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#embeddings

6 plugins tagged embeddings.

Chunker chunker.qwer · 1.0.0Text and Markdown split into chunks by characters or OpenAI tokens, with overlap, cut at headings, paragraphs and sentences, for embeddings and LLM prompts.aillmembeddingsmarkdownsearch9 views · 9 downloadsQdrant qdrant.qwer · 1.0.0Qdrant over REST: collections, points written in batches and waited on, vector search with payload filters written the short way, scrolling through everything by its offset, and payloads counted, changed and deleted by id or filter.vectorssearchembeddingsqdrant4 views · 9 downloadsVector search vectors.qwer · 1.0.0Nearest neighbours among embeddings, by collection: "more like this" and semantic search by cosine similarity, saved to a file and loaded back.searchembeddingsairecommendations5 views · 9 downloadsGoogle Gemini gemini.qwer · 1.0.0Google's Gemini API with no SDK: generateContent with a system instruction and function calls, streams collected, embedContent and batches of it, token counts, a blocked prompt told apart from a stop for safety, and 429s retried after the delay the error names.aillmembeddingsgooglestreaming3 views · 10 downloadsOllama ollama.qwer · 1.0.0A model on your own machine through Ollama: generate and chat with their streams collected and timings turned into tokens per second, tool calls, JSON output, embeddings, what is installed and loaded, pulls, and a clear word when the server is stopped or the model is missing.aillmlocalembeddings2 views · 8 downloadsOpenAI openai.qwer · 1.0.0Chat completions, the Responses API and embeddings from OpenAI or any server that speaks its API, chosen by OPENAI_BASE_URL: tool calls parsed and answered, streams put back together piece by piece, 429s retried as the headers say and a spent quota not retried at all.aillmembeddingsstreamingtools3 views · 11 downloads

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