Update files from the datasets library (from 1.4.0)

Release notes: https://github.com/huggingface/datasets/releases/tag/1.4.0

README.md

@@ -27,7 +27,7 @@
   - [Citation Information](#citation-information)
   - [Contributions](#contributions)
 
-## [Dataset Description](#dataset-description)
+## Dataset Description
 
 - **Homepage:** [http://nlp.cs.aueb.gr/](http://nlp.cs.aueb.gr/)
 - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
@@ -37,23 +37,23 @@
 - **Size of the generated dataset:** 5539.64 MB
 - **Total amount of disk used:** 6765.92 MB
 
-### [Dataset Summary](#dataset-summary)
+### Dataset Summary
 
 We introduce BIOMRC, a large-scale cloze-style biomedical MRC dataset. Care was taken to reduce noise, compared to the previous BIOREAD dataset of Pappas et al. (2018). Experiments show that simple heuristics do not perform well on the new dataset and that two neural MRC models that had been tested on BIOREAD perform much better on BIOMRC, indicating that the new dataset is indeed less noisy or at least that its task is more feasible. Non-expert human performance is also higher on the new dataset compared to BIOREAD, and biomedical experts perform even better. We also introduce a new BERT-based MRC model, the best version of which substantially outperforms all other methods tested, reaching or surpassing the accuracy of biomedical experts in some experiments. We make the new dataset available in three different sizes, also releasing our code, and providing a leaderboard.
 
-### [Supported Tasks](#supported-tasks)
+### Supported Tasks
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-### [Languages](#languages)
+### Languages
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-## [Dataset Structure](#dataset-structure)
+## Dataset Structure
 
 We show detailed information for up to 5 configurations of the dataset.
 
-### [Data Instances](#data-instances)
+### Data Instances
 
 #### biomrc_large_A
 
@@ -145,7 +145,7 @@ This example was too long and was cropped:
 }
 ```
 
-### [Data Fields](#data-fields)
+### Data Fields
 
 The data fields are the same among all splits.
 
@@ -179,7 +179,7 @@ The data fields are the same among all splits.
 - `entities_list`: a `list` of `string` features.
 - `answer`: a `string` feature.
 
-### [Data Splits Sample Size](#data-splits-sample-size)
+### Data Splits Sample Size
 
 #### biomrc_large_A
 
@@ -211,49 +211,49 @@ The data fields are the same among all splits.
 |-------------|---:|
 |biomrc_tiny_A|  30|
 
-## [Dataset Creation](#dataset-creation)
+## Dataset Creation
 
-### [Curation Rationale](#curation-rationale)
+### Curation Rationale
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-### [Source Data](#source-data)
+### Source Data
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-### [Annotations](#annotations)
+### Annotations
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-### [Personal and Sensitive Information](#personal-and-sensitive-information)
+### Personal and Sensitive Information
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-## [Considerations for Using the Data](#considerations-for-using-the-data)
+## Considerations for Using the Data
 
-### [Social Impact of Dataset](#social-impact-of-dataset)
+### Social Impact of Dataset
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-### [Discussion of Biases](#discussion-of-biases)
+### Discussion of Biases
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-### [Other Known Limitations](#other-known-limitations)
+### Other Known Limitations
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-## [Additional Information](#additional-information)
+## Additional Information
 
-### [Dataset Curators](#dataset-curators)
+### Dataset Curators
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-### [Licensing Information](#licensing-information)
+### Licensing Information
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
-### [Citation Information](#citation-information)
+### Citation Information
 
 ```
 @inproceedings{pappas-etal-2020-biomrc,

biomrc.py

@@ -19,11 +19,13 @@
 from __future__ import absolute_import, division, print_function
 
 import json
-import logging
 
 import datasets
 
 
+logger = datasets.logging.get_logger(__name__)
+
+
 _CITATION = """\
 @inproceedings{pappas-etal-2020-biomrc,
     title = "{B}io{MRC}: A Dataset for Biomedical Machine Reading Comprehension",
@@ -59,7 +61,7 @@ class BiomrcConfig(datasets.BuilderConfig):
             self.biomrc_setting = "B"
         else:
             if biomrc_setting.lower() != "a":
-                logging.warning("Wrong Setting for BioMRC, using Setting A instead.")
+                logger.warning("Wrong Setting for BioMRC, using Setting A instead.")
             self.biomrc_setting = "A"
 
         if biomrc_version.lower() == "small":
@@ -68,7 +70,7 @@ class BiomrcConfig(datasets.BuilderConfig):
             self.biomrc_version = "tiny"
         else:
             if biomrc_version.lower() != "large":
-                logging.warning("Wrong version for BioMRC, using BioMRC Large instead.")
+                logger.warning("Wrong version for BioMRC, using BioMRC Large instead.")
             self.biomrc_version = "large"
 
         super(BiomrcConfig, self).__init__(**kwargs)
@@ -190,7 +192,7 @@ class Biomrc(datasets.GeneratorBasedBuilder):
 
     def _generate_examples(self, filepath):
         """This function returns the examples in the raw (text) form."""
-        logging.info("generating examples from = %s", filepath)
+        logger.info("generating examples from = %s", filepath)
         # Id for the biomrc dataset
         with open(filepath, encoding="utf-8") as fp:
             biomrc = json.load(fp)