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samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/README.md

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+# samples_v8
+
+Generated with `data_recipe_v8.md`: vocabulary-first planning, adaptive canvas selection, structured JSON compose prompts, no identity verification, no gate, SAM white-background reference postprocessing, and strict reference-completeness verification with regenerate-until-pass behavior.
+
+- chat model: `gcp/google/gemini-3.1-pro-preview`
+- image model: `gcp/google/gemini-3-pro-image-preview`
+- people references: `white_bg_full_body_front`
+- non-person references: `white_bg_encyclopedia_photo`
+- SAM postprocess: every generated reference is segmented with `sam_vit_b` and pasted onto pure `#ffffff` background
+- reference verify max attempts per subject: `10`
+- allowed canvases: `[{"aspect_ratio": "1:1", "size": [1024, 1024], "style": "photorealistic"}, {"aspect_ratio": "4:3", "size": [1152, 864], "style": "photorealistic"}, {"aspect_ratio": "3:4", "size": [864, 1152], "style": "photorealistic"}, {"aspect_ratio": "3:2", "size": [1248, 832], "style": "photorealistic"}, {"aspect_ratio": "2:3", "size": [832, 1248], "style": "photorealistic"}, {"aspect_ratio": "16:9", "size": [1280, 720], "style": "photorealistic"}, {"aspect_ratio": "9:16", "size": [720, 1280], "style": "photorealistic"}]`
+- scenario mode: `general`
+- pools: `vocab_task_pool`, `plan_pool`, `scene_pool`, `detection_pool`, `reference_pool`
+- bbox overlay: `bbox_overlay.png` draws every planned subject bbox; a sample is rejected and regenerated if any planned subject is still missing after VLM detection retries
+- detection max attempts per subject: `3`
+- launch args: `{"compose_workers": 3, "detect_max_attempts": 3, "detect_workers": 3, "emit_workers": 4, "idle_sleep": 1.0, "image_inflight": 32, "image_interval": 0.05, "image_max_retries": 8, "max_retries": 3, "no_topup": false, "plan_workers": 6, "ref_verify_max_attempts": 10, "reference_workers": 6, "requeue_in_progress": true, "seed": 1781927993, "status_interval": 30.0, "subject_detect_workers": 24, "target_samples": 10}`

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/compose_prompt.txt

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+Render the following JSON scene specification as a photorealistic 1248x832 image using a true 3:2 canvas. Every listed person and object must appear visibly in the image. Keep normal proportions and the requested aspect ratio. The foreground must contain only subjects explicitly listed in the JSON scene specification. Do not add any unlisted foreground people, animals, vehicles, props, tools, products, signs, readable text, logos, or other localizable subjects. Background context may include non-localizable scenery only when it does not introduce a distinct foreground subject. No text, no labels, no logos, no watermarks.
+JSON scene specification:
+{
+  "format": "structured_json_prompt",
+  "canvas": {
+    "size": [
+      1248,
+      832
+    ],
+    "aspect_ratio": "3:2",
+    "style": "photorealistic"
+  },
+  "scene": {
+    "setting": "A dark, atmospheric industrial interior dominated by strong artificial red and green lights.",
+    "activity": "A person is carefully adjusting a small dark object near an electronic panel, while a nearby indicator light glows.",
+    "composition": "Medium close-up shot, shallow depth of field. The red grid structure forms the background on the right. The person is centrally framed, hands prominent in the foreground and strongly lit by the ambient red light. The dark device with the green LED is positioned on the left side of the frame.",
+    "constraints": [
+      "no text",
+      "no labels",
+      "no watermarks",
+      "true 3:2 composition",
+      "final canvas size 1248x832",
+      "normal human and object proportions",
+      "no squeezed perspective",
+      "no anamorphic stretching",
+      "every listed person and object must be visibly present",
+      "the foreground may contain only the listed people and objects",
+      "no extra foreground people, animals, vehicles, props, tools, products, signs, readable text, logos, or other localizable subjects absent from this JSON"
+    ]
+  },
+  "people": [
+    {
+      "name": "person_in_red_light",
+      "source_index": 1,
+      "source_image_id": "Ego4D:ego4d_video/EGO_76251.npy:person:0",
+      "source_name": "person",
+      "description": "A person wearing a dark jacket, partially visible with hands bathed in intense bright red light, holding a small dark object.",
+      "role_in_scene": "Interacting with the small dark object in the center of the scene."
+    }
+  ],
+  "objects": [
+    {
+      "name": "red_illuminated_structure",
+      "source_index": 0,
+      "source_image_id": "Ego4D:ego4d_video/EGO_2029.npy:object:1",
+      "source_name": "red illuminated structure",
+      "description": "A wall or barricade strongly illuminated with intense red light, featuring a grid-like, industrial textured pattern.",
+      "role_in_scene": "Serving as the glowing backdrop and main light source on the right side of the scene."
+    },
+    {
+      "name": "green_indicator_light",
+      "source_index": 3,
+      "source_image_id": "Ego4D:ego4d_video/EGO_294886.npy:object:1",
+      "source_name": "green light",
+      "description": "A small, bright green glowing indicator LED located on a shadowed, dark structural panel.",
+      "role_in_scene": "Glowing prominently from a dark device on the left, providing a stark color contrast to the red lighting."
+    }
+  ]
+}

