Model-guided, interactive data debugging and enhancements

3LC is an ML tool that lets you see your dataset through your model's eyes!

  • Find important or inefficient samples
  • Understand what samples work and where your model struggles
  • Improve your model in different ways by weighting your data

Features

  • Python library, local environment and web-based UI
  • No data duplication
  • No upload of data to SaaS
  • High-end visualization, insights, and real-time editing of data
  • Get massive amounts of intelligence with just a few lines of code
  • Works seamlessly with your model training and listens to every data point

3LC Documentation

Quickstart

pip install 3lc

Optionally clone the demo notebooks:

git clone https://github.com/3lc-ai/3lc-examples.git

Start the 3LC Object Service

The 3LC Object Service facilitates the sharing of samples and metrics between the different components in 3LC, including your notebooks and the 3LC Dashboard. It needs to be explicitly started from the terminal in order to use 3LC. The Object Service can be terminated by pressing Q from the terminal window.

3lc service

We provide some sample projects, so you can explore the Dashboard before providing your own data.

Launch 3LC Dashboard

Launch the 3LC Dashboard to explore your training runs and training data.

3LC Dashboard


Video Tutorial

Check out this short introduction on 3LC on our YouTube channel:

Getting Started with 3LC - YouTube

Support

Please join our Discord for support and discussion!

Privacy

Please see our Privacy Notice for details about your privacy.

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

3 maintainers

PyPI data
Data sourced directly from PyPI's database.
Avatar for 3lc from gravatar.com 3lc Avatar for frederik-3lc from gravatar.com frederik-3lc Avatar for kgwalke from gravatar.com kgwalke

Credits

Author: 3LC

License

Other/Proprietary License (Proprietary)

Requires

Python <3.15, <4.0, >=3.10

Provides Extra

huggingface pacmap pandas pyngrok torch umap

Classifiers

Report project as malware

Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

3 maintainers

PyPI data
Data sourced directly from PyPI's database.
Avatar for 3lc from gravatar.com 3lc Avatar for frederik-3lc from gravatar.com frederik-3lc Avatar for kgwalke from gravatar.com kgwalke

Credits

Author: 3LC

License

Other/Proprietary License (Proprietary)

Requires

Python <3.15, <4.0, >=3.10

Provides Extra

huggingface pacmap pandas pyngrok torch umap

Classifiers

Report project as malware

Release files for 3lc 3.4.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for 3lc 3.4.1
File
3lc-3.4.1-cp314-cp314-win_amd64.whl 10.6 MB CPython 3.14 CPython 3.14 Windows x86-64 Details
3lc-3.4.1-cp314-cp314-manylinux_2_28_x86_64.whl 12.3 MB CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64 Details
3lc-3.4.1-cp314-cp314-manylinux_2_28_aarch64.whl 12.6 MB CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64 Details
3lc-3.4.1-cp314-cp314-macosx_14_0_arm64.whl 10.6 MB CPython 3.14 CPython 3.14 macOS 14.0+ ARM64 Details
3lc-3.4.1-cp313-cp313-win_amd64.whl 10.6 MB CPython 3.13 CPython 3.13 Windows x86-64 Details
3lc-3.4.1-cp313-cp313-manylinux_2_28_x86_64.whl 12.3 MB CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64 Details
3lc-3.4.1-cp313-cp313-manylinux_2_28_aarch64.whl 12.6 MB CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64 Details
3lc-3.4.1-cp313-cp313-macosx_14_0_arm64.whl 10.6 MB CPython 3.13 CPython 3.13 macOS 14.0+ ARM64 Details
3lc-3.4.1-cp312-cp312-win_amd64.whl 10.6 MB CPython 3.12 CPython 3.12 Windows x86-64 Details
3lc-3.4.1-cp312-cp312-manylinux_2_28_x86_64.whl 12.3 MB CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64 Details
3lc-3.4.1-cp312-cp312-manylinux_2_28_aarch64.whl 12.6 MB CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64 Details
3lc-3.4.1-cp312-cp312-macosx_14_0_arm64.whl 10.6 MB CPython 3.12 CPython 3.12 macOS 14.0+ ARM64 Details
3lc-3.4.1-cp311-cp311-win_amd64.whl 10.6 MB CPython 3.11 CPython 3.11 Windows x86-64 Details
3lc-3.4.1-cp311-cp311-manylinux_2_28_x86_64.whl 12.3 MB CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64 Details
3lc-3.4.1-cp311-cp311-manylinux_2_28_aarch64.whl 12.6 MB CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64 Details
3lc-3.4.1-cp311-cp311-macosx_14_0_arm64.whl 10.6 MB CPython 3.11 CPython 3.11 macOS 14.0+ ARM64 Details
3lc-3.4.1-cp310-cp310-win_amd64.whl 10.6 MB CPython 3.10 CPython 3.10 Windows x86-64 Details
3lc-3.4.1-cp310-cp310-manylinux_2_28_x86_64.whl 12.3 MB CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64 Details
3lc-3.4.1-cp310-cp310-manylinux_2_28_aarch64.whl 12.6 MB CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64 Details
3lc-3.4.1-cp310-cp310-macosx_14_0_arm64.whl 10.6 MB CPython 3.10 CPython 3.10 macOS 14.0+ ARM64 Details

