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ponder-lab

4 indexed repositories · View on GitHub

Optimize-Java-8-Streams-Refactoring
Refactorings for optimizing Java 8 stream client code for greater parallelism and efficiency.

Java · 8 stars
Common-Eclipse-Refactoring-Framework
A framework to make creating Eclipse (Java) refactoring plugins a bit easier for particular kinds of refactorings.

Java · 5 stars
Hugging-Face-Dataset-Mining
Mining Hugging Face for data-dependency refactorings and technical debt in ML systems

Python · 1 star
Hybridize-Functions-Refactoring
Refactorings for optimizing imperative TensorFlow clients for greater efficiency.

Java · 0 stars

Beginner friendly Everything

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No emitted family records the allocator source kind behind an inferred tensor type Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

ponder-lab/Hybridize-Functions-Refactoring#957 · Opened Sep 11, 2026
A Keras layer's `training` parameter is outside the technique rather than an unrecovered inference Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

ponder-lab/Hybridize-Functions-Refactoring#947 · 1 comment · Opened Sep 8, 2026
The emitted `source` column reports an annotation-influenced specification as `inferred` Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#946 · 2 comments · Opened Sep 8, 2026
The evaluator writes its CSVs with CRLF line endings Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ponder-lab/Hybridize-Functions-Refactoring#943 · Opened Sep 4, 2026
The headless runner does not check that its product was built from the checkout Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

ponder-lab/Hybridize-Functions-Refactoring#937 · 1 comment · Opened Sep 1, 2026
An emitted input signature omitting a non-tensor parameter is rejected when a caller passes it Open

Difficulty 4/5 3-5 days Newbie friendliness 64/100

ponder-lab/Hybridize-Functions-Refactoring#935 · 2 comments · Opened Sep 1, 2026
A container parameter holding Python `None` is given a tensor specification instead of an absence Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#934 · 3 comments · Opened Sep 1, 2026
The branch sink drops a lost-coverage descriptor instead of blocking on it, unlike the rest of the condition Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#922 · Opened Aug 29, 2026
Why a specification is emitted for a function the refactoring declines Open

Difficulty 1/5 Under an hour Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#918 · Opened Aug 27, 2026
The statically-read-axis check withholds unconditionally for a container parameter Open

Difficulty 4/5 3-5 days Newbie friendliness 44/100

ponder-lab/Hybridize-Functions-Refactoring#914 · 1 comment · Opened Aug 25, 2026
A newly emitting loss function is loose on both parameters, for two different reasons Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

ponder-lab/Hybridize-Functions-Refactoring#912 · 2 comments · Opened Aug 25, 2026
An indeterminate eager-effective dtype set emits the fed dtype instead of withholding the signature Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

ponder-lab/Hybridize-Functions-Refactoring#909 · 2 comments · Opened Aug 25, 2026
Container forms the nested reduction declines are lost optimization, not merely lost coverage Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

ponder-lab/Hybridize-Functions-Refactoring#905 · 1 comment · Opened Aug 25, 2026
Separate fixtures that test a property from fixtures that pin upstream's current answer Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

ponder-lab/Hybridize-Functions-Refactoring#876 · 1 comment · Opened Aug 7, 2026
Read the eager-effective dtype from the type analysis instead of recomputing it Open

enhancement java

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ponder-lab/Hybridize-Functions-Refactoring#875 · 4 comments · Opened Aug 7, 2026
Resolve an attribute decorator by its base, not by its leaf name Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ponder-lab/Hybridize-Functions-Refactoring#852 · 1 comment · Opened Aug 5, 2026
Non-ASCII paths report as 'opaque'/'unanalyzed' due to git's escaped path output, not missing or unreadable data Open

bug

ponder-lab/Hugging-Face-Dataset-Mining#84 · 2 comments · 1 assignee · Opened Aug 4, 2026
Pin the depth-limited signal (wala/ML#601) in the test suite Open

infrastructure testing

Difficulty 4/5 3-5 days Newbie friendliness 42/100

ponder-lab/Hybridize-Functions-Refactoring#847 · Opened Aug 3, 2026
Consolidate framework-specific member vocabularies into a framework profile Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

ponder-lab/Hybridize-Functions-Refactoring#844 · Opened Aug 3, 2026
De-hybridize caller-covered hybrid functions Open

enhancement preconditions

Difficulty 5/5 Over a week Newbie friendliness 25/100

ponder-lab/Hybridize-Functions-Refactoring#827 · Opened Aug 1, 2026
Build the version-diff track Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 32/100

ponder-lab/Hugging-Face-Dataset-Mining#73 · Opened Jul 31, 2026
Document the mining pipeline and the LFS/Xet fetch paths Open

ponder-lab/Hugging-Face-Dataset-Mining#70 · 1 assignee · Opened Jul 29, 2026
Tally the file formats the candidate corpus modifies, to size the skip notice and prioritize #43 Open

ponder-lab/Hugging-Face-Dataset-Mining#60 · 1 comment · 1 assignee · Opened Jul 27, 2026
Add a repeatable export from the annotation source into the committed CSVs Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ponder-lab/Hugging-Face-Dataset-Mining#46 · Opened Jul 21, 2026
Rare null tensor-computation verdict on a function under the full test suite Open

