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#transformers

Every repository in the public record carrying this tag — from its GitHub topics or the keywords its package registries publish. Health is measured under the same versioned methodology as the rest of the record.

57 records
Tagged “transformers”Ranked by health index
PyPI
99Exceptionalhealth index
huggingface/trl
Train transformer language models with reinforcement learning.
Python★ 19.1K↓ 4.1M/moAug 24, 2026
Apache-2.0Aug 24, 2026 · metrics 2.10.0
PyPI
98Exceptionalhealth index
NVIDIA/Megatron-LM
Ongoing research training transformer models at scale
Python★ 17.9K↓ 263.7K/moSep 17, 2026
Custom licenseSep 17, 2026 · metrics 2.10.0
PyPI
98Exceptionalhealth index
data-privacy-stack/presidio
An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines.
Python★ 10.7K↓ 12.1M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
PyPI
98Exceptionalhealth index
huggingface/peft
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
Python★ 21.7KSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
PyPI
98Exceptionalhealth index
openvinotoolkit/nncf
Neural Network Compression Framework for enhanced OpenVINO™ inference
Python★ 1,199↓ 1.3M/moSep 17, 2026
Apache-2.0Sep 17, 2026 · metrics 2.10.0
PyPI
98Exceptionalhealth index
vllm-project/llm-compressor
Transformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLM
Python★ 3,778↓ 115.7K/moSep 13, 2026
Apache-2.0Sep 13, 2026 · metrics 2.10.0
PyPI · npm
97Exceptionalhealth index
xorbitsai/inference
Swap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API.
Python · TypeScript★ 9,579↓ 8,895/moSep 20, 2026
Apache-2.0Sep 20, 2026 · metrics 2.10.0
PyPI
96Exceptionalhealth index
MakazhanAlpamys/Soup
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
Python★ 5,794Sep 8, 2026
Apache-2.0Sep 8, 2026 · metrics 2.10.0
PyPI
95Exceptionalhealth index
Blaizzy/mlx-audio
A text-to-speech (TTS), speech-to-text (STT) and speech-to-speech (STS) library built on Apple's MLX framework, providing efficient speech analysis on Apple Silicon.
Python★ 7,796↓ 582.2K/moAug 28, 2026
MITAug 28, 2026 · metrics 2.10.0
crates.io
95Exceptionalhealth index
huggingface/tokenizers
💥 Fast State-of-the-Art Tokenizers optimized for Research and Production
Rust · Python★ 11K↓ 3.8M/moAug 27, 2026
Apache-2.0Aug 27, 2026 · metrics 2.10.0
PyPI
95Exceptionalhealth index
intel/auto-round
A SOTA quantization toolkit for high-accuracy low-bit LLM inference|简洁且高效的量化工具包
Python · C++★ 1,609↓ 16K/moSep 8, 2026
Apache-2.0Sep 8, 2026 · metrics 2.10.0
PyPI
94Exceptionalhealth index
huggingface/optimum
🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools
Python★ 3,486↓ 1.5M/moSep 12, 2026
Apache-2.0Sep 12, 2026 · metrics 2.10.0
PyPI
94Exceptionalhealth index
modelscope/ms-swift
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).
Python★ 15.4K↓ 111K/moAug 27, 2026
Apache-2.0Aug 27, 2026 · metrics 2.10.0
PyPI
94Exceptionalhealth index
raullenchai/Rapid-MLX
The fastest local AI engine for Apple Silicon. 4.2x faster than Ollama, 0.08s cached TTFT, 100% tool calling. 17 tool parsers, prompt cache, reasoning separation, cloud routing. Drop-in OpenAI replacement. Works with Claude Code, Cursor, Aider.
Python · Swift★ 3,753Sep 15, 2026
Custom licenseSep 15, 2026 · metrics 2.10.0
PyPI
94Exceptionalhealth index
vllm-project/speculators
A unified library for building, evaluating, and storing speculative decoding algorithms for LLM inference in vLLM
Python★ 865↓ 5,844/moOct 8, 2026
Apache-2.0Oct 8, 2026 · metrics 2.10.0
PyPI · Go · npm
93Exceptionalhealth index
SwanHubX/SwanLab
⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.
