explosion spaCy Help-best-practices Discussions
Help: Best practices Discussions
Discuss best practices, tips and tricks
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You must be logged in to vote Making the model more robust
usageGeneral spaCy usage trainingTraining and updating models perf / accuracyPerformance: accuracy -
You must be logged in to vote Improve loading time of multiple models
perf / speedPerformance: speed feat / sentencizerFeature: Sentencizer (rule-based sentence segmenter) -
You must be logged in to vote Is there any way to create a knowledge base quickly
perf / speedPerformance: speed feat / nelFeature: Named Entity linking -
You must be logged in to vote Scaling spaCy models to N user discourses
usageGeneral spaCy usage scalingScaling, serving and parallelizing spaCy -
You must be logged in to vote Any way to import 'ROOT' as a symbol?
feat / vectorsFeature: Word vectors and similarity -
You must be logged in to vote How to import spaCy’s types avoiding the loading delay?
feat / serializeFeature: Serialization, saving and loading -
You must be logged in to vote Pass precalculated root element to the Dependencyparser
lang / deGerman language data and models feat / parserFeature: Dependency Parser -
You must be logged in to vote Parallel processing of pre tokenized Texts via nlp.pipe()
feat / pipelineFeature: Processing pipeline and components feat / tokenizerFeature: Tokenizer -
You must be logged in to vote Adding Metadata to NER
feat / docFeature: Doc, Span and Token objects -
You must be logged in to vote Noob: High-level usage question about entity recognition vs entity linking
usageGeneral spaCy usage feat / nerFeature: Named Entity Recognizer feat / nelFeature: Named Entity linking resolvedThe issue was addressed / answered feat / relFeature: Relation Extractor -
You must be logged in to vote Batched augmentation in spaCy, is it possible?
resolvedThe issue was addressed / answered feat / trainingFeature: Training utils, Example, Corpus and converters -
You must be logged in to vote Large Entities that Span Multiple Sentences
feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote Efficient Document Similarity Search using DocBin and Annoy/Faiss
feat / docFeature: Doc, Span and Token objects -
You must be logged in to vote projects submissions without data/rel_component get_instances modification
feat / relFeature: Relation Extractor -
You must be logged in to vote Custom NER on a large dataset
trainingTraining and updating models feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote overcoming ✘ invalid whitespace entity spans
feat / docFeature: Doc, Span and Token objects feat / trainingFeature: Training utils, Example, Corpus and converters -
You must be logged in to vote Understanding Suggester Function for SpanCategorizer
✨ prodigyIssues related to using spaCy with the Prodigy annotation tool feat / spancatFeature: Span Categorizer -
You must be logged in to vote Suggestions for using spaCy for text transformation
feat / pipelineFeature: Processing pipeline and components -
You must be logged in to vote When to stop the training?
usageGeneral spaCy usage trainingTraining and updating models -
You must be logged in to vote Sentence segmentation performance
perf / speedPerformance: speed feat / senterFeature: Sentence Recognizer -
You must be logged in to vote Would it be faster to process entire corpus?
perf / speedPerformance: speed -
You must be logged in to vote Best Practice for Large Documents
perf / memoryPerformance: memory use resolvedThe issue was addressed / answered -
You must be logged in to vote Strange dev accuracy during dependency parse model fine-tuning
feat / parserFeature: Dependency Parser perf / accuracyPerformance: accuracy -
You must be logged in to vote Pretraining Tok2Vec - Optimal Number of Samples
feat / tok2vecFeature: Token-to-vector layer and pretraining -
You must be logged in to vote Does adding new entity types help improve the accuracy of existing entity types
trainingTraining and updating models feat / nerFeature: Named Entity Recognizer
