manual/additional_clients.Rmd at release · Sen2Cube-at/manual · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
# Additional clients {#additional-clients}

The main user interface to the Sen2Cube.at system is the Web interface accessible at https://demo.sen2cube.at. However, several additional clients exist and offer additional possibilities to access Sen2Cube.at.

## Command-line interface (CLI)

The command-line interface (CLI) allows to create, submit, and view inferences programmatically using a command-line. This allows additional options such as integration into scripts or automated/scheduled execution of inferences.

#### Download and further information
The CLI as well as further information how to use it can be found here: https://github.com/zgis/sen2cli

### Basic Usage

All commands and parameters as documented in the help screen.
```
$ sen2cli --help

Usage: sen2cli [OPTIONS] COMMAND [ARGS]...

Options:
  --log_file FILE  Write log to this file instead of StdErr.
  -v, --verbose    Verbose log output. Can be added up to three times for even
                   more verbosity (WARNING, INFO, DEBUG).  [x>=0]
  --help           Show this message and exit.

Commands:
  inference  Display / create / modify inferences
  session    Session related commands like 'login'
  version    Prints program version
```


```
$ sen2cli inference --help
Usage: sen2cli inference [OPTIONS] COMMAND [ARGS]...

  Display / create / modify inferences

Options:
  --tokenfile FILE                File that stores the token.  [env var:
                                  S2C_TOKENFILE]
  -f, --output_format [csv|csv_no_hdr|json]
                                  Specify output format (CSV, CSV without
                                  header, JSON)
  --help                          Show this message and exit.

Commands:
  abort   Abort running / scheduled inferences
  create  Create and schedule inference
  delete  Delete inferences.
  ls      List inferences
  rerun   Rerun finished / stopped / failed inferences
```

#### Start session / login
First you need to start a session.
```
$ sen2cli session login
Username: steffen.reichel
Password:

Trying to authenticate against https://auth.sen2cube.at/realms/sen2cube-at/protocol/openid-connect/token with client iq-web-client
Login successful. Session expires at 1970-01-01 00:05:00.000000
```

```
(sen2cli) MBP:sen2cli steffen$ sen2cli session info
Logged in as:  steffen.reichel
Expires at:    1970-01-01 00:05:00.000000
Refresh until: 1970-01-01 00:30:00.000000
```

You can manually refresh the session

```
$ sen2cli session refresh
Refresh successful. Session expires at 1970-01-01 00:15:00.000000
```

```
$ sen2cli session info
Logged in as:  steffen.reichel
Expires at:    1970-01-01 00:15:00.000000
Refresh until: 1970-01-01 00:40:00.000000
```

**NOTE** To login in a script you can specify the environment variables `S2C_USERNAME` and `S2C_PASSWORD`.

**NOTE** For convenience the session will automatically be refreshed by commands like `inference ls`.

#### Working with inferences

The output of the `inference` defaults to CSV. All log messages are written to `STD_ERR`.

Schedule an inference
```
$ sen2cli inference create 218 1 2020-03-01 2020-08-01 ./host_data/geodata/id_50101.geojson --description="Scheduled for documentation"
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8341;1;False;218;steffen.reichel;;[];CREATED;Inference sucessfully created;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:42:55.796924+00:00;;
```

List inferences without filter
```
$ sen2cli inference ls
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8343;1;False;218;steffen.reichel;;[];STARTED;The inference was accepted by the inference engine;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:46:20.449208+00:00;;2021-07-25T20:46:19.984137+00:00
8342;1;False;218;steffen.reichel;;[];STARTED;The inference was accepted by the inference engine;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:46:11.031368+00:00;;2021-07-25T20:46:10.288988+00:00
8341;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8341.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8341, ""value_type"": ""numerical"", ""value_range"": [356.0, 5215.5], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8341_4326.tiff"", ""bytes"": 5400877, ""band_value_ranges"": [[356.0, 5215.5], [572.5, 3839.0], [802.0, 4391.0]]}]";SUCCEEDED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:42:55.796924+00:00;2021-07-25T20:46:02.843996+00:00;2021-07-25T20:42:54.826214+00:00
```

Get inferences with filter
```
$ sen2cli inference ls --id=8343
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8343;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8343.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8343, ""value_type"": ""numerical"", ""value_range"": [330.0, 2611.0], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8343_4326.tiff"", ""bytes"": 2037934, ""band_value_ranges"": [[330.0, 2296.0], [547.0, 2240.0], [768.0, 2611.0]]}]";SUCCEEDED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:46:20.449208+00:00;2021-07-25T20:47:22.156676+00:00;2021-07-25T20:46:19.984137+00:00
```

```
$ sen2cli inference ls --id=8343 --id=8341
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8343;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8343.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8343, ""value_type"": ""numerical"", ""value_range"": [330.0, 2611.0], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8343_4326.tiff"", ""bytes"": 2037934, ""band_value_ranges"": [[330.0, 2296.0], [547.0, 2240.0], [768.0, 2611.0]]}]";SUCCEEDED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:46:20.449208+00:00;2021-07-25T20:47:22.156676+00:00;2021-07-25T20:46:19.984137+00:00
8341;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8341.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8341, ""value_type"": ""numerical"", ""value_range"": [356.0, 5215.5], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8341_4326.tiff"", ""bytes"": 5400877, ""band_value_ranges"": [[356.0, 5215.5], [572.5, 3839.0], [802.0, 4391.0]]}]";SUCCEEDED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:42:55.796924+00:00;2021-07-25T20:46:02.843996+00:00;2021-07-25T20:42:54.826214+00:00
```

