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Remove Language sample unused region_tag comments #3078

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Merged
merged 4 commits into from
Apr 10, 2020
+0 −6
Merged

Remove Language sample unused region_tag comments #3078

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7256eef
Remove Language sample unused region_tag comments
jsimonweb Mar 10, 2020
3a35665
Merge branch 'master' into remove_unused_region_tags
jsimonweb Mar 10, 2020
2a1676f
Merge branch 'master' into remove_unused_region_tags
busunkim96 Mar 19, 2020
ff8c36f
Merge branch 'master' into remove_unused_region_tags
leahecole Apr 10, 2020
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6 changes: 0 additions & 6 deletions language/classify_text/classify_text_tutorial.py
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Original file line number Diff line number Diff line change
Expand Up @@ -13,7 +13,6 @@
# See the License for the specific language governing permissions and
# limitations under the License.

# [START language_classify_text_tutorial]
"""Using the classify_text method to find content categories of text files,
Then use the content category labels to compare text similarity.

Expand Down Expand Up @@ -94,7 +93,6 @@ def index(path, index_file):
# [END language_classify_text_tutorial_index]


# [START language_classify_text_tutorial_split_labels]
def split_labels(categories):
"""The category labels are of the form "/a/b/c" up to three levels,
for example "/Computers & Electronics/Software", and these labels
Expand All @@ -121,10 +119,8 @@ def split_labels(categories):
_categories[label] = confidence

return _categories
# [END language_classify_text_tutorial_split_labels]


# [START language_classify_text_tutorial_similarity]
def similarity(categories1, categories2):
"""Cosine similarity of the categories treated as sparse vectors."""
categories1 = split_labels(categories1)
Expand All @@ -143,7 +139,6 @@ def similarity(categories1, categories2):
dot += confidence * categories2.get(label, 0.0)

return dot / (norm1 * norm2)
# [END language_classify_text_tutorial_similarity]


# [START language_classify_text_tutorial_query]
Expand Down Expand Up @@ -255,4 +250,3 @@ def query_category(index_file, category_string, n_top=3):
query(args.index_file, args.text)
if args.command == 'query-category':
query_category(args.index_file, args.category)
# [END language_classify_text_tutorial]