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Justin-Sima
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Commit
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465f2e4
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Parent(s):
af76e05
Initial upload.
Browse files- .gitignore +132 -0
- LICENSE +21 -0
- README.md +11 -7
- app.py +52 -0
- email_generator.py +63 -0
- requirements.txt +2 -0
.gitignore
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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pip-wheel-metadata/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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.python-version
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# mac stuff
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.DS_Store
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LICENSE
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MIT License
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Copyright (c) 2023 simatry
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md
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-
---
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title: Email Generator
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emoji:
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colorFrom:
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colorTo:
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sdk: gradio
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sdk_version: 3.18.0
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app_file: app.py
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pinned: false
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license: mit
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title: Email Generator
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emoji: 📧
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colorFrom: blue
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colorTo: blue
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sdk: gradio
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python_version: 3.9.16
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sdk_version: 3.18.0
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app_file: app.py
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pinned: false
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license: mit
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models:
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- pszemraj/opt-350m-email-generation
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- pszemraj/opt-350m-email-generation
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- postbot/gpt2-medium-emailgen
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- sagorsarker/emailgenerator
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tags:
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- email
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app.py
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import gradio as gr
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from email_generator import (
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generate_email,
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DEFAULT_GENERATOR, AVAILABLE_GENERATORS
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)
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with gr.Blocks() as demo:
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# -- Description.
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gr.Markdown('# Email Generation')
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gr.Markdown("""
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Start an email and let AI do the rest, courtesy of the HuggingFace community!
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AI is supposed to help automate the boring stuff,
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and there's nothing more boring to me than writing generic emails.
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Use this demo to interact with various HuggingFace models for automatic email generation.
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Select a model from the dropdown list to use a specific pretrained model,
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or leave it unchanged to default to [pszemraj/opt-350m-email-generation](https://huggingface.co/pszemraj/opt-350m-email-generation).
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Then you just have to begin your email and click 'Generate Email' to complete it automatically!
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"""
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)
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gr.Image('emails/images/bored.jpg', label='Credit: https://unsplash.com/@thomascpark')
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# -- Model parameters.
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with gr.Row():
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model_tag = gr.Dropdown(
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choices=AVAILABLE_GENERATORS,
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label='Choose a HuggingFace model',
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value=DEFAULT_GENERATOR
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)
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max_tokens = gr.Slider(10, 200, value=64, label='Max Tokens')
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# -- Prompt.
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with gr.Row():
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with gr.Column():
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prompt = gr.Textbox(
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lines=4,
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label='',
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placeholder='Begin your email here...'
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)
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generate_button = gr.Button('Generate Email', variant='primary')
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# -- Output.
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with gr.Row():
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output = gr.Textbox(lines=8, label='Output', interactive=False)
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# -- Button actions.
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generate_button.click(fn=generate_email, inputs=[model_tag, prompt, max_tokens], outputs=output)
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demo.launch()
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email_generator.py
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""" Functions for loading email generator."""
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import torch
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import transformers
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DEVICE = 0 if torch.cuda.is_available() else -1
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AVAILABLE_GENERATORS = [
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'pszemraj/opt-350m-email-generation',
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'pszemraj/opt-350m-email-generation',
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'postbot/gpt2-medium-emailgen',
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'sagorsarker/emailgenerator'
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]
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DEFAULT_GENERATOR = 'pszemraj/opt-350m-email-generation'
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class EmailGenerator:
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""" Class that loads and wraps a HuggingFace email generation pipeline."""
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def __init__(self, model_tag: str) -> None:
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""" Initialize HuggingFace email generation pipeline.
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Args:
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model_tag (str): Model name.
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"""
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self.tag = model_tag
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self.generator = transformers.pipeline(
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'text-generation', model_tag,
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use_fast=True, do_sample=False,
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device=DEVICE
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)
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def generate(self, prompt: str, max_tokens: int) -> str:
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""" Generate a sample from a given prompt.
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Args:
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prompt (str): Prompting for email generator.
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max_tokens (int): Maximum number of tokens to return.
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Returns:
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str: Generated text.
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"""
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output = self.generator(prompt, max_length=max_tokens)
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return output[0]['generated_text']
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def __str__(self):
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return f'EmailGenerator({self.tag})'
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def set_global_generator(model_tag: str=DEFAULT_GENERATOR):
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""" Set global parameter 'generator' as specified EmailGenerator."""
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global generator
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generator = EmailGenerator(model_tag=model_tag)
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def generator_exists():
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""" Check if global variable 'generator' has been defined."""
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return 'generator' in globals()
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def generate_email(model_tag: str, prompt: str, max_tokens: int):
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""" Check for generator and create prompt.
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Initialize correct generator if incorrect generator or no generator is found.
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"""
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if not generator_exists() or generator.tag != model_tag:
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set_global_generator(model_tag=model_tag)
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return generator.generate(prompt, max_tokens=max_tokens)
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requirements.txt
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transformers==4.26.1
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gradio==3.18.0
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