Valid filters are: `--id`, `--knowledgebase_id`, `--factbase_id`, `--status`. All filters can be added multiple times.
Filter with the same name are combined with `OR`. Different filters with `AND`. So

```sen2cli inference ls --status=FAILED --knowledgebase_id=218 --knowledgebase_id=221```

will result in a filter

```(status in ['FAILED']) AND (knowledgebase_id in [218,221])```

Sorting inference ls with the `--sort` option.
```
$ sen2cli inference ls --id=8357 --id=8356 --id=8355 --id=8354 --id=8353 --sort=status
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8354;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:42.475198+00:00;2021-07-25T21:16:54.250457+00:00;2021-07-25T21:15:31.810449+00:00
8357;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:47.710966+00:00;2021-07-25T21:17:00.174409+00:00;2021-07-25T21:16:58.742892+00:00
8355;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:44.445165+00:00;2021-07-25T21:17:02.535571+00:00;2021-07-25T21:15:32.080859+00:00
8353;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8353.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8353, ""value_type"": ""numerical"", ""value_range"": [383.0, 7426.5], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8353_4326.tiff"", ""bytes"": 9156158, ""band_value_ranges"": [[383.0, 7426.5], [621.0, 6010.0], [865.5, 5697.0]]}]";SUCCEEDED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:41.393191+00:00;2021-07-25T21:21:07.064940+00:00;2021-07-25T21:16:45.956145+00:00
8356;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8356.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8356, ""value_type"": ""numerical"", ""value_range"": [536.0, 2522.0], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8356_4326.tiff"", ""bytes"": 87112, ""band_value_ranges"": [[536.0, 2399.5], [777.0, 2336.5], [954.0, 2522.0]]}]";SUCCEEDED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:46.428738+00:00;2021-07-25T21:17:23.391463+00:00;2021-07-25T21:15:32.401723+00:00
```

The `--sort` option can be a list of columns. Descending sort order by adding a `-` in front of the column name.
```
$ sen2cli inference ls --id=8357 --id=8356 --id=8355 --id=8354 --id=8353 --sort=status,-id
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8357;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:47.710966+00:00;2021-07-25T21:17:00.174409+00:00;2021-07-25T21:16:58.742892+00:00
8355;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:44.445165+00:00;2021-07-25T21:17:02.535571+00:00;2021-07-25T21:15:32.080859+00:00
8354;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:42.475198+00:00;2021-07-25T21:16:54.250457+00:00;2021-07-25T21:15:31.810449+00:00
8356;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8356.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8356, ""value_type"": ""numerical"", ""value_range"": [536.0, 2522.0], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8356_4326.tiff"", ""bytes"": 87112, ""band_value_ranges"": [[536.0, 2399.5], [777.0, 2336.5], [954.0, 2522.0]]}]";SUCCEEDED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:46.428738+00:00;2021-07-25T21:17:23.391463+00:00;2021-07-25T21:15:32.401723+00:00
8353;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8353.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8353, ""value_type"": ""numerical"", ""value_range"": [383.0, 7426.5], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8353_4326.tiff"", ""bytes"": 9156158, ""band_value_ranges"": [[383.0, 7426.5], [621.0, 6010.0], [865.5, 5697.0]]}]";SUCCEEDED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:41.393191+00:00;2021-07-25T21:21:07.064940+00:00;2021-07-25T21:16:45.956145+00:00
```

Restart finished / failed inferences. This will not reschedule running inferences! Abort them first.
```
$ sen2cli inference rerun --id=8343
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8343;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8343.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8343, ""value_type"": ""numerical"", ""value_range"": [330.0, 2611.0], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8343_4326.tiff"", ""bytes"": 2037934, ""band_value_ranges"": [[330.0, 2296.0], [547.0, 2240.0], [768.0, 2611.0]]}]";CREATED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:46:20.449208+00:00;2021-07-25T20:47:22.156676+00:00;2021-07-25T20:46:19.984137+00:00
```

Abort running / scheduled inferences.
```
$ sen2cli inference abort --id=8342
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8342;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8342.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8342, ""value_type"": ""numerical"", ""value_range"": [382.0, 3122.0], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8342_4326.tiff"", ""bytes"": 689508, ""band_value_ranges"": [[382.0, 3122.0], [647.5, 2730.0], [865.5, 2621.0]]}]";ABORTED;The inference was accepted by the inference engine;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:46:11.031368+00:00;2021-07-25T21:00:36.828885+00:00;2021-07-25T21:00:55.640893+00:00
```