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/detections.json

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+[
+  {
+    "name": "person_in_red_light",
+    "present": true,
+    "bbox": [
+      0.301,
+      0.039,
+      0.714,
+      0.98
+    ],
+    "confidence": 0.95,
+    "notes": "refine failed; using coarse bbox",
+    "coarse_bbox": [
+      0.301,
+      0.039,
+      0.714,
+      0.98
+    ],
+    "refine_crop": "crops/detect_refine_person_in_red_light.png"
+  },
+  {
+    "name": "red_illuminated_structure",
+    "present": true,
+    "bbox": [
+      0.6096,
+      0.0,
+      0.9961,
+      0.991
+    ],
+    "confidence": "high",
+    "notes": "Tight bounding box capturing the red illuminated grid structure that forms the background of the scene.",
+    "coarse_bbox": [
+      0.609,
+      0.0,
+      0.996,
+      1.0
+    ],
+    "refine_crop": "crops/detect_refine_red_illuminated_structure.png"
+  },
+  {
+    "name": "green_indicator_light",
+    "present": true,
+    "bbox": [
+      0.1227,
+      0.438,
+      0.1605,
+      0.4975
+    ],
+    "confidence": 0.95,
+    "notes": "The primary focus is the prominent green glowing indicator light.",
+    "coarse_bbox": [
+      0.119,
+      0.438,
+      0.166,
+      0.493
+    ],
+    "refine_crop": "crops/detect_refine_green_indicator_light.png"
+  }
+]

