Vector (and Scalar) Quantization, in Pytorch
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- Python
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scalar-quantization
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RAG Time: A 5-week Learning Journey to Mastering RAG
ai azure visual-studio-code indexing openai gpt language-model multimodal keyword-search rag hnsw vector-search responsible-ai scalar-quantization hybrid-search llm generative-ai retrieval-augmented-generation matryoshka-representation-learning binary-quantization
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- Jupyter Notebook
Implementation of the proposed MaskBit from Bytedance AI
deep-learning transformers artificial-intelligence autoencoder image-generation scalar-quantization binary-quantization vqgan-vae
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- Python
TensorFlow implementation of "Finite Scalar Quantization: VQ-VAE Made Simple" (ICLR 2024)
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- Python
Taxonomy Completion with Embedding Quantization and an LLM-based Pipeline: A Case Study in Computational Linguistics
python natural-language-processing clustering embeddings dimensionality-reduction topic-modeling quantization umap hdbscan pydantic taxonomy-construction huggingface alibi scalar-quantization sentence-transformers huggingface-transformers prompt-engineering langchain anthropic-claude mistral-7b
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- Jupyter Notebook
Benchmarking and evaluation code for image retrieval in Python + Dask and implementation of Surrogate Text Representation and Indexing
elasticsearch dask image-retrieval pylucene deep-features surrogate-text-representation scalar-quantization
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- Python
The embedded vector database for LLM-native applications.
android python lightweight ai cross-platform c99 embedded-database semantic-search similarity-search edge-computing rag hnsw approximate-nearest-neighbors local-first vector-database scalar-quantization llm embedding-database retrieval-augmented-generation single-file-database
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- C
Python images scalar quantizer lossy compressor and decompressor.
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- Python
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