Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

feat: Parameterize classifier model #7

Open
wants to merge 2 commits into
base: main
Choose a base branch
from
Open

feat: Parameterize classifier model #7

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
2 commits
Select commit Hold shift + click to select a range
243a504
feat: Parameterize classifier model
creatorrr Aug 24, 2022
e735ae0
Update requirements.txt
creatorrr Dec 8, 2022
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
5 changes: 4 additions & 1 deletion .gitignore
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,3 +1,6 @@
# Model downloads
models/

# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
Expand Down Expand Up @@ -139,4 +142,4 @@ cython_debug/

#others
nohup.out
.DS_Store
.DS_Store
7 changes: 4 additions & 3 deletions pyproject.toml
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,17 +1,18 @@
[metadata]
[project]
name = 'zeroshot_topics'
version = '0.0.1'
description = 'Topic Inference with Zeroshot models'
author = 'AnjanaRita'
author_email = '[email protected]'
license = 'MIT/Apache-2.0'
license = 'MIT'
url = 'https://github.com/AnjanaRita/zeroshot_topics'

[requires]
python_version = ['2.7', '3.5', '3.6', 'pypy', 'pypy3']

[build-system]
requires = ['setuptools', 'wheel']
build-backend = 'hatchling.build'
requires = ['hatchling', 'setuptools', 'wheel']

[tool.hatch.commands]
prerelease = 'hatch build'
8 changes: 4 additions & 4 deletions requirements.txt
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
attrs==20.3.0
nltk==3.6.5
keybert==0.5.0
transformers==4.11.0
attrs==22.1.0
nltk==3.7
keybert==0.7.0
transformers==4.25.1
8 changes: 7 additions & 1 deletion zeroshot_topics/zeroshot_tm.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,8 @@

from nltk.corpus import wordnet as wn

classifier = load_zeroshot_model()
classifier = None
# load_zeroshot_model()


@attr.s
Expand All @@ -22,10 +23,15 @@ class ZeroShotTopicFinder:
"""

model = attr.ib(default='all-MiniLM-L6-v2')
classifier_model = attr.ib(default='valhalla/distilbart-mnli-12-6')


def __attrs_post_init__(self):
self.model = KeyBERT(self.model)

global classifier
classifier = classifier or load_zeroshot_model(self.classifier_model)

def find_topic(self, text, n_topic=2):
"""
Infer the topic in a given string.
Expand Down