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/plan.json

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+{
+  "sample_id": "sample_000001",
+  "target_total": 3,
+  "target_people": 1,
+  "target_objects": 2,
+  "compose_prompt": {
+    "format": "structured_json_prompt",
+    "canvas": {
+      "size": [
+        1248,
+        832
+      ],
+      "aspect_ratio": "3:2",
+      "style": "photorealistic"
+    },
+    "scene": {
+      "setting": "A dark, moody futuristic room or industrial corridor illuminated primarily by intense red artificial light",
+      "activity": "A person is interacting with a small dark device near a grid-like wall structure, while a contrasting green indicator light glows in the darkness",
+      "composition": "Cinematic mid-shot with a shallow depth of field. The person's hands holding the device are in the foreground, deeply bathed in red light. The red illuminated grid structure forms the atmospheric background. The small green indicator light is placed on a dark console to the side, providing a sharp color contrast.",
+      "constraints": [
+        "no text",
+        "no labels",
+        "no watermarks",
+        "true 3:2 composition",
+        "final canvas size 1248x832",
+        "normal human and object proportions",
+        "no squeezed perspective",
+        "no anamorphic stretching",
+        "every listed person and object must be visibly present",
+        "the foreground may contain only the listed people and objects",
+        "no extra foreground people, animals, vehicles, props, tools, products, signs, readable text, logos, or other localizable subjects absent from this JSON"
+      ]
+    },
+    "people": [
+      {
+        "name": "person_in_red_light",
+        "source_index": 1,
+        "source_image_id": "Ego4D:ego4d_video/EGO_76251.npy:person:0",
+        "source_name": "person",
+        "description": "A person, prominently visible by their hands and forearms which are bathed in bright red light, holding and interacting with a small dark electronic object.",
+        "role_in_scene": "Operating the small device in the foreground"
+      }
+    ],
+    "objects": [
+      {
+        "name": "red_illuminated_structure",
+        "source_index": 0,
+        "source_image_id": "Ego4D:ego4d_video/EGO_2029.npy:object:1",
+        "source_name": "red illuminated structure",
+        "description": "A sturdy wall or barricade-like structure featuring a textured, grid-like pattern, strongly illuminated by deep red ambient light.",
+        "role_in_scene": "Forms the textured, atmospheric background behind the person"
+      },
+      {
+        "name": "green_indicator_light",
+        "source_index": 3,
+        "source_image_id": "Ego4D:ego4d_video/EGO_294886.npy:object:1",
+        "source_name": "green light",
+        "description": "A small, bright green glowing LED indicator light piercing through the darkness.",
+        "role_in_scene": "Glowing on a dark piece of equipment beside the person, contrasting sharply with the dominant red lighting"
+      }
+    ]
+  },
+  "expected_subjects": [
+    {
+      "name": "person_in_red_light",
+      "is_person": true,
+      "subject_type": "person",
+      "source_set": "people_set",
+      "source_image_id": "Ego4D:ego4d_video/EGO_76251.npy:person:0",
+      "source_name": "person",
+      "source_description": "Visible by their hands, which are illuminated in bright red light, holding a small object. Source dataset: Ego4D. Scene context: A person's hands are visible in a dark setting, illuminated by a red light, holding and interacting with a small dark object.",
+      "sub_caption": "person: A person, prominently visible by their hands and forearms which are bathed in bright red light, holding and interacting with a small dark electronic object.. Scene role: Operating the small device in the foreground",
+      "ref_style": "white_bg_full_body_front"
+    },
+    {
+      "name": "red_illuminated_structure",
+      "is_person": false,
+      "subject_type": "object",
+      "source_set": "obj_set",
+      "source_image_id": "Ego4D:ego4d_video/EGO_2029.npy:object:1",
+      "source_name": "red illuminated structure",
