Upload folder using huggingface_hub (part 5)

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_0d0c8fe76555/record.json

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+{
+  "prompt_id": "visual_knowledge_d5_0d0c8fe76555",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic wall sticker with a wheelchair accessibility icon on a light blue wall, sharply focused and separated from surrounding elements",
+  "target_evidence": "wheelchair accessibility icon",
+  "expected_visual_elements": [
+    "wall sticker",
+    "light blue wall",
+    "icon"
+  ],
+  "negative_prompt": "blurry, low contrast, overlapping text, cartoon style",
+  "diversity_tags": [
+    "wall sticker",
+    "accessibility"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "0d0c8fe76555",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic wall sticker with",
+  "max_similarity_to_other_prompt": 0.5,
+  "diversity_score": 0.3,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_0d0c8fe76555",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_0d0c8fe76555/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 20933228
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_1702d3424ba0/record.json

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+{
+  "prompt_id": "visual_knowledge_d5_1702d3424ba0",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic dashboard with a yellow lightning bolt warning icon on a clean panel, surrounded by digital meters and buttons",
+  "target_evidence": "yellow lightning bolt",
+  "expected_visual_elements": [
+    "dashboard",
+    "warning icon",
+    "digital meters",
+    "buttons"
+  ],
+  "negative_prompt": "blurry, low contrast, unrealistic lighting, text on the icon",
+  "diversity_tags": [
+    "dashboard",
+    "warning icon"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "1702d3424ba0",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic dashboard with a",
+  "max_similarity_to_other_prompt": 0.48,
+  "diversity_score": 0.32,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_1702d3424ba0",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_1702d3424ba0/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 23649173
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_38929646b03e/record.json

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+{
+  "prompt_id": "visual_knowledge_d5_38929646b03e",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic folder with a wifi icon on a light yellow background, sharply focused and visually separated from other items",
+  "target_evidence": "wifi icon",
+  "expected_visual_elements": [
+    "folder",
+    "light yellow background",
+    "icon"
+  ],
+  "negative_prompt": "low resolution, cluttered background, cartoon style, watermarks",
+  "diversity_tags": [
+    "folder",
+    "wireless access"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "38929646b03e",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic folder with a",
+  "max_similarity_to_other_prompt": 0.5652,
+  "diversity_score": 0.2348,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_38929646b03e",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_38929646b03e/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 26690434
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_48dc1f63e752/record.json

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+{
+  "prompt_id": "visual_knowledge_d5_48dc1f63e752",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic panel with a fork and knife icon on a light gray surface, high contrast and clear boundaries for easy decomposition",
+  "target_evidence": "fork and knife icon",
+  "expected_visual_elements": [
+    "panel",
+    "light gray surface",
+    "icon"
+  ],
+  "negative_prompt": "blurry, low contrast, overlapping text, cartoon style",
+  "diversity_tags": [
+    "panel",
+    "food service"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "48dc1f63e752",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic panel with a",
+  "max_similarity_to_other_prompt": 0.6957,
+  "diversity_score": 0.1043,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_48dc1f63e752",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_48dc1f63e752/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 27552419
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_5841699e603e/record.json

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+{
+  "prompt_id": "visual_knowledge_d5_5841699e603e",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic notice board with a water droplet icon in a clear frame, displayed in a public rest area with a bench and trash can",
+  "target_evidence": "water droplet icon",
+  "expected_visual_elements": [
+    "notice board",
+    "water icon",
+    "public rest area",
+    "bench",
+    "trash can"
+  ],
+  "negative_prompt": "low contrast, blurred icon, text on the icon",
+  "diversity_tags": [
+    "notice board",
+    "water icon"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "5841699e603e",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic notice board with",
+  "max_similarity_to_other_prompt": 0.3448,
+  "diversity_score": 0.4552,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_5841699e603e",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_5841699e603e/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 25645735
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_6241c34e055a/record.json

