Delete image_detector.py
Browse files- image_detector.py +0 -50
image_detector.py
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"""
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Image quality detector based on generation time.
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"""
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import logging
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from typing import Dict, Any
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from agentic_reliability_framework.runtime.agents.base import BaseAgent, AgentSpecialization
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from ai_event import AIEvent
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logger = logging.getLogger(__name__)
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class ImageQualityDetector(BaseAgent):
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"""
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Detects potential quality issues in generated images.
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Currently uses generation time as a proxy; can be extended with CLIP or aesthetic models.
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"""
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def __init__(self):
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super().__init__(AgentSpecialization.DETECTIVE)
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self._thresholds = {'generation_time': 2.0} # seconds
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async def analyze(self, event: AIEvent) -> Dict[str, Any]:
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"""
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Analyze image generation event.
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Expects `retrieval_scores` to contain [retrieval_score, generation_time].
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"""
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gen_time = 1.0
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if event.retrieval_scores and len(event.retrieval_scores) > 1:
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gen_time = event.retrieval_scores[1]
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flags = []
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if gen_time > self._thresholds['generation_time']:
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flags.append('slow_generation')
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confidence = max(0, 1.0 - (gen_time / 5.0))
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return {
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'specialization': 'image_quality',
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'confidence': confidence,
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'findings': {
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'flags': flags,
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'generation_time': gen_time,
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'quality_issues': flags
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},
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'recommendations': [
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"Use a simpler prompt",
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"Upgrade hardware",
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"Reduce resolution"
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] if flags else []
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}
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