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explosion spaCy Help-best-practices Discussions
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📚 Help: Best practices Discussions
Discuss best practices, tips and tricks
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You must be logged in to vote 📚 Training with BERT Transformers
gpuUsing spaCy on GPU perf / memoryPerformance: memory use feat / transformerFeature: Transformer -
You must be logged in to vote 📚 Out of memory when using NER model
perf / memoryPerformance: memory use v2spaCy v2.x -
You must be logged in to vote 📚 French lemmatizer lemmatizes differently
lang / frExpliquez
andexpliquez
French language data and models feat / lemmatizerFeature: Rule-based and lookup lemmatization -
You must be logged in to vote 📚 MemoryError while reading a document using NLP.pipe(text, disable=["tagger", "parser"]
usageGeneral spaCy usage perf / memoryPerformance: memory use resolvedThe issue was addressed / answered -
You must be logged in to vote 📚 displacy don't show any graph
feat / visualizersFeature: Built-in displaCy and other visualizers -
You must be logged in to vote 📚 Difference between model-best and model-last
trainingTraining and updating models -
You must be logged in to vote 📚 Ingest Large File of Training Data to Create Doc
feat / serializeFeature: Serialization, saving and loading -
You must be logged in to vote 📚 How to improve POS tagging and lemmatizing?
feat / taggerFeature: Part-of-speech tagger perf / accuracyPerformance: accuracy -
You must be logged in to vote 📚 Spacy V3 French transformer pipeline (NER)
lang / frFrench language data and models feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote 📚 How to find best abbreviation for sentence
feat / vectorsFeature: Word vectors and similarity feat / docFeature: Doc, Span and Token objects -
📚 Read First: FAQ / Common Issues / Troubleshooting Guide
metaMeta topics, e.g. repo organisation and issue management faqFrequently asked questions and solutions. -
You must be logged in to vote 📚 Huge variance in F1 results using the same spaCy config, data, and fixed seed=0
feat / transformerFeature: Transformer reproducibilityConsistency, reproducibility, determinism, and randomness -
You must be logged in to vote 📚 Best practices of converting multiple .json files
feat / trainingFeature: Training utils, Example, Corpus and converters -
You must be logged in to vote 📚 PyTorch GPT and Textcat
feat / transformerFeature: Transformer -
You must be logged in to vote 📚 Floret vectors on spacy 3.5
feat / vectorsFeature: Word vectors and similarity -
You must be logged in to vote 📚 Can I delete Vocab entries without reloading the whole model ?
perf / memoryPerformance: memory use -
You must be logged in to vote 📚 Custom NER for new entities - Model differences and NER details
trainingTraining and updating models feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote 📚 What is the fastest way to update the NER model once we get new data
usageGeneral spaCy usage trainingTraining and updating models resolvedThe issue was addressed / answered -
You must be logged in to vote 📚 ✘ Config validation error
usageGeneral spaCy usage feat / configFeature: Training config -
You must be logged in to vote 📚 best practises for extend a spacy language model
usageGeneral spaCy usage feat / pipelineFeature: Processing pipeline and components -
You must be logged in to vote 📚 Best practices for entity linker pipeline
usageGeneral spaCy usage feat / nelFeature: Named Entity linking resolvedThe issue was addressed / answered -
You must be logged in to vote 📚 Fine-tune a transformer on mps?
feat / transformerFeature: Transformer plat / m1Apple M1 architecture support -
You must be logged in to vote 📚 Force NER model to output only one entity
feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote 📚 Course, Chapter 3, entities in 7) Complex components
docsDocumentation and website feat / docFeature: Doc, Span and Token objects -
You must be logged in to vote 📚 Exact behavior of different batcher settings.
feat / trainingFeature: Training utils, Example, Corpus and converters