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Top 23 Python Bert Projects
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transformers
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
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InfluxDB
InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
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haystack
AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
Project mention: Building a Prompt-Based Crypto Trading Platform with RAG and Reddit Sentiment Analysis using Haystack | dev.to | 2025-04-28Haystack forms the backbone of our RAG system. It provides pipelines for processing documents, embedding text, and retrieving relevant information.
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SaaSHub
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ERNIE
Official implementations for various pre-training models of ERNIE-family, covering topics of Language Understanding & Generation, Multimodal Understanding & Generation, and beyond.
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awesome-pretrained-chinese-nlp-models
Awesome Pretrained Chinese NLP Models，高质量中文预训练模型&大模型&多模态模型&大语言模型集合
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beir
A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.
Project mention: Any* Embedding Model Can Become a Late Interaction Model - If You Give It a Chance! | dev.to | 2024-08-29The source code for these experiments is open-source and utilizes beir-qdrant, an integration of Qdrant with the BeIR library. While this package is not officially maintained by the Qdrant team, it may prove useful for those interested in experimenting with various Qdrant configurations to see how they impact retrieval quality. All experiments were conducted using Qdrant in exact search mode, ensuring the results are not influenced by approximate search.
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SparK
[ICLR'23 Spotlight🔥] The first successful BERT/MAE-style pretraining on any convolutional network; Pytorch impl. of "Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling" (by keyu-tian)
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contextualized-topic-models
A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL and ACL 2021 (Bianchi et al.).
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Transformers4Rec
Transformers4Rec is a flexible and efficient library for sequential and session-based recommendation and works with PyTorch.
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python Bert discussion
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A note from our sponsor - SaaSHub
www.saashub.com | 23 Jun 2025
Index
What are some of the best open-source Bert projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | transformers | 145,855 |
| 2 | haystack | 21,206 |
| 3 | clip-as-service | 12,639 |
| 4 | PaddleNLP | 12,636 |
| 5 | bertviz | 7,411 |
| 6 | BERTopic | 6,834 |
| 7 | BERT-pytorch | 6,416 |
| 8 | ERNIE | 6,387 |
| 9 | awesome-pretrained-chinese-nlp-models | 5,287 |
| 10 | KeyBERT | 3,894 |
| 11 | Top2Vec | 3,060 |
| 12 | adapters | 2,718 |
| 13 | ABSA-PyTorch | 2,070 |
| 14 | DeBERTa | 2,063 |
| 15 | AliceMind | 2,045 |
| 16 | beir | 1,842 |
| 17 | jiant | 1,665 |
| 18 | scibert | 1,601 |
| 19 | ModernBERT | 1,409 |
| 20 | SparK | 1,337 |
| 21 | BERT-NER | 1,237 |
| 22 | contextualized-topic-models | 1,233 |
| 23 | Transformers4Rec | 1,186 |
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