Total release size: 230.4 MB

Release files / 3lc-3.4.1-cp314-cp314-win_amd64.whl

Download URL 3lc-3.4.1-cp314-cp314-win_amd64.whl
Size 10.6 MB
Tags CPython 3.14 Windows x86-64
SHA-256 checksum
How to use checksums 		a2aadda92becba36201abede59f967cd2a6e12d1fea670b85c5a4ad0e0f5738e
BLAKE2b-256 checksum
How to use checksums 		b61ed4e416c58cfde5798e679888f12da87df00727615e6e26518b9c7d0c6172
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp314-cp314-manylinux_2_28_x86_64.whl

Download URL 3lc-3.4.1-cp314-cp314-manylinux_2_28_x86_64.whl
Size 12.3 MB
Tags CPython 3.14 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums 		a6b2b1afec51385df738fcfb2e78669cdb0b3abaa8dcc00475f8a8e670e1e47b
BLAKE2b-256 checksum
How to use checksums 		c3795ba174491276b562865a7d9f1fbc11390313d602f66c51a174cedf99d42f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp314-cp314-manylinux_2_28_aarch64.whl

Download URL 3lc-3.4.1-cp314-cp314-manylinux_2_28_aarch64.whl
Size 12.6 MB
Tags CPython 3.14 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums 		e3819c5f075127d8a0bb54a4659f9fe0e2a39750fb6e7d50f538313a2abf175d
BLAKE2b-256 checksum
How to use checksums 		b7f6b2affdfc60964c6408e67aeb7223b9a63433b0be324e0e48eda1a418caf4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp314-cp314-macosx_14_0_arm64.whl

Download URL 3lc-3.4.1-cp314-cp314-macosx_14_0_arm64.whl
Size 10.6 MB
Tags CPython 3.14 macOS 14.0+ ARM64
SHA-256 checksum
How to use checksums 		552ad615e73b65fa4a21559357cbde8e324ff6d8c498ebf91ad96fa89972d795
BLAKE2b-256 checksum
How to use checksums 		072ca8cbfbf6e95f31ed32534ae9bc53d284cb8772c130ef51c69135e08e5fed
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp313-cp313-win_amd64.whl

Download URL 3lc-3.4.1-cp313-cp313-win_amd64.whl
Size 10.6 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums 		30aa9076fb20050782a231d9ef25f1a61ab07d3f0c3252d8a82351d46f13a20c
BLAKE2b-256 checksum
How to use checksums 		c47e04a628bb76608e3e5b2a7250473df0c3ab25837803a0a0e5aa20a68c4b17
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp313-cp313-manylinux_2_28_x86_64.whl

Download URL 3lc-3.4.1-cp313-cp313-manylinux_2_28_x86_64.whl
Size 12.3 MB
Tags CPython 3.13 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums 		40c9be6e8abe6cb327bb31ad1d47be1faa3bd3bc212b8c94621534ff967d592c
BLAKE2b-256 checksum
How to use checksums 		5f89948966412b752f96f7949ea7968a74a9da8b04a1a273bf2434e0ccd712ee
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp313-cp313-manylinux_2_28_aarch64.whl