+      "source_description": "A structure on the right side of the image, possibly a wall or barricade, strongly illuminated with red light, featuring a grid-like or textured pattern. Source dataset: Ego4D. Scene context: A dark, possibly outdoor or poorly lit indoor area illuminated by strong blue and red artificial lights.",
+      "sub_caption": "red illuminated structure: A sturdy wall or barricade-like structure featuring a textured, grid-like pattern, strongly illuminated by deep red ambient light.. Scene role: Forms the textured, atmospheric background behind the person",
+      "ref_style": "white_bg_encyclopedia_photo"
+    },
+    {
+      "name": "green_indicator_light",
+      "is_person": false,
+      "subject_type": "object",
+      "source_set": "obj_set",
+      "source_image_id": "Ego4D:ego4d_video/EGO_294886.npy:object:1",
+      "source_name": "green light",
+      "source_description": "Small, bright green glowing indicator light, possibly an LED, located on the dark structure. Source dataset: Ego4D. Scene context: An extremely dark scene with only a faint silhouette of an object and a small green indicator light visible.",
+      "sub_caption": "green light: A small, bright green glowing LED indicator light piercing through the darkness.. Scene role: Glowing on a dark piece of equipment beside the person, contrasting sharply with the dominant red lighting",
+      "ref_style": "white_bg_encyclopedia_photo"
+    }
+  ],
+  "vocab_task_path": "sample_000001/vocab_task.json",
+  "model_ids": {
+    "chat_model": "gcp/google/gemini-3.1-pro-preview",
+    "image_model": "gcp/google/gemini-3-pro-image-preview"
+  }
+}

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/references.json

@@ -0,0 +1,101 @@
+{
+  "references": [
+    {
+      "name": "person_in_red_light",
+      "ref_image": "references/ref_person_in_red_light.png",
+      "raw_ref_image": "references/raw_ref_person_in_red_light_attempt_01.png",
+      "diversify_input": "crops/diversify_input_person_in_red_light.png",
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_person_in_red_light_attempt_01.png",
+        "output": "references/ref_person_in_red_light.png",
+        "mask": "references/sam_mask_person_in_red_light.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          324.0,
+          26.0,
+          699.0,
+          1013.0
+        ],
+        "mask_score": 3.392402,
+        "mask_area_ratio": 0.165197,
+        "elapsed_seconds": 53.7174
+      },
+      "reference_verify": "references/reference_verify_person_in_red_light.json",
+      "reference_verify_passed": true,
+      "reference_attempts": 1
+    },
+    {
+      "name": "red_illuminated_structure",
+      "ref_image": "references/ref_red_illuminated_structure.png",
+      "raw_ref_image": "references/raw_ref_red_illuminated_structure_attempt_01.png",
+      "diversify_input": "crops/diversify_input_red_illuminated_structure.png",
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_red_illuminated_structure_attempt_01.png",
+        "output": "references/ref_red_illuminated_structure.png",
+        "mask": "references/sam_mask_red_illuminated_structure.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          0.0,
+          0.0,
+          1023.0,
+          1023.0
+        ],
+        "mask_score": 1.966617,
+        "mask_area_ratio": 0.597257,
+        "elapsed_seconds": 10.2671
+      },
+      "reference_verify": "references/reference_verify_red_illuminated_structure.json",
+      "reference_verify_passed": true,
+      "reference_attempts": 1
+    },
+    {
+      "name": "green_indicator_light",
+      "ref_image": "references/ref_green_indicator_light.png",
+      "raw_ref_image": "references/raw_ref_green_indicator_light_attempt_01.png",
+      "diversify_input": "crops/diversify_input_green_indicator_light.png",
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_green_indicator_light_attempt_01.png",
+        "output": "references/ref_green_indicator_light.png",
+        "mask": "references/sam_mask_green_indicator_light.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          347.0,
+          335.0,
+          676.0,
+          688.0
+        ],
+        "mask_score": 3.439631,
+        "mask_area_ratio": 0.059673,
+        "elapsed_seconds": 10.1365
+      },
+      "reference_verify": "references/reference_verify_green_indicator_light.json",
+      "reference_verify_passed": true,
+      "reference_attempts": 1
+    }
+  ],
+  "reference_errors": {}
+}

