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Update graphics and 101 [ci skip]

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Ines Montani 2020-08-07 17:14:13 +02:00
parent 5e1421e5a6
commit 3901b088ff
6 changed files with 424 additions and 785 deletions
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website/docs/images/language_data.svg
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<svg class="o-svg" xmlns="http://www.w3.org/2000/svg" width="931" height="456" viewBox="-1 -1 932 480" preserveAspectRatio="xMinYMin meet">
<style>
.svg__langdata__text-large, .svg__langdata__text-small, .svg__langdata__text-tiny {
font-family: Arial, sans-serif;
fill: #1a1e23
}
.svg__langdata__text-large { font-size: 20px }
.svg__langdata__text-small, .svg__langdata__text-tiny { font-weight: bold; font-size: 15px; }
</style>
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<text class="svg__langdata__text-large" transform="translate(630 410)" width="80" height="22">Tokenizer</text>
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<text class="svg__langdata__text-large" transform="translate(815 308)" width="119" height="46">Base data</text>
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<text class="svg__langdata__text-large" transform="translate(346.5 42)" width="81" height="46">Language <tspan dy="1.45em" dx="-3.7em">data</tspan></text>
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<text class="svg__langdata__text-small" transform="translate(368 187.5)" width="39" height="30">stop <tspan dx="-2.8em" dy="1.25em">words</tspan></text>
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<text class="svg__langdata__text-small" transform="translate(473 187.5)" width="85" height="30">lexical <tspan dx="-4em" dy="1.25em">attributes</tspan></text>
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<text class="svg__langdata__text-small" transform="translate(582 187.5)" width="85" height="30">tokenizer <tspan dx="-5.2em" dy="1.25em">exceptions</tspan></text>
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<text class="svg__langdata__text-small" transform="translate(705 182)" width="53" height="46">prefixes, <tspan dy="1.25em" dx="-4.4em">suffixes,</tspan> <tspan dy="1.25em" dx="-4em">infixes</tspan>
</text>
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<text class="svg__langdata__text-large" transform="translate(228 410)" width="100" height="22">Lemmatizer</text>
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<text class="svg__langdata__text-tiny" transform="translate(829 189)" width="50" height="30">char <tspan dy="1.1em" dx="-3.1em">classes</tspan></text>
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<text class="svg__langdata__text-large" transform="translate(443.5 410)" width="51" height="22">Token</text>
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<text class="svg__langdata__text-small" transform="translate(139 187.5)" width="45" height="30">morph <tspan dy="1.25em" dx="-3.2em">rules</tspan></text>
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<path fill="#666" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M94.2 353l-5-7.5 4.2 1.5 3.7-2.5z"/>
<ellipse cx="46" cy="193" fill="#dae8fc" stroke="#09a3d5" stroke-width="2" rx="45" ry="45"/>
<text class="svg__langdata__text-small" transform="translate(33 187.5)" width="27" height="30">tag <tspan dy="1.25em" dx="-2em">map</tspan></text>
<ellipse cx="101" cy="405" fill="#f5f5f5" stroke="#666" stroke-width="2" rx="74.5" ry="49.5"/>
<text class="svg__langdata__text-large" transform="translate(49.5 410)" width="100" height="22">Morphology</text>
</svg>
Side by Side

Before

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website/docs/images/tokenization.svg
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<svg class="o-svg" xmlns="http://www.w3.org/2000/svg" width="600" height="380" viewBox="-20 -10 550 400">
<style>
.svg__tokenization__text { fill: #1a1e23; font: 18px Arial, sans-serif }
.svg__tokenization__text-small { fill: #fff; font: 600 13px Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace }
</style>
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<text class="svg__tokenization__text" dy="1em" width="43" height="19" transform="translate(48.5 9.5)">“Let’s</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(320.5 9.5)" width="38" height="19">N.Y.!”</text>
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<path fill="#f5f5f5" stroke="#666" stroke-width="2" d="M270 62h141v38.2H270z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(320.5 70.5)" width="38" height="19">N.Y.!”</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 128.5)" width="19" height="19">go</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(11.5 190.5)" width="7" height="19">“</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M41 181.8h50V220H41z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(53.5 190.5)" width="23" height="19">Let</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M150 181.8h50V220h-50z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 190.5)" width="19" height="19">go</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 190.5)" width="15" height="19">to</text>
