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You can deploy it on your render farm to use it in a post-render process for labeling of elements.

tagging of elements

classifier# Linux & Mac
das-element-cli predict /path/to/file.#.exr

# Windows
C:\das-element-cli.exe predict C:\path\to\file.#.exr

# result:
{"/path/to/file.#.exr": [{"labeltag": "fire", "description": "rapid oxidation of a material", "value": "Q3196"}]}

classifierdas-element-cli.exe predict /path/to/files.#.exr /path/to/another/file.mov

# result:
{"/path/to/files.#.exr": [{"labeltag": "fire", "description": "rapid oxidation of a material", "value": "Q3196"}],
"/path/to/another/file.mov": [{"labeltag": "torch", "description": "stick with a flaming end used as a source of light", "value": "Q327954"}]}

classifier das-element-cli.exe predict --top 3 /path/to/file.mov

# result:
{"/path/to/file.mov": [
      {"labeltag": "torch", "description": "stick with a flaming end used as a source of light", "value": "Q327954"},
      {"labeltag": "fire", "description": "rapid oxidation of a material", "value": "Q3196"},
      {"labeltag": "flame", "description": "visible, gaseous part of a fire", "value": "Q235544"}
]}

# print the top 3 labeltag predictions for a given file path

import json
import subprocess

path = '/path/to/file.mov'
command = ['./classifierdas-element-cli.exe', 'predict', '--top', '3', path]
process = subprocess.Popen(command, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
output, error = process.communicate()

if process.returncode != 0:
    print('Something went wrong: {} - Error: {}'.format(path, error))
else:
    result = json.loads(output)
    for path, predictions in result.items():
        wikidata_ids = [item['value'] for item in  predictions]  # list of IDs from wikidata
        readable_labelstags = [item['labeltag'] for item in predictions]  # list of human readable labelstags
        print('For path: "{}" predicted the labels:tags {}'.format(path, ', '.join(readable_labelstags)))

# result:
# For path: "/path/to/file.mov" predicted the labelstags: torch, flame, fire

{'/path/to/file.mov': [{
                          'value': 'Q327954',
                          'labeltag': 'torch',
                          'description': 'stick with a flaming end used as a source of light'
                          'parents': "parents": [{'id': 'Q3196', 'name': 'fire'}, {'id': 'Q235544', 'name': 'flame'}]
                        }]}