt |
|
- split: test |
|
path: |
|
- nepberta/clean_date_categories/chunk_58.txt |
|
- nepberta/clean_date_categories/chunk_59.txt |
|
- nepberta/clean_date_categories/chunk_6.txt |
|
- nepberta/clean_date_categories/chunk_60.txt |
|
- nepberta/clean_date_categories/chunk_61.txt |
|
- nepberta/clean_date_categories/chunk_62.txt |
|
- nepberta/clean_date_categories/chunk_63.txt |
|
- nepberta/clean_date_categories/chunk_64.txt |
|
- nepberta/clean_date_categories/chunk_65.txt |
|
- nepberta/clean_date_categories/chunk_66.txt |
|
- nepberta/clean_date_categories/chunk_67.txt |
|
- nepberta/clean_date_categories/chunk_68.txt |
|
- nepberta/clean_date_categories/chunk_69.txt |
|
- nepberta/clean_date_categories/chunk_7.txt |
|
- nepberta/clean_date_categories/chunk_70.txt |
|
- nepberta/clean_date_categories/chunk_71.txt |
|
- nepberta/clean_date_categories/chunk_72.txt |
|
- nepberta/clean_date_categories/chunk_73.txt |
|
- nepberta/clean_date_categories/chunk_74.txt |
|
- nepberta/clean_date_categories/chunk_75.txt |
|
- nepberta/clean_date_categories/chunk_76.txt |
|
- nepberta/clean_date_categories/chunk_77.txt |
|
- nepberta/clean_date_categories/chunk_78.txt |
|
- nepberta/clean_date_categories/chunk_79.txt |
|
- nepberta/clean_date_categories/chunk_8.txt |
|
- nepberta/clean_date_categories/chunk_80.txt |
|
- nepberta/clean_date_categories/chunk_81.txt |
|
- nepberta/clean_date_categories/chunk_82.txt |
|
- nepberta/clean_date_categories/chunk_83.txt |
|
- nepberta/clean_date_categories/chunk_84.txt |
|
- nepberta/clean_date_categories/chunk_85.txt |
|
- nepberta/clean_date_categories/chunk_86.txt |
|
- nepberta/clean_date_categories/chunk_87.txt |
|
- nepberta/clean_date_categories/chunk_88.txt |
|
- nepberta/clean_date_categories/chunk_89.txt |
|
- nepberta/clean_date_categories/chunk_9.txt |
|
- nepberta/clean_date_categories/chunk_90.txt |
|
- nepberta/clean_date_categories/chunk_91.txt |
|
- nepberta/clean_date_categories/chunk_92.txt |
|
- nepberta/clean_date_categories/chunk_93.txt |
|
- nepberta/clean_date_categories/chunk_94.txt |
|
- nepberta/clean_date_categories/chunk_95.txt |
|
- nepberta/clean_date_categories/chunk_96.txt |
|
- nepberta/clean_date_categories/chunk_97.txt |
|
- nepberta/clean_date_categories/chunk_98.txt |
|
- nepberta/clean_date_categories/chunk_99.txt |
|
- config_name: scrapy_engine |
|
data_files: |
|
- split: train |
|
path: |
|
- "scrapy_engine/cleaned_data.csv" |
|
- config_name: pre_tokenized |
|
data_files: |
|
- split: train |
|
path: |
|
- pre_tokenized/nepberta.parquet |
|
- config_name: iriisnepal_u_nepberta_512 |
|
data_files: |
|
- split: train |
|
path: |
|
- "pre_tokenized/iriisnepal_u_nepberta_train_512.parquet" |
|
- split: test |
|
path: |
|
- "pre_tokenized/iriisnepal_u_nepberta_test_512.parquet" |
|
--- |
|
# Nepali LLM Datasets |
|
|
|
This repository contains two configurations of Nepali LLM datasets: |
|
|
|
## Configurations |
|
|
|
### 1. Scrapy Engine |
|
- Description: Contains data collected using a web scraping engine. |
|
- Files: [List any specific files or formats] |
|
|
|
### 2. Nepberta |
|
- Description: This dataset is derived from the Nepberta project and contains cleaned data specifically related to the project. The dataset contains **cleaned text chunks of size ~50 mb ** of all articles into a single giant string, with each article ending in <|endoftext|>. This long string is then segmented into chunks, each approximately 500 MB in size. |
|
- Files: contains 23 files each ~500Mb (chunk_1.txt, chunk_2.txt, ... chunk_23.txt) |
|
- split:train |
|
* files: chunk_1.txt to chunk_18.txt |
|
- split:test |
|
* files: chunk_19.txt to chunk_23.txt |
|
|
|
## Usage |
|
|
|
To load the datasets: |
|
|
|
```python |
|
# it loads entire dataset first |
|
from datasets import load_dataset |
|
|
|
# Load nepberta configuration |
|
nepberta_dataset = load_dataset("Aananda-giri/nepali_llm_datasets", name="nepberta", split='train') # use `streaming=True` to avoid downloading all the dataset |
|
|
|
# length of chunks |
|
len(nepberta_train['text']) # 18 : number of chunks |
|
len(nepberta_train['text'][0]) # length of large text equivalent to 500 MB text |
|
|
|
# use streaming=True to avoid downloading entire dataset |
|
nepberta_train = load_dataset("Aananda-giri/nepali_llm_datasets", name="nepberta", streaming=True)['train'] |
|
|
|
# using next |
|
next_text_chunk = next(iter(nepberta_train)) |
|
print(len(next_text_chunk['text'])) |
|
|
|
# using for loop |
|
for large_chunk in nepberta_train: |
|
print(len(large_chunk['text'])) |
|
break |
|
|
|
# code to process large_chunk['text'] |
|
|
|
# Load scrapy engine data |
|
scrapy_train = load_dataset("Aananda-giri/nepali_llm_datasets", name="scrapy_engine" split="train") |
|
``` |
|
|
|
|
|
## pre-tokenized |
|
**IRIISNEPAL_U_Nepberta** |
|
* these files use context len. 512 and stride 384 (.75 * context_length) |
|
* `pre_tokenized/iriisnepal_u_nepberta_test_512.parquet` |
|
* `pre_tokenized/iriisnepal_u_nepberta_train_512.parquet` |
|
|
|
|
