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  1. eval/DiffuScene/.gitignore +6 -0
  2. eval/DiffuScene/EVALUATION_GUIDE.md +0 -0
  3. eval/DiffuScene/LICENSE +61 -0
  4. eval/DiffuScene/README.md +161 -0
  5. eval/DiffuScene/build_chamfer.sh +41 -0
  6. eval/DiffuScene/download_pretrained.sh +100 -0
  7. eval/DiffuScene/environment.yaml +35 -0
  8. eval/DiffuScene/evaluation_results_bedrooms.json +0 -0
  9. eval/DiffuScene/evaluation_results_bedrooms_fixed.json +0 -0
  10. eval/DiffuScene/evaluation_results_bedrooms_scene_specific.json +0 -0
  11. eval/DiffuScene/nohup1.out +1473 -0
  12. eval/DiffuScene/nohup2.out +1028 -0
  13. eval/DiffuScene/scene_boundaries_bedrooms.json +1 -0
  14. eval/DiffuScene/setup.py +82 -0
  15. eval/Holodeck/data/evaluation/evaluation_results_20251225_231325.json +0 -0
  16. eval/Holodeck/data/evaluation/gpt_eval_results.json +0 -0
  17. eval/Holodeck/data/pipeline_outputs/Aiming_for_a_multiuse_living_s-2026-01-04-12-09-40-462092/Aiming_for_a_multiuse_living_s-2026-01-04-12-27-15-592731/Aiming_for_a_multiuse_living_s.json +0 -0
  18. eval/Holodeck/data/pipeline_outputs/Design_a_bathroom_that_integra-2026-01-04-16-30-48-174650/Design_a_bathroom_that_integra-2026-01-04-16-36-42-989136/Design_a_bathroom_that_integra.json +2267 -0
  19. eval/Holodeck/data/pipeline_outputs/I_want_an_inviting_entry_stora-2026-01-04-18-28-24-469019/I_want_an_inviting_entry_stora-2026-01-04-18-37-03-117351/I_want_an_inviting_entry_stora.json +3128 -0
  20. eval/Holodeck/data/pipeline_outputs/I_want_an_inviting_entry_stora-2026-01-04-18-28-24-469019/evaluation_results.json +8 -0
  21. eval/Holodeck/data/pipeline_outputs/I_want_the_zone_to_feel_slight-2026-01-04-18-10-34-660446/I_want_the_zone_to_feel_slight-2026-01-04-18-16-55-906419/I_want_the_zone_to_feel_slight.json +0 -0
  22. eval/IDesign/evaluation/evaluation_results/3d-front_10e11961-a7ca-48d0-becd-eebdd9c598e4_LivingRoom-20436_fine/prompt.txt +1 -0
  23. eval/IDesign/evaluation/evaluation_results/3d-front_371d42f1-c731-45da-b720-4ab3e5ed2be2_MasterBedroom-105009_fine/prompt.txt +1 -0
  24. eval/IDesign/evaluation/evaluation_results/3d-front_37c69656-88ac-4e59-80a3-263c841262a1_LivingDiningRoom-41202_medium/prompt_info.json +5 -0
  25. eval/IDesign/evaluation/evaluation_results/3d-front_37c69656-88ac-4e59-80a3-263c841262a1_LivingDiningRoom-41202_medium/scene.json +315 -0
  26. eval/IDesign/evaluation/evaluation_results/3d-front_3a88f9c1-9db1-4b97-a08e-c6bf36024363_LivingDiningRoom-6741_medium/prompt.txt +1 -0
  27. eval/IDesign/evaluation/evaluation_results/3d-front_3a88f9c1-9db1-4b97-a08e-c6bf36024363_LivingDiningRoom-6741_medium/prompt_info.json +5 -0
  28. eval/IDesign/evaluation/evaluation_results/3d-front_3a88f9c1-9db1-4b97-a08e-c6bf36024363_LivingDiningRoom-6741_medium/scene.json +381 -0
  29. eval/IDesign/evaluation/evaluation_results/3d-front_64ddec2e-2c16-45c2-a88f-8ea95b9ac80a_LivingDiningRoom-3970_medium/prompt_info.json +5 -0
  30. eval/IDesign/evaluation/evaluation_results/3d-front_89630235-284d-49c1-8258-65af4e749633_LivingDiningRoom-825_coarse/prompt_info.json +5 -0
  31. eval/IDesign/evaluation/evaluation_results/3d-front_89630235-284d-49c1-8258-65af4e749633_LivingDiningRoom-825_coarse/scene.json +388 -0
  32. eval/IDesign/evaluation/evaluation_results/3d-front_906838fb-55ed-4908-acf3-2ce304e821a3_LivingDiningRoom-12661_medium/prompt.txt +1 -0
  33. eval/IDesign/evaluation/evaluation_results/3d-front_906838fb-55ed-4908-acf3-2ce304e821a3_LivingDiningRoom-12661_medium/scene.json +391 -0
  34. eval/IDesign/evaluation/evaluation_results/3d-front_9962e04d-b9c2-4675-b4b9-0296063c2263_KidsRoom-37149_coarse/prompt.txt +1 -0
  35. eval/IDesign/evaluation/evaluation_results/3d-front_9962e04d-b9c2-4675-b4b9-0296063c2263_KidsRoom-37149_coarse/prompt_info.json +5 -0
  36. eval/IDesign/evaluation/evaluation_results/3d-front_9962e04d-b9c2-4675-b4b9-0296063c2263_KidsRoom-37149_coarse/scene.json +383 -0
  37. eval/IDesign/evaluation/evaluation_results/arkitscenes_Training_42445055_fine/prompt_info.json +5 -0
  38. eval/IDesign/requirements.txt +9 -0
  39. eval/LayoutGPT/README.md +160 -0
  40. eval/LayoutGPT/environment.yml +212 -0
  41. eval/LayoutGPT/parse_llm_output.py +106 -0
  42. eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/1065e56d-a3c1-4ef5-9880-610e14890368-c370f7fa-6a82-4988-865e-c8efb246b910.json +196 -0
  43. eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/30f2574f-dd2d-4e97-a937-dce8be2af98e-ec96ee90-1f62-4673-abf4-8cf11f55faea.json +440 -0
  44. eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/4fcf48c3-1191-4ddf-9a93-d8771a6928de-852c22e2-37e4-4f25-99aa-47de26b87236.json +420 -0
  45. eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/67b01cdb-cd5e-48a8-a5a5-5f755b2ee78e-5a96ca4e-a1fd-4bd6-96e2-ee505686fd4e.json +432 -0
  46. eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/91d0fcc8-8934-47c9-8ebd-3555da0412b0-7d69eccf-5254-4e35-a432-ccb508bbde59.json +549 -0
  47. eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/9fa47876-dc0b-4cb1-b5dc-93ca194b1d87-0072ca0b-9e20-49a9-bd1b-d3f337927da0.json +469 -0
  48. eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/a169bc10-8221-4121-9815-5ae46a4d3d8e-864fb10b-4c52-49be-a34a-265c622183ba.json +489 -0
  49. eval/respace/diaglog_pipeline/__init__.py +30 -0
  50. eval/respace/diaglog_pipeline/data_loader.py +303 -0
eval/DiffuScene/.gitignore ADDED
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eval/DiffuScene/EVALUATION_GUIDE.md ADDED
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eval/DiffuScene/README.md ADDED
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+ # DiffuScene
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+
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+ [**Paper**](https://arxiv.org/abs/2303.14207.pdf) | [**arXiv**](https://arxiv.org/abs/2303.14207.pdf) | [**Video**](https://www.youtube.com/embed/PFi-03T1lN0) | [**Project Page**](https://tangjiapeng.github.io/projects/DiffuScene/) <br>
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+
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+ This is the repository that contains source code for the paper:
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+
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+ **DiffuScene: Denoising Diffusion Models for Generative Indoor Scene Synthesis**
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+
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+ - We present DiffuScene, a diffusion model for diverse and realistic indoor scene synthesis.
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+ <div style="text-align: center">
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+ <img src="media/pipeline.png" />
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+ </div
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+
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+ - It can facilitate various down-stream applications: scene completion from partial scenes (left); scene arrangements of given objects (middle); scene generation from a text prompt describing partial scene configurations (right).
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+ <div style="text-align: center">
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+ <img src="media/teaser.png" />
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+ </div>
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+
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+ ## Installation & Dependencies
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+ You can create a conda environment called ```diffuscene``` using
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+ ```
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+ conda env create -f environment.yaml
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+ conda activate diffuscene
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+ ```
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+
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+ Next compile the extension modules. You can do this via
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+ ```
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+ python setup.py build_ext --inplace
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+ pip install -e .
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+ ```
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+
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+ Install ChamferDistancePytorch
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+ ```
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+ cd ChamferDistancePytorch/chamfer3D
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+ python setup.py install
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+ ```
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+
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+ ## Download
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+
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+ The pretrained model, results, and preprocess datasets are put into [GoogleDrive](https://drive.google.com/drive/folders/1EhvyNCAWWto6vMt0vXWMKBoSdYR_9pC2?usp=sharing)
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+
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+ ### Pretrained models and Results
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+ The pretrained models of DiffuScene (unconditional, text, scene_rearrangement) can be downloaded from [here](https://drive.google.com/file/d/1pk9AzGcBz_kRfmRzvFNDW5byk4MwbXEm/view?usp=sharing).
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+ The pretrained model of ShapeAutoencoder can be downloaded from [here](https://drive.google.com/file/d/1xuFa_Hh6BOZqfaAnlG-W_9mA1gilU6nI/view?usp=sharing).
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+ The google drive also contains [the results of unconditional generation](https://drive.google.com/file/d/1EJ2VPZvbuKeR-ob1SsiwEC7cAEFDug3i/view?usp=sharing).
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+
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+ #### Preprocessed dataset
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+ To directly train and evaluate DiffuScene without tedious data preprocessing, we also provide the preprocessed [3D-Front](https://drive.google.com/file/d/1UNSFN0kULyOzUErDPVvkKYbmfzA-4MsG/view?usp=sharing) and [3D-FUTURE](https://drive.google.com/file/d/16fz81Eh6B6pbZNGTMbe0FdfNwIuQicE1/view?usp=sharing)
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+
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+ ## Dataset
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+
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+ The training and evaluation are based on the [3D-FRONT](https://tianchi.aliyun.com/specials/promotion/alibaba-3d-scene-dataset)
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+ and the [3D-FUTURE](https://www.google.com/search?q=3d-future&oq=3d-fut&aqs=chrome.1.69i57j0j0i30l8.3909j0j7&sourceid=chrome&ie=UTF-8)
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+ dataset. To download both datasets, please refer to the instructions provided in the dataset's
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+ [webpage](https://tianchi.aliyun.com/specials/promotion/alibaba-3d-scene-dataset).
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+
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+
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+ ### Pickle the 3D-FUTURE dataset
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+ To accelerate the preprocessing speed, we can sepcify the `PATH_TO_SCENES` environment variable for all scripts. This filepath contains the
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+ parsed `ThreedFutureDataset` after being pickled. To pickle it, you can simply run this script as follows:
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+ ```
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+ python pickle_threed_future_dataset.py path_to_output_dir path_to_3d_front_dataset_dir path_to_3d_future_dataset_dir path_to_3d_future_model_info --dataset_filtering room_type
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+ ```
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+ Based on the pickled ThreedFutureDataset, we also provide a script to pickle the sampled point clouds of object CAD models,
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+ which are used to shape autoencoder training and latent shape code extraction.
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+ ```
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+ python pickle_threed_future_pointcloud.py path_to_output_dir path_to_3d_front_dataset_dir path_to_3d_future_dataset_dir path_to_3d_future_model_info --dataset_filtering room_type
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+ ```
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+ For example,
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+ ```
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+ python pickle_threed_future_dataset.py /cluster/balrog/jtang/3d_front_processed/ /cluster/balrog/jtang/3D-FRONT/ /cluster/balrog/jtang/3D-FUTURE-model /cluster/balrog/jtang/3D-FUTURE-model/model_info.json --dataset_filtering threed_front_livingroom --annotation_file ../config/livingroom_threed_front_splits.csv
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+
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+ PATH_TO_SCENES="/cluster/balrog/jtang/3d_front_processed/threed_front.pkl" python pickle_threed_fucture_pointcloud.py /cluster/balrog/jtang/3d_front_processed/ /cluster/balrog/jtang/3D-FRONT/ /cluster/balrog/jtang/3D-FUTURE-model /cluster/balrog/jtang/3D-FUTURE-model/model_info.json --dataset_filtering threed_front_livingroom --annotation_file ../config/livingroom_threed_front_splits.csv
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+ ```
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+
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+ Note that these two scripts should be separately executed for different room
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+ types containing different objects. For the case of 3D-FRONT this is for the
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+ bedrooms and the living/dining rooms, thus you have to run this script twice
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+ with different `--dataset_filtering` and `--annotation_file`options. Please check the help menu for
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+ additional details.
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+
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+ ### Train shape autoencoder
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+ Then you can train the shape autoencoder using all models from bedrooms/diningrooms/livingrooms.
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+ ```
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+ cd ./scripts
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+ PATH_TO_SCENES="/cluster/balrog/jtang/3d_front_processed/threed_front.pkl" python train_objautoencoder.py ../config/obj_autoencoder/bed_living_diningrooms_lat32.yaml your_objae_output_directory --experiment_tag "bed_living_diningrooms_lat32" --with_wandb_logger
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+ ```
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+
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+ ### Pickle Latent Shape Code
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+ Next, you can use the pre-train checkpoint of shape autoencoder to extract latent shape codes for each room type. Take the bedrooms for example:
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+ ```
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+ PATH_TO_SCENES="/cluster/balrog/jtang/3d_front_processed/threed_front.pkl" python generate_objautoencoder.py ../config/objautoencoder/bedrooms.yaml your_objae_output_directory --experiment_tag "bed_living_diningrooms_lat32"
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+ ```
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+
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+ ### Preprocess 3D-Front dataset with latent shape codes
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+ Finally, you can run `preprocessing_data.py` to read and pickle object properties (class label, location, orientation, size, and latent shape features) of each scene.
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+ ```
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+ PATH_TO_SCENES="/cluster/balrog/jtang/3d_front_processed/threed_front.pkl" python preprocess_data.py /cluster/balrog/jtang/3d_front_processed/livingrooms_objfeats_32_64 /cluster/balrog/jtang/3D-FRONT/ /cluster/balrog/jtang/3D-FUTURE-model /cluster/balrog/jtang/3D-FUTURE-model/model_info.json --dataset_filtering threed_front_livingroom --annotation_file ../config/livingroom_threed_front_splits.csv --add_objfeats
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+ ```
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+
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+ ## Training & Evaluate Diffuscene
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+ To train diffuscene on 3D Front-bedrooms, you can run
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+ ```
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+ ./run/train.sh
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+ ./run/train_text.sh
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+ ```
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+
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+ To generate the scene of unconditional and text-conditioned scene generation with our pretraiened models, you can run
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+ ```
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+ ./run/generate.sh
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+ ./run/generate_text.sh
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+ ```
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+ If you want to calculate evaluation metrics of bbox IoU and average number of symmetric pairs, you can add the option```--compute_intersec```.
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+ Please note that our current text-conditioned model is used to generate a full scene configuration from a text prompt of partial scene (2-3 sentences).
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+ If you want to evaluate our method with text prompts of more sentences, you might need to re-train our method.
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+
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+ ## Evaluation Metrics
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+ To evaluate FID and KID from rendered 2D images of generated and reference scenes, you can run:
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+ ```
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+ python compute_fid_scores.py $ground_truth_bedrooms_top2down_render_folder $generate_bedrooms_top2down_render_folder ../config/bedroom_threed_front_splits.csv
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+ python compute_fid_scores.py $ground_truth_diningrooms_top2down_render_folder $generate_diningrooms_top2down_render_folder ../config/diningroom_threed_front_splits.csv
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+ ```
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+
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+ To evaluate improved precision and recall, you can run:
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+ ```
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+ python improved_precision_recall.py $ground_truth_bedrooms_top2down_render_folder $generate_bedrooms_top2down_render_folder ../config/bedroom_threed_front_splits.csv
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+ python improved_precision_recall.py $ground_truth_diningrooms_top2down_render_folder $generate_diningrooms_top2down_render_folder ../config/diningroom_threed_front_splits.csv
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+ ```
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+
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+ ## Relevant Research
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+
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+ Please also check out the following papers that explore similar ideas:
133
+ - LEGO-Net: Learning Regular Rearrangements of Objects in Rooms.[[homepage]](https://ivl.cs.brown.edu/research/lego-net.html)
134
+ - Learning 3D Scene Priors with 2D Supervision. [[homepage]](https://yinyunie.github.io/sceneprior-page/)
135
+ - Sceneformer: Indoor Scene Generation with Transformers. [[homepage]](https://xinpeng-wang.github.io/sceneformer/)
136
+ - ATISS: Autoregressive Transformers for Indoor Scene Synthesis. [[homepage]](https://research.nvidia.com/labs/toronto-ai/ATISS/)
137
+ - Scene Synthesis via Uncertainty-Driven Attribute Synchronization [[pdf]](https://openaccess.thecvf.com/content/ICCV2021/papers/Yang_Scene_Synthesis_via_Uncertainty-Driven_Attribute_Synchronization_ICCV_2021_paper.pdf)
138
+ - Indoor Scene Generation from a Collection of Semantic-Segmented Depth Images [[pdf]](https://openaccess.thecvf.com/content/ICCV2021/papers/Yang_Indoor_Scene_Generation_From_a_Collection_of_Semantic-Segmented_Depth_Images_ICCV_2021_paper.pdf)
139
+ - Fast and Flexible Indoor Scene Synthesis via Deep Convolutional Generative Models [[pdf]](https://arxiv.org/pdf/1811.12463.pdf)
140
+
141
+ ## Citation
142
+
143
+ If you find DiffuScene useful for your work please cite:
144
+
145
+ ```
146
+ @inproceedings{tang2024diffuscene,
147
+ title={Diffuscene: Denoising diffusion models for generative indoor scene synthesis},
148
+ author={Tang, Jiapeng and Nie, Yinyu and Markhasin, Lev and Dai, Angela and Thies, Justus and Nie{\ss}ner, Matthias},
149
+ booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
150
+ year={2024}
151
+ }
152
+ ```
153
+
154
+ Contact [Jiapeng Tang](mailto:tangjiapengtjp@gmail.com) for questions, comments and reporting bugs.
155
+
156
+
157
+ ## Acknowledgements
158
+
159
+ Most of the code is borrowed from [ATISS](https://github.com/nv-tlabs/ATISS). We thank for Despoina Paschalidou her great works and repos.
160
+
161
+
eval/DiffuScene/build_chamfer.sh ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+
3
+ # Script to build ChamferDistance CUDA extensions
4
+ # This script sets the correct CUDA path to avoid version mismatch errors
5
+
6
+ set -e # Exit on error
7
+
8
+ # Set CUDA 12.9 as the compiler
9
+ export CUDA_HOME=/usr/local/cuda-12.9
10
+ export CUDA_PATH=/usr/local/cuda-12.9
11
+ export PATH=/usr/local/cuda-12.9/bin:$PATH
12
+ export LD_LIBRARY_PATH=/usr/local/cuda-12.9/lib64:$LD_LIBRARY_PATH
13
+
14
+ echo "Building ChamferDistance CUDA extensions with CUDA 12.9..."
15
+ echo "============================================================"
16
+
17
+ # Build chamfer3D
18
+ echo ""
19
+ echo "Building chamfer3D..."
20
+ cd ChamferDistancePytorch/chamfer3D
21
+ python setup.py build_ext --inplace
22
+ echo "✓ chamfer3D built successfully"
23
+
24
+ # Build chamfer2D
25
+ echo ""
26
+ echo "Building chamfer2D..."
27
+ cd ../chamfer2D
28
+ python setup.py build_ext --inplace
29
+ echo "✓ chamfer2D built successfully"
30
+
31
+ # Build chamfer5D
32
+ echo ""
33
+ echo "Building chamfer5D..."
34
+ cd ../chamfer5D
35
+ python setup.py build_ext --inplace
36
+ echo "✓ chamfer5D built successfully"
37
+
38
+ echo ""
39
+ echo "============================================================"
40
+ echo "All ChamferDistance extensions built successfully!"
