Update README.md

README.md

@@ -1,3 +1,88 @@
 ---
 license: apache-2.0
+task_categories:
+- text-generation
+language:
+- en
+tags:
+- data-juicer
+- pretraining
+size_categories:
+- 10M<n<100M
 ---
+
+# RedPajama & The Pile -- StackExchange (refined by Data-Juicer)
+
+A refined version of StackExchange dataset in RedPajama & The Pile by [Data-Juicer](https://github.com/alibaba/data-juicer). Removing some "bad" samples from the original merged dataset to make it higher-quality.
+
+This dataset is usually used to pretrain a Large Language Model.
+
+**Notice**: Here is a small subset for previewing. The whole dataset is available [here](https://dail-wlcb.oss-cn-wulanchabu.aliyuncs.com/LLM_data/our_refined_datasets/pretraining/redpajama-pile-stackexchange-refine-result.jsonl) (About 71GB).
+
+## Dataset Information
+
+- Number of samples: 26,309,203	 (Keep ~57.89% from the original dataset)
+
+## Refining Recipe
+```yaml
+# global parameters
+project_name: 'Data-Juicer-stack-exchange'
+dataset_path: '/path/to/your/dataset'  # path to your dataset directory or file
+export_path: '/path/to/your/dataset.jsonl'
+
+np: 50  # number of subprocess to process your dataset
+open_tracer: true
+
+# process schedule
+# a list of several process operators with their arguments
+process:
+  - clean_email_mapper:
+  - clean_links_mapper:
+  - fix_unicode_mapper:
+  - punctuation_normalization_mapper:
+  - whitespace_normalization_mapper:
+
+  - alphanumeric_filter:
+      tokenization: false
+      min_ratio: 0.35  # <3sigma
+      max_ratio: 0.943  # 3sigma
+  - average_line_length_filter:  # for code
+      min_len: 20  # >3sigma
+      max_len: 400 # >3sigma
+  - character_repetition_filter:
+      rep_len: 10
+      max_ratio: 0.4  # >3sigma (0.12)
+  - flagged_words_filter:
+      lang: en
+      tokenization: true
+      max_ratio: 0.01  # >3sigma
+  - language_id_score_filter:  # remove language filter
+      min_score: 0.1 # <3sigma
+  - maximum_line_length_filter:  # for code
+      min_len: 80
+  - perplexity_filter:
+      lang: en
+      max_ppl: 10000  # >3sigma
+  - special_characters_filter:
+      min_ratio: 0.232 # 3sigma
+      max_ratio: 0.7  # >3sigma
+  - text_length_filter:
+      min_len: 200
+  - words_num_filter:
+      lang: en
+      tokenization: true
+      min_num: 100
+  - word_repetition_filter:
+      lang: en
+      tokenization: true
+      rep_len: 10
+      max_ratio: 0.8 # >3sigma
+
+  - document_simhash_deduplicator:  #26309203 left
+      tokenization: space
+      window_size: 3
+      lowercase: true
+      ignore_pattern: '\n\n'
+      num_blocks: 9
+      hamming_distance: 7
+```