asyml/forte

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Forte is a flexible and powerful ML workflow builder. This is part of the CASL project: http://casl-project.ai/

Stars: 253
Forks: 59
Open beginner issues: 0
Indexed issues: 96

Dominant language: Python
License: Apache-2.0
Last GitHub push: Apr 6, 2023
Latest indexed: Sep 14, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: help wanted good first issue
PR merge metrics: No merged PRs in 30d

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96 open issues indexed

Streamline test cases for pipeline components Open

priority: medium test_cases

asyml/forte#32 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Create tutorial for the system. Open

priority: medium topic: docs

asyml/forte#33 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Staged process mode Open

enhancement priority: low

asyml/forte#37 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Unify and customizable Conll-like readers Open

enhancement priority: low topic: data

asyml/forte#63 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
`DataPack.get()` has bad performance on large packs Open

enhancement priority: medium topic: data

asyml/forte#65 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
DataPack.get_data usage issue Open

enhancement priority: high topic: data

asyml/forte#69 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Moving models to a separate directory and standardizing the use of config object Open

priority: high topic: processors

asyml/forte#84 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Helper function for building text and track offset Open

enhancement priority: medium topic: data

asyml/forte#86 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Data structure traversal support Open

enhancement priority: medium topic: data

asyml/forte#87 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Clean up the doc config Open

bug priority: low

asyml/forte#100 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Testing advanced queries in Query type Open

priority: low test_cases

asyml/forte#106 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Logic of query processing is not straightforward Open

priority: low topic: interface

asyml/forte#107 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Reorganize core abstract function calls and simplify APIs Open

enhancement topic: interface topic: processors

asyml/forte#125 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Update documentation structure for readthedoc Open

enhancement topic: docs

asyml/forte#126 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Systematic but simple way to enforce coherence and chainability between components Open

enhancement priority: low topic: infra

asyml/forte#142 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Unifying similar test functions together Open

priority: medium test_cases

asyml/forte#153 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Refactoring of processor code Open

enhancement priority: medium topic: infra topic: processors

asyml/forte#154 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Remove code generation results via patches Open

enhancement priority: low topic: infra topic: ontology

asyml/forte#179 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Multipack member methods should be richer Open

enhancement priority: medium topic: infra

asyml/forte#180 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Cannot load state_dict for AllenNLP UD dependency parsing. Open

priority: low topic: processors topic: third_party

asyml/forte#206 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Misuse of the cache_key_function in several data readers Open

asyml/forte#239 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Create Dataset readers for BC5CDR in BLUE Benchmark Open

good first issue help wanted topic: data

asyml/forte#240 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Plug the SST2 reader into Forte’s training system Open

asyml/forte#243 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Streamline the implementation of collect and caching in readers Open

enhancement priority: medium topic: data topic: interface

asyml/forte#262 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Serialization with less metadata Open

asyml/forte#265 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Create a text classifier for the IMDB large movie dataset Open

data_aug topic: data

asyml/forte#293 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Add the classification Pipeline Open

e/5

asyml/forte#326 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
A Classification Example in Forte Pipeline Open

e/3 model_interface

asyml/forte#328 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Require a better way to initialize reader by given config Open

asyml/forte#334 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Organize the datasets in an convenient module Open

e/3 enhancement topic: data

asyml/forte#371 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
More descriptive error message when the data pack contains unknown types Open

enhancement priority: medium topic: data

asyml/forte#388 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Investigate high-performance data serialization Open

asyml/forte#405 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Allow users assign specific index for PAD or UNK in Vocabulary Open

asyml/forte#414 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Batcher returns the same Sentence multiple time when connecting two or more predictors in the same pipeline. Open

bug data_aug e/1 priority: high

asyml/forte#415 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Allow storing actual data content and large meta-data as additional references Open

enhancement help wanted priority: medium topic: data

asyml/forte#416 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Previous results was removed by following predictors if they use the same ontology Open

asyml/forte#417 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Batcher configs are not string based Open

asyml/forte#420 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Implement structure substitute Open

data_aug e/5 priority: medium

asyml/forte#478 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Add versioning to data pack representation Open

e/5 priority: medium topic: data topic: infra

asyml/forte#500 · 0 comments · 1 reaction · 1 assignee · Indexed Sep 14, 2026
Clean up the ontology package names and documentations for ontology convention Open

e/3 priority: medium topic: data topic: ontology

asyml/forte#501 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Example using extractor interfaces are not finished Open

priority: low

asyml/forte#508 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
JSON Schema for serialized data packs Open

priority: medium topic: data topic: infra

asyml/forte#547 · 0 comments · 1 reaction · 1 assignee · Indexed Sep 14, 2026
add profiler for data packs and processors Open

asyml/forte#549 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Flexible selector implementation Open

asyml/forte#552 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Consider remove ontology definitions from pipeline representation serialization Open

priority: medium topic: data topic: ontology

asyml/forte#584 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Refactor Structure for Data Augmentation Methods Open

asyml/forte#590 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Add auto-checking tools for doctoring Open

topic: docs

asyml/forte#612 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Current `sphinx_rtd_theme` doesn't support Sphinx>=4.0 Open

priority: low topic: docs

asyml/forte#620 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Global DataPack Open

asyml/forte#625 · 2 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Reducer to consume global DataPack Open

asyml/forte#626 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026

asyml/forte

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