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<path fill="#f8cecc" stroke="#c00" stroke-width="2" d="M270 181.8h101V220H270z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(304.5 190.5)" width="30" height="19">N.Y.!</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M100 181.8h40V220h-40z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(113.5 190.5)" width="11" height="19">’s</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(391.5 190.5)" width="7" height="19">”</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M1 242.7h30V281H1z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(53.5 251.5)" width="23" height="19">Let</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M150 242.7h50V281h-50z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 251.5)" width="19" height="19">go</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 251.5)" width="15" height="19">to</text>
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<path fill="#f8cecc" stroke="#b85450" stroke-width="2" d="M270 242.7h61V281h-61z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(286.5 251.5)" width="26" height="19">N.Y.</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M100 242.7h40V281h-40z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(113.5 251.5)" width="11" height="19">’s</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(391.5 251.5)" width="7" height="19">”</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M340 242.7h30V281h-30z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(351.5 251.5)" width="5" height="19">!</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(11.5 312.5)" width="7" height="19">“</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(53.5 312.5)" width="23" height="19">Let</text>
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M150 304h50v38h-50z"/>
<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 312.5)" width="19" height="19">go</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 312.5)" width="15" height="19">to</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(286.5 312.5)" width="26" height="19">N.Y.</text>
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@ -10,8 +10,9 @@ The **shared language data** in the directory root includes rules that can be
generalized across languages – for example, rules for basic punctuation, emoji,
emoticons and single-letter abbreviations. The **individual language data** in a
submodule contains rules that are only relevant to a particular language. It
also takes care of putting together all components and creating the `Language`
subclass – for example, `English` or `German`.
also takes care of putting together all components and creating the
[`Language`](/api/language) subclass – for example, `English` or `German`. The
values are defined in the [`Language.Defaults`](/api/language#defaults).
> ```python
> from spacy.lang.en import English
@ -21,14 +22,6 @@ subclass – for example, `English` or `German`.
> nlp_de = German() # Includes German data
> ```
<!-- TODO: upgrade graphic
![Language data architecture](../../images/language_data.svg)
-->
<!-- TODO: remove this table in favor of more specific Language.Defaults docs in linguistic features? -->
| Name | Description |
| ---------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **Stop words**<br />[`stop_words.py`][stop_words.py] | List of most common words of a language that are often useful to filter out, for example "and" or "I". Matching tokens will return `True` for `is_stop`. |

452
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@ -10,7 +10,6 @@ menu:
- ['Serialization', 'serialization']
- ['Training', 'training']
- ['Language Data', 'language-data']
- ['Lightning Tour', 'lightning-tour']
- ['Architecture', 'architecture']
- ['Community & FAQ', 'community-faq']
---
@ -379,79 +378,6 @@ spaCy will also export the `Vocab` when you save a `Doc` or `nlp` object. This
will give you the object and its encoded annotations, plus the "key" to decode
it.
## Knowledge base {#kb}
To support the entity linking task, spaCy stores external knowledge in a
[`KnowledgeBase`](/api/kb). The knowledge base (KB) uses the `Vocab` to store
its data efficiently.
> - **Mention**: A textual occurrence of a named entity, e.g. 'Miss Lovelace'.
> - **KB ID**: A unique identifier referring to a particular real-world concept,
> e.g. 'Q7259'.
> - **Alias**: A plausible synonym or description for a certain KB ID, e.g. 'Ada
> Lovelace'.
> - **Prior probability**: The probability of a certain mention resolving to a
> certain KB ID, prior to knowing anything about the context in which the
> mention is used.
> - **Entity vector**: A pretrained word vector capturing the entity
> description.
A knowledge base is created by first adding all entities to it. Next, for each
potential mention or alias, a list of relevant KB IDs and their prior
probabilities is added. The sum of these prior probabilities should never exceed
1 for any given alias.
