|
<!-- WEASEL: AUTO-GENERATED DOCS START (do not remove) --> |
|
|
|
# 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 | |
|
|
|
<!-- WEASEL: AUTO-GENERATED DOCS END (do not remove) --> |
|
|