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/references/reference_verify_green_indicator_light.json

@@ -0,0 +1,46 @@
+{
+  "name": "green_indicator_light",
+  "passed": true,
+  "accepted_attempt": 1,
+  "attempts": [
+    {
+      "attempt": 1,
+      "raw_ref_image": "references/raw_ref_green_indicator_light_attempt_01.png",
+      "candidate_ref_image": "references/candidate_ref_green_indicator_light_attempt_01.png",
+      "candidate_sam_mask": "references/candidate_sam_mask_green_indicator_light_attempt_01.png",
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_green_indicator_light_attempt_01.png",
+        "output": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/candidate_ref_green_indicator_light_attempt_01.png",
+        "mask": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/candidate_sam_mask_green_indicator_light_attempt_01.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          347.0,
+          335.0,
+          676.0,
+          688.0
+        ],
+        "mask_score": 3.439631,
+        "mask_area_ratio": 0.059673,
+        "elapsed_seconds": 10.1365
+      },
+      "verify": {
+        "passed": true,
+        "subject_visible": true,
+        "complete_subject": true,
+        "cropped_or_truncated": false,
+        "single_main_subject": true,
+        "white_background": true,
+        "failure_reasons": [],
+        "notes": "The image perfectly shows an isolated green indicator light against a white background."
+      }
+    }
+  ]
+}

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/references/reference_verify_person_in_red_light.json

@@ -0,0 +1,46 @@
+{
+  "name": "person_in_red_light",
+  "passed": true,
+  "accepted_attempt": 1,
+  "attempts": [
+    {
+      "attempt": 1,
+      "raw_ref_image": "references/raw_ref_person_in_red_light_attempt_01.png",
+      "candidate_ref_image": "references/candidate_ref_person_in_red_light_attempt_01.png",
+      "candidate_sam_mask": "references/candidate_sam_mask_person_in_red_light_attempt_01.png",
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_person_in_red_light_attempt_01.png",
+        "output": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/candidate_ref_person_in_red_light_attempt_01.png",
+        "mask": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/candidate_sam_mask_person_in_red_light_attempt_01.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          324.0,
+          26.0,
+          699.0,
+          1013.0
+        ],
+        "mask_score": 3.392402,
+        "mask_area_ratio": 0.165197,
+        "elapsed_seconds": 53.7174
+      },
+      "verify": {
+        "passed": true,
+        "subject_visible": true,
+        "complete_subject": true,
+        "cropped_or_truncated": false,
+        "single_main_subject": true,
+        "white_background": true,
+        "failure_reasons": [],
+        "notes": "Full body person on white background, perfectly isolated and not cropped."
+      }
+    }
+  ]
+}

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/references/reference_verify_red_illuminated_structure.json