```python
### {executable="true"}
import spacy
from spacy.kb import KnowledgeBase
# load the model and create an empty KB
nlp = spacy.load('en_core_web_sm')
kb = KnowledgeBase(vocab=nlp.vocab, entity_vector_length=3)
# adding entities
kb.add_entity(entity="Q1004791", freq=6, entity_vector=[0, 3, 5])
kb.add_entity(entity="Q42", freq=342, entity_vector=[1, 9, -3])
kb.add_entity(entity="Q5301561", freq=12, entity_vector=[-2, 4, 2])
# adding aliases
kb.add_alias(alias="Douglas", entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.6, 0.1, 0.2])
kb.add_alias(alias="Douglas Adams", entities=["Q42"], probabilities=[0.9])
print()
print("Number of entities in KB:",kb.get_size_entities()) # 3
print("Number of aliases in KB:", kb.get_size_aliases()) # 2
```
### Candidate generation
Given a textual entity, the knowledge base can provide a list of plausible
candidates or entity identifiers. The [`EntityLinker`](/api/entitylinker) will
take this list of candidates as input, and disambiguate the mention to the most
probable identifier, given the document context.
```python
### {executable="true"}
import spacy
from spacy.kb import KnowledgeBase
nlp = spacy.load('en_core_web_sm')
kb = KnowledgeBase(vocab=nlp.vocab, entity_vector_length=3)
# adding entities
kb.add_entity(entity="Q1004791", freq=6, entity_vector=[0, 3, 5])
kb.add_entity(entity="Q42", freq=342, entity_vector=[1, 9, -3])
kb.add_entity(entity="Q5301561", freq=12, entity_vector=[-2, 4, 2])
# adding aliases
kb.add_alias(alias="Douglas", entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.6, 0.1, 0.2])
candidates = kb.get_candidates("Douglas")
for c in candidates:
print(" ", c.entity_, c.prior_prob, c.entity_vector)
```
## Serialization {#serialization}
import Serialization101 from 'usage/101/\_serialization.md'
@ -485,384 +411,6 @@ import LanguageData101 from 'usage/101/\_language-data.md'
<LanguageData101 />
## Lightning tour {#lightning-tour}
The following examples and code snippets give you an overview of spaCy's
functionality and its usage.
### Install models and process text {#lightning-tour-models}
```bash
python -m spacy download en_core_web_sm
python -m spacy download de_core_news_sm
```
```python
### {executable="true"}
import spacy
nlp = spacy.load("en_core_web_sm")
doc = nlp("Hello, world. Here are two sentences.")
print([t.text for t in doc])
nlp_de = spacy.load("de_core_news_sm")
doc_de = nlp_de("Ich bin ein Berliner.")
print([t.text for t in doc_de])
```
<Infobox>
**API:** [`spacy.load()`](/api/top-level#spacy.load) **Usage:**
[Models](/usage/models), [spaCy 101](/usage/spacy-101)
</Infobox>
### Get tokens, noun chunks & sentences {#lightning-tour-tokens-sentences model="parser"}
```python
### {executable="true"}
import spacy
nlp = spacy.load("en_core_web_sm")
doc = nlp("Peach emoji is where it has always been. Peach is the superior "
"emoji. It's outranking eggplant 🍑 ")
print(doc[0].text) # 'Peach'
print(doc[1].text) # 'emoji'
print(doc[-1].text) # '🍑'
print(doc[17:19].text) # 'outranking eggplant'
noun_chunks = list(doc.noun_chunks)
print(noun_chunks[0].text) # 'Peach emoji'
sentences = list(doc.sents)
assert len(sentences) == 3
print(sentences[1].text) # 'Peach is the superior emoji.'