41
+ echo "============================================================"
eval/DiffuScene/download_pretrained.sh ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # Script to download DiffuScene pretrained models and datasets from Google Drive
3
+
4
+ set -e
5
+
6
+ echo "========================================"
7
+ echo "DiffuScene Pretrained Models Downloader"
8
+ echo "========================================"
9
+ echo ""
10
+
11
+ # Create directories
12
+ mkdir -p pretrained
13
+ mkdir -p data
14
+
15
+ # Install gdown if not available
16
+ if ! command -v gdown &> /dev/null; then
17
+ echo "Installing gdown..."
18
+ pip install gdown
19
+ fi
20
+
21
+ echo ""
22
+ echo "Downloading pretrained models..."
23
+ echo "This may take a while depending on your internet connection."
24
+ echo ""
25
+
26
+ # Download pretrained models (unconditional, text, scene_rearrangement)
27
+ echo "[1/5] Downloading DiffuScene pretrained models..."
28
+ gdown "https://drive.google.com/uc?id=1pk9AzGcBz_kRfmRzvFNDW5byk4MwbXEm" -O pretrained/diffuscene_models.zip
29
+ echo "Extracting..."
30
+ unzip -q pretrained/diffuscene_models.zip -d pretrained/
31
+ rm pretrained/diffuscene_models.zip
32
+ echo "✓ DiffuScene models downloaded"
33
+
34
+ # Download ShapeAutoencoder
35
+ echo ""
36
+ echo "[2/5] Downloading ShapeAutoencoder model..."
37
+ gdown "https://drive.google.com/uc?id=1xuFa_Hh6BOZqfaAnlG-W_9mA1gilU6nI" -O pretrained/shape_autoencoder.zip
38
+ echo "Extracting..."
39
+ unzip -q pretrained/shape_autoencoder.zip -d pretrained/
40
+ rm pretrained/shape_autoencoder.zip
41
+ echo "✓ ShapeAutoencoder model downloaded"
42
+
43
+ # Download results (optional)
44
+ echo ""
45
+ echo "[3/5] Downloading unconditional generation results (optional)..."
46
+ read -p "Download example results? (y/n) " -n 1 -r
47
+ echo
48
+ if [[ $REPLY =~ ^[Yy]$ ]]; then
49
+ gdown "https://drive.google.com/uc?id=1EJ2VPZvbuKeR-ob1SsiwEC7cAEFDug3i" -O pretrained/results.zip
50
+ echo "Extracting..."
51
+ unzip -q pretrained/results.zip -d pretrained/
52
+ rm pretrained/results.zip
53
+ echo "✓ Results downloaded"
54
+ else
55
+ echo "Skipped results download"
56
+ fi
57
+
58
+ # Download preprocessed 3D-FRONT dataset
59
+ echo ""
60
+ echo "[4/5] Downloading preprocessed 3D-FRONT dataset..."
61
+ echo "WARNING: This is a large file (several GB)"
62
+ read -p "Download 3D-FRONT dataset? (y/n) " -n 1 -r
63
+ echo
64
+ if [[ $REPLY =~ ^[Yy]$ ]]; then
65
+ gdown "https://drive.google.com/uc?id=1UNSFN0kULyOzUErDPVvkKYbmfzA-4MsG" -O data/3d_front.zip
66
+ echo "Extracting..."
67
+ unzip -q data/3d_front.zip -d data/
68
+ rm data/3d_front.zip
69
+ echo "✓ 3D-FRONT dataset downloaded"
70
+ else
71
+ echo "Skipped 3D-FRONT download"
72
+ fi
73
+
74
+ # Download 3D-FUTURE dataset
75
+ echo ""
76
+ echo "[5/5] Downloading preprocessed 3D-FUTURE dataset..."
77
+ echo "WARNING: This is a large file (several GB)"
78
+ read -p "Download 3D-FUTURE dataset? (y/n) " -n 1 -r
79
+ echo
80
+ if [[ $REPLY =~ ^[Yy]$ ]]; then
81
+ gdown "https://drive.google.com/uc?id=16fz81Eh6B6pbZNGTMbe0FdfNwIuQicE1" -O data/3d_future.zip
82
+ echo "Extracting..."
83
+ unzip -q data/3d_future.zip -d data/
84
+ rm data/3d_future.zip
85
+ echo "✓ 3D-FUTURE dataset downloaded"
86
+ else
87
+ echo "Skipped 3D-FUTURE download"
88
+ fi
89
+
90
+ echo ""
91
+ echo "========================================"
92
+ echo "Download complete!"
93
+ echo "========================================"
94
+ echo ""
95
+ echo "Directory structure:"
96
+ tree -L 2 pretrained/ data/ || ls -R pretrained/ data/
97
+ echo ""
98
+ echo "Next steps:"
99
+ echo "1. Update the paths in run/test_custom_text.sh to point to the downloaded data"
100
+ echo "2. Run: ./run/test_custom_text.sh"
eval/DiffuScene/environment.yaml ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name: diffuscene
2
+ channels:
3
+ - conda-forge
4
+ - pytorch
5
+ - defaults
6
+ dependencies:
7
+ - cython=0.29.32
8
+ - numpy=1.21.3
9
+ - networkx=2.5.1
10
+ - pyrr=0.10.3
11
+ - pyyaml=5.3.1
12
+ - python=3.8
13
+ - cudatoolkit=11.3
14
+ - pytorch=1.13.0
15
+ - torchvision=0.14.0
16
+ - pillow=7.2.0
17
+ - scipy=1.8.1
18
+ - tqdm=4.64.1
19
+ - trimesh>=3.12.0
20
+ - matplotlib=3.3.1
21
+ - wxpython=4.0.7
22
+ - pip:
23
+ - simple_3dviz==0.4.0
24
+ - pytorch-fast-transformers==0.4.0
25
+ - num2words
26
+ - nltk
27
+ - einops_exts
28
+ - kornia==0.6.9
29
+ - rotary_embedding_torch
30
+ - transformers==4.25.1
31
+ - clip==0.2.0
32
+ - pyvista==0.43.3
33
+ - torchtext
34
+ - seaborn
35
+ - wandb
eval/DiffuScene/evaluation_results_bedrooms.json ADDED
The diff for this file is too large to render. See raw diff
 
eval/DiffuScene/evaluation_results_bedrooms_fixed.json ADDED
The diff for this file is too large to render. See raw diff
 
eval/DiffuScene/evaluation_results_bedrooms_scene_specific.json ADDED
The diff for this file is too large to render. See raw diff
 
eval/DiffuScene/nohup1.out ADDED
@@ -0,0 +1,1473 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ nohup: ignoring input
2
+ ========================================
3
+ DiffuScene Custom Text Testing
4
+ ========================================
5
+ JSON file: /home/v-meiszhang/amlt-project/DiffuScene/training_data_with_content_v3.1.json
6
+
7
+ ========================================
8
+ Testing room type: bedrooms
9
+ ========================================
10
+ Config: ../config/text/diffusion_bedrooms_instancond_lat32_v_bert.yaml
11
+ Weight file: ../pretrained/pretrained_diffusion/bedrooms_bert/model_32000
12
+ Output: ../pretrained/pretrained_diffusion/bedrooms_bert/custom_text_test
13
+
14
+ /home/v-meiszhang/miniconda3/envs/diffuscene/lib/python3.8/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.
15
+ warnings.warn(
16
+ /home/v-meiszhang/miniconda3/envs/diffuscene/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=None`.
17
+ warnings.warn(msg)
18
+ Some weights of the model checkpoint at bert-base-cased were not used when initializing BertModel: ['cls.seq_relationship.weight', 'cls.predictions.bias', 'cls.seq_relationship.bias', 'cls.predictions.transform.dense.bias', 'cls.predictions.decoder.weight', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.LayerNorm.bias', 'cls.predictions.transform.dense.weight']
19
+ - This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
20
+ - This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
21
+ Using device: cuda:0
22
+ Loaded 500 test samples
23
+ Filtered to 233 samples with room_type='bedroom'
24
+ Applying threed_front_bedroom filtering
25
+ bounds_objfeats of dataset: [0.9808315634727478, -5.353787422180176, 6.351716041564941]
26
+ bounds_objfeats_32 of dataset: [0.9807508587837219, -5.804656028747559, 5.496402740478516]
27
+ rendered_scene is : rendered_scene_256.png
28
+ use lat32 as objfeats
29
+ add text into input dict for training
30
+ use consin_angles instead of original angles, AND use normalized objfeats
31
+ permute keys are: ['class_labels', 'translations', 'sizes', 'angles', 'objfeats_32']
32
+ Loaded 162 scenes from dataset
33
+ Loaded 2354 furniture models
34
+ use text as condition, and pretrained bert model
35
+ separate unet1d encoder of objectness/class/translation/size/angle
36
+ separate unet1d decoder of objectness/class/translation/size/angle
37
+ load centriods min [-2.7625005 0.045 -2.75275 ] and max [2.77844175 3.6248396 2.81854277] in Gausssion Diffusion
38
+ load sizes min [0.03998288 0.02000002 0.012772 ] and max [2.8682 1.770065 1.698315] in Gausssion Diffusion
39
+ Loading weight file from ../pretrained/pretrained_diffusion/bedrooms_bert/model_32000
40
+
41
+ ============================================================
42
+ Generating scenes for 233 test samples
43
+ ============================================================
44
+
45
+
46
+ [1/233] ID: 02f16dba-572d-409d-af78-98c7ab57f9c0-eb57d435-ce6c-4e25-8841-d204a9e3ff6f
47
+ Original text: A bedroom with a focus on contemporary design and well-thought-out furniture placement....
48
+ Truncated text: A bedroom with a focus on contemporary design and well-thought-out furniture placement.
49
+ after bert: torch.Size([1, 19, 768])
50
+ unconditional / conditional generation sampling
51
+
52
+ [2/233] ID: 02fb72ea-8e75-4f7b-85bd-18798232b263-cfa2999e-af50-4545-979f-89042fc0eec0
53
+ Original text: A master bedroom designed for relaxation and functional comfort....
54
+ Truncated text: A master bedroom designed for relaxation and functional comfort.
55
+ after bert: torch.Size([1, 12, 768])
56
+ unconditional / conditional generation sampling
57
+
58
+ [3/233] ID: 03c8c59c-ba14-4486-ba57-3cd79b7f3eb9-279e1aba-7712-473e-a8cb-79637fc8e61c
59
+ Original text: Dreaming of an inviting bedroom that balances areas for sleeping, dressing, and light organization....
60
+ Truncated text: Dreaming of an inviting bedroom that balances areas for sleeping, dressing, and light organization.
61
+ after bert: torch.Size([1, 21, 768])
62
+ unconditional / conditional generation sampling
63
+
64
+ [4/233] ID: 04dcc229-3353-4d90-a058-080acbcc4d59-b511f6b4-e569-4b39-a04f-b4db2666e7be
65
+ Original text: A serene sleeping space in a room featuring clean geometric lines and neutral tones....
66
+ Truncated text: A serene sleeping space in a room featuring clean geometric lines and neutral tones.
67
+ after bert: torch.Size([1, 18, 768])
68
+ unconditional / conditional generation sampling
69
+
70
+ [5/233] ID: 070bb554-f9b7-4b80-a1a2-fc91f1c861fb-2daf1e34-c2e7-41af-b132-851379ebd7b2
71
+ Original text: Aiming for a straightforward bedroom in a cleanly defined rectangular shape....
72
+ Truncated text: Aiming for a straightforward bedroom in a cleanly defined rectangular shape.
73
+ after bert: torch.Size([1, 16, 768])
74
+ unconditional / conditional generation sampling
75
+
76
+ [6/233] ID: 0925adc7-8bb3-4080-a3bc-8bf19d5d2916-057f8c05-ed76-4ac2-8672-bfe2978ddf49
77
+ Original text: A cozy and compact bedroom featuring a straightforward rectangular layout ideal for restful living....
78
+ Truncated text: A cozy and compact bedroom featuring a straightforward rectangular layout ideal for restful living.
79
+ after bert: torch.Size([1, 19, 768])
80
+ unconditional / conditional generation sampling
81
+
82
+ [7/233] ID: 09defafb-4bb8-44ed-bd94-cd9359b14bb2-bcf3a90c-4bdc-4d20-abae-1c6a031eda1d
83
+ Original text: I want a functional room arrangement that comfortably supports daily bedroom use....
84
+ Truncated text: I want a functional room arrangement that comfortably supports daily bedroom use.
85
+ after bert: torch.Size([1, 15, 768])
86
+ unconditional / conditional generation sampling
87
+
88
+ [8/233] ID: 0a42232a-b3a7-4b6e-a28c-cfbc1a9ad9a5-f6bd806c-5acc-43c7-b7d1-862e2a1daca2
89
+ Original text: A thoughtfully sized bedroom that suits a range of personal living needs and styles....
90
+ Truncated text: A thoughtfully sized bedroom that suits a range of personal living needs and styles.
91
+ after bert: torch.Size([1, 17, 768])
92
+ unconditional / conditional generation sampling
93
+
94
+ [9/233] ID: 0a9c667d-033d-448c-b17c-dc55e6d3c386-65686758-990a-41d3-85d3-cfeee51d4b5f
95
+ Original text: Private sleeping area with a balanced width-to-length ratio, providing a snug yet comfortable atmosp...
96
+ Truncated text: Private sleeping area with a balanced width-to-length ratio, providing a snug yet comfortable atmosphere.
97
+ after bert: torch.Size([1, 24, 768])
98
+ unconditional / conditional generation sampling
99
+
100
+ [10/233] ID: 0ac97866-dccb-47c3-b220-79712041e187-946467ee-de5f-4a69-b24b-ccdc9e1b1682
101
+ Original text: I’d like a master bedroom that feels organized and appropriate for modern living....
102
+ Truncated text: I’d like a master bedroom that feels organized and appropriate for modern living.
103
+ after bert: torch.Size([1, 18, 768])
104
+ unconditional / conditional generation sampling
105
+ Progress: 10/233 scenes generated
106
+
107
+ [11/233] ID: 0c1cea01-e28f-45dd-87df-6f906054c364-768cff9d-6ddb-451f-8e9e-fd16e9cda8af
108
+ Original text: I'm looking for a thoughtfully designed bedroom that supports comfort and practicality....
109
+ Truncated text: I'm looking for a thoughtfully designed bedroom that supports comfort and practicality.
110
+ after bert: torch.Size([1, 18, 768])
111
+ unconditional / conditional generation sampling
112
+
113
+ [12/233] ID: 0c883c9f-0ecf-4bfd-8941-a41b59c636fe-83b7b0ea-0db1-42a0-98cb-11724710acff
114
+ Original text: A well-proportioned bedroom that balances storage and seating needs....
115
+ Truncated text: A well-proportioned bedroom that balances storage and seating needs.
116
+ after bert: torch.Size([1, 16, 768])
117
+ unconditional / conditional generation sampling
118
+
119
+ [13/233] ID: 0d481fd1-284f-4547-a237-19b98f38356c-a2955690-ce56-4164-a3d3-537f8c5dc1d0
120
+ Original text: Configure a welcoming bedroom space emphasizing practicality and order....
121
+ Truncated text: Configure a welcoming bedroom space emphasizing practicality and order.
122
+ after bert: torch.Size([1, 16, 768])
123
+ unconditional / conditional generation sampling
124
+
125
+ [14/233] ID: 0d7cae78-0807-4924-ad3e-a9e6dbc54a96-927aa607-c998-44c0-b55a-79dce6d80c9b
126
+ Original text: A practical and unfussy bedroom setup, designed with ample space for rest and everyday conveniences....
127
+ Truncated text: A practical and unfussy bedroom setup, designed with ample space for rest and everyday conveniences.
128
+ after bert: torch.Size([1, 22, 768])
129
+ unconditional / conditional generation sampling
130
+
131
+ [15/233] ID: 0e49912b-d9f3-4f1a-93e2-0245e6fb67c1-73c2c492-d52e-43b4-9ada-53a16b923902
132
+ Original text: A vibrant children's sleeping area complemented by creative and practical furniture....
133
+ Truncated text: A vibrant children's sleeping area complemented by creative and practical furniture.
134
+ after bert: torch.Size([1, 17, 768])
135
+ unconditional / conditional generation sampling
136
+
137
+ [16/233] ID: 0e72f832-7030-4de0-a194-581120057dcf-f8146570-12eb-4d59-ac86-6852da3745f7
138
+ Original text: Create a functional bedroom layout balancing the needs of rest and workspace in a proportional setti...
139
+ Truncated text: Create a functional bedroom layout balancing the needs of rest and workspace in a proportional setting.
140
+ after bert: torch.Size([1, 21, 768])
141
+ unconditional / conditional generation sampling
142
+
143
+ [17/233] ID: 0f8fa784-6039-4bbc-a439-8fbfffa3a43a-584bd592-a005-4430-851b-7b36c2ee7ffa
144
+ Original text: Hoping to design a room shaped to prioritize use as a primary sleeping and resting space....
145
+ Truncated text: Hoping to design a room shaped to prioritize use as a primary sleeping and resting space.
146
+ after bert: torch.Size([1, 22, 768])
147
+ unconditional / conditional generation sampling
148
+
149
+ [18/233] ID: 107179df-064b-4134-b988-82a44d664444-80215298-b913-42af-80a8-6a21f92ad6af
150
+ Original text: Develop a private room intended for restful sleep and everyday usability, sized for essential furnis...
151
+ Truncated text: Develop a private room intended for restful sleep and everyday usability, sized for essential furnishings.
152
+ after bert: torch.Size([1, 23, 768])
153
+ unconditional / conditional generation sampling
154
+
155
+ [19/233] ID: 109a8e42-f7d7-4893-8262-f2030072b760-2b579e52-e0cf-4e8d-a1e7-f92124c96fe2
156
+ Original text: Design a well-measured sleeping area that fits snugly within its four walls....
157
+ Truncated text: Design a well-measured sleeping area that fits snugly within its four walls.
158
+ after bert: torch.Size([1, 19, 768])
159
+ unconditional / conditional generation sampling
160
+
161
+ [20/233] ID: 10daa874-0936-4bd6-9be2-3bbe831d1bcd-faa7dada-45f0-4619-b3e1-ff6b7d5f9522
162
+ Original text: Looking to achieve a peaceful bedroom environment with thoughtfully placed features and lighting....
163
+ Truncated text: Looking to achieve a peaceful bedroom environment with thoughtfully placed features and lighting.
164
+ after bert: torch.Size([1, 16, 768])
165
+ unconditional / conditional generation sampling
166
+ Progress: 20/233 scenes generated
167
+
168
+ [21/233] ID: 120e3c35-05c5-40a7-b92b-1abbd5592026-1a6f6dcc-44b2-4ab4-be3a-d428c54e904f
169
+ Original text: A cozy bedroom that features essential furniture for rest and organization in a small, efficient spa...
170
+ Truncated text: A cozy bedroom that features essential furniture for rest and organization in a small, efficient space.
171
+ after bert: torch.Size([1, 21, 768])
172
+ unconditional / conditional generation sampling
173
+
174
+ [22/233] ID: 12b5252a-0921-4e41-b07e-a9a1ba9d40f6-64ac9335-1ae5-4f51-870c-766badbb2f42
175
+ Original text: Planning for a well-measured sleeping area that ensures comfort without overcrowding....
176
+ Truncated text: Planning for a well-measured sleeping area that ensures comfort without overcrowding.
177
+ after bert: torch.Size([1, 18, 768])
178
+ unconditional / conditional generation sampling
179
+
180
+ [23/233] ID: 130898f4-b33e-4c5c-93fb-c701f3c498da-195df563-5952-4720-a685-21f4f3a30305
181
+ Original text: A moody yet warm bedroom that incorporates industrial lighting and mid-century touches. The paired s...
182
+ Truncated text: A moody yet warm bedroom that incorporates industrial lighting and mid-century touches. The paired spherical pendant lamps add symmetry to the bed area, while the decorative Art Deco piece above.
183
+ after bert: torch.Size([1, 39, 768])
184
+ unconditional / conditional generation sampling
185
+
186
+ [24/233] ID: 142511ba-78c2-49cd-8942-843b89a696d2-2f5d3969-5779-422f-b340-b862c187774b
187
+ Original text: Looking for a primary bedroom that offers just the right amount of storage and comfort....
188
+ Truncated text: Looking for a primary bedroom that offers just the right amount of storage and comfort.
