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tests/workflows/integration_tests/execution/test_workflow_with_label_visualization.py
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import numpy as np | ||
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from inference.core.env import WORKFLOWS_MAX_CONCURRENT_STEPS | ||
from inference.core.managers.base import ModelManager | ||
from inference.core.workflows.core_steps.common.entities import StepExecutionMode | ||
from inference.core.workflows.execution_engine.core import ExecutionEngine | ||
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VISUALIZATION_WORKFLOW = { | ||
"version": "1.0", | ||
"inputs": [ | ||
{"type": "WorkflowImage", "name": "image"}, | ||
{ | ||
"type": "WorkflowParameter", | ||
"name": "model_id", | ||
"default_value": "yolov8n-640", | ||
}, | ||
{"type": "WorkflowParameter", "name": "confidence", "default_value": 0.3}, | ||
], | ||
"steps": [ | ||
{ | ||
"type": "RoboflowObjectDetectionModel", | ||
"name": "detection", | ||
"image": "$inputs.image", | ||
"model_id": "$inputs.model_id", | ||
"confidence": "$inputs.confidence", | ||
}, | ||
{ | ||
"type": "roboflow_core/label_visualization@v1", | ||
"name": "label_visualization", | ||
"predictions": "$steps.detection.predictions", | ||
"image": "$inputs.image", | ||
"text": "Tracker Id", | ||
}, | ||
], | ||
"outputs": [ | ||
{"type": "JsonField", "name": "result", "selector": "$steps.detection.*"}, | ||
{ | ||
"type": "JsonField", | ||
"name": "visualized", | ||
"selector": "$steps.label_visualization.image", | ||
}, | ||
], | ||
} | ||
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def test_workflow_when_detections_are_not_present( | ||
model_manager: ModelManager, | ||
crowd_image: np.ndarray, | ||
) -> None: | ||
"""This test covers bug in label annotator block.""" | ||
# given | ||
workflow_init_parameters = { | ||
"workflows_core.model_manager": model_manager, | ||
"workflows_core.api_key": None, | ||
"workflows_core.step_execution_mode": StepExecutionMode.LOCAL, | ||
} | ||
execution_engine = ExecutionEngine.init( | ||
workflow_definition=VISUALIZATION_WORKFLOW, | ||
init_parameters=workflow_init_parameters, | ||
max_concurrent_steps=WORKFLOWS_MAX_CONCURRENT_STEPS, | ||
) | ||
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# when | ||
result = execution_engine.run( | ||
runtime_parameters={"image": crowd_image, "confidence": 0.99999} | ||
) | ||
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# then | ||
assert isinstance(result, list), "Expected result to be list" | ||
assert len(result) == 1, "Single image provided - single output expected" | ||
assert ( | ||
len(result[0]["result"]["predictions"]) == 0 | ||
), "Expected no predictions to be delivered" |