```
<Infobox>
**API:** [`Doc`](/api/doc), [`Token`](/api/token) **Usage:**
[spaCy 101](/usage/spacy-101)
</Infobox>
### Get part-of-speech tags and flags {#lightning-tour-pos-tags model="tagger"}
```python
### {executable="true"}
import spacy
nlp = spacy.load("en_core_web_sm")
doc = nlp("Apple is looking at buying U.K. startup for $1 billion")
apple = doc[0]
print("Fine-grained POS tag", apple.pos_, apple.pos)
print("Coarse-grained POS tag", apple.tag_, apple.tag)
print("Word shape", apple.shape_, apple.shape)
print("Alphabetic characters?", apple.is_alpha)
print("Punctuation mark?", apple.is_punct)
billion = doc[10]
print("Digit?", billion.is_digit)
print("Like a number?", billion.like_num)
print("Like an email address?", billion.like_email)
```
<Infobox>
**API:** [`Token`](/api/token) **Usage:**
[Part-of-speech tagging](/usage/linguistic-features#pos-tagging)
</Infobox>
### Use hash values for any string {#lightning-tour-hashes}
```python
### {executable="true"}
import spacy
nlp = spacy.load("en_core_web_sm")
doc = nlp("I love coffee")
coffee_hash = nlp.vocab.strings["coffee"] # 3197928453018144401
coffee_text = nlp.vocab.strings[coffee_hash] # 'coffee'
print(coffee_hash, coffee_text)
print(doc[2].orth, coffee_hash) # 3197928453018144401
print(doc[2].text, coffee_text) # 'coffee'
beer_hash = doc.vocab.strings.add("beer") # 3073001599257881079
beer_text = doc.vocab.strings[beer_hash] # 'beer'
print(beer_hash, beer_text)
unicorn_hash = doc.vocab.strings.add("🦄") # 18234233413267120783
unicorn_text = doc.vocab.strings[unicorn_hash] # '🦄'
print(unicorn_hash, unicorn_text)
```
<Infobox>
**API:** [`StringStore`](/api/stringstore) **Usage:**
[Vocab, hashes and lexemes 101](/usage/spacy-101#vocab)
</Infobox>
### Recognize and update named entities {#lightning-tour-entities model="ner"}
```python
### {executable="true"}
import spacy
from spacy.tokens import Span
nlp = spacy.load("en_core_web_sm")
doc = nlp("San Francisco considers banning sidewalk delivery robots")
for ent in doc.ents:
print(ent.text, ent.start_char, ent.end_char, ent.label_)
doc = nlp("FB is hiring a new VP of global policy")
doc.ents = [Span(doc, 0, 1, label="ORG")]
for ent in doc.ents:
print(ent.text, ent.start_char, ent.end_char, ent.label_)
```
<Infobox>
**Usage:** [Named entity recognition](/usage/linguistic-features#named-entities)
</Infobox>
### Train and update neural network models {#lightning-tour-training"}
```python
import random
import spacy
from spacy.gold import Example
nlp = spacy.load("en_core_web_sm")
train_data = [("Uber blew through $1 million", {"entities": [(0, 4, "ORG")]})]
with nlp.select_pipes(enable="ner"):
optimizer = nlp.begin_training()
for i in range(10):
random.shuffle(train_data)
for text, annotations in train_data:
doc = nlp.make_doc(text)
example = Example.from_dict(doc, annotations)
nlp.update([example], sgd=optimizer)
nlp.to_disk("/model")
```
<Infobox>
**API:** [`Language.update`](/api/language#update) **Usage:**
[Training spaCy's statistical models](/usage/training)
</Infobox>
### Visualize a dependency parse and named entities in your browser {#lightning-tour-displacy model="parser, ner" new="2"}
> #### Output
>
> ![displaCy visualization](../images/displacy-small.svg)
```python
from spacy import displacy
doc_dep = nlp("This is a sentence.")
displacy.serve(doc_dep, style="dep")
doc_ent = nlp("When Sebastian Thrun started working on self-driving cars at Google "
"in 2007, few people outside of the company took him seriously.")
displacy.serve(doc_ent, style="ent")
```
<Infobox>
**API:** [`displacy`](/api/top-level#displacy) **Usage:**
[Visualizers](/usage/visualizers)
</Infobox>
### Get word vectors and similarity {#lightning-tour-word-vectors model="vectors"}
```python
### {executable="true"}
import spacy
nlp = spacy.load("en_core_web_md")
doc = nlp("Apple and banana are similar. Pasta and hippo aren't.")
apple = doc[0]
banana = doc[2]
pasta = doc[6]
hippo = doc[8]
print("apple <-> banana", apple.similarity(banana))
print("pasta <-> hippo", pasta.similarity(hippo))
print(apple.has_vector, banana.has_vector, pasta.has_vector, hippo.has_vector)
```
For the best results, you should run this example using the
[`en_vectors_web_lg`](/models/en-starters#en_vectors_web_lg) model (currently
not available in the live demo).