189
+ after bert: torch.Size([1, 18, 768])
190
+ unconditional / conditional generation sampling
191
+
192
+ [25/233] ID: 14a8aabb-7f3f-4dfd-ae11-72bbfeaa296c-ce436bbc-0985-4374-8ef7-239098f6f504
193
+ Original text: Arrange a master bedroom in a rectangular footprint to blend sleeping and storage elements seamlessl...
194
+ Truncated text: Arrange a master bedroom in a rectangular footprint to blend sleeping and storage elements seamlessly.
195
+ after bert: torch.Size([1, 23, 768])
196
+ unconditional / conditional generation sampling
197
+
198
+ [26/233] ID: 14e7aa9f-8774-40f4-b786-c042aecb27ff-dda5805c-76e0-4d39-8d97-d69ddb7685f6
199
+ Original text: Create a measured and thoughtfully proportioned bedroom that leverages a wide rectangular floor plan...
200
+ Truncated text: Create a measured and thoughtfully proportioned bedroom that leverages a wide rectangular floor plan.
201
+ after bert: torch.Size([1, 20, 768])
202
+ unconditional / conditional generation sampling
203
+
204
+ [27/233] ID: 15669288-4a23-49e3-b586-9822b27fc3c9-023911a5-107e-4e7f-929d-5425898bfb58
205
+ Original text: Design a personal retreat sectioned for relaxation and ample storage within the given dimensions....
206
+ Truncated text: Design a personal retreat sectioned for relaxation and ample storage within the given dimensions.
207
+ after bert: torch.Size([1, 18, 768])
208
+ unconditional / conditional generation sampling
209
+
210
+ [28/233] ID: 17acbeb0-42a8-4d1f-8ee5-a8494e3722d7-b1e85511-8d8b-4039-a576-dadc3b5706e5
211
+ Original text: I'd like to include both practical and decorative ceiling fixtures in the room....
212
+ Truncated text: I'd like to include both practical and decorative ceiling fixtures in the room.
213
+ after bert: torch.Size([1, 18, 768])
214
+ unconditional / conditional generation sampling
215
+
216
+ [29/233] ID: 186273e2-5d0a-4057-a1d9-4e43bdf705c5-565b9c34-fa00-453d-bafd-37122e19c436
217
+ Original text: A simple and versatile bedroom offering enough space to rest comfortably and use essential furniture...
218
+ Truncated text: A simple and versatile bedroom offering enough space to rest comfortably and use essential furniture.
219
+ after bert: torch.Size([1, 18, 768])
220
+ unconditional / conditional generation sampling
221
+
222
+ [30/233] ID: 18bc0787-1a02-44a9-921b-f75bbbf65b9a-9b32d172-778f-4730-9e09-c50423fbc8ba
223
+ Original text: A rectangularly shaped bedroom with a hint of irregularity for aesthetic interest....
224
+ Truncated text: A rectangularly shaped bedroom with a hint of irregularity for aesthetic interest.
225
+ after bert: torch.Size([1, 17, 768])
226
+ unconditional / conditional generation sampling
227
+ Progress: 30/233 scenes generated
228
+
229
+ [31/233] ID: 1ab3b8d4-af97-43f7-bb23-a6233c87ebfd-7062bf92-6668-4e3d-b646-78ad0179c7f0
230
+ Original text: I want a practical bedroom setup with space for sleeping, working, and keeping personal belongings o...
231
+ Truncated text: I want a practical bedroom setup with space for sleeping, working, and keeping personal belongings organized.
232
+ after bert: torch.Size([1, 21, 768])
233
+ unconditional / conditional generation sampling
234
+
235
+ [32/233] ID: 1be3ff59-e514-409a-a3cf-a9aab31c95e3-cc9cc466-8082-470c-8c3b-71bde41fcb98
236
+ Original text: Rectangular-shaped bedroom designed for both practicality and modern aesthetics....
237
+ Truncated text: Rectangular-shaped bedroom designed for both practicality and modern aesthetics.
238
+ after bert: torch.Size([1, 18, 768])
239
+ unconditional / conditional generation sampling
240
+
241
+ [33/233] ID: 1e16532d-1ec8-42c6-a66f-ef21e31c22c1-04a0eae6-ca16-4f82-bf66-f66070c8528d
242
+ Original text: Comfortable and tidy rectangular bedroom designed to accommodate daily needs efficiently....
243
+ Truncated text: Comfortable and tidy rectangular bedroom designed to accommodate daily needs efficiently.
244
+ after bert: torch.Size([1, 18, 768])
245
+ unconditional / conditional generation sampling
246
+
247
+ [34/233] ID: 22957273-2fd9-4ef8-a4bc-6146cf737218-62c2b1b4-60f7-4d3f-9f73-a32e6a4e8702
248
+ Original text: Create a high-ceilinged bedroom that enhances the visual appeal with thoughtfully placed lighting el...
249
+ Truncated text: Create a high-ceilinged bedroom that enhances the visual appeal with thoughtfully placed lighting elements.
250
+ after bert: torch.Size([1, 22, 768])
251
+ unconditional / conditional generation sampling
252
+
253
+ [35/233] ID: 22ab9439-07b3-40d1-81bd-efb6114ba00e-aa9ff067-493c-42cc-862f-24efd827530e
254
+ Original text: Plan a proportionate bedroom setup that makes efficient use of the medium-sized rectangular layout....
255
+ Truncated text: Plan a proportionate bedroom setup that makes efficient use of the medium-sized rectangular layout.
256
+ after bert: torch.Size([1, 20, 768])
257
+ unconditional / conditional generation sampling
258
+
259
+ [36/233] ID: 23b1facb-b178-4875-86c3-1a2a853a3dae-11f7781d-d3db-4544-9f5d-6cb6198aaf80
260
+ Original text: I'd like an inviting bedroom layout that feels naturally balanced....
261
+ Truncated text: I'd like an inviting bedroom layout that feels naturally balanced.
262
+ after bert: torch.Size([1, 15, 768])
263
+ unconditional / conditional generation sampling
264
+
265
+ [37/233] ID: 23da1c17-f682-48f9-ba42-ab7cb00595d3-c5bbe16b-dffb-4e31-b1b6-48b0dc83b964
266
+ Original text: Hoping for a harmonious bedroom space that incorporates a wardrobe, bed with nightstands, and stacka...
267
+ Truncated text: Hoping for a harmonious bedroom space that incorporates a wardrobe, bed with nightstands, and stackable ottoman seating elements.
268
+ after bert: torch.Size([1, 30, 768])
269
+ unconditional / conditional generation sampling
270
+
271
+ [38/233] ID: 2519d5e8-bf60-4988-89da-5d7685c31e04-ca654f04-12d2-4285-b724-1d2d89610289
272
+ Original text: Harmoniously designed bedroom with ample space while maintaining intimacy and warmth....
273
+ Truncated text: Harmoniously designed bedroom with ample space while maintaining intimacy and warmth.
274
+ after bert: torch.Size([1, 16, 768])
275
+ unconditional / conditional generation sampling
276
+
277
+ [39/233] ID: 26c70049-0c0a-4726-a1d0-f488da44d1ef-29d295b0-1dc3-43f3-83b0-6eddaf02a40a
278
+ Original text: I need a compact but comfortable bedroom with enough floor space for essentials without crowding....
279
+ Truncated text: I need a compact but comfortable bedroom with enough floor space for essentials without crowding.
280
+ after bert: torch.Size([1, 20, 768])
281
+ unconditional / conditional generation sampling
282
+
283
+ [40/233] ID: 272aba14-9733-4bc1-8ee1-88c4d289fd80-b022d91e-2208-4b53-b01a-a5dc11364b08
284
+ Original text: I'm focused on a bedroom configuration that can include classic and functional furniture arrangement...
285
+ Truncated text: I'm focused on a bedroom configuration that can include classic and functional furniture arrangements.
286
+ after bert: torch.Size([1, 19, 768])
287
+ unconditional / conditional generation sampling
288
+ Progress: 40/233 scenes generated
289
+
290
+ [41/233] ID: 29c77527-8237-4bd3-8110-788c03a1f1cc-8a9b9160-5a57-4666-beea-06cbd77e76f7
291
+ Original text: Develop a relaxing bedroom environment with a focus on practicality and accessibility....
292
+ Truncated text: Develop a relaxing bedroom environment with a focus on practicality and accessibility.
293
+ after bert: torch.Size([1, 19, 768])
294
+ unconditional / conditional generation sampling
295
+
296
+ [42/233] ID: 29d3b19f-69dc-4a57-a700-43cb0e3a08be-ce7322e3-e6db-418a-95ff-7bb86dd4ed63
297
+ Original text: Multi-purpose bedroom designed to incorporate elegant furnishings and practical use....
298
+ Truncated text: Multi-purpose bedroom designed to incorporate elegant furnishings and practical use.
299
+ after bert: torch.Size([1, 15, 768])
300
+ unconditional / conditional generation sampling
301
+
302
+ [43/233] ID: 2a23f8b0-9cf7-4655-be69-10508912fc99-550ecb1d-2f1c-407a-bb43-74ba8f1b526d
303
+ Original text: A cleanly laid-out bedroom that incorporates sleeping and storage needs efficiently....
304
+ Truncated text: A cleanly laid-out bedroom that incorporates sleeping and storage needs efficiently.
305
+ after bert: torch.Size([1, 17, 768])
306
+ unconditional / conditional generation sampling
307
+
308
+ [44/233] ID: 2ce51e58-c45f-424d-b333-5b56d1641f68-627616b7-0c15-4451-b0b0-268a7490e8fa
309
+ Original text: I want a modestly sized bedroom with enough space for essential sleeping arrangements....
310
+ Truncated text: I want a modestly sized bedroom with enough space for essential sleeping arrangements.
311
+ after bert: torch.Size([1, 17, 768])
312
+ unconditional / conditional generation sampling
313
+
314
+ [45/233] ID: 2dcff54f-32ee-4427-9187-5dc5ac80f26c-50960867-a6f9-44c8-9462-d7077297009b
315
+ Original text: Dreaming of a versatile bedroom space optimized for restful sleep and practical storage....
316
+ Truncated text: Dreaming of a versatile bedroom space optimized for restful sleep and practical storage.
317
+ after bert: torch.Size([1, 20, 768])
318
+ unconditional / conditional generation sampling
319
+
320
+ [46/233] ID: 2f47a9b4-2f26-4c54-9e85-fb78df28c1b1-107b8452-4604-4b77-b696-95549a4dac95
321
+ Original text: Hoping to establish a bedroom setup that balances storage capabilities and a restful sleeping enviro...
322
+ Truncated text: Hoping to establish a bedroom setup that balances storage capabilities and a restful sleeping environment.
323
+ after bert: torch.Size([1, 21, 768])
324
+ unconditional / conditional generation sampling
325
+
326
+ [47/233] ID: 2f96dc00-c0c2-4359-9004-fd4f36cf57f2-d8fd2a91-23f8-4b13-9f61-6b4c3976c45a
327
+ Original text: A bedroom designed to harmoniously balance style and daily purpose....
328
+ Truncated text: A bedroom designed to harmoniously balance style and daily purpose.
329
+ after bert: torch.Size([1, 15, 768])
330
+ unconditional / conditional generation sampling
331
+
332
+ [48/233] ID: 306a08a2-3d13-4d75-ab91-9df1a06d182d-9b08d109-1ff5-40cd-9f7e-e270a5a21464
333
+ Original text: Ensuring task-specific areas with focused furniture, such as a dedicated desk station....
334
+ Truncated text: Ensuring task-specific areas with focused furniture, such as a dedicated desk station.
335
+ after bert: torch.Size([1, 20, 768])
336
+ unconditional / conditional generation sampling
337
+
338
+ [49/233] ID: 33635b59-7c01-4e50-8c68-a401b3563182-b77a5c71-6051-491b-9f9b-ea3ea735a9d0
339
+ Original text: Rectangular private room perfect for combining sleep and creative productivity....
340
+ Truncated text: Rectangular private room perfect for combining sleep and creative productivity.
341
+ after bert: torch.Size([1, 16, 768])
342
+ unconditional / conditional generation sampling
343
+
344
+ [50/233] ID: 339e4d0f-096a-4453-be12-5a730e71e6aa-ce83c19a-b086-4833-b594-6723d76ce0cc
345
+ Original text: A well-proportioned bedroom suitable for everyday living and unwinding....
346
+ Truncated text: A well-proportioned bedroom suitable for everyday living and unwinding.
347
+ after bert: torch.Size([1, 17, 768])
348
+ unconditional / conditional generation sampling
349
+ Progress: 50/233 scenes generated
350
+
351
+ [51/233] ID: 3465caaa-009b-47cc-a20f-c74b18c8a31e-68d7ea42-2c2d-4625-9cd2-69708e693049
352
+ Original text: Modern bedroom space designed for sleeping, relaxing, and convenient storage....
353
+ Truncated text: Modern bedroom space designed for sleeping, relaxing, and convenient storage.
354
+ after bert: torch.Size([1, 15, 768])
355
+ unconditional / conditional generation sampling
356
+
357
+ [52/233] ID: 34ea0f40-d9c2-4207-862f-7d3cc641728f-790ff2af-d064-45f0-be79-eff2abb1ddf9
358
+ Original text: Develop a versatile rectangular bedroom with clear zones for productivity and rest....
359
+ Truncated text: Develop a versatile rectangular bedroom with clear zones for productivity and rest.
360
+ after bert: torch.Size([1, 17, 768])
361
+ unconditional / conditional generation sampling
362
+
363
+ [53/233] ID: 35c1fa5f-7023-4b2d-a411-d59181eada55-1219196f-04c1-48a5-8817-aab832d29170
364
+ Original text: Use furniture with versatile organization options for a practical setup....
365
+ Truncated text: Use furniture with versatile organization options for a practical setup.
366
+ after bert: torch.Size([1, 13, 768])
367
+ unconditional / conditional generation sampling
368
+
369
+ [54/233] ID: 35c841f6-d045-4b15-8309-bf183790880e-67f4af72-5fa5-4bc8-a49e-27d256bd336f
370
+ Original text: A well-organized bedroom emphasizing simple forms and multi-use furniture....
371
+ Truncated text: A well-organized bedroom emphasizing simple forms and multi-use furniture.
372
+ after bert: torch.Size([1, 16, 768])
373
+ unconditional / conditional generation sampling
374
+
375
+ [55/233] ID: 374305fa-c4ea-4d78-8321-4e1414d2535d-bf1dcbd9-cbb2-4484-b219-7a7030833345
376
+ Original text: A streamlined bedroom designed to maximize usability without feeling crowded....
377
+ Truncated text: A streamlined bedroom designed to maximize usability without feeling crowded.
378
+ after bert: torch.Size([1, 17, 768])
379
+ unconditional / conditional generation sampling
380
+
381
+ [56/233] ID: 374ff983-9a4f-4f8a-a756-b28108d72bc0-f7fcf029-4d8d-41bf-870b-d2bf3fb1daf1
382
+ Original text: A modestly sized bedroom offering ample room for core sleeping and storage solutions....
383
+ Truncated text: A modestly sized bedroom offering ample room for core sleeping and storage solutions.
384
+ after bert: torch.Size([1, 17, 768])
385
+ unconditional / conditional generation sampling
386
+
387
+ [57/233] ID: 37c69656-88ac-4e59-80a3-263c841262a1-94c43319-c559-49b4-89af-142843233a84
388
+ Original text: Create a practical and intimate bedroom ideal for focused living....
389
+ Truncated text: Create a practical and intimate bedroom ideal for focused living.
390
+ after bert: torch.Size([1, 14, 768])
391
+ unconditional / conditional generation sampling
392
+
393
+ [58/233] ID: 384a185c-6d2b-41c5-9f35-9b33c1aad421-c773c3df-f745-4a6d-ba26-27b291ba27fa
394
+ Original text: Imagining a peaceful bedroom retreat with a clean and uncluttered layout....
395
+ Truncated text: Imagining a peaceful bedroom retreat with a clean and uncluttered layout.
396
+ after bert: torch.Size([1, 20, 768])
397
+ unconditional / conditional generation sampling
398
+
399
+ [59/233] ID: 3a1725be-3169-4445-8527-128712c63b2b-ce365fba-c525-49b2-bf52-d882d73f13fa
400
+ Original text: Clean, composed design focusing on functional geometry and a neutral, earthy palette....
401
+ Truncated text: Clean, composed design focusing on functional geometry and a neutral, earthy palette.
402
+ after bert: torch.Size([1, 19, 768])
403
+ unconditional / conditional generation sampling
404
+
405
+ [60/233] ID: 3dbd60ef-1a69-4880-8568-68078a779d80-eaf98e04-9f8a-4f66-b96b-f03589a92fd3
406
+ Original text: Seeking a functional bedroom space with room for essential furnishings and easy flow....
407
+ Truncated text: Seeking a functional bedroom space with room for essential furnishings and easy flow.
408
+ after bert: torch.Size([1, 17, 768])
409
+ unconditional / conditional generation sampling
410
+ Progress: 60/233 scenes generated
411
+
412
+ [61/233] ID: 400cce14-4ff3-4c67-9e51-c1c1fd089aac-684b682e-890a-462c-8f1c-36dd43ae39c4
413
+ Original text: Create a balanced bedroom layout within a medium-sized room for relaxation and organization....
414
+ Truncated text: Create a balanced bedroom layout within a medium-sized room for relaxation and organization.
415
+ after bert: torch.Size([1, 19, 768])
416
+ unconditional / conditional generation sampling
417
+
418
+ [62/233] ID: 41053719-a949-4424-841b-a29c5d6a079a-bddabebf-cd83-427d-aff2-b560b1825c8b
419
+ Original text: Wide and open-plan rectangular bedroom suited for combining a sleeping zone with essential storage....
420
+ Truncated text: Wide and open-plan rectangular bedroom suited for combining a sleeping zone with essential storage.
421
+ after bert: torch.Size([1, 19, 768])
422
+ unconditional / conditional generation sampling
423
+
424
+ [63/233] ID: 4448c201-24bc-4eb1-b534-87f656f3094f-62b540c1-1c77-4b53-a065-8546804049de
425
+ Original text: Design a functional and cozy bedroom space that maximizes utility within limited dimensions....
426
+ Truncated text: Design a functional and cozy bedroom space that maximizes utility within limited dimensions.
427
+ after bert: torch.Size([1, 20, 768])
428
+ unconditional / conditional generation sampling
429
+
430
+ [64/233] ID: 44fcec4c-fe76-4397-b4de-4d0717c52760-d2ffe744-4ccd-412c-ac10-6ccf3bfe7762
431
+ Original text: I want a bedroom that accommodates larger furniture while still leaving room to move around comforta...
432
+ Truncated text: I want a bedroom that accommodates larger furniture while still leaving room to move around comfortably.
433
+ after bert: torch.Size([1, 20, 768])
434
+ unconditional / conditional generation sampling
435
+
436
+ [65/233] ID: 4557a700-5a64-4734-839c-bacf8f2bd27e-15001482-5966-4406-88c3-ebf87bb4702c
437
+ Original text: Open-concept bedroom design with a focus on minimalist furniture placement....
438
+ Truncated text: Open-concept bedroom design with a focus on minimalist furniture placement.
439
+ after bert: torch.Size([1, 16, 768])
440
+ unconditional / conditional generation sampling
441
+
442
+ [66/233] ID: 464570ce-bc6e-4914-a2af-846492c41560-38ea0a89-773c-42da-ab49-c0d968c7a754
443
+ Original text: Create a modern bedroom with a rectangular layout and enough space for essential furniture and comfo...
444
+ Truncated text: Create a modern bedroom with a rectangular layout and enough space for essential furniture and comfort.
445
+ after bert: torch.Size([1, 20, 768])
446
+ unconditional / conditional generation sampling
447
+
448
+ [67/233] ID: 47f45b86-8dd6-4cee-bd43-9c32a777dd20-86ea51a8-0579-4efa-b130-746679689f34
449
+ Original text: A balanced sleeping area that prioritizes organization and vertical sleeping arrangements....
450
+ Truncated text: A balanced sleeping area that prioritizes organization and vertical sleeping arrangements.
451
+ after bert: torch.Size([1, 16, 768])
452
+ unconditional / conditional generation sampling
453
+
454
+ [68/233] ID: 4b663d06-fc0a-44ca-887a-d0bfc584a3ee-0aa41172-4d62-4474-bd4a-030153e6f61f
455
+ Original text: Functional bedroom space defined by a slightly irregular shape and a clear focus on practicality....