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+{
+  "prompt_id": "visual_knowledge_d5_6241c34e055a",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic box with a leaf eco icon on a green surface, high contrast and clearly separated from surrounding objects",
+  "target_evidence": "leaf eco icon",
+  "expected_visual_elements": [
+    "box",
+    "green surface",
+    "icon"
+  ],
+  "negative_prompt": "blurry, low contrast, overlapping elements, cartoon style",
+  "diversity_tags": [
+    "box",
+    "eco-friendly"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "6241c34e055a",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic box with a",
+  "max_similarity_to_other_prompt": 0.5,
+  "diversity_score": 0.3,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_6241c34e055a",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_6241c34e055a/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 21531911
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_696807b2276a/record.json

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+{
+  "prompt_id": "visual_knowledge_d5_696807b2276a",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic wall sticker with a wheelchair accessibility icon on a light green wall, sharp focus, clear foreground separation",
+  "target_evidence": "wheelchair accessibility icon",
+  "expected_visual_elements": [
+    "wall sticker",
+    "light green wall",
+    "blue symbol"
+  ],
+  "negative_prompt": "low detail, poor lighting, unclear boundaries",
+  "diversity_tags": [
+    "wall sticker",
+    "accessibility"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "696807b2276a",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic wall sticker with",
+  "max_similarity_to_other_prompt": 0.619,
+  "diversity_score": 0.181,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_696807b2276a",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_696807b2276a/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 28774332
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_801486d83d5d/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_801486d83d5d",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic equipment label with a flame warning icon on a red background, sharp focus and clean edges for easy decomposition",
+  "target_evidence": "flame warning icon",
+  "expected_visual_elements": [
+    "equipment label",
+    "red background",
+    "flame icon"
+  ],
+  "negative_prompt": "low detail, overlapping text, cartoon style, watermarks",
+  "diversity_tags": [
+    "equipment label",
+    "fire safety"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "801486d83d5d",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic equipment label with",
+  "max_similarity_to_other_prompt": 0.6667,
+  "diversity_score": 0.1333,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_801486d83d5d",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_801486d83d5d/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 26032560
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_80ba8f9f78fc/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_80ba8f9f78fc",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic dashboard with a water droplet icon on a dark blue panel, clearly visible and separated from other controls",
+  "target_evidence": "water droplet icon",
+  "expected_visual_elements": [
+    "dashboard",
+    "dark blue panel",
+    "icon"
+  ],
+  "negative_prompt": "blurry, low contrast, overlapping elements, cartoon style",
+  "diversity_tags": [
+    "dashboard",
+    "water source"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "80ba8f9f78fc",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic dashboard with a",
+  "max_similarity_to_other_prompt": 0.52,
+  "diversity_score": 0.28,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_80ba8f9f78fc",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_80ba8f9f78fc/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 20416310
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_8217f6b26930/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_8217f6b26930",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic notice board with a red medical cross symbol on a white background, clear foreground separation, high contrast, clean boundaries",
+  "target_evidence": "red medical cross",
+  "expected_visual_elements": [
+    "notice board",
+    "white background",
+    "red symbol"
+  ],
+  "negative_prompt": "blurry, low contrast, overlapping elements, poor lighting",
+  "diversity_tags": [
+    "notice board",
+    "medical aid"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "8217f6b26930",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic notice board with",
+  "max_similarity_to_other_prompt": 0.5833,
+  "diversity_score": 0.2167,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_8217f6b26930",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_8217f6b26930/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 26125461
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_8bf6ca2d1995/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_8bf6ca2d1995",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic notice board displaying a skull warning icon on a light green background, high contrast and clean boundaries",
+  "target_evidence": "skull warning icon",
+  "expected_visual_elements": [
+    "notice board",
+    "light green background",
+    "skull icon"
+  ],
+  "negative_prompt": "low resolution, cluttered background, cartoon style, watermarks",
+  "diversity_tags": [
+    "notice board",
+    "toxic hazard"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "8bf6ca2d1995",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic notice board displaying",
+  "max_similarity_to_other_prompt": 0.48,
+  "diversity_score": 0.32,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_8bf6ca2d1995",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_8bf6ca2d1995/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 25444114