<Infobox>
**Usage:** [Word vectors and similarity](/usage/vectors-embeddings)
</Infobox>
### Simple and efficient serialization {#lightning-tour-serialization}
```python
import spacy
from spacy.tokens import Doc
from spacy.vocab import Vocab
nlp = spacy.load("en_core_web_sm")
customer_feedback = open("customer_feedback_627.txt").read()
doc = nlp(customer_feedback)
doc.to_disk("/tmp/customer_feedback_627.bin")
new_doc = Doc(Vocab()).from_disk("/tmp/customer_feedback_627.bin")
```
<Infobox>
**API:** [`Language`](/api/language), [`Doc`](/api/doc) **Usage:**
[Saving and loading models](/usage/saving-loading#models)
</Infobox>
### Match text with token rules {#lightning-tour-rule-matcher}
```python
### {executable="true"}
import spacy
from spacy.matcher import Matcher
nlp = spacy.load("en_core_web_sm")
matcher = Matcher(nlp.vocab)
def set_sentiment(matcher, doc, i, matches):
doc.sentiment += 0.1
pattern1 = [[{"ORTH": "Google"}, {"ORTH": "I"}, {"ORTH": "/"}, {"ORTH": "O"}]]
patterns = [[{"ORTH": emoji, "OP": "+"}] for emoji in ["😀", "😂", "🤣", "😍"]]
matcher.add("GoogleIO", patterns1) # Match "Google I/O" or "Google i/o"
matcher.add("HAPPY", patterns2, on_match=set_sentiment) # Match one or more happy emoji
doc = nlp("A text about Google I/O 😀😀")
matches = matcher(doc)
for match_id, start, end in matches:
string_id = nlp.vocab.strings[match_id]
span = doc[start:end]
print(string_id, span.text)
print("Sentiment", doc.sentiment)
```
<Infobox>
**API:** [`Matcher`](/api/matcher) **Usage:**
[Rule-based matching](/usage/rule-based-matching)
</Infobox>
### Minibatched stream processing {#lightning-tour-minibatched}
```python
texts = ["One document.", "...", "Lots of documents"]
# .pipe streams input, and produces streaming output
iter_texts = (texts[i % 3] for i in range(100000000))
for i, doc in enumerate(nlp.pipe(iter_texts, batch_size=50)):
assert doc.is_parsed
if i == 100:
break
```
### Get syntactic dependencies {#lightning-tour-dependencies model="parser"}
```python
### {executable="true"}
import spacy
nlp = spacy.load("en_core_web_sm")
doc = nlp("When Sebastian Thrun started working on self-driving cars at Google "
"in 2007, few people outside of the company took him seriously.")
dep_labels = []
for token in doc:
while token.head != token:
dep_labels.append(token.dep_)
token = token.head
print(dep_labels)
```
<Infobox>
**API:** [`Token`](/api/token) **Usage:**
[Using the dependency parse](/usage/linguistic-features#dependency-parse)
</Infobox>
### Export to numpy arrays {#lightning-tour-numpy-arrays}
```python
### {executable="true"}
import spacy
from spacy.attrs import ORTH, LIKE_URL
nlp = spacy.load("en_core_web_sm")
doc = nlp("Check out https://spacy.io")
for token in doc:
print(token.text, token.orth, token.like_url)
attr_ids = [ORTH, LIKE_URL]
doc_array = doc.to_array(attr_ids)
print(doc_array.shape)
print(len(doc), len(attr_ids))
assert doc[0].orth == doc_array[0, 0]
assert doc[1].orth == doc_array[1, 0]
assert doc[0].like_url == doc_array[0, 1]
assert list(doc_array[:, 1]) == [t.like_url for t in doc]
print(list(doc_array[:, 1]))
```
### Calculate inline markup on original string {#lightning-tour-inline}
```python
### {executable="true"}
import spacy
def put_spans_around_tokens(doc):
"""Here, we're building a custom "syntax highlighter" for
part-of-speech tags and dependencies. We put each token in a
span element, with the appropriate classes computed. All whitespace is
preserved, outside of the spans. (Of course, HTML will only display
multiple whitespace if enabled – but the point is, no information is lost
and you can calculate what you need, e.g. <br />, <p> etc.)
"""
output = []
for token in doc:
if token.is_space:
output.append(token.text)
else:
classes = f"pos-{token.pos_} dep-{token.dep_}"
output.append(f'<span class="{classes}">{token.text}</span>{token.whitespace_}')
string = "".join(output)
string = string.replace("\\n", "")
string = string.replace("\\t", " ")
return f"<pre>{string}</pre>"
nlp = spacy.load("en_core_web_sm")
doc = nlp("This is a test.\\n\\nHello world.")
html = put_spans_around_tokens(doc)
print(html)
```
## Architecture {#architecture}
import Architecture101 from 'usage/101/\_architecture.md'