456
+ Truncated text: Functional bedroom space defined by a slightly irregular shape and a clear focus on practicality.
457
+ after bert: torch.Size([1, 20, 768])
458
+ unconditional / conditional generation sampling
459
+
460
+ [69/233] ID: 4e07f8d0-0479-40d3-96d9-5b83350eb20e-56a5cf1c-ccf5-4fc8-9c79-9b43c6281fa9
461
+ Original text: Pursuing a functional yet inviting bedroom that has room for relaxation and utility....
462
+ Truncated text: Pursuing a functional yet inviting bedroom that has room for relaxation and utility.
463
+ after bert: torch.Size([1, 18, 768])
464
+ unconditional / conditional generation sampling
465
+
466
+ [70/233] ID: 4e29b979-61ea-4b91-865f-7c45b6a6f4cd-a917cf36-27d6-4e25-a543-763d654bec59
467
+ Original text: A well-proportioned bedroom designed for comfort and utility in a minimalist setup....
468
+ Truncated text: A well-proportioned bedroom designed for comfort and utility in a minimalist setup.
469
+ after bert: torch.Size([1, 19, 768])
470
+ unconditional / conditional generation sampling
471
+ Progress: 70/233 scenes generated
472
+
473
+ [71/233] ID: 4f96ac65-dfa8-4186-bf66-48b3b01f9e6d-b9578703-ecda-41e3-98ee-e85ec3c3466e
474
+ Original text: Modestly proportioned room designed to serve as a tranquil bedroom environment....
475
+ Truncated text: Modestly proportioned room designed to serve as a tranquil bedroom environment.
476
+ after bert: torch.Size([1, 20, 768])
477
+ unconditional / conditional generation sampling
478
+
479
+ [72/233] ID: 529be18a-a998-40c9-89ea-074be3172e1b-54adb497-cb7a-46cd-9aa0-3dd4be81ee78
480
+ Original text: Looking to establish a tranquil sleeping space with subtly classic design elements....
481
+ Truncated text: Looking to establish a tranquil sleeping space with subtly classic design elements.
482
+ after bert: torch.Size([1, 19, 768])
483
+ unconditional / conditional generation sampling
484
+
485
+ [73/233] ID: 543598d1-8f63-428b-b1d3-623456e61e44-a461765d-eb9c-4bf4-b8fb-efb3bae66244
486
+ Original text: I’m interested in a layout that feels uncluttered, where each piece is both functional and stylistic...
487
+ Truncated text: I’m interested in a layout that feels uncluttered, where each piece is both functional and stylistically cohesive.
488
+ after bert: torch.Size([1, 30, 768])
489
+ unconditional / conditional generation sampling
490
+
491
+ [74/233] ID: 54f2ad1d-ba3f-4c61-a8b3-68bc90ae15b9-16155543-dc37-4029-95ef-7838eb215de3
492
+ Original text: Aiming for a cozy master bedroom with enough space to accommodate a king-size bed and other essentia...
493
+ Truncated text: Aiming for a cozy master bedroom with enough space to accommodate a king-size bed and other essentials.
494
+ after bert: torch.Size([1, 25, 768])
495
+ unconditional / conditional generation sampling
496
+
497
+ [75/233] ID: 551334cf-e24a-4684-b447-525714798691-60b1272c-a918-4afe-aa0e-ed699d16f02d
498
+ Original text: Build a master bedroom with an airy, organized, and practical layout....
499
+ Truncated text: Build a master bedroom with an airy, organized, and practical layout.
500
+ after bert: torch.Size([1, 18, 768])
501
+ unconditional / conditional generation sampling
502
+
503
+ [76/233] ID: 57634f22-de21-482d-bbc5-2a8556cd911b-672fbde9-f16c-4fad-abb0-bdc291eb333d
504
+ Original text: Carefully proportioned bedroom suited for a blend of rest and storage needs....
505
+ Truncated text: Carefully proportioned bedroom suited for a blend of rest and storage needs.
506
+ after bert: torch.Size([1, 17, 768])
507
+ unconditional / conditional generation sampling
508
+
509
+ [77/233] ID: 576ceb08-b3f7-4694-9584-3450db8099ee-b40e9e8d-9b61-494d-ade5-912f4c126ba4
510
+ Original text: I’m looking for a stylish yet practical bedroom that includes areas for rest and grooming....
511
+ Truncated text: I’m looking for a stylish yet practical bedroom that includes areas for rest and grooming.
512
+ after bert: torch.Size([1, 23, 768])
513
+ unconditional / conditional generation sampling
514
+
515
+ [78/233] ID: 58a8681c-af3e-4c9a-9f61-b220de99378a-65b2ae4d-5182-440e-931e-ddc80e1e4fe9
516
+ Original text: Seeking to make the best use of the space with a master bedroom layout suited to a busy lifestyle....
517
+ Truncated text: Seeking to make the best use of the space with a master bedroom layout suited to a busy lifestyle.
518
+ after bert: torch.Size([1, 23, 768])
519
+ unconditional / conditional generation sampling
520
+
521
+ [79/233] ID: 5a92fb82-10da-4b31-962a-2f8db50ff99b-4a21dd34-81a5-47ce-b2d2-bcbd86ce80df
522
+ Original text: I'm looking for a master bedroom with a clean, uncluttered arrangement for essential bedroom furnitu...
523
+ Truncated text: I'm looking for a master bedroom with a clean, uncluttered arrangement for essential bedroom furniture.
524
+ after bert: torch.Size([1, 24, 768])
525
+ unconditional / conditional generation sampling
526
+
527
+ [80/233] ID: 5c8e6bc5-c29e-4ac3-813e-df2145b20c69-72c8629b-fee7-4690-95ee-c3a67a6b540b
528
+ Original text: A master bedroom characterized by its spacious design and efficient use of space....
529
+ Truncated text: A master bedroom characterized by its spacious design and efficient use of space.
530
+ after bert: torch.Size([1, 16, 768])
531
+ unconditional / conditional generation sampling
532
+ Progress: 80/233 scenes generated
533
+
534
+ [81/233] ID: 5fc60854-130c-44dd-b95f-e4611c847cb4-d9c424ff-27c8-401e-9615-95f9a311b353
535
+ Original text: A functional and thoughtfully organized bedroom suitable for both relaxation and personal activities...
536
+ Truncated text: A functional and thoughtfully organized bedroom suitable for both relaxation and personal activities.
537
+ after bert: torch.Size([1, 16, 768])
538
+ unconditional / conditional generation sampling
539
+
540
+ [82/233] ID: 5fef6bd0-837a-4ad9-a6fd-4b9ce517701b-b4ef8d80-7e65-443d-a1c9-e923870aa1ca
541
+ Original text: Timeless private rectangular bedroom with room for sleep and study elements....
542
+ Truncated text: Timeless private rectangular bedroom with room for sleep and study elements.
543
+ after bert: torch.Size([1, 15, 768])
544
+ unconditional / conditional generation sampling
545
+
546
+ [83/233] ID: 60e4b558-623a-4459-860e-5954f41d4b22-e5aac617-5783-45b9-952b-005153edafe6
547
+ Original text: Wanting a compact and practical bedroom setup fit for a focused lifestyle and peaceful retreat....
548
+ Truncated text: Wanting a compact and practical bedroom setup fit for a focused lifestyle and peaceful retreat.
549
+ after bert: torch.Size([1, 19, 768])
550
+ unconditional / conditional generation sampling
551
+
552
+ [84/233] ID: 6400fde7-9e67-42dc-9966-670e0a3ade78-82c6d597-7358-4f90-b6d8-5db9e42e7586
553
+ Original text: I’m looking for a bedroom design that balances utility and relaxation....
554
+ Truncated text: I’m looking for a bedroom design that balances utility and relaxation.
555
+ after bert: torch.Size([1, 17, 768])
556
+ unconditional / conditional generation sampling
557
+
558
+ [85/233] ID: 6417999f-abfd-4c11-8ca1-0100d8738214-93a91599-3fef-486e-922f-042b0635ff68
559
+ Original text: Arrange a bedroom with versatile zones for rest, work, and storage....
560
+ Truncated text: Arrange a bedroom with versatile zones for rest, work, and storage.
561
+ after bert: torch.Size([1, 18, 768])
562
+ unconditional / conditional generation sampling
563
+
564
+ [86/233] ID: 6626053a-1ce0-42d6-923a-de35af014160-2ef82157-1385-468a-9b2b-d71c2e743557
565
+ Original text: Seeking a comfortable bedroom arrangement with a clear focus on storage, utilizing a spacious wardro...
566
+ Truncated text: Seeking a comfortable bedroom arrangement with a clear focus on storage, utilizing a spacious wardrobe and drawer chest combination along one side of the room. A bedside area would have symmetrical nightstands on either side of a central bed for added utility.
567
+ after bert: torch.Size([1, 49, 768])
568
+ unconditional / conditional generation sampling
569
+
570
+ [87/233] ID: 67574e8b-f5a4-463f-bc05-f3e8a2cc0cb9-bb13ee57-591c-4f4d-8b84-f77bdb31bd94
571
+ Original text: Design a rectangular master bedroom with ample room for key furnishings....
572
+ Truncated text: Design a rectangular master bedroom with ample room for key furnishings.
573
+ after bert: torch.Size([1, 14, 768])
574
+ unconditional / conditional generation sampling
575
+
576
+ [88/233] ID: 6a63fbd9-1cdd-404d-97d3-366d7ea978b1-2694ff87-b6f1-4ae8-a534-dddd1bf03aae
577
+ Original text: Hoping to arrange a compact bedroom that efficiently utilizes the available space while feeling open...
578
+ Truncated text: Hoping to arrange a compact bedroom that efficiently utilizes the available space while feeling open.
579
+ after bert: torch.Size([1, 19, 768])
580
+ unconditional / conditional generation sampling
581
+
582
+ [89/233] ID: 6ae4511d-5a72-45f3-af6e-2ddbf8fbe0b9-ed26c32a-752c-41b4-a665-44f09fd5f1bd
583
+ Original text: Sleek bedroom with a straightforward floor plan perfect for functional and minimalist furniture....
584
+ Truncated text: Sleek bedroom with a straightforward floor plan perfect for functional and minimalist furniture.
585
+ after bert: torch.Size([1, 19, 768])
586
+ unconditional / conditional generation sampling
587
+
588
+ [90/233] ID: 6c00f5fb-76c7-4820-95d5-5e9e343d8bc0-2af82895-9337-4855-89c2-42ae8f9642c5
589
+ Original text: Envisioning a second bedroom setup tailored to a smaller, cozy footprint....
590
+ Truncated text: Envisioning a second bedroom setup tailored to a smaller, cozy footprint.
591
+ after bert: torch.Size([1, 19, 768])
592
+ unconditional / conditional generation sampling
593
+ Progress: 90/233 scenes generated
594
+
595
+ [91/233] ID: 6d486929-8d49-4d3c-aa16-88330ce2e164-2eb2af89-849a-49e8-af94-4bdcb326bb5d
596
+ Original text: A spacious, open bedroom setup designed to maximize floor efficiency....
597
+ Truncated text: A spacious, open bedroom setup designed to maximize floor efficiency.
598
+ after bert: torch.Size([1, 16, 768])
599
+ unconditional / conditional generation sampling
600
+
601
+ [92/233] ID: 6f94f371-f434-45cd-9c3a-7ef479f92f9a-cf30819c-629d-485d-ba44-9efa4ab205a7
602
+ Original text: Creating a well-considered bedroom that balances practicality with an open, easy-to-use space....
603
+ Truncated text: Creating a well-considered bedroom that balances practicality with an open, easy-to-use space.
604
+ after bert: torch.Size([1, 26, 768])
605
+ unconditional / conditional generation sampling
606
+
607
+ [93/233] ID: 707a8e25-4a36-4048-a088-303b6a107051-c5cbc85a-e4af-4db8-96c3-64673560c5ff
608
+ Original text: Design a master bedroom suitable for a couple, with balanced proportions for sleeping, storage, and ...
609
+ Truncated text: Design a master bedroom suitable for a couple, with balanced proportions for sleeping, storage, and lighting.
610
+ after bert: torch.Size([1, 22, 768])
611
+ unconditional / conditional generation sampling
612
+
613
+ [94/233] ID: 7130f8fa-ec52-455e-88a6-fb2a4e440087-621842c2-0432-4d88-b78b-2eb8bbc18462
614
+ Original text: Imagining a rectangular bedroom setup that feels spacious yet cozy....
615
+ Truncated text: Imagining a rectangular bedroom setup that feels spacious yet cozy.
616
+ after bert: torch.Size([1, 17, 768])
617
+ unconditional / conditional generation sampling
618
+
619
+ [95/233] ID: 721aac20-b1b8-411f-93cd-285290b9fa45-bfffb698-6ca6-45de-8d4f-e9ab94c8c974
620
+ Original text: A neat rectangular primary living space ideal for personal retreat and relaxation....
621
+ Truncated text: A neat rectangular primary living space ideal for personal retreat and relaxation.
622
+ after bert: torch.Size([1, 15, 768])
623
+ unconditional / conditional generation sampling
624
+
625
+ [96/233] ID: 741bccc3-8ec2-4f66-915b-633fe7cfae94-4568d7bb-34a0-442d-95db-26d75b37cbea
626
+ Original text: A well-proportioned bedroom intended for contemporary use and private comfort....
627
+ Truncated text: A well-proportioned bedroom intended for contemporary use and private comfort.
628
+ after bert: torch.Size([1, 16, 768])
629
+ unconditional / conditional generation sampling
630
+
631
+ [97/233] ID: 741c2966-f279-4d6a-8219-c55cda0fba81-1e210393-1a21-4295-b16f-1e041093477d
632
+ Original text: I’d like a master bedroom that’s both simple and versatile in its use of space....
633
+ Truncated text: I’d like a master bedroom that’s both simple and versatile in its use of space.
634
+ after bert: torch.Size([1, 22, 768])
635
+ unconditional / conditional generation sampling
636
+
637
+ [98/233] ID: 7450f4cb-39cd-412d-adba-8a639ac80933-291f4629-7952-4ddd-b479-0c44cf99641b
638
+ Original text: I'd like a practical yet inviting bedroom that supports essential furniture....
639
+ Truncated text: I'd like a practical yet inviting bedroom that supports essential furniture.
640
+ after bert: torch.Size([1, 16, 768])
641
+ unconditional / conditional generation sampling
642
+
643
+ [99/233] ID: 7458b8c9-ec21-47d4-b837-f07596625147-61518562-acd4-4f83-b06c-1d1f51566375
644
+ Original text: Envisioning a modestly sized bedroom that feels open and inviting....
645
+ Truncated text: Envisioning a modestly sized bedroom that feels open and inviting.
646
+ after bert: torch.Size([1, 16, 768])
647
+ unconditional / conditional generation sampling
648
+
649
+ [100/233] ID: 74dfc90f-42d5-4389-8cbb-5cbe036d99ef-f68c790f-5398-4bf3-a733-6ee72c4811d9
650
+ Original text: A contemporary sleeping space built around practical and modern furnishings....
651
+ Truncated text: A contemporary sleeping space built around practical and modern furnishings.
652
+ after bert: torch.Size([1, 13, 768])
653
+ unconditional / conditional generation sampling
654
+ Progress: 100/233 scenes generated
655
+
656
+ [101/233] ID: 762928f8-d856-4e1a-b81f-cff6acf2db3b-9765a356-b076-4897-a2c7-5559c700e37a
657
+ Original text: Create a master bedroom that utilizes its rectangular dimensions to serve both functional and person...
658
+ Truncated text: Create a master bedroom that utilizes its rectangular dimensions to serve both functional and personal use.
659
+ after bert: torch.Size([1, 20, 768])
660
+ unconditional / conditional generation sampling
661
+
662
+ [102/233] ID: 76304f02-2391-4b05-8126-c16a3769a3d4-b1c594ad-80ee-46f6-af17-2c9f3014975a
663
+ Original text: A master bedroom that caters to functionality, designed to support restful living....
664
+ Truncated text: A master bedroom that caters to functionality, designed to support restful living.
665
+ after bert: torch.Size([1, 18, 768])
666
+ unconditional / conditional generation sampling
667
+
668
+ [103/233] ID: 76815557-7eb8-4328-bcbb-bc4fb45d2253-cad227ce-a2bf-4943-92a5-35d05a8a4249
669
+ Original text: I'd like a second bedroom that's practical and versatile for unwinding and storage....
670
+ Truncated text: I'd like a second bedroom that's practical and versatile for unwinding and storage.
671
+ after bert: torch.Size([1, 22, 768])
672
+ unconditional / conditional generation sampling
673
+
674
+ [104/233] ID: 76b1f40f-6a8d-45f9-96c0-80f3247d69bf-8ec435fe-e73e-480c-846a-a8619a68cf42
675
+ Original text: A contemporary bedroom with ample room for a couple's daily needs....
676
+ Truncated text: A contemporary bedroom with ample room for a couple's daily needs.
677
+ after bert: torch.Size([1, 16, 768])
678
+ unconditional / conditional generation sampling
679
+
680
+ [105/233] ID: 76e6bb3d-b50b-453e-9a5e-8dd192714572-881a0e80-250d-42c5-8432-a13099bd4557
681
+ Original text: Picture a thoughtfully scaled bedroom that optimizes space without clutter....
682
+ Truncated text: Picture a thoughtfully scaled bedroom that optimizes space without clutter.
683
+ after bert: torch.Size([1, 18, 768])
684
+ unconditional / conditional generation sampling
685
+
686
+ [106/233] ID: 77b9486d-fb58-4e37-99de-be7fb1632ac5-6b092574-7808-4eaa-9f60-fa377af5f6a5
687
+ Original text: Establish a private, rectangular bedroom ideal for relaxation and nighttime routines, emphasizing fu...
688
+ Truncated text: Establish a private, rectangular bedroom ideal for relaxation and nighttime routines, emphasizing functional space usage.
689
+ after bert: torch.Size([1, 24, 768])
690
+ unconditional / conditional generation sampling
691
+
692
+ [107/233] ID: 78e9ca5b-4781-45dc-8417-1c82e7435761-cf216753-2462-49ef-bc32-a89aadba1a91
693
+ Original text: Seeking to establish a seamless flow between the sleeping and relaxation areas, with the TV stand po...
694
+ Truncated text: Seeking to establish a seamless flow between the sleeping and relaxation areas, with the TV stand positioned opposite the bed. The streamlined design keeps the room open and unintimidating while encouraging relaxation.
695
+ after bert: torch.Size([1, 45, 768])
696
+ unconditional / conditional generation sampling
697
+
698
+ [108/233] ID: 796d838f-5a6c-4c84-a355-2e2aa27d2cc9-ae84eea4-668b-46fc-ae6a-876805df27c5
699
+ Original text: I want a well-proportioned bedroom with enough room for stylish, purpose-driven furniture....
700
+ Truncated text: I want a well-proportioned bedroom with enough room for stylish, purpose-driven furniture.
701
+ after bert: torch.Size([1, 23, 768])
702
+ unconditional / conditional generation sampling
703
+
704
+ [109/233] ID: 798fa7f1-1645-4751-96ca-26d2b834b2d0-33554e3c-737c-40da-ac5e-40a2c29179fa
705
+ Original text: I’m looking for a calm, well-sized sleeping room to simplify daily routines....
706
+ Truncated text: I’m looking for a calm, well-sized sleeping room to simplify daily routines.
707
+ after bert: torch.Size([1, 22, 768])
708
+ unconditional / conditional generation sampling
709
+
710
+ [110/233] ID: 79c086e6-b5cb-4488-9361-1a70db853c7b-84a2c47f-598a-475b-8d6b-813b0b458b84
711
+ Original text: I want a no-fuss bedroom that offers both comfort and utility in an organized layout....
712
+ Truncated text: I want a no-fuss bedroom that offers both comfort and utility in an organized layout.
713
+ after bert: torch.Size([1, 21, 768])
714
+ unconditional / conditional generation sampling
715
+ Progress: 110/233 scenes generated
716
+
717
+ [111/233] ID: 7ac7b8b0-6ea1-4930-9f50-7328e00e579a-86c46b5b-7b30-4ddf-a4a2-971bdec9b4fc
718
+ Original text: I’m looking for a practical bedroom with enough room for essential furniture and clear walkways....
719
+ Truncated text: I’m looking for a practical bedroom with enough room for essential furniture and clear walkways.
