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| # πͺ Weasel Project: Demo spancat in a new pipeline (Span Categorization) | |
| A minimal demo spancat project for spaCy v3 | |
| ## π project.yml | |
| The [`project.yml`](project.yml) defines the data assets required by the | |
| project, as well as the available commands and workflows. For details, see the | |
| [Weasel documentation](https://github.com/explosion/weasel). | |
| ### β― Commands | |
| The following commands are defined by the project. They | |
| can be executed using [`weasel run [name]`](https://github.com/explosion/weasel/tree/main/docs/cli.md#rocket-run). | |
| 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 spancat pipeline component | | |
| | `train` | Train the spancat model | | |
| | `train-with-vectors` | Train the spancat model with vectors | | |
| | `evaluate` | Evaluate the model and export metrics | | |
| | `package` | Package the trained model as a pip package | | |
| | `clean` | Remove intermediary directories | | |
| ### β Workflows | |
| The following workflows are defined by the project. They | |
| can be executed using [`weasel run [name]`](https://github.com/explosion/weasel/tree/main/docs/cli.md#rocket-run) | |
| and will run the specified commands in order. Commands are only re-run if their | |
| inputs have changed. | |
| | Workflow | Steps | | |
| | --- | --- | | |
| | `all` | `convert` → `create-config` → `train` → `evaluate` | | |
| | `all-vectors` | `download` → `convert` → `create-config` → `train-with-vectors` → `evaluate` | | |
| ### π Assets | |
| The following assets are defined by the project. They can | |
| be fetched by running [`weasel assets`](https://github.com/explosion/weasel/tree/main/docs/cli.md#open_file_folder-assets) | |
| in the project directory. | |
| | File | Source | Description | | |
| | --- | --- | --- | | |
| | [`assets/train.json`](assets/train.json) | Local | Demo training data adapted from the `ner_demo` project | | |
| | [`assets/dev.json`](assets/dev.json) | Local | Demo development data | | |
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