AugLy
A data augmentations library for audio, image, text, and video. (by facebookresearch)
sqlmodel
SQL databases in Python, designed for simplicity, compatibility, and robustness. (by tiangolo)
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| AugLy | sqlmodel | |
|---|---|---|
| 14 | 23 | |
| 4,899 | 12,949 | |
| 0.5% | - | |
| 6.0 | 8.5 | |
| about 1 month ago | 3 days ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
AugLy
Posts with mentions or reviews of AugLy.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-12-21.
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Meta's A.I. exodus: Top talent quits as lab tries to keep pace with rivals
Their recent effort to generate training data for spotting stuff that includes unsanctioned narratives comes to mind. https://github.com/facebookresearch/AugLy
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Next steps for after classification
Data augmentation is usually helpful: https://github.com/facebookresearch/AugLy
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The hand-picked selection of the best Python libraries released in 2021
AugLy.
- Prefer volume or quality for BERT-based Text classification model
- Augly - An augmentation library for audio, image, video, and text from facebook
- [D] What's the best method to generate synthetic data for an image with text? Small dataset
- AugLy is opensourse now.
- Facebook is open-sourcing AugLy, a library that uses data augmentations to evaluate and improve ML models
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Integration test: Complexity of privacy-preserving bird call bio-sensor for distributed ecological monitoring?
Some of the technologies which could be integrated include differential privacy, distributed online machine learning, misinformation resilience and multi-party computation, all within the context of smart contracts and bioinformatics.
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[N] Facebook AI Open Sources AugLy: A New Python Library For Data Augmentation To Develop Robust Machine Learning Models
Facebook Blog: https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/
sqlmodel
Posts with mentions or reviews of sqlmodel.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-03-31.
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SQLModel with the same relationship column twice
Seems like this is a known bug in SQLModel: https://github.com/tiangolo/sqlmodel/issues/10
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Best ORM to use with FastAPI?
I have not used it myself but the creator of fastapi has made https://github.com/tiangolo/sqlmodel
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SQLAlchemy: Parent instance is not bound to a Session; lazy load operation of attribute cannot proceed
I have already posted this question in Stack Overflow and GitHub and have been ignored in both 😢. You guys are my last hope.
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I wrote okjson - A fast, simple, and pythonic JSON Schema Validator
I had a requirement to process and validate large payloads of JSON concurrently for a web service, initially I implemented it using jsonschema and fastjsonschema but I found the whole JSON Schema Specification to be confusing at times and on top of that wanted better performance. Albeit there are ways to compile/cache the schema, I wanted to move away from the schema specification so I wrote a validation library inspired by the design of tiangolo/sqlmodel (type hints) to solve this problem easier.
- Django Ninja – Fast Django REST Framework for Building APIs
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Trending Python Projects of the Week
Github Repository
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Tuesday Daily Thread: Advanced questions
I would say as long as your current solution works and is easy to maintain keep it. If you want to switch I would recommend FastAPI, it is new(ish), but definitely old enough to have been tested and used in a large variety of production usecases. In your case it might be interesting to have a look at SQLModel (works with FastAPI, same author), especially if the API endpoints match closely to the database objects. https://github.com/tiangolo/sqlmodel
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The hand-picked selection of the best Python libraries released in 2021
SQLModel.
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Pydbantic - A single model ( DB & Pydantic) with automatic migrations
Sounds similar to https://github.com/tiangolo/sqlmodel
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tiangolo/SQLModel DoA?
There was a lot of hype and excitement around the release of SQLModel, a Pydantic + SQLAlchemy hybrid Model library with native integration for FastAPI. I pulled it out just now and there hasn't been any update beyond the initial anouncment on August 25th.
What are some alternatives?
When comparing AugLy and sqlmodel you can also consider the following projects:
imgaug - Image augmentation for machine learning experiments.
pydantic-sqlalchemy - Tools to convert SQLAlchemy models to Pydantic models
speechbrain - A PyTorch-based Speech Toolkit
pydantic - Data validation using Python type hints
PySyft - Perform data science on data that remains in someone else's server
SQLAlchemy - The Database Toolkit for Python
BlenderProc - A procedural Blender pipeline for photorealistic training image generation
ormar - python async orm with fastapi in mind and pydantic validation
Activeloop Hub - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai [Moved to: https://github.com/activeloopai/deeplake]
geojson-pydantic - Pydantic data models for the GeoJSON spec
evidently - Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b
sqlalchemy-hana - SQLAlchemy Dialect for SAP HANA