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🪐 spaCy Project: Demo Dependency Parser

A minimal demo parser project for spaCy v3 adapted from the spaCy v2 train_parser.py example script.

📋 project.yml

The project.yml defines the data assets required by the project, as well as the available commands and workflows. For details, see the spaCy projects documentation.

⏯ Commands

The following commands are defined by the project. They can be executed using spacy project run [name]. Commands are only re-run if their inputs have changed.

Command Description
download Download a spaCy model with pretrained vectors
convert Convert the data to spaCy's binary format
create-config Create a new config with a parser pipeline component
train Train the parser model
train-with-vectors Train the parser model with vectors
evaluate Evaluate the model and export metrics
package Package the trained model as a pip package
visualize-model Visualize the model's output interactively using Streamlit

⏭ Workflows

The following workflows are defined by the project. They can be executed using spacy project run [name] and will run the specified commands in order. Commands are only re-run if their inputs have changed.

Workflow Steps
all convertcreate-configtrainevaluate

🗂 Assets

The following assets are defined by the project. They can be fetched by running spacy project assets in the project directory.

File Source Description
assets/train.json Local Demo training data converted from the v2 train_parser.py example with srsly.write_json("train.json", TRAIN_DATA)
assets/dev.json Local Demo development data