Commit c6a568bb authored by Bernhard Liebl's avatar Bernhard Liebl
Browse files

download pca-50 version of numberbatch (do not calculate inside notebook)

parent 69e5681c
......@@ -19,6 +19,9 @@ import openTSNE.callbacks
import networkx as nx
import IPython.core.display
import xml.etree.ElementTree as ET
import zipfile
import io
import requests
import bokeh.plotting
import bokeh.models
......@@ -40,7 +43,7 @@ if os.environ.get("VECTORIAN_DEV"):
import vectorian
from vectorian.embeddings import TokenEmbeddingAggregator, prepare_docs
from vectorian.embeddings import Word2VecVectors, TokenEmbeddingAggregator, prepare_docs
from vectorian.embeddings import CachedPartitionEncoder
from vectorian.index import DummyIndex
from vectorian.metrics import TokenSimilarity, CosineSimilarity
......@@ -116,6 +119,28 @@ def make_nlp():
return nlp
def download_word2vec_embedding(name, url):
data_path = Path(f"{name}.zip")
if not data_path.exists():
resp = requests.get(url)
with open(data_path, "wb") as f:
with zipfile.ZipFile(data_path, 'r') as zf:
for zi in zf.infolist():
if zi.filename[-1] == '/':
data =
return Word2VecVectors(
raise ValueError("zip file is empty")
def occ_digest(occ, n=80):
return f"{}: {occ.evidence.context}"[:n] + "..."
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