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#!/bin/bash | |
#change base_lr | |
#note nclasses bases+count | |
curl -X DELETE "http://localhost:8080/services/tag_detect?clear=all" | |
sleep 1 | |
docker stop dd_tags | |
docker rm dd_tags | |
nvidia-docker run --name dd_tags -d -p 8080:8080 -v "`pwd`":/tags_dataset jolibrain/deepdetect_gpu | |
sleep 2 | |
rm models/ssd300/*txt models/ssd300/*json models/ssd300/model* | |
rm -rf models/ssd300/*lmdb | |
sleep 1 | |
curl -X PUT "http://localhost:8080/services/tag_detect" -d '{ | |
"mllib": "caffe", | |
"description": "tag detector", | |
"type": "supervised", | |
"parameters": { | |
"input": { | |
"connector": "image", | |
"db": true, | |
"bbox": true, | |
"img_width":300, | |
"img_height":300, | |
"db_width":512, | |
"db_height":512 | |
}, | |
"mllib": { | |
"template": "ssd_300", | |
"finetuning": true, | |
"weights": "/tags_dataset/models/ssd300/VGG_ILSVRC_16_layers_fc_reduced.caffemodel", | |
"nclasses": 3, | |
"rotate": true, | |
"mirror": true, | |
"db": true, | |
"noise": { | |
"all_effects": true, | |
"prob": 0.001 | |
}, | |
"distort": { | |
"all_effects": true, | |
"prob": 0.5 | |
}, | |
"geometry": { | |
"persp_horizontal": true, | |
"persp_vertical": true, | |
"pad_mode": "MIRRORED", | |
"persp_factor": 0.25, | |
"zoom_factor": 0.25, | |
"prob": 0.0 | |
}, | |
"gpu": true | |
}, | |
"output":{ "confidence_threshold":0.3, "bbox": true } | |
}, | |
"model": { | |
"templates": "../templates/caffe/", | |
"repository": "/tags_dataset/models/ssd300", | |
"create_repository": true | |
} | |
}' | |
sleep 2 | |
curl -X POST "http://localhost:8080/train" -d '{ | |
"service": "tag_detect", | |
"async": true, | |
"parameters": { | |
"input": { | |
"shuffle": true, | |
"db": true, | |
"db_width": 512, | |
"db_height": 512, | |
"width":300, | |
"height":300 | |
}, | |
"mllib": { | |
"gpu": true, | |
"resume": false, | |
"net": { | |
"batch_size": 32, | |
"test_batch_size": 1 | |
}, | |
"solver": { | |
"iterations": 80000, | |
"test_interval": 1000, | |
"snapshot": 1000, | |
"base_lr": 0.001, | |
"solver_type": "ADAMSW", | |
"iter_size": 1 | |
}, | |
"bbox": true | |
}, | |
"output": { | |
"measure": [ | |
"map" | |
] | |
} | |
}, | |
"data": [ | |
"/tags_dataset/train.txt", | |
"/tags_dataset/test.txt" | |
] | |
}' | |
curl -X GET "http://localhost:8080/train?service=tag_detect&job=1"|python -mjson.tool |
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