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_a05cf32f35ef/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_a05cf32f35ef",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic equipment tag with a yellow lightning bolt symbol on a yellow background, high contrast for clear visibility",
+  "target_evidence": "yellow lightning bolt",
+  "expected_visual_elements": [
+    "equipment tag",
+    "yellow background",
+    "lightning bolt"
+  ],
+  "negative_prompt": "low detail, overlapping text, cartoon style, watermarks",
+  "diversity_tags": [
+    "equipment tag",
+    "electrical hazard"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "a05cf32f35ef",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic equipment tag with",
+  "max_similarity_to_other_prompt": 0.5217,
+  "diversity_score": 0.2783,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_a05cf32f35ef",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_a05cf32f35ef/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 27032504
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_adb2f532e843/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_adb2f532e843",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic dashboard panel showing a green recycling icon against a dark gray surface, clearly visible with clean boundaries",
+  "target_evidence": "green recycling icon",
+  "expected_visual_elements": [
+    "dashboard panel",
+    "dark gray surface",
+    "green icon"
+  ],
+  "negative_prompt": "low resolution, cluttered background, cartoon style, watermarks",
+  "diversity_tags": [
+    "dashboard",
+    "eco-friendly"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "adb2f532e843",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic dashboard panel showing",
+  "max_similarity_to_other_prompt": 0.4615,
+  "diversity_score": 0.3385,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_adb2f532e843",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_adb2f532e843/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 21951075
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_b3dca94f7f5e/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_b3dca94f7f5e",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic control panel with a red medical cross symbol on a clean white background, high contrast and sharp focus for easy decomposition",
+  "target_evidence": "red medical cross",
+  "expected_visual_elements": [
+    "control panel",
+    "white background",
+    "red cross symbol"
+  ],
+  "negative_prompt": "blurry, low contrast, overlapping elements, cartoon style, watermarks",
+  "diversity_tags": [
+    "control panel",
+    "medical aid"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "b3dca94f7f5e",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic control panel with",
+  "max_similarity_to_other_prompt": 0.72,
+  "diversity_score": 0.08,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_b3dca94f7f5e",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_b3dca94f7f5e/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 26969791
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_c1d6a336de09/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_c1d6a336de09",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic control panel with a skull warning icon on a red panel, high contrast, clean separation, isolated symbol",
+  "target_evidence": "skull warning icon",
+  "expected_visual_elements": [
+    "control panel",
+    "red background",
+    "black symbol"
+  ],
+  "negative_prompt": "blurry, low contrast, overlapping text",
+  "diversity_tags": [
+    "control panel",
+    "toxic hazard"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "c1d6a336de09",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic control panel with",
+  "max_similarity_to_other_prompt": 0.48,
+  "diversity_score": 0.32,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_c1d6a336de09",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_c1d6a336de09/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 21717755
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_e55db88fe1c9/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_e55db88fe1c9",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic dashboard panel showing a yellow lightning bolt icon against a dark panel, sharp focus, clean edges, isolated symbol",
+  "target_evidence": "yellow lightning bolt",
+  "expected_visual_elements": [
+    "dashboard panel",
+    "dark background",
+    "yellow icon"
+  ],
+  "negative_prompt": "distracting background, unclear boundaries, low resolution",
+  "diversity_tags": [
+    "dashboard panel",
+    "electrical hazard"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "e55db88fe1c9",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic dashboard panel showing",
+  "max_similarity_to_other_prompt": 0.52,
+  "diversity_score": 0.28,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_e55db88fe1c9",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_e55db88fe1c9/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 27456505
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_fa5219d618a2/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_fa5219d618a2",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic equipment tag with a green recycling icon on a blue tag, clean lines, high contrast, clear separation from surroundings",
+  "target_evidence": "green recycling icon",
+  "expected_visual_elements": [
+    "equipment tag",
+    "blue background",
+    "green symbol"
+  ],
+  "negative_prompt": "overlapping text, low detail, poor lighting",
+  "diversity_tags": [
+    "equipment tag",
+    "recycling"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "fa5219d618a2",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic equipment tag with",
+  "max_similarity_to_other_prompt": 0.52,
+  "diversity_score": 0.28,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_fa5219d618a2",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_fa5219d618a2/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 23944696
+}

