| | --- |
| | configs: |
| | - config_name: default |
| | data_files: |
| | - split: train |
| | path: data/train-* |
| | dataset_info: |
| | features: |
| | - name: url |
| | dtype: string |
| | - name: repository_url |
| | dtype: string |
| | - name: labels_url |
| | dtype: string |
| | - name: comments_url |
| | dtype: string |
| | - name: events_url |
| | dtype: string |
| | - name: html_url |
| | dtype: string |
| | - name: id |
| | dtype: int64 |
| | - name: node_id |
| | dtype: string |
| | - name: number |
| | dtype: int64 |
| | - name: title |
| | dtype: string |
| | - name: user |
| | struct: |
| | - name: login |
| | dtype: string |
| | - name: id |
| | dtype: int64 |
| | - name: node_id |
| | dtype: string |
| | - name: avatar_url |
| | dtype: string |
| | - name: gravatar_id |
| | dtype: string |
| | - name: url |
| | dtype: string |
| | - name: html_url |
| | dtype: string |
| | - name: followers_url |
| | dtype: string |
| | - name: following_url |
| | dtype: string |
| | - name: gists_url |
| | dtype: string |
| | - name: starred_url |
| | dtype: string |
| | - name: subscriptions_url |
| | dtype: string |
| | - name: organizations_url |
| | dtype: string |
| | - name: repos_url |
| | dtype: string |
| | - name: events_url |
| | dtype: string |
| | - name: received_events_url |
| | dtype: string |
| | - name: type |
| | dtype: string |
| | - name: user_view_type |
| | dtype: string |
| | - name: site_admin |
| | dtype: bool |
| | - name: labels |
| | list: |
| | - name: id |
| | dtype: int64 |
| | - name: node_id |
| | dtype: string |
| | - name: url |
| | dtype: string |
| | - name: name |
| | dtype: string |
| | - name: color |
| | dtype: string |
| | - name: default |
| | dtype: bool |
| | - name: description |
| | dtype: string |
| | - name: state |
| | dtype: string |
| | - name: locked |
| | dtype: bool |
| | - name: assignee |
| | struct: |
| | - name: login |
| | dtype: string |
| | - name: id |
| | dtype: int64 |
| | - name: node_id |
| | dtype: string |
| | - name: avatar_url |
| | dtype: string |
| | - name: gravatar_id |
| | dtype: string |
| | - name: url |
| | dtype: string |
| | - name: html_url |
| | dtype: string |
| | - name: followers_url |
| | dtype: string |
| | - name: following_url |
| | dtype: string |
| | - name: gists_url |
| | dtype: string |
| | - name: starred_url |
| | dtype: string |
| | - name: subscriptions_url |
| | dtype: string |
| | - name: organizations_url |
| | dtype: string |
| | - name: repos_url |
| | dtype: string |
| | - name: events_url |
| | dtype: string |
| | - name: received_events_url |
| | dtype: string |
| | - name: type |
| | dtype: string |
| | - name: user_view_type |
| | dtype: string |
| | - name: site_admin |
| | dtype: bool |
| | - name: assignees |
| | list: |
| | - name: login |
| | dtype: string |
| | - name: id |
| | dtype: int64 |
| | - name: node_id |
| | dtype: string |
| | - name: avatar_url |
| | dtype: string |
| | - name: gravatar_id |
| | dtype: string |
| | - name: url |
| | dtype: string |
| | - name: html_url |
| | dtype: string |
| | - name: followers_url |
| | dtype: string |
| | - name: following_url |
| | dtype: string |
| | - name: gists_url |
| | dtype: string |
| | - name: starred_url |
| | dtype: string |
| | - name: subscriptions_url |
| | dtype: string |
| | - name: organizations_url |
| | dtype: string |
| | - name: repos_url |
| | dtype: string |
| | - name: events_url |
