Home › Categories › Technology› Corpus-Guided Top-Down Synthesis For Efficient Library Learning

Corpus-Guided Top-Down Synthesis For Efficient Library Learning.pdf

stitch_jul11.pdf
Preview of Corpus-Guided Top-Down Synthesis for Efficient Library Learning
🔗 Source: mlb2251.github.io
📊 Size: 4.04 MB
📄 Pages: 42 pages
⬇️ Downloads: 143

Summary

Unlike existing deductive approaches that refactor programs to expose shared structure, Stitch uses corpus-guided top-down synthesis.

Key Points:

Problem: Programmers often encapsulate common functionality using abstractions to simplify code. Stitch aims to automatically learn these useful abstractions from a corpus of DSL programs.
 Approach:
Stitch builds abstractions directly from initial DSL primitives.
 It uses syntactic pattern matching to intelligently prune the search space, focusing on abstractions that capture shared structures in the corpus.
Advantages:
 Speed: Stitch is 3-4 orders of magnitude faster than state-of-the-art deductive library learning algorithms like DreamCoder.
Memory Efficiency: It uses 2 orders of magnitude less memory.
 Quality: Stitch maintains comparable or better library quality, measured by compressivity.
* Scalability: Stitch successfully handles large corpora containing hundreds of complex programs that are intractable for prior deductive approaches. It also robustly handles early stopping, allowing it to scale to challenging datasets.

Conclusion:

Stitch offers a fast, memory-efficient, and scalable method for learning useful library abstractions directly from code corpora, paving the way for more automated and intelligent program synthesis.

Download File

Description

This approach is implemented in the tool Stitch.

Technical Information

  • File Format: PDF
  • File Size: 4.04 MB
  • Pages: 42
  • Language: EN
  • Total Downloads: 143
  • Last Updated: 2 hours ago

Document Overview

This PDF document about Corpus-Guided Top-Down Synthesis for Efficient Library Learning provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Corpus-Guided Top-Down Synthesis for Efficient Library Learning.

Related Topics

If you're interested in Corpus-Guided Top-Down Synthesis for Efficient Library Learning, you might also want to explore:

Corpus-Guided guideCorpus-Guided tutorialTop-Down guideTop-Down tutorialSynthesis guideSynthesis tutorialEfficient guideEfficient tutorialLibrary guideLibrary tutorialLearning guideLearning tutorial

Related Categories

Business & Finance
41204 documents
Education & Learning
22711 documents
Health & Wellness
8956 documents

Related Documents

Preview of Deep Learning Synthesis
PDF file

Deep Learning Synthesis

1.29 MBMuhammad Salman Haleem, Audrey Ekuban, Alessio Antonini, Silvio Pagliara, Leandro Pecchia and CarloEN20 pages
Researchers propose two novel techniques for synthetic data generation of real-time multimodal electronic health and physical records: the...
Download
Preview of Top-Down PV Mounting System
PDF file

Top-Down PV Mounting System

1.11 MBEN2 pages
The Roof TracTM system with Tile Trac® attachment method provides a solution for tile roofs, reducing broken tiles and leaks. It allows structural...
Download
Preview of Efficient supervised sparse analysis and synthesis operators
PDF file

Efficient supervised sparse analysis and synthesis operators

627 KBEN9 pages
It formulates a unified approach that can be optimized for specific tasks, such as reconstruction or classification, using a bilevel optimization...
Download
Preview of Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning
PDF file

Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning

1.62 MBEN57 pages
The authors provide a taxonomy of methods, compare 15 diverse methods, and evaluate their performance and efficiency on models up to 11B parameters.
Download
Preview of Sighted Guide
PDF file

Sighted Guide

93 KBEN2 pages
Sighted guiding involves a sighted person assisting someone with low vision to move through an environment safely and efficiently.
Download

Download Corpus-Guided Top-Down Synthesis for Efficient Library Learning eBooks for free and learn more about Corpus-Guided Top-Down Synthesis for Efficient Library Learning. These books contain exercises and tutorials to improve your practical skills, at all levels!

Not satisfied with this document? We have related documents to Corpus-Guided Top-Down Synthesis for Efficient Library Learning, try searching with similar keywords: Corpus-Guided Top-Down Synthesis for Efficient Library Learning, "Hinder och möjliggörare för 1.5°-livsstilar: Ytliga och djupgående strukturella faktorer som påverkar potentialen för hållbar k, Ändring av genomföranderam för en europeisk plattform för utbyte av balansenergi från frekvensåterställn ingsreserver med manuell, Rekommendationer för vaccination mot covid-19 för särskilda grupper av barn -, förstudie för att utvärdera förutsättningarna att genom en innovationsupphandli ng utveckla en drifttjänst för geoenergilager, Självkänsla och KBT ‐ Påverkas självkänslan vid KBT för depression och ångesttillstånd?Se lf‐esteem and CBT ‐ How does CBT for de, Matglädje för alla: en guide till rätt konsistens för olika behov, Collocations In A Learner Corpus Studies In Corpus

You can download PDF versions of the user's guide, manuals and ebooks about Corpus-Guided Top-Down Synthesis for Efficient Library Learning, you can also find and download for free A free online manual (notices) with beginner and intermediate, Downloads Documentation, You can download PDF files (or DOC and PPT) about Corpus-Guided Top-Down Synthesis for Efficient Library Learning for free, but please respect copyrighted ebooks.