Belal.

Software Engineer

Open to software engineering roles and client website projects. Newark, NJ.

The same work, three other ways

github.com/BembabyLinkedInRésumé (PDF)

Open source

Every contribution here links to its merged pull request, so you can read the bug, the fix and the tests for yourself.

Merged pull requests

merged open-source pull requests

Verified October 26, 2026Check them on GitHub

Every one is mine and merged by the project's maintainers, between September 13 and October 23, 2026. Reviews of other people's pull requests aren't counted.

huggingface/sentence-transformers: Hugging Face's Python library for text embeddings, retrieval and reranking, maintained by Tom Aarsen. It had about 19,200 GitHub stars on October 26, 2026.

maziyarpanahi/openmed: OpenMed is a local-first healthcare NLP toolkit for clinical named-entity recognition and PII de-identification, maintained by Maziyar Panahi.

cyberwave-os/cyberwave-python: The Python client for Cyberwave's robotics platform.

The count covers every public repository outside my own account from October 26, 2025 to October 26, 2026. The search behind it is is:pr is:merged author:Bembaby is:public -user:Bembaby merged:2025-10-26..2026-10-26 (run it on GitHub).

Merge log

46 merged pull requests on 11 days, from September 13 to October 23, 2026. The busiest day was September 21, with 15. Each block is one pull request, colored by project.
  1. sentence-transformersBug fixCorrect the DDP evaluator note in the training overviews#4248
  2. sentence-transformersBug fixRestore the MLM training example on Transformers v5#4247
  3. sentence-transformersBug fixStack tensor-formatted labels in the data collator#4231
  4. sentence-transformersBug fixHonor the correlation evaluator progress-bar option#4222
  5. sentence-transformersBug fixWrite numeric MSE values in sparse evaluator CSV files#4221
  6. sentence-transformersBug fixAccept dictionary configurations in static OpenVINO quantization#4219
Show the other 40
  1. sentence-transformersBug fixKeep new sparse search corpora from sharing an index name#4217
  2. sentence-transformersBug fixForward advertised module kwargs during MultiVectorEncoder encoding#4215
  3. sentence-transformersBug fixFix cache-folder forwarding in sparse IDF JSON checkpoint loading#4214
  4. sentence-transformersBug fixShuffle complete label groups before trimming odd rows#4208
  5. OpenMedBug fixRead JSONL records without splitting Unicode inside strings#4223
  6. OpenMedBug fixHonor continue_on_error for file decoding failures#4218
  7. OpenMedPerformanceRemove quadratic list-boundary copying#3540
  8. OpenMedBug fixHonor explicit model revision#3527
  9. OpenMedBug fixHandle concurrent cache invalidation#3523
  10. Cyberwave Python SDKTestsCover client context manager cleanup#34
  11. OpenMedBug fixReject overlapping nested siblings#3541
  12. OpenMedBug fixValidate sharding counts before iteration#3536
  13. OpenMedBug fixPreserve explicitly empty gold spans#3533
  14. OpenMedBug fixStream dataset content hashing#3532
  15. OpenMedBug fixReject unknown mapping fields#3531
  16. OpenMedBug fixStrip BIO prefixes only at label start#3526
  17. OpenMedBug fixPreserve hashes inside quoted values#3525
  18. OpenMedBug fixIsolate cached GLiNER models by device#3520
  19. OpenMedFeatureDiff multimodal processing summaries#3491
  20. OpenMedFeatureFingerprint federated update schemas#3490
  21. OpenMedBug fixReject invalid bootstrap sampling parameters#3284
  22. OpenMedBug fixRelease interrupted circuit-breaker probes safely#3283
  23. OpenMedBug fixReject unfollowed redirects in the REST client#3282
  24. OpenMedBug fixWait for complete load-test response bodies#3281
  25. OpenMedBug fixScope grounding recall to selected vocabularies#3280
  26. OpenMedBug fixExpand alias searches to fill distinct concepts#3279
  27. OpenMedBug fixTolerate optional model architecture metadata#3278
  28. OpenMedBug fixAlign space-delimited hash tokens in CoNLL#3277
  29. OpenMedBug fixReject non-finite keep-alive durations#3276
  30. OpenMedBug fixReturn the selected result cache under its lock#3272
  31. OpenMedBug fixPreserve qualified logger namespaces#3255
  32. OpenMedBug fixClose Pulsar clients after setup failures#3254
  33. OpenMedBug fixClean up failed evaluation cache writes#3253
  34. OpenMedBug fixTime awaited coroutine execution in profile#3252
  35. OpenMedBug fixIsolate tokenizer cache entries by loader#3251
  36. OpenMedFeatureAdd structural locale tag normalization#3140
  37. OpenMedFeatureAdd bounded WebP header dimension preflight#3139
  38. OpenMedTestsAdd RF64 rejection fixtures for WAV metadata#3138
  39. OpenMedFeatureAdd bounded GIF header dimension preflight#3137
  40. OpenMedFeatureAdd bounded BMP header dimension preflight#3136

Every pull request of mine merged into a public repository outside my account between October 26, 2025 and October 26, 2026. Titles are shortened from the pull requests, and each type comes from the title's prefix (fix, feat, perf) or, when it has none, its wording.

Selected contributions

Authored and merged

The bug, the fix and how it was tested, for 10 of them. Test counts are as each pull request recorded them at review time.

