autotrain-data-processor
commited on
Commit
·
7e01043
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Parent(s):
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Processed data from AutoTrain data processor ([2023-02-10 11:17 ]
Browse files- README.md +55 -0
- processed/dataset_dict.json +1 -0
- processed/train/dataset.arrow +3 -0
- processed/train/dataset_info.json +27 -0
- processed/train/state.json +17 -0
- processed/valid/dataset.arrow +3 -0
- processed/valid/dataset_info.json +27 -0
- processed/valid/state.json +17 -0
README.md
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---
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language:
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- en
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task_categories:
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- text-classification
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---
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# AutoTrain Dataset for project: dataset-mentions
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## Dataset Description
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This dataset has been automatically processed by AutoTrain for project dataset-mentions.
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### Languages
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The BCP-47 code for the dataset's language is en.
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## Dataset Structure
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### Data Instances
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A sample from this dataset looks as follows:
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```json
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[
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{
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"text": " How to use ```python from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained(\"Geotrend/bert-base-en-fr-zh-ja-vi-cased\") model = AutoModel.from_pretrained(\"Geotrend/bert-base-en-fr-zh-ja-vi-cased\") ``` To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers). ",
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"target": 0
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},
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{
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"text": " Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 24 - eval_batch_size: 24 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 3 ",
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"target": 1
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}
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]
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```
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### Dataset Fields
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The dataset has the following fields (also called "features"):
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```json
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{
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"text": "Value(dtype='string', id=None)",
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"target": "ClassLabel(names=['dataset_mention', 'no_dataset_mention'], id=None)"
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}
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```
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### Dataset Splits
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This dataset is split into a train and validation split. The split sizes are as follow:
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| Split name | Num samples |
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| ------------ | ------------------- |
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| train | 7428 |
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| valid | 1858 |
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processed/dataset_dict.json
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{"splits": ["train", "valid"]}
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processed/train/dataset.arrow
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version https://git-lfs.github.com/spec/v1
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oid sha256:f0294723314f1e6bb4d9186ab4db08fdcf47b86805716bedb4ecfb04fc6b442c
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size 2939072
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processed/train/dataset_info.json
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{
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"citation": "",
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"description": "AutoTrain generated dataset",
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"features": {
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"text": {
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"dtype": "string",
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"_type": "Value"
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},
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"target": {
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"names": [
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"dataset_mention",
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"no_dataset_mention"
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],
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"_type": "ClassLabel"
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}
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},
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"homepage": "",
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"license": "",
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"splits": {
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"train": {
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"name": "train",
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"num_bytes": 2936898,
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"num_examples": 7428,
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"dataset_name": null
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}
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}
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}
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processed/train/state.json
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{
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"_data_files": [
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{
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"filename": "dataset.arrow"
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}
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],
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"_fingerprint": "0e021e6946da352a",
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"_format_columns": [
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"target",
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"text"
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],
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"_format_kwargs": {},
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"_format_type": null,
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"_indexes": {},
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"_output_all_columns": false,
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"_split": null
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}
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processed/valid/dataset.arrow
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version https://git-lfs.github.com/spec/v1
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oid sha256:6027215ac2c965bac4bc1af3a9063542c1a89607e3aaa636795b9c081947754f
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size 905376
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processed/valid/dataset_info.json
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{
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"citation": "",
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"description": "AutoTrain generated dataset",
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"features": {
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"text": {
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"dtype": "string",
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"_type": "Value"
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},
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"target": {
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"names": [
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"dataset_mention",
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"no_dataset_mention"
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],
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"_type": "ClassLabel"
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}
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},
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"homepage": "",
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"license": "",
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"splits": {
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"valid": {
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"name": "valid",
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"num_bytes": 904533,
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"num_examples": 1858,
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"dataset_name": null
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}
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}
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}
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processed/valid/state.json
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{
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"_data_files": [
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{
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"filename": "dataset.arrow"
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}
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],
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"_fingerprint": "01dc7a252529f9cf",
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"_format_columns": [
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"target",
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"text"
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],
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"_format_kwargs": {},
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"_format_type": null,
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"_indexes": {},
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"_output_all_columns": false,
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"_split": null
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}
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