vec_pilot/images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_fdd48c9a2b78/record.json

@@ -0,0 +1,47 @@
+{
+  "prompt_id": "visual_knowledge_d5_fdd48c9a2b78",
+  "run_name": "flux2_qil_decomposition_pilot",
+  "category": "visual_knowledge",
+  "difficulty": 5,
+  "image_prompt": "synthetic photorealistic folder with a leaf eco icon on the front, sharp focus, clean edges, isolated symbol in a cluttered but readable scene",
+  "target_evidence": "leaf eco icon",
+  "expected_visual_elements": [
+    "folder",
+    "front panel",
+    "green symbol"
+  ],
+  "negative_prompt": "low resolution, unclear boundaries, overlapping objects",
+  "diversity_tags": [
+    "folder",
+    "eco-friendly"
+  ],
+  "llm_model_id": "Qwen/Qwen3-8B",
+  "prompt_hash": "fdd48c9a2b78",
+  "rule_valid": true,
+  "rule_issues": [],
+  "rule_score": 1.0,
+  "opening_key": "synthetic photorealistic folder with a",
+  "max_similarity_to_other_prompt": 0.4,
+  "diversity_score": 0.4,
+  "repeated_opening": true,
+  "review": {
+    "prompt_id": "visual_knowledge_d5_fdd48c9a2b78",
+    "accept": true,
+    "quality": 5,
+    "decomposition_fit": 5,
+    "diversity": 4,
+    "issues": []
+  },
+  "review_model_id": "/root/Layered-VQA/models/repos/Qwen_Qwen3-30B-A3B-Instruct-2507",
+  "final_rank_score": 0.97,
+  "status": "image_generated",
+  "image_model_id": "black-forest-labs/FLUX.2-dev",
+  "image_model_source": "/root/Layered-VQA/models/repos/black-forest-labs_FLUX.2-dev",
+  "image_model_slug": "black-forest-labs_FLUX.2-dev",
+  "image_path": "images/black-forest-labs_FLUX.2-dev/visual_knowledge/visual_knowledge_d5_fdd48c9a2b78/image.png",
+  "image_width": 1024,
+  "image_height": 1024,
+  "num_inference_steps": 28,
+  "guidance_scale": 3.5,
+  "seed": 30086616
+}

