John Locke's picture

John Locke

johnlockejrr

·

[email protected]

AI & ML interests

NLP, OCR, AI

Recent Activity

liked a model 1 day ago

deepghs/paddleocr

liked a model 1 day ago

monkt/paddleocr-onnx

reacted to codelion's post with 👀 3 days ago

I just published Ellora - 6 production-ready LoRA recipes for enhancing LLMs with specific capabilities. Each recipe costs under $100 to run and includes complete training code, data generation, and evaluation. The 6 Recipes: Recipe 1: Accuracy Recovery - Recover 75% of quantization losses with self-distillation Recipe 2: Reasoning LoRA - Add structured thinking with GRPO (0% to 60% adoption, 75% quality boost) Recipe 3: Tool Calling - Real execution on actual codebases Recipe 4: Context Extension - Scale from 32K to 2M tokens (61x increase) Recipe 5: Secure Code Generation - 97% vulnerability reduction using automated Semgrep analysis Recipe 6: Execution-Aware World Models - Teaching models runtime behavior Why Recipes? Ellora provides methodologies, not frameworks. Use them with your existing tools (PEFT, LoRAX, vLLM, Unsloth, HuggingFace). Each recipe uses self-supervised data generation (Magpie approach) - no expensive human labeling required. All recipes include Jupyter notebooks you can run immediately with clear success metrics. GitHub: https://github.com/codelion/ellora Full Article: https://huggingface.co/blog/codelion/ellora-lora-recipes Built something with these recipes? I'd love to see what you create!

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Organizations

johnlockejrr 's models 42

johnlockejrr/marianmt_syr_voc_eastern

Translation • 0.2B • Updated 22 days ago • 19

johnlockejrr/marianmt_heb_voc

Translation • 61.4M • Updated 27 days ago • 14

johnlockejrr/marianmt_syr_voc_western

Translation • 0.2B • Updated 27 days ago • 13

johnlockejrr/marianmt-smp-sam-onnx

Translation • Updated Nov 2 • 4

johnlockejrr/marianmt-smp-sam

Translation • 61.4M • Updated Nov 2 • 3

johnlockejrr/aramaic-diacritization-model

61.4M • Updated Jul 30 • 4

johnlockejrr/opus-arc-targum-vocalization

61.4M • Updated Jul 25 • 2

johnlockejrr/marianmt-he2arc-targum-voc-shva

Translation • 61.4M • Updated Jul 22 • 3

johnlockejrr/marianmt-he2arc-targum-voc

Translation • 61.4M • Updated Jul 22 • 4 • 1

johnlockejrr/marianmt-he2yid-tanakh

Translation • 77.1M • Updated Jul 21 • 9 • 1

johnlockejrr/marianmt-he2arc-targum

Translation • 61.4M • Updated Jul 15 • 7 • 1

johnlockejrr/marianmt-he2arc-sam

Translation • 61.4M • Updated Jul 15 • 6 • 1

johnlockejrr/marianmt-en2he-nwt

77.9M • Updated Jul 14 • 4 • 1

johnlockejrr/marianmt-he2en-nwt

77.1M • Updated Jul 13 • 6 • 1

johnlockejrr/opus-mt-arc-heb

77.1M • Updated Jun 25 • 4

johnlockejrr/eynollah-sam_40_mss-patches

Updated May 10 • 2

johnlockejrr/eynollah-sam_40_mss-no_patches

johnlockejrr/pylaia-heb_synth_lines_pytorch_2

Text Generation • Updated Apr 30

johnlockejrr/pylaia-yiddish_synth_pytorch_2

Image-to-Text • Updated Apr 26 • 1

johnlockejrr/hebrew_sefaria_tokenizer

johnlockejrr/hebrew_sefaria_preprocessor

johnlockejrr/yolo11_syr_synth

johnlockejrr/pylaya_syr_synth

johnlockejrr/norhand-regions-lines

johnlockejrr/yolo_samaritan

johnlockejrr/medieval-manuscript-yolov11-seg

Object Detection • Updated Apr 5

johnlockejrr/pylaia_catmus_medieval

Image-to-Text • Updated Apr 3 • 1

johnlockejrr/pylaia-heb_sam_v1

Image-to-Text • Updated Apr 1

johnlockejrr/pylaia-mcdonald_v2

Image-to-Text • Updated Apr 1

johnlockejrr/pylaia-ar-hand_v1

Image-to-Text • Updated Apr 1