  • Bug fixhuggingface/sentence-transformers#4217Merged Oct 19, 2026

    Keep new sparse search corpora from sharing an index name

    New sparse search indexes were named after the current second, so two created in the same second collided: Qdrant rejected the second one, and Elasticsearch and OpenSearch deleted the first index and replaced it. Names now end in a UUID, the helpers no longer delete a colliding index, and reusing an existing index works as before.

    The test freezes the clock and runs two builds against one real in-memory Qdrant database. Elasticsearch and OpenSearch got source review, not live-server tests.

    Pull request #4217

  • Performancemaziyarpanahi/openmed#3540Merged Oct 16, 2026

    Remove quadratic list-boundary copying

    To find where each list item ended, the materializer sliced the rest of the item list on every pass (seeds[index + 1:]), so a flat list of n items copied about n²/2 references. One backward pass with a monotonic stack now finds every item's end, and each item enters and leaves the stack once. Offsets and nesting are unchanged.

    12 focused regression tests on synthetic lists, and the full suite passed with 21,548 tests and no failures. Building the text slices still scales with their total size, so I didn't claim a production speedup.

    Pull request #3540

  • Bug fixhuggingface/sentence-transformers#4208Merged Oct 19, 2026

    Shuffle complete label groups before trimming odd rows

    The group-by-label batch sampler dropped the last row of every odd-sized label group once, in the constructor, before any shuffling, so that row could never be picked for training. It now keeps every group whole, shuffles each epoch, and only then trims to complete pairs, so the row left out changes from epoch to epoch.

    Over ten seeded epochs every row appears, each epoch matches len(sampler), and the same epoch replays identically. Both tests failed on the old code.

    Pull request #4208

  • Bug fixmaziyarpanahi/openmed#3523Merged Oct 16, 2026

    Handle concurrent cache invalidation

    The evaluation cache checked path.exists() and then opened the file, so an entry invalidated by another process in between raised FileNotFoundError instead of counting as a miss. The loader now opens the file directly and treats only a missing file as a miss, so every other read error still surfaces.

    Eight deterministic tests stage the race by coordinating the file operations directly, with no sleeps and no model data.

    Pull request #3523

  • Bug fixhuggingface/sentence-transformers#4231Merged Oct 21, 2026

    Stack tensor-formatted labels in the data collator

    Offline embedding distillation stores teacher embeddings in the label column. After dataset.with_format("torch") each label is a tensor, and the shared data collator crashed before the first training step. The collator now stacks tensor labels with torch.stack and leaves plain Python labels on the old path.

    The fix is in the base collator, so the SentenceTransformer, SparseEncoder and MultiVectorEncoder collators all inherit it. The PR includes a minimal reproducer.

    Pull request #4231

  • Bug fixmaziyarpanahi/openmed#3276Merged Sep 21, 2026

    Reject non-finite keep-alive durations

    The cache keep-alive parser accepted NaN and infinite durations, and very large integers could escape as an OverflowError. The fix rejects non-finite values and conversion overflow while keeping valid durations and the explicit no-expiry opt-outs working.

    39 focused regression tests pass on the branch, and 14 of them fail against the original code.

    Pull request #3276Maintainer approval

  • Bug fixmaziyarpanahi/openmed#4223Merged Oct 17, 2026

    Read JSONL records without splitting Unicode inside strings

    The JSONL loader split files with str.splitlines(), which also breaks on Unicode separators such as U+2028 that JSON allows inside strings, so a valid record could be cut in half and rejected. The loader now reads the file's physical lines, and blank lines, error line numbers and object_pairs_hook behave as before.

    14 focused tests, 9 of which fail on the old code. The full suite passed with 29,620 tests and no failures.

    Pull request #4223

  • Bug fixmaziyarpanahi/openmed#3520Merged Sep 27, 2026

    Isolate cached GLiNER models by device

    The model cache key ignored the requested device, so loading the same GLiNER model for a second device could move the instance a previous handle was still using. The device is now part of the cache key and placement happens inside the cached loader.

    Covered by nine focused tests with model doubles. It hasn't been run or benchmarked on a real GPU.

    Pull request #3520

  • Featuremaziyarpanahi/openmed#3490Merged Sep 26, 2026

    Fingerprint federated update schemas

    Adds a domain-separated SHA-256 fingerprint of an already-validated federated update's schema (model digest, adapter format, parameter names and shapes), plus a constant-time comparison. Tensor values and per-update content are excluded from the hashed bytes.

    A matching fingerprint shows that two updates share a schema. It doesn't show that an update is safe or private. I disclosed AI assistance in the PR.

    Pull request #3490

  • Testscyberwave-os/cyberwave-python#34Merged Oct 5, 2026

    Cover client context-manager cleanup

    Offline tests for the Cyberwave Python SDK's context manager: entering returns the same client, disconnect runs exactly once on both normal and exceptional exit, and exceptions raised inside the block propagate.

    Tests only: the SDK's behavior is unchanged, and nothing ran against real hardware. I disclosed AI assistance in the PR.

    Pull request #34

Reviews

Someone else's pull request

  • Reviewmaziyarpanahi/openmed#3494

    Export JSON schemas for private-training metadata

    I compared another contributor's JSON schemas with OpenMed's Python validator and flagged two cases the schema accepted but the validator rejects: a suppressed participant band that still carried values, and confidence levels outside (0, 1). The maintainer's follow-up added those conditions with negative tests before merging on October 11, 2026.

    A review of someone else's pull request, so it isn't counted among mine. I disclosed AI assistance in the review.

    My reviewMaintainer resolution

Activity

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