LayerX Python SDK
Project description
layerx-python-sdk
LayerX Python API Client
Sync (upload/download) with LayerX stacks via APIs from your local machine
You can
- Upload model runs data
Installation
$ pip install layerx-sdk
Usage
import layerx
api_key = 'xxxxxxxxxx'
secret = 'xxxxxxxxxxx'
url = 'https://api.xxxx.layerx.ai'
client = layerx.LayerxClient(api_key, secret, url)
collection_base_path = 'path1/path2/'
#upload box type annotations
file_path_bbox = '/home/bob/mydata/example_bbox.json' #local file path
client.upload_modelrun_from_json(collection_base_path, 'test model v1.0.1', file_path_bbox, 'rectangle')
#upload polygon type annotations
file_path_polygon = '/home/bob/mydata/example_polygon.json'
client.upload_modelrun_from_json(collection_base_path, 'test model v1.0.2', file_path_polygon, 'polygon')
#upload line type annotations
file_path_line = '/home/bob/mydata/example_line.json'
client.upload_modelrun_from_json(collection_base_path, 'test model v1.0.3', file_path_line, 'line')
Sample Data
Box Geometry
{
"images":[
{
"image":"000000397133.jpg",
"annotations":[
{
"bbox":[
217.62,
240.54,
38.99,
57.75
],
"label":"kitchen",
"metadata":{
"name":"bottle"
},
"confidence":0.30611335805442985
}
]
}
]
}
Polygon Geometry
{
"images":[
{
"image":"000000397133.jpg",
"annotations":[
{
"polygon":[
[
224.24,
297.18
],
[
228.29,
297.18
],
[
234.91,
298.29
],
[
243.0,
297.55
],
[
249.25,
296.45
],
[
252.19,
294.98
],
[
256.61,
292.4
],
[
254.4,
264.08
],
[
251.83,
262.61
],
[
241.53,
260.04
],
[
235.27,
259.67
],
[
230.49,
259.67
],
[
233.44,
255.25
],
[
237.48,
250.47
],
[
237.85,
243.85
],
[
237.11,
240.54
],
[
234.17,
242.01
],
[
228.65,
249.37
],
[
224.24,
255.62
],
[
220.93,
262.61
],
[
218.36,
267.39
],
[
217.62,
268.5
],
[
218.72,
295.71
],
[
225.34,
297.55
]
],
"label":"kitchen",
"metadata":{
"name":"bottle"
},
"confidence":0.8316836170368476
}
]
}
]
}
Line Geometry
{
"images":[
{
"image":"000000397133.jpg",
"annotations":[
{
"line":[
[
217.62,
240.54
],
[
256.61,
240.54
],
[
256.61,
298.28999999999996
],
[
217.62,
298.28999999999996
]
],
"label":"kitchen",
"metadata":{
"name":"bottle"
},
"confidence":0.9496247739008129
}
]
}
]
}
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