Update docs (#199)

benchmarks/README.md

@@ -1,6 +1,6 @@
 <a href="https://explosion.ai"><img src="https://explosion.ai/assets/img/logo.svg" width="125" height="125" align="right" /></a>
 
-# 🪐 Project Templates: Benchmarks (8)
+# 🪐 Project Templates: Benchmarks (10)
 
 | Template | Description |
 | --- | --- |
@@ -9,7 +9,7 @@
 | [`ner_conll03`](ner_conll03) | Named Entity Recognition (CoNLL-2003) |
 | [`ner_embeddings`](ner_embeddings) | Comparing embedding layers in spaCy |
 | [`parsing_penn_treebank`](parsing_penn_treebank) | Dependency Parsing (Penn Treebank) |
-| [`pretraining_morphologizer_oscar`](pretraining_morphologizer_oscar) | Pretraining Morphologizer |
+| [`pretraining_morphologizer_oscar`](pretraining_morphologizer_oscar) | Enhancing Morphological Analysis with spaCy Pretraining |
 | [`span-labeling-datasets`](span-labeling-datasets) | Span labeling datasets |
 | [`speed`](speed) | Project for speed benchmarking of various pretrained models of different NLP libraries. |
 | [`textcat_architectures`](textcat_architectures) | Textcat performance benchmarks |

benchmarks/ner_conll03/README.md

@@ -16,7 +16,6 @@ Commands are only re-run if their inputs have changed.
 
 | Command | Description |
 | --- | --- |
-| `install` | Install dependencies |
 | `corpus` | Convert the data to spaCy's format |
 | `vectors` | Convert, truncate and prune the vectors. |
 | `train` | Train the full pipeline |
@@ -32,7 +31,7 @@ inputs have changed.
 
 | Workflow | Steps |
 | --- | --- |
-| `all` | `install` → `vectors` → `corpus` → `train` → `evaluate` |
+| `all` | `vectors` → `corpus` → `train` → `evaluate` |
 
 ### 🗂 Assets
 

benchmarks/parsing_penn_treebank/README.md

@@ -16,7 +16,6 @@ Commands are only re-run if their inputs have changed.
 
 | Command | Description |
 | --- | --- |
-| `install` | Install dependencies |
 | `corpus` | Convert the data to spaCy's format |
 | `vectors` | Convert, truncate and prune the vectors. |
 | `train` | Train the full pipeline |
@@ -32,7 +31,7 @@ inputs have changed.
 
 | Workflow | Steps |
 | --- | --- |
-| `all` | `install` → `vectors` → `corpus` → `train` → `evaluate` |
+| `all` | `vectors` → `corpus` → `train` → `evaluate` |
 
 ### 🗂 Assets
 

benchmarks/speed/README.md

@@ -18,7 +18,6 @@ Commands are only re-run if their inputs have changed.
 
 | Command | Description |
 | --- | --- |
-| `install` | Install dependencies |
 | `download` | Download models |
 | `timing_cpu` | Run all timing benchmarks on CPU and add the numbers to output/results.csv |
 | `timing_gpu` | Run all timing benchmarks on GPU and add the numbers to output/results.csv |
@@ -33,7 +32,7 @@ inputs have changed.
 
 | Workflow | Steps |
 | --- | --- |
-| `setup` | `install` → `download` |
+| `setup` | `download` |
 | `benchmark` | `timing_cpu` → `timing_gpu` |
 
 ### 🗂 Assets

benchmarks/textcat_architectures/README.md

@@ -18,7 +18,6 @@ Commands are only re-run if their inputs have changed.
 
 | Command | Description |
 | --- | --- |
-| `install` | Install dependencies. |
 | `data` | Extract the datasets from their archives. |
 | `train` | Run customized training runs: 3 textcat architectures trained on 2 datasets. |
 | `summarize` | Summarize the results from the runs and print the best & last scores for each run. |

experimental/ner_spancat_compare/README.md

@@ -21,7 +21,7 @@ Commands are only re-run if their inputs have changed.
 
 | Command | Description |
 | --- | --- |
-| `install` | Install dependencies |
+| `download` | Download model-related assets |
 | `convert` | Convert IOB file into the spaCy format |
 | `create-ner` | Split corpus into separate NER datasets for each GENIA label |
 | `train-ner` | Train an NER model for each label |
@@ -39,9 +39,9 @@ inputs have changed.
 
 | Workflow | Steps |
 | --- | --- |
-| `all` | `install` → `convert` → `create-ner` → `train-ner` → `assemble-ner` → `train-spancat` → `evaluate-ner` → `evaluate-spancat` |
-| `spancat` | `install` → `convert` → `train-spancat` → `evaluate-spancat` |
-| `ner` | `install` → `convert` → `create-ner` → `train-ner` → `evaluate-ner` → `assemble-ner` |
+| `all` | `download` → `convert` → `create-ner` → `train-ner` → `assemble-ner` → `train-spancat` → `evaluate-ner` → `evaluate-spancat` |
+| `spancat` | `download` → `convert` → `train-spancat` → `evaluate-spancat` |
+| `ner` | `download` → `convert` → `create-ner` → `train-ner` → `evaluate-ner` → `assemble-ner` |
 
