The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type struct<field: string, pattern: string, value: string> to null
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
cast_array_to_feature(
~~~~~~~~~~~~~~~~~~~~~^
table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
feature,
^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
~~~~^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2068, in cast_array_to_feature
_c(array.field(name) if name in array_fields else null_array, subfeature)
~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
return func(array, *args, **kwargs)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2068, in cast_array_to_feature
_c(array.field(name) if name in array_fields else null_array, subfeature)
~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
return func(array, *args, **kwargs)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2118, in cast_array_to_feature
casted_array_values = _c(array.values, feature.feature)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
return func(array, *args, **kwargs)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
return array_cast(
array,
...<2 lines>...
allow_decimal_to_str=allow_decimal_to_str,
)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
return func(array, *args, **kwargs)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2016, in array_cast
raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
TypeError: Couldn't cast array of type struct<field: string, pattern: string, value: string> to null
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
annotations dict | id string | meta dict | parents list | payload dict | provenance dict | schema_version string |
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Locus Commit Pool v1
Native Git history, preserved as replayable software changes
Commit message · complete selected before-state · unified patches · native object IDs · provenance · experimental labels
Locus Commit Pool v1 is a large evidence pool for studying and training on how real software changes. Each document represents one surviving single-parent, multi-file Git commit. It keeps the commit message, the selected files as they existed before the change, the patches that transform them, native Git identities, repository context, verification evidence, and labels intended for later mixture experiments.
This is the curated candidate pool, not a finished training mixture. The stored labels let downstream work choose languages, repository tiers, change types, test-bearing edits, patch sizes, and other strata without rerunning Git acquisition.
Important: source files remain governed by the licences and terms of their original repositories. The dataset wrapper does not grant a blanket licence over the underlying code.
Snapshot at a glance
| Frozen v1 snapshot | |
|---|---|
| Stored payload | 3,412,022,183,341 bytes (3.10 TiB) |
| Repository objects | 5,169 LFS-backed files, plus manifests and receipts |
| Storage layout | Recipe fingerprint → source split → quality band → JSONL shard |
| History window | Up to the latest 10,000 commits from each pinned repository head |
| Commit shape | Single-parent native Git transitions; merge commits are excluded |
| Document identity | commit-doc:{repository_id}@{commit_oid} |
| Schema | locus.item/v1 |
| Run state | Frozen, safely wound down, and resumable from durable private checkpoints |
Acquisition stopped before the planned 100,000-repository inventory was exhausted. This snapshot is therefore a substantial partial collection, not a claim that every planned repository was processed.
What is inside one document?
commit document
├── id stable repository + commit identity
├── parents lineage back to the traveling pipeline item
├── payload
│ ├── message original commit message
│ └── changed_files[]
│ ├── path + raw path bytes
│ ├── status + old/new modes
│ ├── old_oid + new_oid native Git blob identities
│ ├── before_content selected parent-side file state
│ ├── unified_patch transformation target
│ └── numstat
├── meta
│ ├── source manifest position, split, discovery routes
│ ├── repository pinned head and bounded-history receipt
│ ├── identity commit, parent, tree, author and time facts
│ ├── change_summary original/retained file and byte counts
│ ├── proof reconstruction and replay evidence
│ └── pipeline_log reason-coded file screening receipts
├── annotations
│ ├── programming_languages
│ ├── conventional_commit_type
│ ├── tests_touched
│ ├── patch_statistics
│ ├── possible_ai_authorship
│ ├── commit_quality_score
│ └── quality_band 01 (highest-ranked repository tier) … 10
└── provenance clone URL, object IDs and payload SHA-256
Every stored payload receives a canonical SHA-256. Raw path bytes are retained alongside a readable path. Any non-UTF-8 decoding is made visible through *_lossy flags rather than being silently hidden.
Read a document
The pool is intentionally sharded. Stream only the objects you need instead of downloading the complete snapshot:
import json
from huggingface_hub import HfFileSystem
fs = HfFileSystem()
path = (
"datasets/ahnaftaz/locus-commit-pool-v1/"
"shards/0a582f09ed89/split-07-of-10/band-01/"
"commit-doc-00000000-c47af23f2af7a413.jsonl"
)
with fs.open(path, "rb") as stream:
document = json.loads(stream.readline())
print(document["id"])
print(document["payload"]["message"])
print([change["path"] for change in document["payload"]["changed_files"]])
Shard paths follow this contract:
shards/<recipe-fingerprint>/<source-split>/<quality-band>/commit-doc-*.jsonl
Keep documents intact during packing. A common training view exposes the message and parent-side file state as context, then applies loss to the patch, but renderer, masking, deduplication, and mixture weights are deliberately downstream decisions.
