Added Wikipedia 2023 Ja & En_1M datasets

README.md

@@ -1,3 +1,61 @@
 ---
 pretty_name: LexaLCM Datasets
----
+---
+
+# LexaLCM Datasets
+
+This repository contains the datasets used for training the LexaLCM model. Datasets contain at least the following columns that are expected by the LexaLCM model:
+- `text_sentences`: The text of the document.
+- `text_sentences_sonar_emb`: The sonar embedding of the text, which is a list of 1024-dimensional vectors.
+
+## Datasets
+
+- [Wikipedia_Ja](./src/Datasets/Wikipedia_Ja)
+- [Wikipedia_En_1M](./src/Datasets/Wikipedia_En_1M)
+
+## Requirements
+
+- Python 3.10
+- UV (https://docs.astral.sh/uv/)... if you haven't tried it yet, you should! UV is a modern Python package manager that is faster and more secure than pip.
+
+## Usage
+
+### Stochastically split the dataset into train and val (if needed)
+```bash
+uv run src/Scripts/Split_TrainVal.py
+```
+where:
+- `-n` is the name of the dataset
+- `-d` is the path to the directory with the dataset
+- `-s` is the split ratio for the dataset
+
+For example:
+```bash
+uv run src/Scripts/Split_TrainVal.py -n Wikipedia_Ja -d ./src/Some/Other/Path -s 0.15
+```
+
+### Verify the embeddings
+```bash
+uv run src/Scripts/VerifyEmbeddings.py
+```
+where:
+- `-d` is the path to the directory with the dataset
+
+For example:
+```bash
+uv run src/Scripts/VerifyEmbeddings.py -d ./src/Datasets/Wikipedia_Ja/Train
+```
+
+### Visualize the dataset
+```bash
+uv run src/Scripts/VisualizeDataset.py
+```
+where:
+- `-d` is the path to the directory with the dataset
+- `-s` is the flag to use a sample of the dataset for faster processing (10% of the dataset)
+- `-b` is the batch size for the dataset
+
+For example:
+```bash
+uv run src/Scripts/VisualizeDataset.py -d ./src/Datasets/Wikipedia_Ja/Train
+```

pyproject.toml

@@ -6,4 +6,10 @@ readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
     "huggingface-hub[cli]>=0.32.0",
+    "matplotlib>=3.10.3",
+    "numpy>=2.2.6",
+    "pandas>=2.2.3",
+    "pyarrow>=20.0.0",
+    "seaborn>=0.13.2",
+    "tqdm>=4.67.1",
 ]

src/Datasets/Wikipedia_En_1M/Stats.txt

@@ -0,0 +1,50 @@
+Found 5000 parquet files
+Using 5000 files for visualization
+Processing batches: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [20:47<00:00,  2.49s/it]
+
+Processing took 1247.23 seconds
+
+Dataset Information:
+==================================================
+Total number of rows: 999,949
+Total number of sentences: 43,502,821
+
+Columns in the dataset:
+['id', 'url', 'title', 'text', 'text_sentences', 'text_sentences_sonar_emb']
+
+Data types:
+id                          object
+url                         object
+title                       object
+text                        object
+text_sentences              object
+text_sentences_sonar_emb    object
+dtype: object
+
+Sample rows:
+==================================================
+         id                                                url  ...                                     text_sentences                           text_sentences_sonar_emb
+0  10216302  https://en.wikipedia.org/wiki/Softly%20%28Leah...  ...  ["Softly" is the debut single of J-pop singer,...  [[-0.0034370310604572296, 0.008782931603491306...
+1  10216303  https://en.wikipedia.org/wiki/Les%20Cours%20Mo...  ...  [Les Cours Mont-Royal is an upscale shopping m...  [[-0.005732763092964888, -0.002733317669481039...
+2  10216327  https://en.wikipedia.org/wiki/Donnington%20Air...  ...  [Donnington Airpark  is located on the Flinder...  [[-0.002426045248284936, 0.009364479221403599,...
+3  10216334  https://en.wikipedia.org/wiki/Alvarez%27%20syn...  ...  [Alvarez' syndrome is a medical disorder in wh...  [[-0.0017775380983948708, -0.00520429573953151...
+4  10216337   https://en.wikipedia.org/wiki/Wentworth%20Street  ...  [Wentworth Street is a Lower City arterial roa...  [[-0.00023636694822926074, -0.0143548985943198...
+
+[5 rows x 6 columns]
+
+Basic Statistics:
+==================================================
+Text length - Mean: 3478.70, Median: 1865.00
+Text length - Min: 10, Max: 353,288
+Text length - 25th percentile: 827.00
+Text length - 75th percentile: 3897.00
+
+Sentence count - Mean: 43.51, Median: 27.00
+Sentence count - Min: 1, Max: 9,109
+Sentence count - 25th percentile: 14.00
+Sentence count - 75th percentile: 49.00
+
+Sentence length - Mean: 78.48, Median: 48.00
+Sentence length - Min: 0, Max: 554
+Sentence length - 25th percentile: 20.00
+Sentence length - 75th percentile: 130.00

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