720
+ after bert: torch.Size([1, 21, 768])
721
+ unconditional / conditional generation sampling
722
+
723
+ [112/233] ID: 7e69c681-1cbe-4fad-811d-7585a2ba7f43-06682d17-51e1-410b-96fe-34ccd0d1cf29
724
+ Original text: I'm looking for a cozy yet functional master bedroom that fits comfortably in a rectangular space....
725
+ Truncated text: I'm looking for a cozy yet functional master bedroom that fits comfortably in a rectangular space.
726
+ after bert: torch.Size([1, 22, 768])
727
+ unconditional / conditional generation sampling
728
+
729
+ [113/233] ID: 8077b5fc-e48d-4105-a59f-de2369e4bb39-54293ee9-b595-476a-8c04-0862ea86fbdb
730
+ Original text: A serene primary bedroom that integrates thoughtful proportions for everyday comfort....
731
+ Truncated text: A serene primary bedroom that integrates thoughtful proportions for everyday comfort.
732
+ after bert: torch.Size([1, 16, 768])
733
+ unconditional / conditional generation sampling
734
+
735
+ [114/233] ID: 809652f3-1c3d-4962-90d3-737fadb964ec-7147a991-6924-4f99-9983-64c3b904b842
736
+ Original text: Create a cozy master bedroom with a layout that supports both style and practicality....
737
+ Truncated text: Create a cozy master bedroom with a layout that supports both style and practicality.
738
+ after bert: torch.Size([1, 20, 768])
739
+ unconditional / conditional generation sampling
740
+
741
+ [115/233] ID: 840ecd7a-12ec-4c4f-96e7-82c5a5c51d6f-3d3b915d-162f-4032-a1c3-703b6bd434a5
742
+ Original text: A private rectangular bedroom optimized for sleeping, storage, and unwinding....
743
+ Truncated text: A private rectangular bedroom optimized for sleeping, storage, and unwinding.
744
+ after bert: torch.Size([1, 19, 768])
745
+ unconditional / conditional generation sampling
746
+
747
+ [116/233] ID: 84514efe-79b4-4995-bcf9-735b593f9fcb-c32335f4-0343-4540-8793-cca8e86f90ce
748
+ Original text: I want a thoughtfully designed rectangular bedroom that includes flexible use of vertical space....
749
+ Truncated text: I want a thoughtfully designed rectangular bedroom that includes flexible use of vertical space.
750
+ after bert: torch.Size([1, 17, 768])
751
+ unconditional / conditional generation sampling
752
+
753
+ [117/233] ID: 8555557f-34b5-485a-a0f1-db9ee2580959-b5705f41-c45c-498e-b40e-671fb466a27a
754
+ Original text: A straightforward layout for a bedroom that emphasizes spatial simplicity and functional design....
755
+ Truncated text: A straightforward layout for a bedroom that emphasizes spatial simplicity and functional design.
756
+ after bert: torch.Size([1, 16, 768])
757
+ unconditional / conditional generation sampling
758
+
759
+ [118/233] ID: 85a4cbf5-71f3-4b22-a877-662d179cdce6-f404587e-3d8b-4249-b5ce-ff35cac23732
760
+ Original text: I’m looking for a clearly defined bedroom space that feels usable for long-term daily needs....
761
+ Truncated text: I’m looking for a clearly defined bedroom space that feels usable for long-term daily needs.
762
+ after bert: torch.Size([1, 22, 768])
763
+ unconditional / conditional generation sampling
764
+
765
+ [119/233] ID: 86963bbe-7969-4632-a379-1cd39e2a69ab-89ab5333-ced1-4cec-a384-4188ce9e97e7
766
+ Original text: A harmonious bedroom setup designed to support a mix of activities....
767
+ Truncated text: A harmonious bedroom setup designed to support a mix of activities.
768
+ after bert: torch.Size([1, 16, 768])
769
+ unconditional / conditional generation sampling
770
+
771
+ [120/233] ID: 87fd1ef7-5f64-4284-bacb-a37181b6fb9b-74fe0387-f2a8-40ac-be94-4ae6192bdb00
772
+ Original text: Interested in imagining a balanced modern bedroom layout that emphasizes clean and straightforward d...
773
+ Truncated text: Interested in imagining a balanced modern bedroom layout that emphasizes clean and straightforward design.
774
+ after bert: torch.Size([1, 18, 768])
775
+ unconditional / conditional generation sampling
776
+ Progress: 120/233 scenes generated
777
+
778
+ [121/233] ID: 888f5f5c-4947-4bfe-b50b-ee6d4f80ae28-9544428d-ea4b-4058-aeb2-d824df67a64c
779
+ Original text: Stylish master bedroom with a balanced layout suitable for relaxation and storage needs....
780
+ Truncated text: Stylish master bedroom with a balanced layout suitable for relaxation and storage needs.
781
+ after bert: torch.Size([1, 18, 768])
782
+ unconditional / conditional generation sampling
783
+
784
+ [122/233] ID: 89ffbec0-a264-45bc-b26b-d082d514c302-15057fa6-302f-4f62-821e-67be3823b2c2
785
+ Original text: I’d like a balanced bedroom arrangement, ensuring all elements feel cohesive and intuitive....
786
+ Truncated text: I’d like a balanced bedroom arrangement, ensuring all elements feel cohesive and intuitive.
787
+ after bert: torch.Size([1, 22, 768])
788
+ unconditional / conditional generation sampling
789
+
790
+ [123/233] ID: 8d29c73c-1246-4852-b7e1-d076ca22d7cc-37fd5e0b-8287-434d-ac87-74487d818d97
791
+ Original text: A bedroom that caters to a modern and functional design....
792
+ Truncated text: A bedroom that caters to a modern and functional design.
793
+ after bert: torch.Size([1, 14, 768])
794
+ unconditional / conditional generation sampling
795
+
796
+ [124/233] ID: 8e234f22-483c-4dfd-9ce5-cc2d052a97e8-18d0161d-b6b0-4ef4-a6b2-141c63a81915
797
+ Original text: Hoping to create a small and cozy bedroom that prioritizes simplicity and purpose....
798
+ Truncated text: Hoping to create a small and cozy bedroom that prioritizes simplicity and purpose.
799
+ after bert: torch.Size([1, 20, 768])
800
+ unconditional / conditional generation sampling
801
+
802
+ [125/233] ID: 8effb2a7-1b2a-49e3-9ae7-676a5a4007d2-6be5ada3-b84b-4c55-878b-131204a44e14
803
+ Original text: Spacious contemporary bedroom featuring an angular layout with a balance of open floor space and fun...
804
+ Truncated text: Spacious contemporary bedroom featuring an angular layout with a balance of open floor space and functional furnishings.
805
+ after bert: torch.Size([1, 21, 768])
806
+ unconditional / conditional generation sampling
807
+
808
+ [126/233] ID: 8f4216a6-4af9-4a20-92b5-4ac4aac836e3-976a2ce8-46bd-4d18-be63-9b1ff30b8829
809
+ Original text: Warm and inviting bedroom designed to accommodate both relaxation and entertainment....
810
+ Truncated text: Warm and inviting bedroom designed to accommodate both relaxation and entertainment.
811
+ after bert: torch.Size([1, 14, 768])
812
+ unconditional / conditional generation sampling
813
+
814
+ [127/233] ID: 9178e733-092a-49e5-a900-b375d6a68dd1-a658eaa3-8d83-461b-b895-d1503c40d707
815
+ Original text: Stylish bedroom setup that is geometrically designed for a serene environment....
816
+ Truncated text: Stylish bedroom setup that is geometrically designed for a serene environment.
817
+ after bert: torch.Size([1, 18, 768])
818
+ unconditional / conditional generation sampling
819
+
820
+ [128/233] ID: 918a90d8-aaeb-4ca4-bc6d-e251606c9275-87d4123a-9c9b-43c7-8680-99b726f413ab
821
+ Original text: I'd like a simplified bedroom setup that makes room for a bed and a wardrobe....
822
+ Truncated text: I'd like a simplified bedroom setup that makes room for a bed and a wardrobe.
823
+ after bert: torch.Size([1, 20, 768])
824
+ unconditional / conditional generation sampling
825
+
826
+ [129/233] ID: 92c1c4c2-73f3-4688-b0e8-493c94f7fbe4-fe96d1bb-f449-4a44-a823-13436fab9f56
827
+ Original text: Incorporate soft, neutral tones throughout the space, ensuring a cohesive modern and minimalist pale...
828
+ Truncated text: Incorporate soft, neutral tones throughout the space, ensuring a cohesive modern and minimalist palette.
829
+ after bert: torch.Size([1, 25, 768])
830
+ unconditional / conditional generation sampling
831
+
832
+ [130/233] ID: 941ef7a8-cddf-4de3-a06f-4a110f0c586a-e368b7a9-c211-4b5c-a021-618d9a45b857
833
+ Original text: Modern bedroom featuring a clean and functional arrangement for everyday use....
834
+ Truncated text: Modern bedroom featuring a clean and functional arrangement for everyday use.
835
+ after bert: torch.Size([1, 14, 768])
836
+ unconditional / conditional generation sampling
837
+ Progress: 130/233 scenes generated
838
+
839
+ [131/233] ID: 94330535-d392-4b2b-b386-9e7de00bfefa-90384dbb-820f-42b9-a078-0b183a3cefde
840
+ Original text: A calm and inviting space featuring a warm wood finish on select pieces, softened with fabric accent...
841
+ Truncated text: A calm and inviting space featuring a warm wood finish on select pieces, softened with fabric accents.
842
+ after bert: torch.Size([1, 22, 768])
843
+ unconditional / conditional generation sampling
844
+
845
+ [132/233] ID: 96605438-a2a8-4ba5-ac8d-a206d388623f-35d810e1-3ae5-473c-9d8b-5ebce998c45f
846
+ Original text: Well-organized bedroom with the king-size bed framed by nightstands, which are lit by overhanging pe...
847
+ Truncated text: Well-organized bedroom with the king-size bed framed by nightstands, which are lit by overhanging pendant lamps. A wardrobe takes up the center opposite the whole traffic plane while a semi-enclosing drawer provides logical workstations station flexibly splitting symmetry visually hinted relaxed. 10.
848
+ after bert: torch.Size([1, 63, 768])
849
+ unconditional / conditional generation sampling
850
+
851
+ [133/233] ID: 97546b68-e113-46d0-b7d4-4b2dd28a336c-959b4a9c-9e0c-436f-8b51-6435fd4b14cb
852
+ Original text: Aiming for a balanced master bedroom space with clean lines and enough room to breathe....
853
+ Truncated text: Aiming for a balanced master bedroom space with clean lines and enough room to breathe.
854
+ after bert: torch.Size([1, 19, 768])
855
+ unconditional / conditional generation sampling
856
+
857
+ [134/233] ID: 97c19351-410a-4c7e-9d2f-1103fe7cbd0f-e038eaca-3e27-476d-a7f5-1709e9b0d858
858
+ Original text: Inviting sleeping area with a rectangular floor plan and a focus on modern convenience....
859
+ Truncated text: Inviting sleeping area with a rectangular floor plan and a focus on modern convenience.
860
+ after bert: torch.Size([1, 19, 768])
861
+ unconditional / conditional generation sampling
862
+
863
+ [135/233] ID: 99287cb1-52aa-444c-aa0b-3cfee99f426b-fd1101f9-ac95-49df-9255-1b6f571c49c2
864
+ Original text: A thoughtfully shaped master bedroom designed for restful night stays....
865
+ Truncated text: A thoughtfully shaped master bedroom designed for restful night stays.
866
+ after bert: torch.Size([1, 14, 768])
867
+ unconditional / conditional generation sampling
868
+
869
+ [136/233] ID: 99d95fd4-d3ee-4a45-b84e-7df7c69b7687-a9ca4b14-713a-4636-b4ac-103e1c41bfad
870
+ Original text: A stylish bedroom that optimizes space with minimalistic aesthetics....
871
+ Truncated text: A stylish bedroom that optimizes space with minimalistic aesthetics.
872
+ after bert: torch.Size([1, 18, 768])
873
+ unconditional / conditional generation sampling
874
+
875
+ [137/233] ID: 9aea5338-103d-4bd1-98b0-912c5621516c-17afd62c-34b9-455a-88d9-3c8eebc595c4
876
+ Original text: I want a spacious bedroom that feels open and functional, rectangular in shape with enough room to c...
877
+ Truncated text: I want a spacious bedroom that feels open and functional, rectangular in shape with enough room to comfortably arrange furniture.
878
+ after bert: torch.Size([1, 24, 768])
879
+ unconditional / conditional generation sampling
880
+
881
+ [138/233] ID: 9ebaf066-0b96-410a-ae7d-d455f40c4641-0fedc08d-c4cd-4467-aae1-e7bb8ed5cfb3
882
+ Original text: I want a small yet efficient bedroom that doesn't feel cramped....
883
+ Truncated text: I want a small yet efficient bedroom that doesn't feel cramped.
884
+ after bert: torch.Size([1, 16, 768])
885
+ unconditional / conditional generation sampling
886
+
887
+ [139/233] ID: 9fdd08aa-f0fe-4fea-b3e2-2b157e270b78-3c9abb12-de4b-45f6-860f-5d41f2c3d498
888
+ Original text: Create a medium-sized rectangular sleeping area ideal for a minimal yet cozy setup....
889
+ Truncated text: Create a medium-sized rectangular sleeping area ideal for a minimal yet cozy setup.
890
+ after bert: torch.Size([1, 20, 768])
891
+ unconditional / conditional generation sampling
892
+
893
+ [140/233] ID: a172d8e6-1750-4d9f-b0fe-901c08f3890b-68ee5f87-fb03-4231-a3d9-0a3926673a43
894
+ Original text: Imagining a balanced and inviting master bedroom with cohesive areas for rest and storage....
895
+ Truncated text: Imagining a balanced and inviting master bedroom with cohesive areas for rest and storage.
896
+ after bert: torch.Size([1, 21, 768])
897
+ unconditional / conditional generation sampling
898
+ Progress: 140/233 scenes generated
899
+
900
+ [141/233] ID: a23ca52e-12c0-48a6-991e-2694e67e230f-a4ba41d2-a8f9-4a00-82b4-3f1bbfa8cc5f
901
+ Original text: Set up a no-frills rectangular bedroom that accommodates essential activities seamlessly....
902
+ Truncated text: Set up a no-frills rectangular bedroom that accommodates essential activities seamlessly.
903
+ after bert: torch.Size([1, 21, 768])
904
+ unconditional / conditional generation sampling
905
+
906
+ [142/233] ID: a35d3d15-332d-4e0c-833e-3c1c476edddc-dbd41bd4-e5a9-4e36-8148-e17365349de6
907
+ Original text: A simple and streamlined bedroom that balances form and function....
908
+ Truncated text: A simple and streamlined bedroom that balances form and function.
909
+ after bert: torch.Size([1, 15, 768])
910
+ unconditional / conditional generation sampling
911
+
912
+ [143/233] ID: a477867e-24da-45e5-b57b-aab7de1c1623-56555548-a15b-4835-8b81-69360c751837
913
+ Original text: A contemporary bedroom whose layout supports restful sleep and clear organization....
914
+ Truncated text: A contemporary bedroom whose layout supports restful sleep and clear organization.
915
+ after bert: torch.Size([1, 15, 768])
916
+ unconditional / conditional generation sampling
917
+
918
+ [144/233] ID: a4a6dbf2-4558-4f48-b567-392202358792-28792399-2bc2-478f-86a2-4c333d398666
919
+ Original text: Balanced bedroom arrangement with stylish yet space-conscious elements....
920
+ Truncated text: Balanced bedroom arrangement with stylish yet space-conscious elements.
921
+ after bert: torch.Size([1, 17, 768])
922
+ unconditional / conditional generation sampling
923
+
924
+ [145/233] ID: a5040c13-c69d-4651-9ee6-eeb2afb539af-1c7ca0bf-b7ec-4093-96ba-3a44c550fa24
925
+ Original text: A thoughtfully planned rectangular bedroom with room for key furnishings....
926
+ Truncated text: A thoughtfully planned rectangular bedroom with room for key furnishings.
927
+ after bert: torch.Size([1, 13, 768])
928
+ unconditional / conditional generation sampling
929
+
930
+ [146/233] ID: a6b69779-63db-444a-bbe5-1d33775fdb51-4393deb7-2466-4fdb-b750-8219d1120e33
931
+ Original text: Subtly defined bedroom space with dimensions tailored for a comfortable interior setup....
932
+ Truncated text: Subtly defined bedroom space with dimensions tailored for a comfortable interior setup.
933
+ after bert: torch.Size([1, 16, 768])
934
+ unconditional / conditional generation sampling
935
+
936
+ [147/233] ID: a7449906-43ae-4a5c-871a-51db33ae4608-0ae10111-3772-443f-bcc1-e4576b1894a3
937
+ Original text: I'm looking for a personal bedroom space that's simple and easy to navigate....
938
+ Truncated text: I'm looking for a personal bedroom space that's simple and easy to navigate.
939
+ after bert: torch.Size([1, 20, 768])
940
+ unconditional / conditional generation sampling
941
+
942
+ [148/233] ID: a79c4279-feaf-4deb-a489-dc99c0aa4319-c68b53c2-b13e-48b1-93bf-0af73f1ac297
943
+ Original text: I'm interested in a rectangular bedroom that's spacious but not overly large....
944
+ Truncated text: I'm interested in a rectangular bedroom that's spacious but not overly large.
945
+ after bert: torch.Size([1, 19, 768])
946
+ unconditional / conditional generation sampling
947
+
948
+ [149/233] ID: a7ad1a14-1721-4ecf-ab23-813defaa75f1-53bb7a8c-3cf0-431e-ad87-0b8a02f9a0be
949
+ Original text: I want a bedroom that prioritizes practicality for a child's daily needs....
950
+ Truncated text: I want a bedroom that prioritizes practicality for a child's daily needs.
951
+ after bert: torch.Size([1, 20, 768])
952
+ unconditional / conditional generation sampling
953
+
954
+ [150/233] ID: a9f95562-fcfa-4da6-bd23-d537e751d8b5-cf167070-62b9-42a7-8c0a-0844691a7610
955
+ Original text: I’d like a modestly sized sleeping room that feels open but doesn’t waste space....
956
+ Truncated text: I’d like a modestly sized sleeping room that feels open but doesn’t waste space.
957
+ after bert: torch.Size([1, 22, 768])
958
+ unconditional / conditional generation sampling
959
+ Progress: 150/233 scenes generated
960
+
961
+ [151/233] ID: aa1b7135-83c4-4e00-8f21-f10899ff551e-25d864f7-498b-4f67-8a54-89c20125ff45
962
+ Original text: I need a rectangular bedroom that balances roominess with an intimate feel....
963
+ Truncated text: I need a rectangular bedroom that balances roominess with an intimate feel.
964
+ after bert: torch.Size([1, 17, 768])
965
+ unconditional / conditional generation sampling
966
+
967
+ [152/233] ID: ab6995b8-bad0-4660-a337-a914b42ba219-22fa8202-df99-4d38-a7db-847c313f60c0
968
+ Original text: I need a bedroom that is designed to fit a large bed and a bedside table....
969
+ Truncated text: I need a bedroom that is designed to fit a large bed and a bedside table.
970
+ after bert: torch.Size([1, 19, 768])
971
+ unconditional / conditional generation sampling
972
+
973
+ [153/233] ID: ada41ea4-604e-4c03-a3ef-3e8b4dd57c7a-0a576ea9-fa97-4322-a727-87ed0c4ac0ae
974
+ Original text: A medium-sized bedroom designed for a youthful and playful occupant with ample storage solutions....
975
+ Truncated text: A medium-sized bedroom designed for a youthful and playful occupant with ample storage solutions.
976
+ after bert: torch.Size([1, 22, 768])
977
+ unconditional / conditional generation sampling
978
+
979
+ [154/233] ID: adbbe0e9-068e-4deb-a11f-3131fe24c384-5d6a7376-15e8-43ea-b5f4-aec1d8452ac6
980
+ Original text: I'd like a straightforward, rectangular bedroom layout that works for sleeping and resting essential...
981
+ Truncated text: I'd like a straightforward, rectangular bedroom layout that works for sleeping and resting essentials.