vec_pilot/prompts/.ipynb_checkpoints/Untitled-checkpoint.ipynb

@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

vec_pilot/prompts/.ipynb_checkpoints/candidates-checkpoint.jsonl

@@ -0,0 +1,20 @@
+{"prompt_id": "single_evidence_control_d1_e3ea0b79e3b5", "run_name": "flux2_qil_decomposition_pilot", "category": "single_evidence_control", "difficulty": 1, "image_prompt": "Synthetic photorealistic close-up of a glossy red apple on a white ceramic plate with clean boundaries and high contrast, sharp focus on the apple's surface texture", "target_evidence": "one central target object", "expected_visual_elements": ["glossy red apple", "white ceramic plate"], "negative_prompt": "blurry, low contrast, complex background, multiple objects", "diversity_tags": ["fruit", "ceramic", "close-up"], "llm_model_id": "Qwen/Qwen3-8B", "prompt_hash": "e3ea0b79e3b5", "rule_valid": true, "rule_issues": [], "rule_score": 1.0, "opening_key": "synthetic photorealistic close up of", "max_similarity_to_other_prompt": 0.4848, "diversity_score": 0.3152, "repeated_opening": true}
+{"prompt_id": "single_evidence_control_d1_f5b3f598913e", "run_name": "flux2_qil_decomposition_pilot", "category": "single_evidence_control", "difficulty": 1, "image_prompt": "Synthetic photorealistic view of a metallic silver sphere resting on a black matte surface with sharp focus and clean separation, emphasizing the sphere's reflective quality", "target_evidence": "one obvious attribute such as color, material, shape, or pattern", "expected_visual_elements": ["metallic silver sphere", "black matte surface"], "negative_prompt": "distractors, soft focus, complex lighting, multiple objects", "diversity_tags": ["sphere", "metallic", "reflective"], "llm_model_id": "Qwen/Qwen3-8B", "prompt_hash": "f5b3f598913e", "rule_valid": true, "rule_issues": [], "rule_score": 1.0, "opening_key": "synthetic photorealistic view of a", "max_similarity_to_other_prompt": 0.4, "diversity_score": 0.6, "repeated_opening": false}
+{"prompt_id": "single_evidence_control_d1_db68a0400f05", "run_name": "flux2_qil_decomposition_pilot", "category": "single_evidence_control", "difficulty": 1, "image_prompt": "Synthetic photorealistic wide-angle shot of a transparent blue glass cylinder on a wooden table with high contrast and clear foreground separation", "target_evidence": "one central target object", "expected_visual_elements": ["transparent blue glass cylinder", "wooden table"], "negative_prompt": "low contrast, complex background, multiple objects, blurred edges", "diversity_tags": ["glass", "transparent", "wide-angle"], "llm_model_id": "Qwen/Qwen3-8B", "prompt_hash": "db68a0400f05", "rule_valid": true, "rule_issues": [], "rule_score": 1.0, "opening_key": "synthetic photorealistic wide angle shot", "max_similarity_to_other_prompt": 0.4242, "diversity_score": 0.5758, "repeated_opening": false}
+{"prompt_id": "single_evidence_control_d1_be571dcc0147", "run_name": "flux2_qil_decomposition_pilot", "category": "single_evidence_control", "difficulty": 1, "image_prompt": "Synthetic photorealistic portrait of a smooth white marble statue with sharp focus and clean boundaries, highlighting the statue's smooth surface and high contrast against the dark background", "target_evidence": "one obvious attribute such as color, material, shape, or pattern", "expected_visual_elements": ["smooth white marble statue", "dark background"], "negative_prompt": "distractors, soft focus, multiple objects, complex lighting", "diversity_tags": ["statue", "marble", "smooth"], "llm_model_id": "Qwen/Qwen3-8B", "prompt_hash": "be571dcc0147", "rule_valid": true, "rule_issues": [], "rule_score": 1.0, "opening_key": "synthetic photorealistic portrait of a", "max_similarity_to_other_prompt": 0.5455, "diversity_score": 0.4545, "repeated_opening": false}
+{"prompt_id": "single_evidence_control_d1_a92f796e47c1", "run_name": "flux2_qil_decomposition_pilot", "category": "single_evidence_control", "difficulty": 1, "image_prompt": "Synthetic photorealistic low-angle shot of a yellow plastic cube on a green felt surface with clear foreground separation and high contrast, emphasizing the cube's color and shape", "target_evidence": "one central target object", "expected_visual_elements": ["yellow plastic cube", "green felt surface"], "negative_prompt": "blurry, low contrast, complex background, multiple objects", "diversity_tags": ["cube", "plastic", "low-angle"], "llm_model_id": "Qwen/Qwen3-8B", "prompt_hash": "a92f796e47c1", "rule_valid": true, "rule_issues": [], "rule_score": 1.0, "opening_key": "synthetic photorealistic low angle shot", "max_similarity_to_other_prompt": 0.5455, "diversity_score": 0.4545, "repeated_opening": false}
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vec_pilot/prompts/Untitled.ipynb

@@ -0,0 +1,6 @@
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