Nuclia DB
smolrsrwkv
Nuclia DB | smolrsrwkv | |
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3 | 6 | |
590 | 92 | |
3.2% | - | |
9.9 | 5.6 | |
2 days ago | 9 months ago | |
Rust | Rust | |
AGPL V3 | MIT License |
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Nuclia DB
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Tantivy 0.20 is released: Schemaless column store, Schemaless aggregations, Phrase prefix queries, Percentiles, and more...
You have also NucliaDB that is built on top of tantivy and addresses vector search for documents and video search.
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Alternatives to Pinecone? (Vector databases) [D]
NucliaDB https://github.com/nuclia/nucliadb
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qdrant VS nucliadb - a user suggested alternative
2 projects | 18 Jul 2022
smolrsrwkv
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Introducing repugnant-pickle, a crate for scraping Python Pickle files in a basic way. Notable, it can deal with (some) PyTorch model files.
For an example of actually using it, you can look at my little project for running inference on RWKV models: https://github.com/KerfuffleV2/smolrsrwkv It uses repugnant-pickle to enable loading PyTorch models directly with no conversion requirement or Python dependencies.
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Is GPT-4 still just a language model trying to predict text?
If you want some proof, I wrote my own application that can run inference on RWKV models (competing approach similar to GPT which most LLMs use currently): https://github.com/KerfuffleV2/smolrsrwkv
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I created a simple implementation of the RWKV language model (RWKV competes with the dominant Transformers-based approach which is the "T" in GPT)
It can now quantize to 8bit for 4x memory savings: https://github.com/KerfuffleV2/smolrsrwkv/tree/experiment-quantize
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ChatGPT saved this dog's life...
Here's an implementation of RWKV I wrote that can run inference on models: https://github.com/KerfuffleV2/smolrsrwkv
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LLMs are not that different from us -- A delve into our own conscious process
Now, I'm not an expert but I do know a little more than the average person. I actually just got done implementing a simple one based on the RWKV approach rather than transformers: https://github.com/KerfuffleV2/smolrsrwkv
What are some alternatives?
qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
tract - Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference [Moved to: https://github.com/sonos/tract]
MeiliSearch - A lightning-fast search API that fits effortlessly into your apps, websites, and workflow
ChatRWKV - ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.
txtai - 💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
repugnant-pickle - Low effort scraping Python's pickle format in Rust. It is to complete pickle parsing as BeautifulSoup was to complete HTML parsing.
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
askai - Command Line Interface for OpenAi ChatGPT
Weaviate - Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.
tract - Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference
ByteDetective - The easiest way to search for images on your desktop 🔎
neuronika - Tensors and dynamic neural networks in pure Rust.