| | dtype: string |
| | - name: received_events_url |
| | dtype: string |
| | - name: type |
| | dtype: string |
| | - name: user_view_type |
| | dtype: string |
| | - name: site_admin |
| | dtype: bool |
| | - name: milestone |
| | dtype: 'null' |
| | - name: comments |
| | list: string |
| | - name: created_at |
| | dtype: timestamp[s] |
| | - name: updated_at |
| | dtype: timestamp[s] |
| | - name: closed_at |
| | dtype: timestamp[s] |
| | - name: author_association |
| | dtype: string |
| | - name: type |
| | dtype: 'null' |
| | - name: active_lock_reason |
| | dtype: 'null' |
| | - name: draft |
| | dtype: bool |
| | - name: pull_request |
| | struct: |
| | - name: url |
| | dtype: string |
| | - name: html_url |
| | dtype: string |
| | - name: diff_url |
| | dtype: string |
| | - name: patch_url |
| | dtype: string |
| | - name: merged_at |
| | dtype: timestamp[s] |
| | - name: body |
| | dtype: string |
| | - name: closed_by |
| | struct: |
| | - name: login |
| | dtype: string |
| | - name: id |
| | dtype: int64 |
| | - name: node_id |
| | dtype: string |
| | - name: avatar_url |
| | dtype: string |
| | - name: gravatar_id |
| | dtype: string |
| | - name: url |
| | dtype: string |
| | - name: html_url |
| | dtype: string |
| | - name: followers_url |
| | dtype: string |
| | - name: following_url |
| | dtype: string |
| | - name: gists_url |
| | dtype: string |
| | - name: starred_url |
| | dtype: string |
| | - name: subscriptions_url |
| | dtype: string |
| | - name: organizations_url |
| | dtype: string |
| | - name: repos_url |
| | dtype: string |
| | - name: events_url |
| | dtype: string |
| | - name: received_events_url |
| | dtype: string |
| | - name: type |
| | dtype: string |
| | - name: user_view_type |
| | dtype: string |
| | - name: site_admin |
| | dtype: bool |
| | - name: reactions |
| | struct: |
| | - name: url |
| | dtype: string |
| | - name: total_count |
| | dtype: int64 |
| | - name: '+1' |
| | dtype: int64 |
| | - name: '-1' |
| | dtype: int64 |
| | - name: laugh |
| | dtype: int64 |
| | - name: hooray |
| | dtype: int64 |
| | - name: confused |
| | dtype: int64 |
| | - name: heart |
| | dtype: int64 |
| | - name: rocket |
| | dtype: int64 |
| | - name: eyes |
| | dtype: int64 |
| | - name: timeline_url |
| | dtype: string |
| | - name: performed_via_github_app |
| | dtype: 'null' |
| | - name: state_reason |
| | dtype: string |
| | - name: sub_issues_summary |
| | struct: |
| | - name: total |
| | dtype: int64 |
| | - name: completed |
| | dtype: int64 |
| | - name: percent_completed |
| | dtype: int64 |
| | - name: issue_dependencies_summary |
| | struct: |
| | - name: blocked_by |
| | dtype: int64 |
| | - name: total_blocked_by |
| | dtype: int64 |
| | - name: blocking |
| | dtype: int64 |
| | - name: total_blocking |
| | dtype: int64 |
| | - name: pinned_comment |
| | dtype: 'null' |
| | - name: is_pull_request |
| | dtype: bool |
| | splits: |
| | - name: train |
| | num_bytes: 4663385 |
| | num_examples: 1000 |
| | download_size: 1308975 |
| | dataset_size: 4663385 |
| | --- |
| | # GitHub Issues Dataset Card |
| |
|
| | **Author / Maintainer:** @xanderIV |
| | **Point of Contact:** @xanderIV |
| |
|
| | --- |
| |
|
| | ## Dataset Description |
| |
|
| | ### Dataset Summary |
| |
|
| | GitHub Issues is a dataset consisting of GitHub issues and pull requests associated with the 🤗 Datasets repository: |
| | https://github.com/huggingface/datasets |
| |