@@ -0,0 +1,46 @@
+{
+  "name": "red_illuminated_structure",
+  "passed": true,
+  "accepted_attempt": 1,
+  "attempts": [
+    {
+      "attempt": 1,
+      "raw_ref_image": "references/raw_ref_red_illuminated_structure_attempt_01.png",
+      "candidate_ref_image": "references/candidate_ref_red_illuminated_structure_attempt_01.png",
+      "candidate_sam_mask": "references/candidate_sam_mask_red_illuminated_structure_attempt_01.png",
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_red_illuminated_structure_attempt_01.png",
+        "output": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/candidate_ref_red_illuminated_structure_attempt_01.png",
+        "mask": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/candidate_sam_mask_red_illuminated_structure_attempt_01.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          0.0,
+          0.0,
+          1023.0,
+          1023.0
+        ],
+        "mask_score": 1.966617,
+        "mask_area_ratio": 0.597257,
+        "elapsed_seconds": 10.2671
+      },
+      "verify": {
+        "passed": true,
+        "subject_visible": true,
+        "complete_subject": false,
+        "cropped_or_truncated": true,
+        "single_main_subject": true,
+        "white_background": true,
+        "failure_reasons": [],
+        "notes": "The image shows a representative crop of the red grid-like pattern. Since the subject is a pattern/surface structure, a crop is acceptable."
+      }
+    }
+  ]
+}

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/row.json

@@ -0,0 +1,164 @@
+{
+  "sample_id": "sample_000001",
+  "target_total": 3,
+  "target_people": 1,
+  "target_objects": 2,
+  "canvas_size": [
+    1248,
+    832
+  ],
+  "canvas_aspect_ratio": "3:2",
+  "main_image": "main_image.png",
+  "bbox_overlay": "bbox_overlay.png",
+  "plan": "plan.json",
+  "detections": "detections.json",
+  "vocab_task": "vocab_task.json",
+  "n_planned": 3,
+  "n_detected": 3,
+  "n_subjects": 3,
+  "subjects": [
+    {
+      "name": "person_in_red_light",
+      "is_person": true,
+      "subject_type": "person",
+      "source_set": "people_set",
+      "source_image_id": "Ego4D:ego4d_video/EGO_76251.npy:person:0",
+      "source_name": "person",
+      "source_description": "Visible by their hands, which are illuminated in bright red light, holding a small object. Source dataset: Ego4D. Scene context: A person's hands are visible in a dark setting, illuminated by a red light, holding and interacting with a small dark object.",
+      "sub_caption": "person: A person, prominently visible by their hands and forearms which are bathed in bright red light, holding and interacting with a small dark electronic object.. Scene role: Operating the small device in the foreground",
+      "measured_bbox": [
+        0.301,
+        0.039,
+        0.714,
+        0.98
+      ],
+      "detection_confidence": 0.95,
+      "ref_style": "white_bg_full_body_front",
+      "ref_image": "references/ref_person_in_red_light.png",
+      "raw_ref_image": "references/raw_ref_person_in_red_light_attempt_01.png",
+      "reference_verify": "references/reference_verify_person_in_red_light.json",
+      "reference_verify_passed": true,
+      "reference_attempts": 1,
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_person_in_red_light_attempt_01.png",
+        "output": "references/ref_person_in_red_light.png",
+        "mask": "references/sam_mask_person_in_red_light.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          324.0,
+          26.0,
+          699.0,
+          1013.0
+        ],
+        "mask_score": 3.392402,
+        "mask_area_ratio": 0.165197,
+        "elapsed_seconds": 53.7174
+      }
+    },
+    {
+      "name": "red_illuminated_structure",
+      "is_person": false,
+      "subject_type": "object",
+      "source_set": "obj_set",
+      "source_image_id": "Ego4D:ego4d_video/EGO_2029.npy:object:1",
+      "source_name": "red illuminated structure",
+      "source_description": "A structure on the right side of the image, possibly a wall or barricade, strongly illuminated with red light, featuring a grid-like or textured pattern. Source dataset: Ego4D. Scene context: A dark, possibly outdoor or poorly lit indoor area illuminated by strong blue and red artificial lights.",
+      "sub_caption": "red illuminated structure: A sturdy wall or barricade-like structure featuring a textured, grid-like pattern, strongly illuminated by deep red ambient light.. Scene role: Forms the textured, atmospheric background behind the person",
+      "measured_bbox": [
+        0.6096,
+        0.0,
+        0.9961,
+        0.991
+      ],
+      "detection_confidence": "high",
+      "ref_style": "white_bg_encyclopedia_photo",
+      "ref_image": "references/ref_red_illuminated_structure.png",
+      "raw_ref_image": "references/raw_ref_red_illuminated_structure_attempt_01.png",
+      "reference_verify": "references/reference_verify_red_illuminated_structure.json",
+      "reference_verify_passed": true,
+      "reference_attempts": 1,
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_red_illuminated_structure_attempt_01.png",
+        "output": "references/ref_red_illuminated_structure.png",
+        "mask": "references/sam_mask_red_illuminated_structure.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          0.0,
+          0.0,
+          1023.0,
+          1023.0
+        ],
+        "mask_score": 1.966617,
+        "mask_area_ratio": 0.597257,
+        "elapsed_seconds": 10.2671
+      }
+    },
+    {
+      "name": "green_indicator_light",
+      "is_person": false,
+      "subject_type": "object",
+      "source_set": "obj_set",
+      "source_image_id": "Ego4D:ego4d_video/EGO_294886.npy:object:1",
+      "source_name": "green light",
+      "source_description": "Small, bright green glowing indicator light, possibly an LED, located on the dark structure. Source dataset: Ego4D. Scene context: An extremely dark scene with only a faint silhouette of an object and a small green indicator light visible.",
+      "sub_caption": "green light: A small, bright green glowing LED indicator light piercing through the darkness.. Scene role: Glowing on a dark piece of equipment beside the person, contrasting sharply with the dominant red lighting",
+      "measured_bbox": [
+        0.1227,
+        0.438,
+        0.1605,
+        0.4975
+      ],
+      "detection_confidence": 0.95,
+      "ref_style": "white_bg_encyclopedia_photo",
+      "ref_image": "references/ref_green_indicator_light.png",
+      "raw_ref_image": "references/raw_ref_green_indicator_light_attempt_01.png",
+      "reference_verify": "references/reference_verify_green_indicator_light.json",
+      "reference_verify_passed": true,
+      "reference_attempts": 1,
+      "sam_white_bg": {
+        "input": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/chaos/samples/sample_000001/references/raw_ref_green_indicator_light_attempt_01.png",
+        "output": "references/ref_green_indicator_light.png",
+        "mask": "references/sam_mask_green_indicator_light.png",
+        "sam_checkpoint": "/lustre/fs12/portfolios/nvr/projects/nvr_elm_llm/users/hcai/dataset/tmp/lmlu/codex_gen_data/checkpoints/sam/sam_vit_b_01ec64.pth",
+        "sam_model_type": "vit_b",
+        "sam_device": "auto",
+        "sam_working_size": [
+          640,
+          640
+        ],
+        "sam_max_side": 640,
+        "sam_downscale": 0.625,
+        "prompt_box_xyxy": [
+          347.0,
+          335.0,
+          676.0,
+          688.0
+        ],
+        "mask_score": 3.439631,
+        "mask_area_ratio": 0.059673,
+        "elapsed_seconds": 10.1365
+      }
+    }
+  ],
+  "not_emitted": [],
+  "model_ids": {
+    "chat_model": "gcp/google/gemini-3.1-pro-preview",
+    "image_model": "gcp/google/gemini-3-pro-image-preview"
+  }
+}

