traceAI-qdrant
OpenTelemetry instrumentation for Qdrant vector database.
Installation
pip install traceAI-qdrant
Quick Start
from fi_instrumentation import register
from traceai_qdrant import QdrantInstrumentor
from qdrant_client import QdrantClient
from qdrant_client.models import VectorParams, Distance, PointStruct
trace_provider = register(project_name="my-rag-app")
QdrantInstrumentor().instrument(tracer_provider=trace_provider)
client = QdrantClient(":memory:")
client.create_collection("documents", vectors_config=VectorParams(size=384, distance=Distance.COSINE))
client.upsert("documents", points=[
PointStruct(id=1, vector=[0.1]*384, payload={"text": "Hello"}),
PointStruct(id=2, vector=[0.2]*384, payload={"text": "World"}),
])
results = client.search("documents", query_vector=[0.15]*384, limit=5)
Instrumented Operations
| Operation | Span Name | Description |
|---|---|---|
search |
qdrant search |
Vector similarity search |
upsert |
qdrant upsert |
Insert or update points |
delete |
qdrant delete |
Delete points |
retrieve |
qdrant retrieve |
Get points by ID |
scroll |
qdrant scroll |
Iterate through points |
recommend |
qdrant recommend |
Recommendation search |
count |
qdrant count |
Count points |
License
Apache License 2.0
1 maintainer
Metadata
1 maintainer
Release files for traceAI-qdrant 0.1.0
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| traceai_qdrant-0.1.0.tar.gz | 3.4 kB | Without provenance | Details for traceai_qdrant-0.1.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| traceai_qdrant-0.1.0-py3-none-any.whl | Python 3 | none | any | Details for traceai_qdrant-0.1.0-py3-none-any.whl |
Total release size: 8.2 kB
Release files / traceai_qdrant-0.1.0.tar.gz
| Download URL | traceai_qdrant-0.1.0.tar.gz |
|---|---|
| Size | 3.4 kB |
| Tags | Source |
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SHA-256 checksum How to use checksums |
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Release files / traceai_qdrant-0.1.0-py3-none-any.whl
| Download URL | traceai_qdrant-0.1.0-py3-none-any.whl |
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| Size | 4.8 kB |
| Tags | Python 3 |
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