Download URL 3lc-3.4.1-cp313-cp313-manylinux_2_28_aarch64.whl
Size 12.6 MB
Tags CPython 3.13 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums 		ced87e1366828318521d154d65a1e6bc3c4d88e1039e373591b53fc884f5aa5d
BLAKE2b-256 checksum
How to use checksums 		0c582f232d217b8ace17584e7bf1c07743c2aceed637cc43440096ca2ef3a161
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp313-cp313-macosx_14_0_arm64.whl

Download URL 3lc-3.4.1-cp313-cp313-macosx_14_0_arm64.whl
Size 10.6 MB
Tags CPython 3.13 macOS 14.0+ ARM64
SHA-256 checksum
How to use checksums 		31e425a50cd6b1e36cde1770d4b111cbfcb14f6c9d16d05d569442498fc0f5ff
BLAKE2b-256 checksum
How to use checksums 		f486ac9c5a7a0cf623644269cf398cd2babe39ea5967fc0ac4fbd7a28044db9a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp312-cp312-win_amd64.whl

Download URL 3lc-3.4.1-cp312-cp312-win_amd64.whl
Size 10.6 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums 		73618c7789a053a26adbca35a71c8db73ecfe90b1b422c86347761b14cf4e962
BLAKE2b-256 checksum
How to use checksums 		f0d530039c4b163feea9abe81ce851d80666929d890f80292e324554b0400a3f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp312-cp312-manylinux_2_28_x86_64.whl

Download URL 3lc-3.4.1-cp312-cp312-manylinux_2_28_x86_64.whl
Size 12.3 MB
Tags CPython 3.12 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums 		edeeab203369b07091d8b48ad949061c919227a2b163d7d4b9f5416c4a9e7786
BLAKE2b-256 checksum
How to use checksums 		003072284152662c1afbf5f5821b2e0ed83168bd2a725dd71f40fc04ab9f5c11
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp312-cp312-manylinux_2_28_aarch64.whl

Download URL 3lc-3.4.1-cp312-cp312-manylinux_2_28_aarch64.whl
Size 12.6 MB
Tags CPython 3.12 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums 		4d85a25caa565d45eb405d1e13a7d3f9090275d4297a368a7e7812bca0545a1b
BLAKE2b-256 checksum
How to use checksums 		b59d2b931e3f2ce6250475a553afefbc7f4c7a5dc2c97561ebb81b1e5c7c3d77
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp312-cp312-macosx_14_0_arm64.whl

Download URL 3lc-3.4.1-cp312-cp312-macosx_14_0_arm64.whl
Size 10.6 MB
Tags CPython 3.12 macOS 14.0+ ARM64
SHA-256 checksum
How to use checksums 		153149589579912d4f0ccf2acb96e51f88b7d91f9b5e7ebec089f95fc34ce591
BLAKE2b-256 checksum
How to use checksums 		55f385b0e8611d6df2954983a7d2b28f4a901609712df7d8f9b250de16f8ebb7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp311-cp311-win_amd64.whl

Download URL 3lc-3.4.1-cp311-cp311-win_amd64.whl
Size 10.6 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums 		cc5c645aa5635df47292147a4eb7285af040cd235e279e7adc7152ea5b512538
BLAKE2b-256 checksum
How to use checksums 		65594233b221365abf31170c6d5601f293559b47b0007a336f784e0c82262cef
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp311-cp311-manylinux_2_28_x86_64.whl

Download URL 3lc-3.4.1-cp311-cp311-manylinux_2_28_x86_64.whl
Size 12.3 MB
Tags CPython 3.11 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums 		62de5791051b17aadc7a643ddfadb688c8bc39876b3043051576cbf67d1116f8
BLAKE2b-256 checksum
How to use checksums 		4885a9e056af30a7c09cb1c5137cf1b6aa94424aeb164176500ecbc389cd6918
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp311-cp311-manylinux_2_28_aarch64.whl

Download URL 3lc-3.4.1-cp311-cp311-manylinux_2_28_aarch64.whl
Size 12.6 MB
Tags CPython 3.11 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums 		5599cd327a29384275e97bdd0ddb1dd2307a2164038449ab12f74d33aa2f26b0
BLAKE2b-256 checksum
How to use checksums 		58761f2671f0e70b979a25ec2fbad921789925c2aefca5f5e8886733f2d9400e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp311-cp311-macosx_14_0_arm64.whl