Python★ 4,176↓ 155.3K/moAug 28, 2026
Apache-2.0Aug 28, 2026 · metrics 2.10.0
PyPI
93Exceptionalhealth index
amazon-science/chronos-forecasting
Chronos: Pretrained Models for Time Series Forecasting
Python★ 5,769↓ 835.1K/moAug 28, 2026
Apache-2.0Aug 28, 2026 · metrics 2.10.0
PyPI
93Exceptionalhealth index
mflux-community/mflux
Apple MLX native implementations of state-of-the-art generative image & video models
Python★ 2,459↓ 30.6K/moOct 8, 2026
MITOct 8, 2026 · metrics 2.10.0
PyPI
93Exceptionalhealth index
neuml/txtai
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
Python★ 13KSep 20, 2026
Apache-2.0Sep 20, 2026 · metrics 2.10.0
PyPI
91Excellenthealth index
ModelCloud/GPTQModel
LLM model quantization (compression) toolkit with HW acceleration support for Nvidia, AMD, Intel GPU and Intel/AMD/Apple CPU via HF, vLLM, and SGLang.
Python · Cuda★ 1,253↓ 28.2K/moSep 10, 2026
Custom licenseSep 10, 2026 · metrics 2.10.0
PyPI
90Excellenthealth index
kyegomez/swarms
The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai
Python★ 7,172↓ 14.4K/moSep 15, 2026
Apache-2.0Sep 15, 2026 · metrics 2.10.0
PyPI
90Excellenthealth index
ndif-team/nnsight
The nnsight package enables interpreting and manipulating the internals of deep learned models.
Python★ 1,125↓ 20.2K/moOct 20, 2026
MITOct 20, 2026 · metrics 2.10.0
PyPI · crates.io
90Excellenthealth index
onuralpszr/trackforge
Unified, high-performance computer vision tracking library
Rust★ 33↓ 7,303/moSep 18, 2026
MITSep 18, 2026 · metrics 2.10.0
PyPI
89Excellenthealth index
lfnovo/esperanto
A unified interface for various AI model providers
Python★ 212↓ 47.4K/moSep 11, 2026
MITSep 11, 2026 · metrics 2.10.0
PyPI
89Excellenthealth index
urchade/GLiNER
Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts)
Python★ 3,734↓ 660.9K/moSep 17, 2026
Apache-2.0Sep 17, 2026 · metrics 2.10.0
PyPI
88Excellenthealth index
qubvel-org/segmentation_models.pytorch
Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.
Python★ 11.7K↓ 422.9K/moSep 17, 2026
MITSep 17, 2026 · metrics 2.10.0
crates.io · npm · PyPI
87Excellenthealth index
EricLBuehler/mistral.rs
Fast, flexible LLM inference
Rust · Cuda★ 7,695↓ 296.5K/moSep 17, 2026
MITSep 17, 2026 · metrics 2.10.0
PyPI
87Excellenthealth index
MaartenGr/BERTopic
Leveraging BERT and c-TF-IDF to create easily interpretable topics.
Python★ 7,838Sep 17, 2026
MITSep 17, 2026 · metrics 2.10.0
PyPI
87Excellenthealth index
lpalbou/mlx-gen
Generative image and video runtimes for Apple Silicon (MLX): text/image-to-image, instruction editing, masked edit, text/image/reference-to-video, video editing, and restoration.
Python★ 25↓ 3,543/moSep 10, 2026
MITSep 10, 2026 · metrics 2.10.0
PyPI
86Excellenthealth index
GiacomoSaccaggi/scomp_link
End-to-end ML toolkit automating the complete workflow — data profiling, preprocessing, feature engineering, model selection, training, validation, explainability, drift monitoring, fairness checks, and interactive HTML reporting. Includes a full CLI for zero-code ML pipelines. Python 3.10+.
Python★ 12↓ 2,313/moSep 9, 2026
MITSep 9, 2026 · metrics 2.10.0