How the pool was built
The public recipe is intentionally explicit. Operations inside one repository run sequentially; repositories run concurrently.
Show the exact pipeline spine
Pipeline([
FetchFrozenReachableTargets(),
ParallelForEach(
partition=EachRepositoryTarget(),
steps=[
# Pin and enumerate one bounded native Git history.
DownloadCommitHistorySlice(),
DownloadGitAttributeFiles(),
ReadCommitsFromHistorySlice(),
SkipMergeCommits(),
SkipCommitsWithParentBeyondCutoff(),
# Screen changed files while retaining reason-coded receipts.
DropChangedFilesInJunkFolders(),
DropGeneratedChangedFiles(),
DropLockfileChangedFiles(),
DropBinaryChangedFilesByPath(),
# Hydrate exact Git objects and inspect their bytes.
DownloadChangedFileBlobs(),
AttachBeforeFileContents(),
DropChangedFilesOverMaximumCharacterCount(),
DropChangedFilesWithOverlongLines(),
DropChangedFilesFailingCharacterCompositionCheck(),
DropBinaryChangedFilesByContent(),
# Render the selected parent-to-child edit.
RecordCommitSizeAgainstCandidateCaps(),
RenderCommitPatches(),
DropAfterFileContents(),
# Attach experimental evidence without changing the payload.
AnnotateConventionalCommitMessage(),
AnnotatePossibleAiAuthorship(),
AnnotateCommitPatchStatistics(),
AnnotateChangedFileLanguages(),
AnnotateTestsTouched(),
VerifyCommitReplayFidelity(),
AnnotateCommitQualityBand(),
# Emit one holistic document per surviving commit.
AssembleCommit(),
],
),
SaveToHuggingFaceWithFallback(),
])
The collection is anchored to recorded repository heads. Native object IDs bind the before and after sides of each selected change. Production replay auditing deterministically reapplies a sample of patches against their stored before-state; replay_verified and replay_mismatch are explicit outcomes. parent_reconstructed means the parent-side evidence was assembled from the native history but the document was not in the replay sample—it must not be read as a stronger claim.
Understanding the labels
Quality bands are storage and experimentation strata, not universal judgements about whether a commit is good training data. Band 01 begins with the strongest repository-discovery tier under rubric v2; commit-level deductions record facts such as empty messages, excessive screening, cap violations, lossy text, or replay mismatch. The complete score components and deductions are stored so future recipes can re-rank documents without repeating acquisition.
Likewise, possible_ai_authorship only records explicit name or trailer signals known to the heuristic. It is not a classifier and should not be treated as proof that a human or model authored a change.
Limitations and responsible use
- Original licences govern. Review repository- and file-level licence evidence before redistribution or model training.
- This is not the final corpus. Global exact/near deduplication, benchmark decontamination, exposure caps, rendering, tokenization, and mixture selection belong to the later corpus stage.
- The source inventory is intentionally biased. Ranked repositories, organisations, language lists, and package/ecosystem signals shaped discovery; this is not a uniform sample of GitHub.
- The selected view can omit files. Generated, vendored/junk, lockfile, binary, oversized, overlong-line, or composition-failing files may be screened with receipts. Commits with no surviving file are absent.
- Merge commits are absent. v1 represents single-parent changes only.
- Safety review remains necessary. Public Git history can contain personal information, credentials, malware, prompt-injection text, or other unsafe material. Do not execute repository content outside an isolated environment.
- Text fidelity is explicit, not perfect. Inspect the path, message, patch, and before-content
*_lossyflags when exact bytes matter.
Suggested citation
@misc{locus_commit_pool_v1_2026,
title = {Locus Commit Pool v1},
author = {Placeholder Labs},
year = {2026},
howpublished = {Hugging Face dataset},
url = {https://huggingface.co/datasets/ahnaftaz/locus-commit-pool-v1}
}
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