piwheels

inatinqperf

iNatInqPerf is a benchmark implemented to evalaute performance vs. cost trade-offs of running NLP based search (like INQUIRE) in a platform with different vectorDBs (like INaturalists).

Installation

In a virtualenv (see these instructions if you need to create one):

pip3 install inatinqperf

Dependencies

• pillow
• torchvision
• qdrant-client
• tabulate
• numpy
• safetensors
• typer
• torch
• pydantic
• faiss-cpu
• requests
• simpleeval
• tqdm
• transformers
• weaviate-client
• python-dotenv
• huggingface-hub
• psutil
• pyyaml
• pymilvus
• pandas
• datasets
• codetiming

Releases

Version	Released	Bullseye Python 3.9	Bookworm Python 3.11	Trixie Python 3.13	Files
0.1.108	2025-12-10
inatinqperf-0.1.108-py3-none-any.whl (38 KB)
0.1.107	2025-12-10
inatinqperf-0.1.107-py3-none-any.whl (37 KB)
0.1.101	2025-12-09
inatinqperf-0.1.101-py3-none-any.whl (34 KB)
0.1.100	2025-12-09
inatinqperf-0.1.100-py3-none-any.whl (34 KB)
0.1.99	2025-12-03
inatinqperf-0.1.99-py3-none-any.whl (34 KB)
0.1.93	2025-11-25
inatinqperf-0.1.93-py3-none-any.whl (34 KB)
0.1.84	2025-11-18
inatinqperf-0.1.84-py3-none-any.whl (32 KB)
0.1.70	2025-11-04
inatinqperf-0.1.70-py3-none-any.whl (28 KB)
0.1.63	2025-11-03
inatinqperf-0.1.63-py3-none-any.whl (27 KB)
0.1.62	2025-10-30
inatinqperf-0.1.62-py3-none-any.whl (26 KB)
0.1.61	2025-10-30
inatinqperf-0.1.61-py3-none-any.whl (28 KB)
0.1.58	2025-10-29
inatinqperf-0.1.58-py3-none-any.whl (29 KB)
0.1.31	2025-10-10
inatinqperf-0.1.31-py3-none-any.whl (23 KB)
0.1.24	2025-10-10
inatinqperf-0.1.24-py3-none-any.whl (19 KB)
0.1.23	2025-10-10
inatinqperf-0.1.23-py3-none-any.whl (17 KB)
0.1.22	2025-10-08
inatinqperf-0.1.22-py3-none-any.whl (17 KB)
0.1.20	2025-10-03
inatinqperf-0.1.20-py3-none-any.whl (17 KB)
0.1.19	2025-10-03
inatinqperf-0.1.19-py3-none-any.whl (17 KB)
0.1.18	2025-10-03
inatinqperf-0.1.18-py3-none-any.whl (17 KB)
0.1.17	2025-10-02
inatinqperf-0.1.17-py3-none-any.whl (17 KB)
0.1.14	2025-09-29
inatinqperf-0.1.14-py3-none-any.whl (18 KB)
0.1.11	2025-09-29
inatinqperf-0.1.11-py3-none-any.whl (17 KB)
0.1.10	2025-09-28
inatinqperf-0.1.10-py3-none-any.whl (17 KB)
0.1.9	2025-09-25
inatinqperf-0.1.9-py3-none-any.whl (17 KB)
0.1.7	2025-09-25
inatinqperf-0.1.7-py3-none-any.whl (16 KB)
0.1.6	2025-09-25
inatinqperf-0.1.6-py3-none-any.whl (16 KB)
0.1.5	2025-09-25
inatinqperf-0.1.5-py3-none-any.whl (11 KB)
0.1.4	2025-09-25
inatinqperf-0.1.4-py3-none-any.whl (9 KB)
0.1.3	2025-09-16
inatinqperf-0.1.3-py3-none-any.whl (4 KB)
0.1.2	2025-09-16
inatinqperf-0.1.2-py3-none-any.whl (4 KB)

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