latchbio-integration

原文涵盖的主题

• LatchBio Integration
• Overview
• Core Capabilities
• 1. Workflow Creation and Deployment
• 2. Data Management
• 3. Resource Configuration
• 4. Verified Workflows
• Quick Start

Latch is a Python framework for building and deploying bioinformatics workflows as serverless pipelines. Built on Flyte, create workflows with @workflow/@task decorators, manage cloud data with LatchFile/LatchDir, configure resources, and integrate Nextflow/Snakemake pipelines. The Latch platform provides four main areas of functionality: Define serverless workflows using Python decorators Support for native Python, Nextflow, and Snakemake pipelines Automatic containerization with Docker Auto-generated no-code user interfaces Version control and reproducibility Cloud storage abstractions (LatchFile, LatchDir) Structured data organization with Registry (Projects → Tables → Records) Type-safe data operations with links and enums Automatic file transfer between local and cloud Glob pattern matching for file selection Pre-configured task decorators (@smalltask, @largetask, @smallgputask, @largegputask) Custom resource specifications (CPU, memory, GPU, storage) GPU support (K80, V100, A100) Timeout and storage configuration Cost optimization strategies Production-ready pre-built pipelines Bulk RNA-seq, DESeq2, pathway analysis AlphaFold and ColabFold for protein structure prediction Sin

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