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000001/vocab_task.json

@@ -0,0 +1,56 @@
+{
+  "task_id": "sample_000001",
+  "sample_id": "sample_000001",
+  "sample_index": 1,
+  "target_total": 3,
+  "target_people": 1,
+  "target_objects": 2,
+  "people_candidates": [
+    {
+      "candidate_index": 0,
+      "source_offset": 109,
+      "image_id": "Ego4D:ego4d_video/EGO_150078.npy:person:0",
+      "name": "person",
+      "description": "A person is partially visible, holding a long, dark object in front of them. Source dataset: Ego4D. Scene context: A close-up view of a person holding a long object, possibly a tool or weapon, against a bright, overexposed background."
+    },
+    {
+      "candidate_index": 1,
+      "source_offset": 1009,
+      "image_id": "Ego4D:ego4d_video/EGO_76251.npy:person:0",
+      "name": "person",
+      "description": "Visible by their hands, which are illuminated in bright red light, holding a small object. Source dataset: Ego4D. Scene context: A person's hands are visible in a dark setting, illuminated by a red light, holding and interacting with a small dark object."
+    }
+  ],
+  "object_candidates": [
+    {
+      "candidate_index": 0,
+      "source_offset": 5811,
+      "image_id": "Ego4D:ego4d_video/EGO_2029.npy:object:1",
+      "name": "red illuminated structure",
+      "description": "A structure on the right side of the image, possibly a wall or barricade, strongly illuminated with red light, featuring a grid-like or textured pattern. Source dataset: Ego4D. Scene context: A dark, possibly outdoor or poorly lit indoor area illuminated by strong blue and red artificial lights."
+    },
+    {
+      "candidate_index": 1,
+      "source_offset": 5237,
+      "image_id": "Ego4D:ego4d_video/EGO_172706.npy:object:2",
+      "name": "stove top",
+      "description": "A dark stove top surface beneath the pan. Source dataset: Ego4D. Scene context: A close-up view of food being cooked in a pan on a stove."
+    },
+    {
+      "candidate_index": 2,
+      "source_offset": 5410,
+      "image_id": "Ego4D:ego4d_video/EGO_192247.npy:object:1",
+      "name": "scissors",
+      "description": "A pair of metallic scissors with black handles lying closed on the white surface. Source dataset: Ego4D. Scene context: A top-down view of hands working with fabric on a white surface, surrounded by scissors and other materials."
+    },
+    {
+      "candidate_index": 3,
+      "source_offset": 7900,
+      "image_id": "Ego4D:ego4d_video/EGO_294886.npy:object:1",
+      "name": "green light",
+      "description": "Small, bright green glowing indicator light, possibly an LED, located on the dark structure. Source dataset: Ego4D. Scene context: An extremely dark scene with only a faint silhouette of an object and a small green indicator light visible."
+    }
+  ],
+  "rng_seed": 1782032722,
+  "created_at": 1782259667.5924346
+}