bug testing

Difficulty 4/5 3-5 days Newbie friendliness 38/100

ponder-lab/Hybridize-Functions-Refactoring#799 · 1 comment · Opened Jul 18, 2026
NLPGNN sequence elements bottom at heterogeneous dtype through `add_remain_self_loop` Open

bug experiments wala

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#794 · Opened Jul 17, 2026
Extend inspect_commit.py to deal with non-csv files Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ponder-lab/Hugging-Face-Dataset-Mining#43 · 2 comments · Opened Jul 16, 2026
Benefit precondition: skip hybridization already covered by a hybridized caller Open

enhancement preconditions

Difficulty 5/5 Over a week Newbie friendliness 38/100

ponder-lab/Hybridize-Functions-Refactoring#767 · 2 comments · Opened Jul 11, 2026
Re-Verify `tests/gold_set.csv`: Confirm Each Label Against Its Diff Open

ponder-lab/Hugging-Face-Dataset-Mining#40 · 2 comments · 1 assignee · Opened Jul 11, 2026
Classify technical-debt category (blocked on the TD taxonomy/oracle) Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

ponder-lab/Hugging-Face-Dataset-Mining#39 · Opened Jul 10, 2026
Minimal fixtures don't extract a subclassed keras Model.call reached via the instance __call__ trampoline Open

infrastructure testing

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#760 · Opened Jul 10, 2026
Re-verify gold-set rows labeled from LFS-tracked files Open

ponder-lab/Hugging-Face-Dataset-Mining#38 · 4 comments · 1 assignee · Opened Jul 9, 2026
Corpus size is reported inconsistently: 8,481 vs 8,192 datasets Open

Difficulty 3/5 1-2 days Newbie friendliness 62/100

ponder-lab/Hugging-Face-Dataset-Mining#36 · Opened Jul 9, 2026
Diff parquet schemas behind `--download` (blocked on the re-mining decision) Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

ponder-lab/Hugging-Face-Dataset-Mining#35 · Opened Jul 9, 2026
Flip the numpy shape precondition to decline-unless-provably-static once DenseLayer types resolve Open

enhancement preconditions

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ponder-lab/Hybridize-Functions-Refactoring#751 · 8 comments · Opened Jul 9, 2026
Seed the numpy-flow taint at symbolic-tensor producers, not only parameters Open

enhancement preconditions

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ponder-lab/Hybridize-Functions-Refactoring#744 · Opened Jul 8, 2026
`testIsHybrid5` flakes on CI: cross-file decorator resolution intermittently resolves a non-TensorFlow `function` as `tf.function` Open

bug testing

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#742 · 2 comments · Opened Jul 7, 2026
Barren detector excludes whole tf.io/tf.train namespaces, which mix ops and builders Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#715 · 1 comment · Opened Jul 2, 2026
Evaluator aborts on StackOverflowError while loading a project's source tree Open

bug experiments

Difficulty 4/5 3-5 days Newbie friendliness 38/100

ponder-lab/Hybridize-Functions-Refactoring#713 · Opened Jul 1, 2026
Add modeled-complex64 input_signature coverage once the entrypoint crash is fixed Open

testing

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#704 · Opened Jun 29, 2026
Inferring input_signature: respect pre-existing signatures (behavior preservation) and avoid circular type inference Open

enhancement preconditions

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ponder-lab/Hybridize-Functions-Refactoring#700 · 2 comments · Opened Jun 29, 2026
Headless evaluator product interpreter bootstrap is untested Open

testing

Difficulty 3/5 1-2 days Newbie friendliness 63/100

ponder-lab/Hybridize-Functions-Refactoring#698 · Opened Jun 28, 2026
Redundant Jython interpreter init still trips the frozen_importlib fallback for one fixture Open

bug infrastructure

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ponder-lab/Hybridize-Functions-Refactoring#697 · Opened Jun 28, 2026
Default `useTestEntrypoints`, `alwaysFollowTypeHints`, and `useSpeculativeAnalysis` to true Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

ponder-lab/Hybridize-Functions-Refactoring#684 · Opened Jun 27, 2026
Build a UI-free headless product for the evaluator Open

enhancement infrastructure

Difficulty 4/5 3-5 days Newbie friendliness 55/100

ponder-lab/Hybridize-Functions-Refactoring#667 · Opened Jun 25, 2026
Add unit coverage for the navigator-independent function-definition resolver Open

testing

Difficulty 4/5 3-5 days Newbie friendliness 55/100

ponder-lab/Hybridize-Functions-Refactoring#666 · Opened Jun 25, 2026
Headless project import for the evaluator (generalize beyond a pre-imported workspace) Open

enhancement infrastructure

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ponder-lab/Hybridize-Functions-Refactoring#658 · 1 comment · Opened Jun 24, 2026
Migrate the `category.xml` Common repository-reference to the composite p2 site Open

infrastructure

Difficulty 1/5 Under an hour Newbie friendliness 88/100

ponder-lab/Hybridize-Functions-Refactoring#640 · Opened Jun 22, 2026
Stop vendoring p2-distributed deps Open

infrastructure

Difficulty 4/5 3-5 days Newbie friendliness 52/100

ponder-lab/Hybridize-Functions-Refactoring#631 · 1 comment · Opened Jun 18, 2026
Stop committing the p2 update site binaries Open

infrastructure

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ponder-lab/Hybridize-Functions-Refactoring#629 · 1 comment · Opened Jun 18, 2026

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