|
| | This dataset is curated and documented by **@xanderIV** for educational and research purposes. |
| |
|
| | It can be used for: |
| |
|
| | - Semantic search |
| | - Multilabel text classification |
| | - Automated issue triaging |
| | - Topic modeling |
| | - LLM fine-tuning |
| | - Retrieval-Augmented Generation (RAG) experiments |
| |
|
| | The dataset contains English-language technical discussions related to NLP, computer vision, speech, multimodal ML systems, and ML infrastructure. |
| |
|
| | This dataset is particularly relevant for: |
| |
|
| | - Developer assistant systems |
| | - LLM-powered support automation |
| | - DevOps / MLOps / LLMOps workflows |
| | - Research in applied ML systems |
| |
|
| | --- |
| |
|
| | ## Supported Tasks and Leaderboards |
| |
|
| | ### 1. Text Classification (`text-classification`) |
| |
|
| | The dataset can be used for **multilabel text classification**, where a model predicts one or more labels (e.g., `bug`, `enhancement`, `documentation`) for each issue. |
| |
|
| | **Typical metrics:** |
| | - F1 score |
| | - Accuracy |
| | - Precision |
| | - Recall |
| |
|
| | **Suggested models:** |
| | - `distilbert-base-uncased` |
| | - `roberta-base` |
| | - `microsoft/deberta-v3-base` |
| |
|
| | --- |
| |
|
| | ### 2. Information Retrieval (`information-retrieval`) |
| |
|
| | The dataset can be used for **semantic search**, where the task is to retrieve the most relevant GitHub issue given a user query. |
| |
|
| | **Typical metrics:** |
| | - MRR (Mean Reciprocal Rank) |
| | - Recall@k |
| |
|
| | **Suggested models:** |
| | - `sentence-transformers/all-MiniLM-L6-v2` |
| | - `BAAI/bge-base-en-v1.5` |
| | - `intfloat/e5-base` |
| |
|
| | --- |
| |
|
| | ### 3. Issue Triaging (`other:issue-triaging`) |
| |
|
| | The dataset can be used for automated issue routing and classification. |
| |
|
| | The task consists of: |
| | - Predicting labels |
| | - Suggesting maintainers |
| | - Routing issues to appropriate teams |
| |
|
| | **Metrics:** |
| | - Classification accuracy |
| | - Routing precision |
| |
|
| | --- |
| |
|
| | ### 4. LLM Fine-Tuning (`other:llm-finetuning`) |
| |
|
| | The dataset can be used to fine-tune large language models for: |
| |
|
| | - Developer assistants |
| | - Issue summarization |
| | - Pull request review generation |
| | - Support automation |
| |
|
| | **Suggested models:** |
| | - `meta-llama/Llama-3-8B-Instruct` |
| | - `mistralai/Mistral-7B-Instruct-v0.2` |
| | - `Qwen/Qwen2.5-7B-Instruct` |
| |
|
| | --- |
| |
|
| | ## Languages |
| |
|
| | - Primary language: English (`en`, BCP-47) |
| |
|
| | Text characteristics: |
| | - Technical discussions |
| | - Developer communication |
| | - Bug reports |
| | - Code snippets (Python, YAML, JSON, etc.) |
| | - Configuration files |
| |
|
| | Language style: semi-formal, domain-specific (software engineering / ML infrastructure). |
| |
|
| | --- |
| |
|
| | ## Dataset Structure |
| |
|
| | ### Data Instances |
| |
|
| | Example instance: |
| |
|
| | ```json |
| | { |
| | "issue_id": 12345, |
| | "title": "Dataset loading fails with streaming=True", |
| | "body": "When trying to load the dataset with streaming enabled...", |
| | "labels": ["bug", "datasets"], |
| | "author": "username", |
| | "created_at": "2023-06-10T14:32:00Z", |
| | "comments": [ |
| | { |
| | "author": "maintainer", |
| | "text": "Can you provide the stack trace?" |
| | } |
| | ] |
| | } |
