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3 commits

Author SHA1 Message Date
cybermaggedon
f2ae0e8623
Embeddings API scores (#671) 
- Put scores in all responses
- Remove unused 'middle' vector layer. Vector of texts -> vector of (vector embedding)
 2026-03-09 10:53:44 +00:00
cybermaggedon
0a2ce47a88
Batch embeddings (#668) 
Base Service (trustgraph-base/trustgraph/base/embeddings_service.py):
- Changed on_request to use request.texts

FastEmbed Processor
(trustgraph-flow/trustgraph/embeddings/fastembed/processor.py):
- on_embeddings(texts, model=None) now processes full batch efficiently
- Returns [[v.tolist()] for v in vecs] - list of vector sets

Ollama Processor (trustgraph-flow/trustgraph/embeddings/ollama/processor.py):
- on_embeddings(texts, model=None) passes list directly to Ollama
- Returns [[embedding] for embedding in embeds.embeddings]

EmbeddingsClient (trustgraph-base/trustgraph/base/embeddings_client.py):
- embed(texts, timeout=300) accepts list of texts

Tests Updated:
- test_fastembed_dynamic_model.py - 4 tests updated for new interface
- test_ollama_dynamic_model.py - 4 tests updated for new interface

Updated CLI, SDK and APIs
 2026-03-08 18:36:54 +00:00
cybermaggedon
d9d4c91363
Dynamic embeddings model (#556) 
* Dynamic embeddings model selection

* Added tests

* HF embeddings are skipped, tests don't run with that package currently tests
 2025-11-10 20:38:01 +00:00