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litellm/tests/vector_store_tests
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jaideeppyne ab78459097 fix(cohere): handle multimodal inputs in token counting and guardrails 
Response transformation crashed with TypeError when counting tokens for
multimodal (dict-shaped) embedding inputs, since encoding.encode() was
called directly on the dict instead of its text parts. Also removed a
dead, equally-buggy duplicate of the same loop in _transform_response.

Separately, the embeddings guardrail handler silently skipped multimodal
dict inputs instead of scanning them, letting prohibited text/image
content bypass the configured guardrail. It now extracts and scans the
text parts while leaving image parts untouched.
2026-08-13 09:01:47 +05:30
..
rag fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
base_vector_store_test.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
conftest.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_azure_ai_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_azure_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_bedrock_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_gemini_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_milvus_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_openai_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_ragflow_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_s3_vectors_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_vertex_ai_search_api_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30
test_vertex_ai_vector_store.py fix(cohere): handle multimodal inputs in token counting and guardrails 2026-08-13 09:01:47 +05:30