982
+ after bert: torch.Size([1, 21, 768])
983
+ unconditional / conditional generation sampling
984
+
985
+ [155/233] ID: aef6f22c-02ce-45f4-ba66-2433f847c324-1e120e64-5f21-4a02-b194-d2fc20c09314
986
+ Original text: I want a cozy bedroom that's primarily designed for one person, fitting within a small to medium foo...
987
+ Truncated text: I want a cozy bedroom that's primarily designed for one person, fitting within a small to medium footprint.
988
+ after bert: torch.Size([1, 26, 768])
989
+ unconditional / conditional generation sampling
990
+
991
+ [156/233] ID: b093a455-63da-4dc2-af72-11f094999d50-bd66f020-aaef-4480-943c-efce5faa7a9c
992
+ Original text: I’m looking for a small, rectangular bedroom suitable as a private and functional resting place....
993
+ Truncated text: I’m looking for a small, rectangular bedroom suitable as a private and functional resting place.
994
+ after bert: torch.Size([1, 21, 768])
995
+ unconditional / conditional generation sampling
996
+
997
+ [157/233] ID: b3737528-0ac2-4b43-8212-b5b0af9e0607-6a16a9bb-37ba-4045-bf40-d8716e37c9af
998
+ Original text: Envisioning a large bedroom with enough space to incorporate stylish furniture and greenery....
999
+ Truncated text: Envisioning a large bedroom with enough space to incorporate stylish furniture and greenery.
1000
+ after bert: torch.Size([1, 21, 768])
1001
+ unconditional / conditional generation sampling
1002
+
1003
+ [158/233] ID: b398f479-12fe-403b-93b6-7b856b6779b5-5e387a2d-4ad7-4eff-a70b-7b38914069e2
1004
+ Original text: Wishing for a bedroom layout where the dimensions allow ample room for furniture and movement....
1005
+ Truncated text: Wishing for a bedroom layout where the dimensions allow ample room for furniture and movement.
1006
+ after bert: torch.Size([1, 19, 768])
1007
+ unconditional / conditional generation sampling
1008
+
1009
+ [159/233] ID: b3b8c629-345d-4426-9a8d-ad4181532c4a-9cb4e1fe-8fb1-42ff-b08d-70dd5a7873c2
1010
+ Original text: A restful, spacious master bedroom offering intentional flexibility in its layout....
1011
+ Truncated text: A restful, spacious master bedroom offering intentional flexibility in its layout.
1012
+ after bert: torch.Size([1, 16, 768])
1013
+ unconditional / conditional generation sampling
1014
+
1015
+ [160/233] ID: b51e3da5-5d31-4511-882a-e841de457404-0b73fd11-e6cf-47dc-8f5e-18cd7220f925
1016
+ Original text: I’m looking for a small bedroom with a modest rectangular shape....
1017
+ Truncated text: I’m looking for a small bedroom with a modest rectangular shape.
1018
+ after bert: torch.Size([1, 16, 768])
1019
+ unconditional / conditional generation sampling
1020
+ Progress: 160/233 scenes generated
1021
+
1022
+ [161/233] ID: b59e2e3f-d611-4e62-a72a-b3d7ff4bbd08-978c437f-dbe9-40f9-8f31-d5624de98a73
1023
+ Original text: I'm creating a practical and evenly proportioned bedroom for restful living....
1024
+ Truncated text: I'm creating a practical and evenly proportioned bedroom for restful living.
1025
+ after bert: torch.Size([1, 18, 768])
1026
+ unconditional / conditional generation sampling
1027
+
1028
+ [162/233] ID: b6621d12-ee4c-4891-aa76-a1994999b84f-486fc83a-e84d-4098-8b99-6572556cc983
1029
+ Original text: A clean and structured bedroom space that supports basic living with a compact footprint....
1030
+ Truncated text: A clean and structured bedroom space that supports basic living with a compact footprint.
1031
+ after bert: torch.Size([1, 18, 768])
1032
+ unconditional / conditional generation sampling
1033
+
1034
+ [163/233] ID: b74ee72f-9640-47cd-aecb-e458ade9041a-771764e0-aeb6-4648-bab9-a04677abd40a
1035
+ Original text: Envisioning a primary bedroom with enough room for basic utilities and thoughtful furnishings....
1036
+ Truncated text: Envisioning a primary bedroom with enough room for basic utilities and thoughtful furnishings.
1037
+ after bert: torch.Size([1, 18, 768])
1038
+ unconditional / conditional generation sampling
1039
+
1040
+ [164/233] ID: ba56d19e-5e94-4a09-a2c1-3caed2856527-4bdd7f67-1a3b-4b27-8de0-55bb0b585eec
1041
+ Original text: A clean, streamlined design for a bedroom that supports rest and functionality....
1042
+ Truncated text: A clean, streamlined design for a bedroom that supports rest and functionality.
1043
+ after bert: torch.Size([1, 17, 768])
1044
+ unconditional / conditional generation sampling
1045
+
1046
+ [165/233] ID: bc2c8755-47a1-4d2e-ab18-2c5fda2aba1f-6ca227c2-004a-4ece-932a-7d7f2db99ad2
1047
+ Original text: I’m searching for a minimalist bedroom that comfortably fits a few key pieces....
1048
+ Truncated text: I’m searching for a minimalist bedroom that comfortably fits a few key pieces.
1049
+ after bert: torch.Size([1, 19, 768])
1050
+ unconditional / conditional generation sampling
1051
+
1052
+ [166/233] ID: bd2aa9dd-15d7-4de3-adec-4bddf66bff49-a528903a-97d3-4b20-b729-a4dc07a2683f
1053
+ Original text: I want a rectangular master bedroom that prioritizes clear movement pathways and balance in furnitur...
1054
+ Truncated text: I want a rectangular master bedroom that prioritizes clear movement pathways and balance in furniture arrangement.
1055
+ after bert: torch.Size([1, 21, 768])
1056
+ unconditional / conditional generation sampling
1057
+
1058
+ [167/233] ID: be66fd94-63c1-4bfe-bcca-cf471b94af97-59f11707-f020-45a8-93ef-eab8480ec0af
1059
+ Original text: I want a bedroom with a clean rectangular layout that’s easy to furnish and navigate....
1060
+ Truncated text: I want a bedroom with a clean rectangular layout that’s easy to furnish and navigate.
1061
+ after bert: torch.Size([1, 21, 768])
1062
+ unconditional / conditional generation sampling
1063
+
1064
+ [168/233] ID: bec925cf-884c-4061-9145-7fc7b1cba882-5537f45e-54f4-4306-a654-7da75d241fe4
1065
+ Original text: Design a minimalist rectangular bedroom intended for solo use while maximizing practicality....
1066
+ Truncated text: Design a minimalist rectangular bedroom intended for solo use while maximizing practicality.
1067
+ after bert: torch.Size([1, 19, 768])
1068
+ unconditional / conditional generation sampling
1069
+
1070
+ [169/233] ID: bef459c6-112e-4678-b361-a345e3da9c0d-d8aea20f-f7b5-4497-acfb-a3d98d3a24e1
1071
+ Original text: A straight, compact kids' sleeping area balancing storage and furniture arrangement....
1072
+ Truncated text: A straight, compact kids' sleeping area balancing storage and furniture arrangement.
1073
+ after bert: torch.Size([1, 16, 768])
1074
+ unconditional / conditional generation sampling
1075
+
1076
+ [170/233] ID: bf869394-db5e-43ef-a664-aa863b99cf55-9402fc03-7ccb-42d9-808c-9ae1d3dd929f
1077
+ Original text: Rectangular sleeping area with a harmonious blend of essential furniture....
1078
+ Truncated text: Rectangular sleeping area with a harmonious blend of essential furniture.
1079
+ after bert: torch.Size([1, 18, 768])
1080
+ unconditional / conditional generation sampling
1081
+ Progress: 170/233 scenes generated
1082
+
1083
+ [171/233] ID: c0525323-5f95-48b6-9a62-5a0d55a0c10e-37a14c71-4c3d-4ef8-af96-bb4649264e1b
1084
+ Original text: Aiming to design a clean and uncluttered bedroom that still meets everyday needs....
1085
+ Truncated text: Aiming to design a clean and uncluttered bedroom that still meets everyday needs.
1086
+ after bert: torch.Size([1, 20, 768])
1087
+ unconditional / conditional generation sampling
1088
+
1089
+ [172/233] ID: c0faf631-c985-4943-866d-8492b9d90ebf-52b2fc16-34de-4b3d-88a9-569f03756ac5
1090
+ Original text: I’m looking for a rectangular bedroom with room to support multi-use furniture....
1091
+ Truncated text: I’m looking for a rectangular bedroom with room to support multi-use furniture.
1092
+ after bert: torch.Size([1, 19, 768])
1093
+ unconditional / conditional generation sampling
1094
+
1095
+ [173/233] ID: c1b3e945-cefc-4e73-89fc-099bb5352bac-bce647e9-c062-42d7-9f6e-37f01d8c42bc
1096
+ Original text: A modern bedroom that balances space efficiency with a streamlined aesthetic....
1097
+ Truncated text: A modern bedroom that balances space efficiency with a streamlined aesthetic.
1098
+ after bert: torch.Size([1, 16, 768])
1099
+ unconditional / conditional generation sampling
1100
+
1101
+ [174/233] ID: c3a81890-b4f1-4944-96a1-318dff7f3980-bbab7fcd-9508-429e-a2a3-26808b2ee9fd
1102
+ Original text: Arrange a stylish sleeping area with proportions suitable for a king-sized bed....
1103
+ Truncated text: Arrange a stylish sleeping area with proportions suitable for a king-sized bed.
1104
+ after bert: torch.Size([1, 21, 768])
1105
+ unconditional / conditional generation sampling
1106
+
1107
+ [175/233] ID: c3a91c87-0b3a-4605-829c-55cd74f082fd-2b05a701-07e9-4935-8e47-801f7062f380
1108
+ Original text: Aiming for a rectangular sleeping space with an organized and welcoming atmosphere....
1109
+ Truncated text: Aiming for a rectangular sleeping space with an organized and welcoming atmosphere.
1110
+ after bert: torch.Size([1, 16, 768])
1111
+ unconditional / conditional generation sampling
1112
+
1113
+ [176/233] ID: c3ef24dd-2280-42a2-9528-8b00e32deb15-f475b581-8ded-47fe-86a8-03b14e56ced2
1114
+ Original text: A medium-sized bedroom that prioritizes comfort and modern functionality....
1115
+ Truncated text: A medium-sized bedroom that prioritizes comfort and modern functionality.
1116
+ after bert: torch.Size([1, 16, 768])
1117
+ unconditional / conditional generation sampling
1118
+
1119
+ [177/233] ID: c504cbba-756b-488f-82fe-fec335d1011f-d81f84af-00bc-4ed9-8ec7-8c09bbec99dd
1120
+ Original text: Dreaming of a focused bedroom design with room for unwinding after a busy day....
1121
+ Truncated text: Dreaming of a focused bedroom design with room for unwinding after a busy day.
1122
+ after bert: torch.Size([1, 20, 768])
1123
+ unconditional / conditional generation sampling
1124
+
1125
+ [178/233] ID: c504de55-8e11-42a4-bdc7-c6fe6c10c31c-c820bb3f-fbb6-4721-8071-c42684111572
1126
+ Original text: Practical bedroom featuring cohesive, space-saving furniture elements....
1127
+ Truncated text: Practical bedroom featuring cohesive, space-saving furniture elements.
1128
+ after bert: torch.Size([1, 15, 768])
1129
+ unconditional / conditional generation sampling
1130
+
1131
+ [179/233] ID: c55dd0d4-1191-44b5-8afe-8e0d0c90d8cb-eceba9c2-a597-4368-83a1-691cc6b17af7
1132
+ Original text: A modern bedroom offering a harmonious and functional space for living and sleeping....
1133
+ Truncated text: A modern bedroom offering a harmonious and functional space for living and sleeping.
1134
+ after bert: torch.Size([1, 18, 768])
1135
+ unconditional / conditional generation sampling
1136
+
1137
+ [180/233] ID: c7a0a8db-3f0b-4de8-8ed5-6e3a8c028814-562d223c-dccf-48b0-8e62-c118fc413bbe
1138
+ Original text: Master bedroom concept featuring a practical rectangular layout for everyday comfort....
1139
+ Truncated text: Master bedroom concept featuring a practical rectangular layout for everyday comfort.
1140
+ after bert: torch.Size([1, 14, 768])
1141
+ unconditional / conditional generation sampling
1142
+ Progress: 180/233 scenes generated
1143
+
1144
+ [181/233] ID: cb0d778d-fff6-4f4f-83d0-e19b15b375ac-dd3305b7-ce15-45b5-b128-6fec1db630de
1145
+ Original text: Hoping for a thoughtfully arranged bedroom with room for sleeping, a bit of storage, and modern furn...
1146
+ Truncated text: Hoping for a thoughtfully arranged bedroom with room for sleeping, a bit of storage, and modern furniture.
1147
+ after bert: torch.Size([1, 23, 768])
1148
+ unconditional / conditional generation sampling
1149
+
1150
+ [182/233] ID: cb11330c-f063-468a-b5cf-ac96b7938f16-e7200805-9f89-4f4a-bce8-6220bf0e968d
1151
+ Original text: I'm looking for a bedroom that feels spacious and allows for easy movement around core furniture pie...
1152
+ Truncated text: I'm looking for a bedroom that feels spacious and allows for easy movement around core furniture pieces.
1153
+ after bert: torch.Size([1, 22, 768])
1154
+ unconditional / conditional generation sampling
1155
+
1156
+ [183/233] ID: cb5426b6-f114-4edb-bc5f-65b6227f2134-e0398a31-069f-44b5-8547-1928dec2ab20
1157
+ Original text: Design a rectangular master bedroom that supports a balanced arrangement of staple furniture....
1158
+ Truncated text: Design a rectangular master bedroom that supports a balanced arrangement of staple furniture.
1159
+ after bert: torch.Size([1, 16, 768])
1160
+ unconditional / conditional generation sampling
1161
+
1162
+ [184/233] ID: cdbb99bd-83c9-4a15-b970-6a02ce2b7d25-02e7da3b-75b3-45ed-90f3-732191dbdf75
1163
+ Original text: Imagining a second bedroom with a thoughtfully proportioned rectangular footprint....
1164
+ Truncated text: Imagining a second bedroom with a thoughtfully proportioned rectangular footprint.
1165
+ after bert: torch.Size([1, 18, 768])
1166
+ unconditional / conditional generation sampling
1167
+
1168
+ [185/233] ID: cf11351b-d370-40bc-afa0-3f0e09c74d1e-8f55cb26-6156-48dc-b941-642b17c64c4a
1169
+ Original text: Master bedroom offering a harmonious layout for restful living....
1170
+ Truncated text: Master bedroom offering a harmonious layout for restful living.
1171
+ after bert: torch.Size([1, 15, 768])
1172
+ unconditional / conditional generation sampling
1173
+
1174
+ [186/233] ID: cf969c1a-14dd-420c-8739-eda9f0705070-9b9ef699-2155-4460-aa59-011094eb4599
1175
+ Original text: Aiming for a spacious, rectangular bedroom that can balance relaxation and functionality....
1176
+ Truncated text: Aiming for a spacious, rectangular bedroom that can balance relaxation and functionality.
1177
+ after bert: torch.Size([1, 17, 768])
1178
+ unconditional / conditional generation sampling
1179
+
1180
+ [187/233] ID: d1200595-8df1-4758-983f-8b8ba63c25f6-59a93345-c961-4876-a7d6-5f9d3598054a
1181
+ Original text: Hoping for a bedroom layout that maximizes comfort and utility while keeping things simple....
1182
+ Truncated text: Hoping for a bedroom layout that maximizes comfort and utility while keeping things simple.
1183
+ after bert: torch.Size([1, 21, 768])
1184
+ unconditional / conditional generation sampling
1185
+
1186
+ [188/233] ID: d15ef0b2-4a01-40c8-be74-0376a2d73c6c-0f5bf2b8-9850-4027-b6a7-d9243abab453
1187
+ Original text: Looking to arrange a modern bedroom that feels functional and inviting while staying uncluttered....
1188
+ Truncated text: Looking to arrange a modern bedroom that feels functional and inviting while staying uncluttered.
1189
+ after bert: torch.Size([1, 20, 768])
1190
+ unconditional / conditional generation sampling
1191
+
1192
+ [189/233] ID: d3a21eb4-0cfa-4bde-b0d2-5affd5d138de-81433804-ae82-44c2-a2f1-80305c63e20c
1193
+ Original text: A practical and uncluttered bedroom designed to meet essential needs without overcomplication....
1194
+ Truncated text: A practical and uncluttered bedroom designed to meet essential needs without overcomplication.
1195
+ after bert: torch.Size([1, 20, 768])
1196
+ unconditional / conditional generation sampling
1197
+
1198
+ [190/233] ID: d4ca0211-d089-40dd-8de7-8ce09ad0dd34-a05046f6-e659-44fe-af92-d605b90520e4
1199
+ Original text: I need a secondary bedroom that feels appropriately scaled for its purpose....
1200
+ Truncated text: I need a secondary bedroom that feels appropriately scaled for its purpose.
1201
+ after bert: torch.Size([1, 15, 768])
1202
+ unconditional / conditional generation sampling
1203
+ Progress: 190/233 scenes generated
1204
+
1205
+ [191/233] ID: d4d0237f-a66b-40cf-bf85-56e11cb20602-097a62f3-83e6-413a-8932-5da89241096c
1206
+ Original text: Modern bedroom area crafted for optimal rest and convenient storage access....
1207
+ Truncated text: Modern bedroom area crafted for optimal rest and convenient storage access.
1208
+ after bert: torch.Size([1, 14, 768])
1209
+ unconditional / conditional generation sampling
1210
+
1211
+ [192/233] ID: d5b29b05-c341-46d2-a2b1-34d046414900-473da175-85b4-42ac-99fa-6d59574caa67
1212
+ Original text: Aiming for a master bedroom that balances open space with strategically placed furnishings....
1213
+ Truncated text: Aiming for a master bedroom that balances open space with strategically placed furnishings.
1214
+ after bert: torch.Size([1, 18, 768])
1215
+ unconditional / conditional generation sampling
1216
+
1217
+ [193/233] ID: d6155bfd-d8e8-423f-aac2-cdced98f7643-33ec9e9b-351d-49e8-a6e1-e13177c3c77d
1218
+ Original text: Design a compact bedroom suitable for a single occupant with clean, simple proportions....
1219
+ Truncated text: Design a compact bedroom suitable for a single occupant with clean, simple proportions.
1220
+ after bert: torch.Size([1, 20, 768])
1221
+ unconditional / conditional generation sampling
1222
+
1223
+ [194/233] ID: d6c96f85-d2f8-4ecd-8454-ba282131218c-a7a6e8ee-8787-4752-9d2b-0d50ae01cc6c
1224
+ Original text: Hoping for a well-proportioned bedroom arrangement that prioritizes ease of movement and accessibili...
1225
+ Truncated text: Hoping for a well-proportioned bedroom arrangement that prioritizes ease of movement and accessibility.
1226
+ after bert: torch.Size([1, 23, 768])
1227
+ unconditional / conditional generation sampling
1228
+
1229
+ [195/233] ID: d7499538-b770-47e6-ab24-9b78007f6384-1b1f19c6-9887-4fdd-a154-df9b14a563b4
1230
+ Original text: Hoping to build a master bedroom that balances open space with useful essentials....
1231
+ Truncated text: Hoping to build a master bedroom that balances open space with useful essentials.
1232
+ after bert: torch.Size([1, 19, 768])
1233
+ unconditional / conditional generation sampling
1234
+
1235
+ [196/233] ID: d8147603-926a-4bb8-8a5c-8f4887ac10ac-09209ccb-05d8-4674-82b2-7a67018c8604
1236
+ Original text: Create a functional bedroom with a rectangular footprint suitable for relaxing and sleeping....
1237
+ Truncated text: Create a functional bedroom with a rectangular footprint suitable for relaxing and sleeping.
1238
+ after bert: torch.Size([1, 18, 768])
1239
+ unconditional / conditional generation sampling
1240
+
1241
+ [197/233] ID: d86f03dc-7900-486d-97f2-4eba7f7f41cd-0018c198-781f-48ea-8b7a-c4c0cb32ddce
1242
+ Original text: Rectangular private sleeping space that provides a streamlined foundation for modern living....