 ### 🗂 Assets
 

integrations/fastapi/README.md

@@ -2,7 +2,7 @@
 
 # 🪐 spaCy Project: FastAPI integration
 
-Use [FastAPI](https://fastapi.tiangolo.com/) to serve your spaCy models and host modern REST APIs. To install the dependencies and start the server, you can run `spacy project run start`. To explore the REST API interactively, navigate to `http://127.0.0.1:5000/docs` in your browser. See the examples for how to query the API using Python or JavaScript.
+Use [FastAPI](https://fastapi.tiangolo.com/) to serve your spaCy models and host modern REST APIs. To start the server, you can run `spacy project run start`. To explore the REST API interactively, navigate to `http://127.0.0.1:5000/docs` in your browser. See the examples for how to query the API using Python or JavaScript.
 
 ## 📋 project.yml
 
@@ -16,10 +16,10 @@ The following commands are defined by the project. They
 can be executed using [`spacy project run [name]`](https://spacy.io/api/cli#project-run).
 Commands are only re-run if their inputs have changed.
 
-| Command    | Description                                                           |
-|------------|-----------------------------------------------------------------------|
-| `download` | Download models                                                       |
-| `serve`    | Serve the models via a FastAPI REST API using the given host and port |
+| Command | Description |
+| --- | --- |
+| `download` | Download models |
+| `serve` | Serve the models via a FastAPI REST API using the given host and port |
 
 ### ⏭ Workflows
 
@@ -30,7 +30,7 @@ inputs have changed.
 
 | Workflow | Steps |
 | --- | --- |
-| `start` | `install` → `serve` |
+| `start` | `download` → `serve` |
 
 ### 🗂 Assets
 

integrations/huggingface_hub/README.md

@@ -23,14 +23,14 @@ The following commands are defined by the project. They
 can be executed using [`spacy project run [name]`](https://spacy.io/api/cli#project-run).
 Commands are only re-run if their inputs have changed.
 
-| Command       | Description                                      |
-|---------------|--------------------------------------------------|
-| `login`       | Log in to Hugging Face and download a model      |
-| `preprocess`  | Convert the data to spaCy's binary format        |
-| `train`       | Train a named entity recognition model           |
-| `evaluate`    | Evaluate the model and export metrics            |
-| `package`     | Package the trained model so it can be installed |
-| `push_to_hub` | Push the model to the Hub                        |
+| Command | Description |
+| --- | --- |
+| `login` | Log in to Hugging Face and download a model |
+| `preprocess` | Convert the data to spaCy's binary format |
+| `train` | Train a named entity recognition model |
+| `evaluate` | Evaluate the model and export metrics |
+| `package` | Package the trained model so it can be installed |
+| `push_to_hub` | Push the model to the Hub |
 
 ### ⏭ Workflows
 

integrations/ray/README.md

@@ -18,7 +18,6 @@ Commands are only re-run if their inputs have changed.
 
 | Command | Description |
 | --- | --- |
-| `install` | Install dependencies |
 | `convert` | Convert the data to spaCy's format |
 | `train` | Train UD_English-EWT |
 

integrations/streamlit/README.md

@@ -20,7 +20,7 @@ Commands are only re-run if their inputs have changed.
 
 | Command | Description |
 | --- | --- |
-| `install` | Install dependencies and download models |
+| `download` | Download models |
 | `visualize` | Visualize a pipeline interactively using Streamlit |
 
 <!-- SPACY PROJECT: AUTO-GENERATED DOCS END (do not remove) -->

integrations/wandb/README.md

@@ -16,13 +16,13 @@ The following commands are defined by the project. They
 can be executed using [`spacy project run [name]`](https://spacy.io/api/cli#project-run).
 Commands are only re-run if their inputs have changed.
 
-| Command        | Description                                                                                                                 |
-|----------------|-----------------------------------------------------------------------------------------------------------------------------|
-| `login`        | Log in to Weights & Biases                                                                                                  |
-| `data`         | Extract the gold-standard annotations                                                                                       |
-| `train`        | Train a model using the default config                                                                                      |
+| Command | Description |
+| --- | --- |
+| `login` | Log in to Weights & Biases |
+| `data` | Extract the gold-standard annotations |
+| `train` | Train a model using the default config |
 | `train-search` | Run customized training runs for hyperparameter search using [Weights & Biases Sweeps](https://docs.wandb.ai/guides/sweeps) |
-| `clean`        | Remove intermediate files.                                                                                                  |
+| `clean` | Remove intermediate files. |
 
 ### ⏭ Workflows