Delete inferences
```
$ sen2cli inference delete --id=8341
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8341;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8341.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8341, ""value_type"": ""numerical"", ""value_range"": [356.0, 5215.5], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8341_4326.tiff"", ""bytes"": 5400877, ""band_value_ranges"": [[356.0, 5215.5], [572.5, 3839.0], [802.0, 4391.0]]}]";ABORTED;The inference was aborted.;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:42:55.796924+00:00;2021-07-25T21:02:11.942261+00:00;2021-07-25T21:00:55.105278+00:00
```


All filters can also be applied to `rerun`, `abort`, and `delete`.
```
$ sen2cli inference rerun --knowledgebase_id=218
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8341;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8341.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8341, ""value_type"": ""numerical"", ""value_range"": [356.0, 5215.5], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8341_4326.tiff"", ""bytes"": 5400877, ""band_value_ranges"": [[356.0, 5215.5], [572.5, 3839.0], [802.0, 4391.0]]}]";CREATED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:42:55.796924+00:00;2021-07-25T20:46:02.843996+00:00;2021-07-25T20:42:54.826214+00:00
8342;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8342.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8342, ""value_type"": ""numerical"", ""value_range"": [382.0, 3122.0], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8342_4326.tiff"", ""bytes"": 689508, ""band_value_ranges"": [[382.0, 3122.0], [647.5, 2730.0], [865.5, 2621.0]]}]";CREATED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:46:11.031368+00:00;2021-07-25T20:47:45.398702+00:00;2021-07-25T20:46:10.288988+00:00
8343;1;False;218;steffen.reichel;/output/sen2cube/steffen.reichel/qgis-project-id8343.zip;"[{""name"": ""Cloud_free_composite"", ""inference_id"": 8343, ""value_type"": ""numerical"", ""value_range"": [330.0, 2611.0], ""dims"": [""band"", ""y"", ""x""], ""file_type"": ""geotiff"", ""vis_type"": ""composite"", ""data"": ""/output/sen2cube/steffen.reichel/Cloud_free_composite_id8343_4326.tiff"", ""bytes"": 2047434, ""band_value_ranges"": [[330.0, 2296.0], [547.0, 2240.0], [768.0, 2611.0]]}]";CREATED;The inference was successfully processed;;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T20:46:20.449208+00:00;2021-07-25T20:58:38.723913+00:00;2021-07-25T20:57:39.019024+00:00
```

To preview what inferences would be affected by `rerun`, `abort`, and `delete` you can use the option `--dry-run`.
```
$ sen2cli inference delete --status=FAILED --dry-run
id;factbase_id;favourite;knowledgebase_id;owner;qgis_project_location;output;status;status_message;status_progress;status_timestamp;temp_range_end;temp_range_start;timestamp_created;timestamp_finished;timestamp_started
8346;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:25.077964+00:00;2021-07-25T21:16:40.303429+00:00;2021-07-25T21:15:28.514281+00:00
8354;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:42.475198+00:00;2021-07-25T21:16:54.250457+00:00;2021-07-25T21:15:31.810449+00:00
8357;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:47.710966+00:00;2021-07-25T21:17:00.174409+00:00;2021-07-25T21:16:58.742892+00:00
8358;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'mask' because of ""ValueError('zero-size array to reduction operation fmin which has no identity')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:49.843503+00:00;2021-07-25T21:17:42.217461+00:00;2021-07-25T21:15:30.031904+00:00
8355;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:44.445165+00:00;2021-07-25T21:17:02.535571+00:00;2021-07-25T21:15:32.080859+00:00
8361;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:54.850137+00:00;2021-07-25T21:17:13.503607+00:00;2021-07-25T21:15:33.750006+00:00
8367;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:12:05.651447+00:00;2021-07-25T21:16:40.411747+00:00;2021-07-25T21:15:36.545195+00:00
8349;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:11:31.692110+00:00;2021-07-25T21:17:13.516873+00:00;2021-07-25T21:16:44.912674+00:00
8366;1;False;218;steffen.reichel;;[];FAILED;"The inference failed: Evaluation failed at 'data' because of ""OperationalError('(psycopg2.OperationalError) FATAL:  remaining connection slots are reserved for non-replication superuser connections\\n')""";;;2020-08-01T23:59:59.999000+00:00;2020-03-01T00:00:00+00:00;2021-07-25T21:12:04.080897+00:00;2021-07-25T21:17:06.487459+00:00;2021-07-25T21:17:04.758312+00:00
```

## ArcGIS Pro Toolbox

The ArcGIS Pro Toolbox can be installed in ArcGIS Pro versions > 2.9. The toolbox enables Sen2Cube.at users to create, submit, and load inferences straight into ArcGIS Pro.

```{block, type='rmdnote'}
Be aware that the ArcGIS Pro Toolbox is still a prototype and currently under development.
```

### Download and further information

The ArcGIS Pro Toolbox as well as further information how to use it can be found here: https://github.com/ZGIS/arcpy_toolbox_sen2cube.