Download URL 3lc-3.4.1-cp311-cp311-macosx_14_0_arm64.whl
Size 10.6 MB
Tags CPython 3.11 macOS 14.0+ ARM64
SHA-256 checksum
How to use checksums 		11bd07fb24f753b446a26f41377a45cb411045fba369d9ab7e6873716a603fd1
BLAKE2b-256 checksum
How to use checksums 		715813dc0f27df7023498f96ace65305a65b599f070c392f65e6a72fb76176f1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp310-cp310-win_amd64.whl

Download URL 3lc-3.4.1-cp310-cp310-win_amd64.whl
Size 10.6 MB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums 		d2b6b26aee5bd0149ade98ffb0a9d14117a531b2d0a1060e0569f3e487d0c371
BLAKE2b-256 checksum
How to use checksums 		ed44ca083908b27429dcbcbe5d434586b9b33643bd6829af1ddde147860baab2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp310-cp310-manylinux_2_28_x86_64.whl

Download URL 3lc-3.4.1-cp310-cp310-manylinux_2_28_x86_64.whl
Size 12.3 MB
Tags CPython 3.10 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums 		3506c56b1d0187224ac954e74b0fb8432550af66ece4f392b8781cf9882a362b
BLAKE2b-256 checksum
How to use checksums 		926f5709236cd05b0ef704954564ddf5fa2612e5716b97cabc2d151d53b51ac1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp310-cp310-manylinux_2_28_aarch64.whl

Download URL 3lc-3.4.1-cp310-cp310-manylinux_2_28_aarch64.whl
Size 12.6 MB
Tags CPython 3.10 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums 		ef8e80e365ed15b5b391b48341376e196fc42765b96b17304f73724d823e12ba
BLAKE2b-256 checksum
How to use checksums 		108d1446eb262ecda096fdf4eec3d3ef9bffb10dd4ce6d0d9d3138f0911df72b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release files / 3lc-3.4.1-cp310-cp310-macosx_14_0_arm64.whl

Download URL 3lc-3.4.1-cp310-cp310-macosx_14_0_arm64.whl
Size 10.6 MB
Tags CPython 3.10 macOS 14.0+ ARM64
SHA-256 checksum
How to use checksums 		e0a772e60678b84d81ebb6a4a92a3e538861fd33d3af215138b48cd4eaeb1933
BLAKE2b-256 checksum
How to use checksums 		af86c2bad5e47f31da3dc18dd74332d7a4785b85b938c2f994b46ebb36f0f964
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.11

Release history Release notifications | RSS feed

This release

3.4.1 This release

20 release files

3.4.0

20 release files

3.3.2

16 release files

3.3.1

16 release files

3.3.0

16 release files

3.2.2

16 release files

3.2.1

16 release files

Yanked

3.2.0

16 release files

2.22.0

12 release files

2.21.3

15 release files

Yanked

2.21.2

15 release files

2.21.1

15 release files

2.21.0

15 release files

2.20.1

15 release files

2.20.0

15 release files

2.19.1

15 release files

2.19.0

15 release files

2.18.0

15 release files

2.17.0

15 release files

2.16.3

15 release files

2.16.2

15 release files

2.16.1

15 release files

2.16.0

15 release files

2.15.0

12 release files

2.14.1

12 release files

2.14.0

12 release files

2.13.2

12 release files

2.13.1

12 release files

Yanked

2.13.0

12 release files

2.12.1

12 release files

2.12.0

12 release files

2.11.2

14 release files

2.11.1

14 release files

Yanked

2.11.0

14 release files

2.10.2

14 release files

Yanked

2.10.1

14 release files

Yanked reason: Performance issues with indexing network storage

Yanked

2.10.0

14 release files

Yanked reason: Performance issues with indexing network storage

2.9.0

14 release files

2.8.0

14 release files

2.7.1

14 release files

2.7.0

14 release files

2.6.4

11 release files

2.6.3

11 release files

2.6.2

11 release files

2.6.1

11 release files

2.6.0

11 release files

2.5.1

11 release files

Yanked

2.5.0

11 release files

2.3.92

11 release files

2.3.84

11 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page