samples_v8/chaos/EPIC-Kitchens_Ego4D_samples_20260624/sample_000002/compose_prompt.txt

@@ -0,0 +1,155 @@
+Render the following JSON scene specification as a photorealistic 1248x832 image using a true 3:2 canvas. Every listed person and object must appear visibly in the image. Keep normal proportions and the requested aspect ratio. The foreground must contain only subjects explicitly listed in the JSON scene specification. Do not add any unlisted foreground people, animals, vehicles, props, tools, products, signs, readable text, logos, or other localizable subjects. Background context may include non-localizable scenery only when it does not introduce a distinct foreground subject. No text, no labels, no logos, no watermarks.
+JSON scene specification:
+{
+  "format": "structured_json_prompt",
+  "canvas": {
+    "size": [
+      1248,
+      832
+    ],
+    "aspect_ratio": "3:2",
+    "style": "photorealistic"
+  },
+  "scene": {
+    "setting": "A dimly lit, moody interior room, resembling a gaming setup or a neon-lit bedroom, strongly illuminated by contrasting blue and red light sources against dark shadows.",
+    "activity": "Two people are hanging out in the dark; one person is forming a heart shape with their hands under a warm red light, while the other is manipulating a small object nearby under a blue glow.",
+    "composition": "Mid-shot to close-up focused on the glowing hands and textured surfaces in the foreground. Shallow depth of field blurs the background door, wooden structures, and scattered LED indicators. 3:2 landscape framing to capture both sets of hands side by side while showing the ambient room lighting.",
+    "constraints": [
+      "no text",
+      "no labels",
+      "no watermarks",
+      "true 3:2 composition",
+      "final canvas size 1248x832",
+      "normal human and object proportions",
+      "no squeezed perspective",
+      "no anamorphic stretching",
+      "every listed person and object must be visibly present",
+      "the foreground may contain only the listed people and objects",
+      "no extra foreground people, animals, vehicles, props, tools, products, signs, readable text, logos, or other localizable subjects absent from this JSON"
+    ]
+  },
+  "people": [
+    {
+      "name": "person_forming_heart",
+      "source_index": 2,
+      "source_image_id": "Ego4D:ego4d_video/EGO_282814.npy:person:0",
+      "source_name": "person forming heart",
+      "description": "Two hands forming a heart shape, beautifully illuminated by a faint reddish light against the dark background.",
+      "role_in_scene": "In the center-left foreground, forming a heart shape with hands as a gesture of affection."
+    },
+    {
+      "name": "person_manipulating_object",
+      "source_index": 3,
+      "source_image_id": "Ego4D:ego4d_video/EGO_76307.npy:person:0",
+      "source_name": "person",
+      "description": "A pair of hands visible in dim lighting, carefully manipulating a small, unseen item.",
+      "role_in_scene": "In the center-right foreground, interacting with something small near the heart-forming hands."
+    }
+  ],
+  "objects": [
+    {
+      "name": "small_blue_led",
+      "source_index": 0,
+      "source_image_id": "Ego4D:ego4d_video/EGO_165181.npy:object:2",
+      "source_name": "small blue light",
+      "description": "A tiny, bright blue point of light, acting as an LED indicator.",
+      "role_in_scene": "Glowing softly on a piece of electronic equipment in the deep background."
+    },
+    {
+      "name": "blurry_blue_light",
+      "source_index": 4,
+      "source_image_id": "Ego4D:ego4d_video/EGO_97360.npy:object:0",
+      "source_name": "blue light",
+      "description": "A faint, blurry blue light source glowing in the dark.",
+      "role_in_scene": "Providing ambient blue backlighting on the right side of the scene."
+    },
+    {
+      "name": "ambient_blue_glow",
+      "source_index": 9,
+      "source_image_id": "Ego4D:ego4d_video/EGO_97324.npy:object:0",
+      "source_name": "blue light source",
+      "description": "A diffuse, faint blue glowing area.",
+      "role_in_scene": "Illuminating the shadows behind the manipulating hands."
+    },
+    {
+      "name": "background_door",
+      "source_index": 10,
+      "source_image_id": "Ego4D:ego4d_video/EGO_94739.npy:object:3",
+      "source_name": "door",
+      "description": "A dark-colored door and door frame, barely visible in the low light.",
+      "role_in_scene": "Providing architectural depth in the blurred background on the left."
+    },
+    {
+      "name": "blue_lit_fabric_backdrop",
+      "source_index": 11,
+      "source_image_id": "Ego4D:ego4d_video/EGO_93411.npy:object:2",
+      "source_name": "textured background",
+      "description": "A wrinkled surface illuminated with a blue hue, resembling crumpled fabric.",
+      "role_in_scene": "Draped in the background, catching the blue ambient light."
+    },
+    {
+      "name": "dim_wooden_floor",
+      "source_index": 12,
+      "source_image_id": "EPIC-Kitchens:P28_114:object:3",
+      "source_name": "wooden floor",
+      "description": "A light oak-colored wood floor with rectangular planks.",
+      "role_in_scene": "Partially visible at the very bottom edge of the frame, fading into the dark shadows."
+    },
+    {
+      "name": "small_green_led",
+      "source_index": 16,
+      "source_image_id": "Ego4D:ego4d_video/EGO_294896.npy:object:0",
+      "source_name": "green light",
+      "description": "A tiny, dim green LED indicator light.",
+      "role_in_scene": "Shining faintly from a device in the dark background on the right."
+    },
+    {
+      "name": "ambient_red_patch",
+      "source_index": 18,
+      "source_image_id": "Ego4D:ego4d_video/EGO_232140.npy:object:0",
+      "source_name": "faint red patch",
+      "description": "A faintly illuminated irregular red area.",
+      "role_in_scene": "Casting a warm red glow onto the surrounding surfaces near the heart-forming hands."
+    },
+    {
+      "name": "dark_wooden_structure",
+      "source_index": 19,
+      "source_image_id": "Ego4D:ego4d_video/EGO_256074.npy:object:1",
+      "source_name": "wooden structure",
+      "description": "A dimly lit wooden structure, resembling part of a chair or desk.",
+      "role_in_scene": "Located in the mid-ground, anchoring the scene's spatial layout."
+    },
+    {
+      "name": "dark_blue_fabric_surface",
+      "source_index": 22,
+      "source_image_id": "Ego4D:ego4d_video/EGO_93412.npy:object:1",
+      "source_name": "textured surface",
+      "description": "Dark blue material with folds and wrinkles.",
+      "role_in_scene": "Covering the table or surface just below the interacting hands."
+    },
+    {
+      "name": "grid_pattern_deskmat",
+      "source_index": 23,
+      "source_image_id": "Ego4D:ego4d_video/EGO_40027.npy:object:0",
+      "source_name": "patterned surface",
+      "description": "A textured surface with a repeating grid-like pattern, highly reflective of blue light.",
+      "role_in_scene": "Acting as a desk mat underneath the hands, catching the bright blue screen light."
+    },
+    {
+      "name": "blue_monitor_screen",
+      "source_index": 24,
+      "source_image_id": "Ego4D:ego4d_video/EGO_27241.npy:object:0",
+      "source_name": "blue light source",
+      "description": "A bright blue rectangular light source, acting as a glowing screen.",
+      "role_in_scene": "Positioned just out of focus on the right, casting heavy blue light onto the scene."
+    },
+    {
+      "name": "red_light_reflection_on_arm",
+      "source_index": 25,
+      "source_image_id": "Ego4D:ego4d_video/EGO_282711.npy:object:0",
+      "source_name": "red light reflection",
+      "description": "A thin, elongated red glow reflecting off a surface.",
+      "role_in_scene": "Reflecting sharply off the forearm of the person forming the heart."
+    }
+  ]
+}