llama-stack/llama_stack/providers/inline/vector_io
Daniele Martinoli cca9bd6cc3
feat: Qdrant inline provider (#1273)
# What does this PR do?
Removed local execution option from the remote Qdrant provider and
introduced an explicit inline provider for the embedded execution.
Updated the ollama template to include this option: this part can be
reverted in case we don't want to have two default `vector_io`
providers.

(Closes #1082)

## Test Plan
Build and run an ollama distro:
```bash
llama stack build --template ollama --image-type conda
llama stack run --image-type conda ollama
```

Run one of the sample ingestionapplicatinos like
[rag_with_vector_db.py](https://github.com/meta-llama/llama-stack-apps/blob/main/examples/agents/rag_with_vector_db.py),
but replace this line:
```py
    selected_vector_provider = vector_providers[0]
```
with the following, to use the `qdrant` provider:
```py
    selected_vector_provider = vector_providers[1]
```

After running the test code, verify the timestamp of the Qdrant store:
```bash
% ls -ltr ~/.llama/distributions/ollama/qdrant.db/collection/test_vector_db_*
total 784
-rw-r--r--@ 1 dmartino  staff  401408 Feb 26 10:07 storage.sqlite
```

[//]: # (## Documentation)

---------

Signed-off-by: Daniele Martinoli <dmartino@redhat.com>
Co-authored-by: Francisco Arceo <farceo@redhat.com>
2025-03-18 14:04:21 -07:00
..
chroma test: add unit test to ensure all config types are instantiable (#1601) 2025-03-12 22:29:58 -07:00
faiss chore: fix typing hints for get_provider_impl deps arguments (#1544) 2025-03-11 10:07:28 -07:00
milvus chore: fix typing hints for get_provider_impl deps arguments (#1544) 2025-03-11 10:07:28 -07:00
qdrant feat: Qdrant inline provider (#1273) 2025-03-18 14:04:21 -07:00
sqlite_vec chore: fix typing hints for get_provider_impl deps arguments (#1544) 2025-03-11 10:07:28 -07:00
__init__.py [memory refactor][1/n] Rename Memory -> VectorIO, MemoryBanks -> VectorDBs (#828) 2025-01-22 09:59:30 -08:00