1243
+ Truncated text: Rectangular private sleeping space that provides a streamlined foundation for modern living.
1244
+ after bert: torch.Size([1, 19, 768])
1245
+ unconditional / conditional generation sampling
1246
+
1247
+ [198/233] ID: da41c0e0-e010-4fd4-a54b-e884e29d8e18-a6e73608-bf21-456c-a860-6e1449f6bdef
1248
+ Original text: I'd like a bedroom that's compact but doesn't compromise on utility or simplicity....
1249
+ Truncated text: I'd like a bedroom that's compact but doesn't compromise on utility or simplicity.
1250
+ after bert: torch.Size([1, 22, 768])
1251
+ unconditional / conditional generation sampling
1252
+
1253
+ [199/233] ID: dc44410d-8a89-4099-ab84-4444b9ebbcd6-0dc80df2-7446-4aad-b3c7-54e21fed063c
1254
+ Original text: Multifunctional bedroom that balances storage, sleeping, and organizational needs....
1255
+ Truncated text: Multifunctional bedroom that balances storage, sleeping, and organizational needs.
1256
+ after bert: torch.Size([1, 17, 768])
1257
+ unconditional / conditional generation sampling
1258
+
1259
+ [200/233] ID: dc52d387-0a6b-4ee1-b939-4b4f529665ba-15b70da4-d40d-46e1-bf69-13b51373d234
1260
+ Original text: A rectangular bedroom, well-suited for creating a harmonious sleeping environment....
1261
+ Truncated text: A rectangular bedroom, well-suited for creating a harmonious sleeping environment.
1262
+ after bert: torch.Size([1, 18, 768])
1263
+ unconditional / conditional generation sampling
1264
+ Progress: 200/233 scenes generated
1265
+
1266
+ [201/233] ID: dc52d387-0a6b-4ee1-b939-4b4f529665ba-9f7ff917-8675-4f3f-b5f1-64a974be6ba9
1267
+ Original text: A thoughtfully designed bedroom that prioritizes both relaxation and everyday convenience....
1268
+ Truncated text: A thoughtfully designed bedroom that prioritizes both relaxation and everyday convenience.
1269
+ after bert: torch.Size([1, 16, 768])
1270
+ unconditional / conditional generation sampling
1271
+
1272
+ [202/233] ID: dd22d718-475a-4a17-ad13-9c0089edf15f-984f8081-22c2-44c6-af13-ec05ad7a1c21
1273
+ Original text: Design an expansive master bedroom that has zones for sleeping, dressing, and tech-friendly entertai...
1274
+ Truncated text: Design an expansive master bedroom that has zones for sleeping, dressing, and tech-friendly entertainment.
1275
+ after bert: torch.Size([1, 23, 768])
1276
+ unconditional / conditional generation sampling
1277
+
1278
+ [203/233] ID: de1183f7-1d62-47c9-8f58-fbedc416bf44-8cf8dd23-4ef8-4226-b7a2-2562677e0007
1279
+ Original text: A functional bedroom designed to accommodate essential furnishings within a medium-sized footprint....
1280
+ Truncated text: A functional bedroom designed to accommodate essential furnishings within a medium-sized footprint.
1281
+ after bert: torch.Size([1, 18, 768])
1282
+ unconditional / conditional generation sampling
1283
+
1284
+ [204/233] ID: df69e2a1-9ca8-4512-9410-b848e91da0d8-9686635d-0e91-4ef5-8c86-b58559f8d90c
1285
+ Original text: Hoping to create a cozy yet functional bedroom space for relaxation and daily use....
1286
+ Truncated text: Hoping to create a cozy yet functional bedroom space for relaxation and daily use.
1287
+ after bert: torch.Size([1, 19, 768])
1288
+ unconditional / conditional generation sampling
1289
+
1290
+ [205/233] ID: e1bfc1be-b96b-43a3-9485-01a1ff78d9da-43382683-6fa7-45f6-99b8-0793391617f3
1291
+ Original text: A straightforward sleeping space with clean lines and organized furnishings....
1292
+ Truncated text: A straightforward sleeping space with clean lines and organized furnishings.
1293
+ after bert: torch.Size([1, 13, 768])
1294
+ unconditional / conditional generation sampling
1295
+
1296
+ [206/233] ID: e3cce903-6af7-4b0a-8d6e-83de09aaf631-c8a3bd94-f519-4ea1-af3b-633d859cfdf4
1297
+ Original text: I want a straightforward bedroom that blends restfulness with day-to-day usability....
1298
+ Truncated text: I want a straightforward bedroom that blends restfulness with day-to-day usability.
1299
+ after bert: torch.Size([1, 21, 768])
1300
+ unconditional / conditional generation sampling
1301
+
1302
+ [207/233] ID: e4ca237e-c12f-4fc8-a8ec-9eac636b3224-0ec2b14d-a371-4c5f-b147-45ccbab1fbe2
1303
+ Original text: A master bedroom blending simplicity with a layout that encourages ease of use....
1304
+ Truncated text: A master bedroom blending simplicity with a layout that encourages ease of use.
1305
+ after bert: torch.Size([1, 16, 768])
1306
+ unconditional / conditional generation sampling
1307
+
1308
+ [208/233] ID: e4d49144-ac70-482d-ac0a-607f68160dca-218d2f2f-4be5-44ec-b9b7-1d8fcc903631
1309
+ Original text: I need a straightforward bedroom design with enough room to move around comfortably....
1310
+ Truncated text: I need a straightforward bedroom design with enough room to move around comfortably.
1311
+ after bert: torch.Size([1, 16, 768])
1312
+ unconditional / conditional generation sampling
1313
+
1314
+ [209/233] ID: e52a7124-05ef-446d-b70e-39af1ac7aa5c-a066e283-6c1e-4a85-ad87-f60502f8be9e
1315
+ Original text: A balanced bedroom layout combining a large bed with several storage pieces for a practical living s...
1316
+ Truncated text: A balanced bedroom layout combining a large bed with several storage pieces for a practical living space.
1317
+ after bert: torch.Size([1, 20, 768])
1318
+ unconditional / conditional generation sampling
1319
+
1320
+ [210/233] ID: e580682e-4cfa-4f03-9d85-0c74c929f896-efda9d45-edde-4901-aec8-cf2ce5098324
1321
+ Original text: A well-proportioned bedroom created to focus on comfort and utility....
1322
+ Truncated text: A well-proportioned bedroom created to focus on comfort and utility.
1323
+ after bert: torch.Size([1, 16, 768])
1324
+ unconditional / conditional generation sampling
1325
+ Progress: 210/233 scenes generated
1326
+
1327
+ [211/233] ID: e5a744d6-d36d-4682-877f-fea6e9614c94-44f21eeb-3ac5-43d9-b699-bd207afd1cf2
1328
+ Original text: I want a master bedroom that feels comfortable and large enough for essential furniture....
1329
+ Truncated text: I want a master bedroom that feels comfortable and large enough for essential furniture.
1330
+ after bert: torch.Size([1, 17, 768])
1331
+ unconditional / conditional generation sampling
1332
+
1333
+ [212/233] ID: e5faa2ef-1b44-4334-ab36-3e775ab054c9-39cf2e6d-b8e7-4184-b067-b46d484a7ee6
1334
+ Original text: Hoping for a well-sized bedroom that provides enough room for comfort while maintaining an intimate ...
1335
+ Truncated text: Hoping for a well-sized bedroom that provides enough room for comfort while maintaining an intimate ambiance.
1336
+ after bert: torch.Size([1, 24, 768])
1337
+ unconditional / conditional generation sampling
1338
+
1339
+ [213/233] ID: e6ae70c3-73ac-4a31-8cf5-e1e084f9a9e6-d53a6d09-2bce-4930-aa20-3191d5e7b060
1340
+ Original text: A balanced interior layout that caters to the essentials of a cozy bedroom setting....
1341
+ Truncated text: A balanced interior layout that caters to the essentials of a cozy bedroom setting.
1342
+ after bert: torch.Size([1, 20, 768])
1343
+ unconditional / conditional generation sampling
1344
+
1345
+ [214/233] ID: e9969d41-045e-43e1-b6ca-057ca32c6d6a-f160552a-6089-4933-96b6-a0d646efff9f
1346
+ Original text: A second bedroom planned with compact furniture solutions for utility and rest....
1347
+ Truncated text: A second bedroom planned with compact furniture solutions for utility and rest.
1348
+ after bert: torch.Size([1, 15, 768])
1349
+ unconditional / conditional generation sampling
1350
+
1351
+ [215/233] ID: eb25553f-fc01-4dc0-b53b-fdc991d1abdd-f7c4ddcc-9c4c-4d30-aecb-f0f6efdaa814
1352
+ Original text: A contemporary master bedroom with a generous floor plan and a minimalist approach....
1353
+ Truncated text: A contemporary master bedroom with a generous floor plan and a minimalist approach.
1354
+ after bert: torch.Size([1, 17, 768])
1355
+ unconditional / conditional generation sampling
1356
+
1357
+ [216/233] ID: ed4b5bca-6791-4177-8dfd-7d25465ced4f-46d46fdf-5608-4f1f-ac25-ccfc97f080e7
1358
+ Original text: A minimalist bedroom with a focus on maintaining an uncluttered and functional layout....
1359
+ Truncated text: A minimalist bedroom with a focus on maintaining an uncluttered and functional layout.
1360
+ after bert: torch.Size([1, 20, 768])
1361
+ unconditional / conditional generation sampling
1362
+
1363
+ [217/233] ID: ed9eb96f-9366-485c-aa68-2512ab380096-0c7f6659-f653-4221-b1c7-909878f481be
1364
+ Original text: Looking to craft a cozy and efficient bedroom for both working from home and taking breaks....
1365
+ Truncated text: Looking to craft a cozy and efficient bedroom for both working from home and taking breaks.
1366
+ after bert: torch.Size([1, 20, 768])
1367
+ unconditional / conditional generation sampling
1368
+
1369
+ [218/233] ID: eeb71e43-2988-439e-867e-cb143cb3988a-da8a44a9-5fc1-49b5-b339-9aa0766e5bcc
1370
+ Original text: Spacious bedroom featuring a rectangular layout suitable for comfort and relaxation....
1371
+ Truncated text: Spacious bedroom featuring a rectangular layout suitable for comfort and relaxation.
1372
+ after bert: torch.Size([1, 15, 768])
1373
+ unconditional / conditional generation sampling
1374
+
1375
+ [219/233] ID: eeef7b16-201e-44ae-94be-f0a5586208e9-8e7fbdb7-120f-4c82-8a28-ef075f5891ed
1376
+ Original text: I need a bedroom big enough to accommodate basic furniture with a little space to move around comfor...
1377
+ Truncated text: I need a bedroom big enough to accommodate basic furniture with a little space to move around comfortably.
1378
+ after bert: torch.Size([1, 21, 768])
1379
+ unconditional / conditional generation sampling
1380
+
1381
+ [220/233] ID: ef9e8fac-ec60-453d-83a0-d286699a1f1a-f30855f9-9b8c-40e0-ad7e-6fcd1aa8b71d
1382
+ Original text: Arrange a minimalist bedroom with enough room for significant furniture pieces and personal movement...
1383
+ Truncated text: Arrange a minimalist bedroom with enough room for significant furniture pieces and personal movement.
1384
+ after bert: torch.Size([1, 20, 768])
1385
+ unconditional / conditional generation sampling
1386
+ Progress: 220/233 scenes generated
1387
+
1388
+ [221/233] ID: f081f259-c8d0-4745-974c-0e99b28b7e93-562da784-a638-4a55-b929-b11a933427ab
1389
+ Original text: Develop a well-organized bedroom that feels inviting and serene....
1390
+ Truncated text: Develop a well-organized bedroom that feels inviting and serene.
1391
+ after bert: torch.Size([1, 17, 768])
1392
+ unconditional / conditional generation sampling
1393
+
1394
+ [222/233] ID: f0e2ffa2-88c8-45f2-be1a-48a9107dabd3-226e5d91-25d1-4cdc-a3bf-915a9f28eec4
1395
+ Original text: A master bedroom with a balanced rectangular shape offering versatile design potential....
1396
+ Truncated text: A master bedroom with a balanced rectangular shape offering versatile design potential.
1397
+ after bert: torch.Size([1, 15, 768])
1398
+ unconditional / conditional generation sampling
1399
+
1400
+ [223/233] ID: f419f189-23f4-42f6-89c1-838f09191f87-e960e385-1c74-4d54-8a67-08c0b25ad9c9
1401
+ Original text: Plan a modern bedroom that's both practical and peaceful for everyday use....
1402
+ Truncated text: Plan a modern bedroom that's both practical and peaceful for everyday use.
1403
+ after bert: torch.Size([1, 17, 768])
1404
+ unconditional / conditional generation sampling
1405
+
1406
+ [224/233] ID: f788d318-0f9f-4c95-9aab-41d9878998c0-57658c7d-1012-4c4c-bce2-1d3304bd87be
1407
+ Original text: Develop a cozy bedroom layout catering to a single occupant's needs....
1408
+ Truncated text: Develop a cozy bedroom layout catering to a single occupant's needs.
1409
+ after bert: torch.Size([1, 22, 768])
1410
+ unconditional / conditional generation sampling
1411
+
1412
+ [225/233] ID: f7bb4bf9-394a-469b-9256-252b05235538-0bcc5f71-ab8f-4c02-af24-9835893e5c43
1413
+ Original text: Set up a practical and well-organized bedroom that accommodates sleeping, lounging, and essential wa...
1414
+ Truncated text: Set up a practical and well-organized bedroom that accommodates sleeping, lounging, and essential wardrobe storage.
1415
+ after bert: torch.Size([1, 25, 768])
1416
+ unconditional / conditional generation sampling
1417
+
1418
+ [226/233] ID: f851ec5a-4b4b-4640-980d-95da12603880-c0258952-76de-4906-8dd2-bf3b6bae00ae
1419
+ Original text: Hoping to create a comfortable bedroom with space for relaxation and rest....
1420
+ Truncated text: Hoping to create a comfortable bedroom with space for relaxation and rest.
1421
+ after bert: torch.Size([1, 16, 768])
1422
+ unconditional / conditional generation sampling
1423
+
1424
+ [227/233] ID: fa3b6dec-1159-425f-b9bb-aa4e535e56d1-2167034b-bbc6-4afc-a2b4-02506fc272f1
1425
+ Original text: Design a rectangular bedroom that balances sleeping, storage, and entertainment needs....
1426
+ Truncated text: Design a rectangular bedroom that balances sleeping, storage, and entertainment needs.
1427
+ after bert: torch.Size([1, 17, 768])
1428
+ unconditional / conditional generation sampling
1429
+
1430
+ [228/233] ID: fce9aca0-ed23-4c5e-88e9-0b8782e63339-07f4d435-00e3-4ad6-a859-8d2bda91b292
1431
+ Original text: Design a comfortable master bedroom with space for bedside tables and elegant lighting....
1432
+ Truncated text: Design a comfortable master bedroom with space for bedside tables and elegant lighting.
1433
+ after bert: torch.Size([1, 16, 768])
1434
+ unconditional / conditional generation sampling
1435
+
1436
+ [229/233] ID: fce9aca0-ed23-4c5e-88e9-0b8782e63339-1294d62a-3551-428d-b74a-5d145f8d9e56
1437
+ Original text: I want a practical, second-bedroom space large enough to accommodate sleeping and some evening routi...
1438
+ Truncated text: I want a practical, second-bedroom space large enough to accommodate sleeping and some evening routines.
1439
+ after bert: torch.Size([1, 21, 768])
1440
+ unconditional / conditional generation sampling
1441
+
1442
+ [230/233] ID: fd316eb3-89a8-48d2-8607-07ca6d9dedd9-cdd581fa-3f67-4725-97ae-14b3ff09d37d
1443
+ Original text: A neatly arranged rectangular bedroom allowing for separation of sleeping and personal storage zones...
1444
+ Truncated text: A neatly arranged rectangular bedroom allowing for separation of sleeping and personal storage zones.
1445
+ after bert: torch.Size([1, 17, 768])
1446
+ unconditional / conditional generation sampling
1447
+ Progress: 230/233 scenes generated
1448
+
1449
+ [231/233] ID: fe34c57e-fdaa-4d29-85ac-a580bdafd66a-22cab9ef-5986-4aaf-b889-84bfb6bb6e65
1450
+ Original text: Master bedroom with a thoughtful layout prioritizing both aesthetics and functionality....
1451
+ Truncated text: Master bedroom with a thoughtful layout prioritizing both aesthetics and functionality.
1452
+ after bert: torch.Size([1, 16, 768])
1453
+ unconditional / conditional generation sampling
1454
+
1455
+ [232/233] ID: ff7b42d9-0e58-4847-8d47-f793a11cd3bd-ee5f4a45-33da-49ff-995b-eb47e5d0ab59
1456
+ Original text: Modern bedroom with a clean, simple rectangular form....
1457
+ Truncated text: Modern bedroom with a clean, simple rectangular form.
1458
+ after bert: torch.Size([1, 12, 768])
1459
+ unconditional / conditional generation sampling
1460
+
1461
+ [233/233] ID: ffd98024-7200-429e-8b9a-1234a5937826-024ebbb4-083f-43da-9f11-2f02e3ffaacd
1462
+ Original text: I’m looking for a bedroom space with a balanced shape that’s versatile for design options....
1463
+ Truncated text: I’m looking for a bedroom space with a balanced shape that’s versatile for design options.
1464
+ after bert: torch.Size([1, 22, 768])
1465
+ unconditional / conditional generation sampling
1466
+
1467
+ ============================================================
1468
+ Results saved to: ../pretrained/pretrained_diffusion/bedrooms_bert/custom_text_test/test_results.json
1469
+ ============================================================
1470
+
1471
+
1472
+ ✓ Testing complete for bedrooms
1473
+ Results saved to: ../pretrained/pretrained_diffusion/bedrooms_bert/custom_text_test/test_results.json
eval/DiffuScene/nohup2.out ADDED
@@ -0,0 +1,1028 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ nohup: ignoring input
2
+ ========================================
3
+ DiffuScene Custom Text Testing
4
+ ========================================
5
+ JSON file: /home/v-meiszhang/amlt-project/DiffuScene/training_data_with_content_v3.1.json
6
+
7
+ ========================================
8
+ Testing room type: livingrooms
9
+ ========================================
10
+ Config: ../config/text/diffusion_livingrooms_instancond_lat32_v_bert.yaml
11
+ Weight file: ../pretrained/pretrained_diffusion/livingrooms_bert/model_118000
12
+ Output: ../pretrained/pretrained_diffusion/livingrooms_bert/custom_text_test
13
+
14
+ /home/v-meiszhang/miniconda3/envs/diffuscene/lib/python3.8/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.
15
+ warnings.warn(
16
+ /home/v-meiszhang/miniconda3/envs/diffuscene/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=None`.
17
+ warnings.warn(msg)
18
+ Some weights of the model checkpoint at bert-base-cased were not used when initializing BertModel: ['cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.bias', 'cls.predictions.decoder.weight', 'cls.predictions.transform.dense.weight', 'cls.seq_relationship.weight', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.bias', 'cls.predictions.transform.dense.bias']
19
+ - This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
20
+ - This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
21
+ Using device: cuda:0
22
+ Loaded 500 test samples
23
+ Filtered to 160 samples with room_type='livingroom'
24
+ Applying threed_front_livingroom filtering
25
+ bounds_objfeats of dataset: [0.9703475832939148, -5.353787422180176, 6.099915027618408]
26
+ bounds_objfeats_32 of dataset: [0.9740170240402222, -5.804656028747559, 4.993575572967529]
27
+ rendered_scene is : rendered_scene_256.png
28
+ use lat32 as objfeats
29
+ add text into input dict for training
30
+ use consin_angles instead of original angles, AND use normalized objfeats
31
+ permute keys are: ['class_labels', 'translations', 'sizes', 'angles', 'objfeats_32']
32
+ Loaded 192 scenes from dataset
33
+ Loaded 2090 furniture models
34
+ use text as condition, and pretrained bert model
35
+ separate unet1d encoder of objectness/class/translation/size/angle
36
+ separate unet1d decoder of objectness/class/translation/size/angle
37
+ load centriods min [-5.67291869 0.0375 -5.71640158] and max [5.09667922 3.35774051 5.40485 ] in Gausssion Diffusion
38
+ load sizes min [0.03999 0.02000002 0.0328435 ] and max [2.38027 1.770065 1.322429] in Gausssion Diffusion
39
+ Loading weight file from ../pretrained/pretrained_diffusion/livingrooms_bert/model_118000
40
+
41
+ ============================================================
42
+ Generating scenes for 160 test samples
43
+ ============================================================
44
+
45
+
46
+ [1/160] ID: 0032b185-4914-49e5-b973-f82271674308-23b938c9-e44a-4576-a237-11ef2182793b
47
+ Original text: I need a modular TV zone where a mid-century style stand with sliding doors and open shelving serves...
