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Duplicate
The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      JSON parse error: Column() changed from object to string in row 0
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 174, in _generate_tables
                  df = pandas_read_json(f)
                       ^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 38, in pandas_read_json
                  return pd.read_json(path_or_buf, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pandas/io/json/_json.py", line 815, in read_json
                  return json_reader.read()
                         ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pandas/io/json/_json.py", line 1014, in read
                  obj = self._get_object_parser(self.data)
                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pandas/io/json/_json.py", line 1040, in _get_object_parser
                  obj = FrameParser(json, **kwargs).parse()
                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pandas/io/json/_json.py", line 1176, in parse
                  self._parse()
                File "/usr/local/lib/python3.12/site-packages/pandas/io/json/_json.py", line 1391, in _parse
                  self.obj = DataFrame(
                             ^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pandas/core/frame.py", line 778, in __init__
                  mgr = dict_to_mgr(data, index, columns, dtype=dtype, copy=copy, typ=manager)
                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pandas/core/internals/construction.py", line 503, in dict_to_mgr
                  return arrays_to_mgr(arrays, columns, index, dtype=dtype, typ=typ, consolidate=copy)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pandas/core/internals/construction.py", line 114, in arrays_to_mgr
                  index = _extract_index(arrays)
                          ^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pandas/core/internals/construction.py", line 677, in _extract_index
                  raise ValueError("All arrays must be of the same length")
              ValueError: All arrays must be of the same length
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 243, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 3496, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2257, in _head
                  return next(iter(self.iter(batch_size=n)))
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2461, in iter
                  for key, example in iterator:
                                      ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 1952, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 1974, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 503, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 350, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 177, in _generate_tables
                  raise e
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 151, in _generate_tables
                  pa_table = paj.read_json(
                             ^^^^^^^^^^^^^^
                File "pyarrow/_json.pyx", line 342, in pyarrow._json.read_json
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: JSON parse error: Column() changed from object to string in row 0

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Hyperswitch-FuncDiff: Function-Level PR-to-Commit Evolution Dataset

Overview

A comprehensive dataset of function-level code evolution from the Hyperswitch payment platform, tracking how individual functions, structs, and implementations evolve across PR commits. Includes both code diffs and PR metadata with commit timelines.

What's Inside

  • Function-level granularity: Complete function definitions (before/after), not just line diffs
  • Import tracking: Dependency changes captured separately
  • PR-to-commit mapping: Track code evolution from PR through individual commits
  • PR metadata: Full PR descriptions, labels, authors, and commit messages
  • Merged PRs only: Only includes PRs that were successfully merged to the main branch
  • Rust codebase: Real-world financial technology code

Data Structure

Folders

dataset/
├── diffs/                    # Function-level code changes
│   └── pr_{number}/         
│       └── {commit_sha}/     
│           └── diff.json     
└── prs/                      # PR metadata and descriptions
    └── pr_{number}.json      

1. Diffs Folder (diffs/)

Function-level code changes organized by PR and commit.

Example: diffs/pr_10115/1a5b4dd/diff.json

Schema:

{
  "commit_sha": "string",
  "pr_number": number,
  "rust_files": ["string"],
  "diffs": [{
    "id": "file::kind::name",
    "kind": "function_item|struct_item|impl_item",
    "status": "modified|added|deleted",
    "before_code": "string",
    "after_code": "string",
    "before_imports": ["string"],
    "after_imports": ["string"]
  }]
}

2. PRs Folder (prs/)

Pull request metadata including descriptions, labels, commits, and timelines.

Example: prs/pr_10115.json

Schema:

{
  "number": number,
  "title": "string",
  "description": "string",
  "author": "string",
  "created_at": "ISO8601",
  "merged_at": "ISO8601",
  "base_branch": "string",
  "labels": ["string"],
  "url": "string",
  "commits": [{
    "sha": "string",
    "message": "string",
    "author": "string",
    "date": "ISO8601",
    "url": "string"
  }]
}

Use Cases

  1. Synthetic Data Generation: Generate realistic code modifications for training and testing
  2. Time Series Analysis: Study code evolution patterns over time and across commits
  3. Code Understanding Models: Train models to understand function-level changes and their context
  4. Refactoring Detection: Identify and learn common refactoring patterns
  5. Code Review Automation: Build systems that understand code change patterns
  6. Dependency Analysis: Learn how code changes affect imports and dependencies
  7. Software Evolution Research: Analyze how production codebases evolve

Statistics

  • 1,000+ Pull Requests (merged to main branch only)
  • Commit-level granularity tracking evolution within each PR
  • Rust codebase from production payment platform
  • Function/struct/impl level changes with full context
  • Import tracking for dependency evolution
  • Rich PR metadata including descriptions, labels, and commit messages

Example

Diff Example (diffs/pr_10115/1a5b4dd/diff.json):

{
  "id": "crates/router/src/core/webhooks/incoming.rs::function::payouts_incoming_webhook_flow",
  "kind": "function_item",
  "status": "modified",
  "before_code": "async fn payouts_incoming_webhook_flow(...) { ... }",
  "after_code": "async fn payouts_incoming_webhook_flow(...) { ... }",
  "before_imports": ["use api_models::{...};"],
  "after_imports": ["use api_models::{...};", "use hyperswitch_interfaces::webhooks::{...};"]
}

PR Metadata Example (prs/pr_10115.json):

{
  "number": 10115,
  "title": "fix(payouts): webhook error consumption",
  "description": "## Type of Change\n- [x] Bugfix\n...",
  "author": "Sakilmostak",
  "created_at": "2025-11-04T08:01:05+00:00",
  "merged_at": "2025-11-04T08:24:11+00:00",
  "labels": ["A-core", "C-bug", "Payouts"],
  "commits": [{
    "sha": "1a5b4dddf555c9ace61b528641cf118b4a67d988",
    "message": "fix(payouts): webhook error consumption",
    "author": "Sakil Mostak"
  }]
}

License

Apache 2.0 (same as Hyperswitch)

Author & Contact

Author: Sirajuddin Shaik
Organization: Juspay
Repository: https://huggingface.co/datasets/SirajRLX/hyperswitch-funcdiff

Citation

@dataset{hyperswitch_funcdiff_2025,
  title={Hyperswitch-FuncDiff: Function-Level PR-to-Commit Evolution Dataset},
  author={Shaik, Siraj},
  organization={Juspay},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/SirajRLX/hyperswitch-funcdiff}
}
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