Introduction | Installation | Creating a Vector Collection | Generating Embeddings | Finding Similar Items | Combining with Tidyverse Operations | Persistence | Hybrid Search | Clustering | Working with Images | Visualizing Embedding Spaces | Advanced Use Cases | RAG (Retrieval-Augmented Generation) | Custom Embedders | Conclusion
Package: tidyvec 0.1.0
Nicolas Gauthier
tidyvec: Lightweight Vector Embeddings for the Tidyverse
A lightweight vector database for storing and querying embeddings within the tidyverse framework. Supports multimodal (text and image) embeddings, nearest neighbor search, and visualization, all with a tidyverse-friendly API.
Authors:
tidyvec_0.1.0.tar.gz
tidyvec_0.1.0.zip(r-4.7-any)tidyvec_0.1.0.zip(r-4.6-any)tidyvec_0.1.0.zip(r-4.5-any)
tidyvec_0.1.0.tgz(r-4.6-any)tidyvec_0.1.0.tgz(r-4.5-any)
tidyvec_0.1.0.tar.gz(r-4.7-any)tidyvec_0.1.0.tar.gz(r-4.6-any)
tidyvec_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
tidyvec/json (API)
| # Install 'tidyvec' in R: |
| install.packages('tidyvec', repos = c('https://flmnh-ai.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/flmnh-ai/tidyvec/issues
Pkgdown/docs site:https://flmnh-ai.github.io
Last updated from:36d0472f1f. Checks:7 WARNING, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | WARNING | 137 | ||
| source / vignettes | OK | 186 | ||
| linux-release | WARNING | 139 | ||
| macos-release | WARNING | 168 | ||
| macos-oldrel | WARNING | 191 | ||
| windows-devel | WARNING | 143 | ||
| windows-release | WARNING | 113 | ||
| windows-oldrel | WARNING | 106 | ||
| wasm-release | OK | 107 |
Exports:cluster_embeddingsembedembedder_hfembedder_tfidfinspect_collectionnearestread_vecvecviz_embeddingsviz_imageswrite_vec
Dependencies:clicpp11dplyrfarvergenericsggplot2gluegtableisobandlabelinglifecyclemagrittrpillarpkgconfigpurrrR6RColorBrewerrlangS7scalestibbletidyselectutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Similarity operator | %~% |
| Cluster embeddings using k-means | cluster_embeddings |
| Compute embeddings for items in a tidyvec collection | embed |
| Create a HuggingFace embedding function | embedder_hf |
| Create a simple TF-IDF embedding function for text | embedder_tfidf |
| Print details about a tidyvec collection | inspect_collection |
| Find nearest neighbors for a query in a tidyvec collection | nearest |
| Read a tidyvec collection from disk | read_vec |
| Creates a vector collection from a data frame or tibble | vec |
| Visualize embedding space using dimensionality reduction | viz_embeddings |
| Visualize images in a tidyvec collection using magick | viz_images |
| Save a tidyvec collection to disk | write_vec |