- spaCy Tutorial
- spaCy - Home
- spaCy - Introduction
- spaCy - Getting Started
- spaCy - Models and Languages
- spaCy - Architecture
- spaCy - Command Line Helpers
- spaCy - Top-level Functions
- spaCy - Visualization Function
- spaCy - Utility Functions
- spaCy - Compatibility Functions
- spaCy - Containers
- Doc Class ContextManager and Property
- spaCy - Container Token Class
- spaCy - Token Properties
- spaCy - Container Span Class
- spaCy - Span Class Properties
- spaCy - Container Lexeme Class
- Training Neural Network Model
- Updating Neural Network Model
- spaCy Useful Resources
- spaCy - Quick Guide
- spaCy - Useful Resources
- spaCy - Discussion
spaCy - Debug-data Command
With the help of this command, we can analyse, debug, and validate our training and development data. We can also get some useful statistics, invalid entity annotations, cyclic dependencies, and low data labels etc.
The Debug-data command is as follows −
python -m spacy debug-data [lang] [train_path] [dev_path] [--base-model] [--pipeline] [--ignore-warnings] [--verbose] [--no-format]
Arguments
The table below explains its arguments −
| ARGUMENT | TYPE | DESCRIPTION |
|---|---|---|
| lang | Positional | This argument represents the model language. |
| train_path | Positional | This is the location of JSON-formatted training data which can be either a file or a directory of files. |
| dev_path | Positional | This is the location of JSON-formatted development data for evaluation, which can either be a file or a directory of files. |
| --tag-map-path, -tm V2.2.4 | Option | Introduced in version 2.2.4 representing the location of JSON-formatted tag map. |
| --base-model, -b | Option | This argument is the name of base model to update. It is optional. It can be any loadable spaCy model. |
| --pipeline, -p | Option | This is comma-separated names of pipeline components to train. The default value is 'tagger,parser,ner'. |
| --ignore-warnings, -IW | Flag | As name implies, this argument will ignore the warnings and only show statistics as well as errors. |
| --verbose, -V | Flag | It will print additional information and explanations. |
| –no-format, -NF | Flag | It will print the results. You can use this argument, if you want to write to a file. |
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