HOBO
milvus env set
systemctl start docker
docker run --name milvus_cpu_1.1.0 -d -p 19530:19530 -p 19121:19121 milvusdb/milvus:1.1.0-cpu-d050721-5e559c
docker restart 6e7513d3203b
supported dataset
siftsmall sift
supported index_type
IVF_FLAT
IVF_PQ
IVF_SQ8
HNSW
python run
python bohb_op.py --op build_type --threshold 95 --wandb_log
python bohb_op.py --op build_type --build_search_share_space --threshold 95 --wandb_log
python bohb_op.py --index_type IVF_FLAT --op build_params --threshold 95 --wandb_log
python bohb_op.py --index_type IVF_FLAT --op search_params --threshold 95 --wandb_log
monitor setup
metric:
enable: true # Set the value to true to enable the Prometheus monitor.
address: <your_IP_address> # Set the IP address of Pushgateway.
port: 9091 # Set the port number of Pushgateway.
Grid Search
ANN_SIFT10K
HNSW https://wandb.ai/xiang-pan/HOBO/runs/3vdvm6gs
IVF_SQ8 https://wandb.ai/xiang-pan/HOBO/runs/26z6cea5 (run locally, need rerun)
IVF_FLAT https://wandb.ai/xiang-pan/HOBO/runs/22n2lk07
IVF_PQ https://wandb.ai/xiang-pan/HOBO/runs/wou99tvr
Benchmark
Updata Logs
image -> rep -> mapped rep (siftsmall)| ..... -> search
ltr