truera/trulens

edd

Eval-driven development loop for this repo (rag-loop, an aircraft-systems RAG app on LangGraph, OpenAI, Qdrant Cloud, and TruLens). Use when the user wants to run an experiment, inspect feedback metrics, or decide keep-or-reject on a config/prompt change.

لغة النص الأصلي: الإنجليزية

qdrant-clients-sdk

Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.

لغة النص الأصلي: الإنجليزية

qdrant-search-quality-diagnosis

Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', 'quality dropped after…

لغة النص الأصلي: الإنجليزية

qdrant-hybrid-search-combining

Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone asks 'RRF or DBSF?', 'how to combine sparse and dense', 'how to combine scores from multiple searches?', 'custom fusion', or 'fusion is not producing…

لغة النص الأصلي: الإنجليزية

qdrant-hybrid-search-prefetches

Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. Use when someone asks 'dense and sparse in one search?', 'how to combine multiple fields for retrieval?', 'payloads or…

لغة النص الأصلي: الإنجليزية

qdrant-hybrid-search

Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to combine results from multiple searches?' and 'combining…

لغة النص الأصلي: الإنجليزية

qdrant-relevance-feedback

Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense search relevance/recall', 'how to discover/get more…

لغة النص الأصلي: الإنجليزية

qdrant-search-strategies

Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too…

لغة النص الأصلي: الإنجليزية

qdrant-search-quality

Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding…

لغة النص الأصلي: الإنجليزية

trulens-diagnosis

Diagnose low evaluation scores and generate actionable improvement recommendations

لغة النص الأصلي: الإنجليزية

trulens-dataset-curation

Create and curate evaluation datasets with ground truth for TruLens

لغة النص الأصلي: الإنجليزية

trulens-evaluation-setup

Configure feedback functions and selectors for TruLens evaluations

لغة النص الأصلي: الإنجليزية

trulens-blocking-guardrails

Configure and use feedback functions as runtime blocking guardrails

لغة النص الأصلي: الإنجليزية

trulens-instrumentation

Instrument LLM apps with TruLens OTEL-based tracing - from setup to debugging and optimization

لغة النص الأصلي: الإنجليزية

trulens-notebook-execution

Execute and display Jupyter notebooks for TruLens demos and quickstarts

لغة النص الأصلي: الإنجليزية

trulens-running-evaluations

Execute TruLens evaluations and view results

لغة النص الأصلي: الإنجليزية

trulens-evaluation-workflow

Systematically evaluate your LLM application with TruLens

لغة النص الأصلي: الإنجليزية