48
+ Truncated text: I need a modular TV zone where a mid-century style stand with sliding doors and open shelving serves as the focal point. I’d like it to be positioned to keep the seating area's lines clean, enhancing the overall balance between function and style.
49
+ after bert: torch.Size([1, 55, 768])
50
+ unconditional / conditional generation sampling
51
+
52
+ [2/160] ID: 011da194-aa84-4a98-bf9a-afd18357819a-0f5d0fa9-6de5-4ff7-ac23-d6501e528e6a
53
+ Original text: Aiming to lay out a sizable living room for both quiet moments and social functions....
54
+ Truncated text: Aiming to lay out a sizable living room for both quiet moments and social functions.
55
+ after bert: torch.Size([1, 20, 768])
56
+ unconditional / conditional generation sampling
57
+
58
+ [3/160] ID: 0220df39-8356-4ba5-8f26-4f385afa2cae-a134ae30-6aba-4acd-b02d-25c917189f75
59
+ Original text: A cozy and compact living room designed for contemporary urban living....
60
+ Truncated text: A cozy and compact living room designed for contemporary urban living.
61
+ after bert: torch.Size([1, 15, 768])
62
+ unconditional / conditional generation sampling
63
+
64
+ [4/160] ID: 03279ac8-717b-4b94-96e1-3b6a7e94e782-25b13f61-f532-483d-8f60-3713aa2adb53
65
+ Original text: Sleek living room with standing and pendant lighting to complement the spacious seating and function...
66
+ Truncated text: Sleek living room with standing and pendant lighting to complement the spacious seating and functional tables.
67
+ after bert: torch.Size([1, 21, 768])
68
+ unconditional / conditional generation sampling
69
+
70
+ [5/160] ID: 03cf3c1a-32b8-456a-bf56-e24caf231092-4e7e7d6e-e8de-409a-84ca-35fe7cbdeacf
71
+ Original text: A room designed for dining, with a focus on essential furniture like a table and seating for multipl...
72
+ Truncated text: A room designed for dining, with a focus on essential furniture like a table and seating for multiple people.
73
+ after bert: torch.Size([1, 23, 768])
74
+ unconditional / conditional generation sampling
75
+
76
+ [6/160] ID: 0422e423-8aba-40f0-9090-78f448423468-59cc9ab2-bee0-400a-b62a-2393408ac555
77
+ Original text: Dreaming of a large, cohesive living room that incorporates a dedicated dining zone....
78
+ Truncated text: Dreaming of a large, cohesive living room that incorporates a dedicated dining zone.
79
+ after bert: torch.Size([1, 19, 768])
80
+ unconditional / conditional generation sampling
81
+
82
+ [7/160] ID: 07f02d16-a025-4bc4-a45d-5f487c545f49-8daf4632-ac08-4ec8-9bf1-c059bec16bf1
83
+ Original text: A children’s play or storage area off to one side of the room, defined by a compact cabinet with she...
84
+ Truncated text: A children’s play or storage area off to one side of the room, defined by a compact cabinet with shelves. The cabinet is tucked away, making it practical for tidy storage of toys or books.
85
+ after bert: torch.Size([1, 44, 768])
86
+ unconditional / conditional generation sampling
87
+
88
+ [8/160] ID: 0832d1de-528e-4d78-9177-1a96e38ad499-d085c301-cefe-4e0e-be9a-b627f7c8b509
89
+ Original text: Group the sofa and floor lamp together to create a dedicated lounging zone at one side of the room....
90
+ Truncated text: Group the sofa and floor lamp together to create a dedicated lounging zone at one side of the room.
91
+ after bert: torch.Size([1, 24, 768])
92
+ unconditional / conditional generation sampling
93
+
94
+ [9/160] ID: 08a52364-b500-4fa7-a4bc-d0500965c6b4-52ed294a-640a-4c91-88aa-d8ea7e4ae938
95
+ Original text: Arrange an inviting living room with a subtle division for dining and relaxation....
96
+ Truncated text: Arrange an inviting living room with a subtle division for dining and relaxation.
97
+ after bert: torch.Size([1, 18, 768])
98
+ unconditional / conditional generation sampling
99
+
100
+ [10/160] ID: 0a28563b-19e4-4d67-8130-9a87a547daf6-31d5f02b-5d67-42b5-90d5-d0070d2121ad
101
+ Original text: I'd like a living space that feels balanced and suitable for dining....
102
+ Truncated text: I'd like a living space that feels balanced and suitable for dining.
103
+ after bert: torch.Size([1, 17, 768])
104
+ unconditional / conditional generation sampling
105
+ Progress: 10/160 scenes generated
106
+
107
+ [11/160] ID: 0b0aa9c5-fe43-4926-bfaa-34764214c250-3deb82ae-5906-4d07-9ace-894079cf9104
108
+ Original text: A well-organized living room that provides a seating area, storage solutions, and space for decor....
109
+ Truncated text: A well-organized living room that provides a seating area, storage solutions, and space for decor.
110
+ after bert: torch.Size([1, 23, 768])
111
+ unconditional / conditional generation sampling
112
+
113
+ [12/160] ID: 0b4abd30-b157-4ecf-a077-989285598cf2-4301a120-9525-4208-b679-d455e8c70fde
114
+ Original text: A compact living room that balances practical seating options with decorative greenery....
115
+ Truncated text: A compact living room that balances practical seating options with decorative greenery.
116
+ after bert: torch.Size([1, 17, 768])
117
+ unconditional / conditional generation sampling
118
+
119
+ [13/160] ID: 0de89e0a-723c-4297-8d99-3f9c2781ff3b-26d8ce75-3531-4c1e-b1c2-fb0daccb543a
120
+ Original text: Design a streamlined space that combines dining and living functions within a rectangular footprint....
121
+ Truncated text: Design a streamlined space that combines dining and living functions within a rectangular footprint.
122
+ after bert: torch.Size([1, 19, 768])
123
+ unconditional / conditional generation sampling
124
+
125
+ [14/160] ID: 0f390639-e937-43c9-a61a-be86dee77cab-7df9d4fc-92a9-4394-bb07-cf6f0e815245
126
+ Original text: Hoping to achieve a modern communal space with clear zones for dining and relaxing. A cluster of lux...
127
+ Truncated text: Hoping to achieve a modern communal space with clear zones for dining and relaxing. A cluster of luxurious dining chairs surrounds a minimalist table, set opposite an inviting loveseat accented by bold, textured pillows. The palette should emphasize neutrals with moments of subtle metallic and wood.
128
+ after bert: torch.Size([1, 60, 768])
129
+ unconditional / conditional generation sampling
130
+
131
+ [15/160] ID: 10087356-5564-4bb8-9dcd-72adee753630-e7a75fed-cb48-42c9-8f0d-dcc1e9a7f92d
132
+ Original text: Balancing a living room with adequate seating and display furniture for an uncluttered look....
133
+ Truncated text: Balancing a living room with adequate seating and display furniture for an uncluttered look.
134
+ after bert: torch.Size([1, 21, 768])
135
+ unconditional / conditional generation sampling
136
+
137
+ [16/160] ID: 1261679c-03b9-4e9a-acff-c5e4f6485928-9754b847-4daa-401d-894b-7f403a16691d
138
+ Original text: A rectangular dining space designed for intimate gatherings and functional elegance....
139
+ Truncated text: A rectangular dining space designed for intimate gatherings and functional elegance.
140
+ after bert: torch.Size([1, 16, 768])
141
+ unconditional / conditional generation sampling
142
+
143
+ [17/160] ID: 134d94fa-6bca-42d9-8f51-8a93c2701d47-413babc8-c1cb-404a-b587-8845ca15c1df
144
+ Original text: Create a modern living room centered around a dark gray L-shaped sofa with clean lines and minimalis...
145
+ Truncated text: Create a modern living room centered around a dark gray L-shaped sofa with clean lines and minimalist aesthetics.
146
+ after bert: torch.Size([1, 25, 768])
147
+ unconditional / conditional generation sampling
148
+
149
+ [18/160] ID: 1870ac5e-aa92-4d22-955f-814c8a6cc29b-2af07b68-c377-495a-9bcb-8d6ee1e32529
150
+ Original text: A neutral palette tying together a living room and dining area, accentuated with black, gray, and wo...
151
+ Truncated text: A neutral palette tying together a living room and dining area, accentuated with black, gray, and wood tones. Subtle contrasts between the glossy coffee table, upholstered chairs, and the wood-topped dining table create a dynamic but balanced visual flow.
152
+ after bert: torch.Size([1, 55, 768])
153
+ unconditional / conditional generation sampling
154
+
155
+ [19/160] ID: 195f3e27-09e0-4c6a-bb7b-795544e7e350-96891fc4-310e-4515-9670-7efb910646e8
156
+ Original text: I'm searching for multi-purpose furniture pieces for both lounging and dining zones....
157
+ Truncated text: I'm searching for multi-purpose furniture pieces for both lounging and dining zones.
158
+ after bert: torch.Size([1, 21, 768])
159
+ unconditional / conditional generation sampling
160
+
161
+ [20/160] ID: 1b7fe9e0-7c21-4a87-8904-a146b0bc50bf-d16ed30e-a98b-4e97-b767-d5de5eda489c
162
+ Original text: Set up a rectangular dining room space that prioritizes essential dining furniture for daily use....
163
+ Truncated text: Set up a rectangular dining room space that prioritizes essential dining furniture for daily use.
164
+ after bert: torch.Size([1, 20, 768])
165
+ unconditional / conditional generation sampling
166
+ Progress: 20/160 scenes generated
167
+
168
+ [21/160] ID: 1ba9ae7f-5074-4b11-9b38-43ea7e5ff693-9342e47b-10bd-479d-b674-eedc938fea69
169
+ Original text: A room that combines mid-century modern influences with minimalist Scandinavian aesthetics for a bal...
170
+ Truncated text: A room that combines mid-century modern influences with minimalist Scandinavian aesthetics for a balanced and inviting vibe.
171
+ after bert: torch.Size([1, 24, 768])
172
+ unconditional / conditional generation sampling
173
+
174
+ [22/160] ID: 1bb85d96-8ce8-4e32-a38d-25881061ea5c-33f49db7-6a41-4e08-a60b-4d0b13c81157
175
+ Original text: Dual-purpose living space combining comfort and functionality in an open-plan design....
176
+ Truncated text: Dual-purpose living space combining comfort and functionality in an open-plan design.
177
+ after bert: torch.Size([1, 18, 768])
178
+ unconditional / conditional generation sampling
179
+
180
+ [23/160] ID: 1d43e076-fc80-4d55-a07d-1b7a8c6dc6e7-5f3ab9fc-3dfc-4335-b8ec-973e7c746dee
181
+ Original text: Aiming for a central area with furniture designed for gathering and socializing....
182
+ Truncated text: Aiming for a central area with furniture designed for gathering and socializing.
183
+ after bert: torch.Size([1, 17, 768])
184
+ unconditional / conditional generation sampling
185
+
186
+ [24/160] ID: 1f077e24-2eca-43ca-bc92-1b36eab99467-11450f7d-7912-4b80-bc2a-d6f2df294d84
187
+ Original text: A multimedia-friendly setting complete with a TV stand for entertainment purposes....
188
+ Truncated text: A multimedia-friendly setting complete with a TV stand for entertainment purposes.
189
+ after bert: torch.Size([1, 16, 768])
190
+ unconditional / conditional generation sampling
191
+
192
+ [25/160] ID: 22843330-f141-4cb6-8ce6-8b32b56388ba-856139bf-a326-4484-a033-3e32375a4875
193
+ Original text: Envisioning a touch of greenery with a modern plant pot situated in a corner of the room, near the s...
194
+ Truncated text: Envisioning a touch of greenery with a modern plant pot situated in a corner of the room, near the seating or dining area for added freshness.
195
+ after bert: torch.Size([1, 34, 768])
196
+ unconditional / conditional generation sampling
197
+
198
+ [26/160] ID: 26ede85c-343c-47a4-a84d-6afa5dbae091-da141771-6f25-4fa7-826d-87ef16b42303
199
+ Original text: A room design that balances storage, seating, and surface furniture for optimized functionality....
200
+ Truncated text: A room design that balances storage, seating, and surface furniture for optimized functionality.
201
+ after bert: torch.Size([1, 21, 768])
202
+ unconditional / conditional generation sampling
203
+
204
+ [27/160] ID: 2a64a3f9-e827-4aa3-91b7-d3764c442723-1239c1fe-d9ac-45bf-8904-fa0d205cf5cf
205
+ Original text: Hoping to create a cozy living space with a modern gray L-shaped sofa positioned to anchor the room,...
206
+ Truncated text: Hoping to create a cozy living space with a modern gray L-shaped sofa positioned to anchor the room, complemented by a sleek metallic coffee table nearby for a clean, minimalist feel. A white wood-and-grey bookcase lines the side, providing functional yet stylish storage for books or decor.
207
+ after bert: torch.Size([1, 68, 768])
208
+ unconditional / conditional generation sampling
209
+
210
+ [28/160] ID: 2aaecec7-63e5-46cc-bc6e-5a78282af3b4-2541efe4-ff51-48b2-9594-706f287bdd19
211
+ Original text: A well-appointed living room combining diverse seating types for flexible use....
212
+ Truncated text: A well-appointed living room combining diverse seating types for flexible use.
213
+ after bert: torch.Size([1, 16, 768])
214
+ unconditional / conditional generation sampling
215
+
216
+ [29/160] ID: 2ea863a1-3dc9-4c00-8cb4-dc4b19c40589-9894bb40-ab80-41a9-8c30-10cfc24465cf
217
+ Original text: A visually balanced space combining the warmth of wooden finishes with modern sleek designs, offerin...
218
+ Truncated text: A visually balanced space combining the warmth of wooden finishes with modern sleek designs, offering both comfort and sophistication.
219
+ after bert: torch.Size([1, 26, 768])
220
+ unconditional / conditional generation sampling
221
+
222
+ [30/160] ID: 31134f8d-e819-4619-bb54-a19e5f54073f-e60b0d6e-b0e1-4e5c-8654-58825a1eee14
223
+ Original text: A stylish lounge setup with soft fabric seating, subtle wood tones, and dark accents to create a sop...
224
+ Truncated text: A stylish lounge setup with soft fabric seating, subtle wood tones, and dark accents to create a sophisticated look.
225
+ after bert: torch.Size([1, 27, 768])
226
+ unconditional / conditional generation sampling
227
+ Progress: 30/160 scenes generated
228
+
229
+ [31/160] ID: 312c3afe-ae86-4823-b67e-292660fc85f8-5303198f-812c-4773-8556-a429303db238
230
+ Original text: A combined space where the living area includes a sofa, coffee table, and side table clustered for c...
231
+ Truncated text: A combined space where the living area includes a sofa, coffee table, and side table clustered for convenience, while the dining zone focuses on functionality with a table and chairs.
232
+ after bert: torch.Size([1, 37, 768])
233
+ unconditional / conditional generation sampling
234
+
235
+ [32/160] ID: 315c503f-8ff6-4359-9c0a-321b144e89b9-9eb42099-7a34-4d39-a3f1-6913d6149738
236
+ Original text: Establish a modern lounging area with soft beige tones and subtle contrast by incorporating a winged...
237
+ Truncated text: Establish a modern lounging area with soft beige tones and subtle contrast by incorporating a winged back armchair paired with its ottoman. Position these close to the sofa to create an inviting space for reading or unwinding.
238
+ after bert: torch.Size([1, 54, 768])
239
+ unconditional / conditional generation sampling
240
+
241
+ [33/160] ID: 31669d15-2f3f-4f8e-b155-569ccba2c33b-576cba5c-bd6b-4f6b-a7c6-29a38e1a75a8
242
+ Original text: Design the television zone with a clean, minimalist aesthetic. Anchor the TV stand near the sofa to ...
243
+ Truncated text: Design the television zone with a clean, minimalist aesthetic. Anchor the TV stand near the sofa to form a cohesive entertainment area, leaving room for other accent furniture nearby. The gray-and-white tones of the stand should complement the surrounding neutral palette for a unified look.
244
+ after bert: torch.Size([1, 60, 768])
245
+ unconditional / conditional generation sampling
246
+
247
+ [34/160] ID: 3187cbc7-4da1-4ae6-811a-96adc72cb1d2-be16b7ea-a6af-4e60-b616-0f6c5396e8fd
248
+ Original text: I’m looking for a sleek dining table zone that has two aligned pendant lights supporting the overall...
249
+ Truncated text: I’m looking for a sleek dining table zone that has two aligned pendant lights supporting the overall layout of the room. These should define the dining and seating areas visually.
250
+ after bert: torch.Size([1, 36, 768])
251
+ unconditional / conditional generation sampling
252
+
253
+ [35/160] ID: 360ff522-f387-4714-b1f1-c4092d5167b4-bc6a3f61-676b-4c4f-8e87-20f32fa90de4
254
+ Original text: I’m thinking of a small living space built around dining and everyday practicality....
255
+ Truncated text: I’m thinking of a small living space built around dining and everyday practicality.
256
+ after bert: torch.Size([1, 19, 768])
257
+ unconditional / conditional generation sampling
258
+
259
+ [36/160] ID: 36a85283-c600-43fe-8d24-1a3987cc6f98-1af34696-5608-4ac5-9ce2-df135287386d
260
+ Original text: A contemporary living room that provides a comfortable and functional space for relaxing and sociali...
261
+ Truncated text: A contemporary living room that provides a comfortable and functional space for relaxing and socializing.
262
+ after bert: torch.Size([1, 19, 768])
263
+ unconditional / conditional generation sampling
264
+
265
+ [37/160] ID: 378deb84-a0d6-4aab-93f5-ea9d4223b030-dd414dac-19e9-4979-8787-ba391510f302
266
+ Original text: A bright and modern corner accented by a tall plant stand with a triangular wooden base and a concre...
267
+ Truncated text: A bright and modern corner accented by a tall plant stand with a triangular wooden base and a concrete pot holder, perfect for adding greenery and refreshing the natural tones of the room. This detail brings a touch of biophilic design into the open, uncluttered layout.
268
+ after bert: torch.Size([1, 61, 768])
269
+ unconditional / conditional generation sampling
270
+
271
+ [38/160] ID: 38363d0e-7fc5-415e-aad1-248515d01ac5-6bc1d853-22fb-40a5-a5b6-31c7e6d24a36
272
+ Original text: Aiming for a neat dining setup that includes a central rectangular dining table surrounded by four c...
273
+ Truncated text: Aiming for a neat dining setup that includes a central rectangular dining table surrounded by four chairs, evenly spaced for balanced seating on all sides.
274
+ after bert: torch.Size([1, 30, 768])
275
+ unconditional / conditional generation sampling
276
+
277
+ [39/160] ID: 3edff452-4f84-497e-8af5-0e36a1d22ca5-51a3dcc4-9a8e-4031-b3de-ebf0249ff85a
278
+ Original text: Functional space with a dining area that includes a large dining table and several matching dining c...
279
+ Truncated text: Functional space with a dining area that includes a large dining table and several matching dining chairs.
280
+ after bert: torch.Size([1, 21, 768])
281
+ unconditional / conditional generation sampling
282
+
283
+ [40/160] ID: 3f5df315-6fc7-46c2-84eb-862e27012530-3539f3ee-e002-4dfd-ae29-43888191a2b0
284
+ Original text: I want a simple and effective room layout that prioritizes a dining space within a living area....
285
+ Truncated text: I want a simple and effective room layout that prioritizes a dining space within a living area.
286
+ after bert: torch.Size([1, 22, 768])
287
+ unconditional / conditional generation sampling
288
+ Progress: 40/160 scenes generated
289
+
290
+ [41/160] ID: 3f64315b-d822-4f9c-93ac-ca7dbe8085b8-74917751-1431-4f44-be0a-c50189a2b235
291
+ Original text: A functional corner featuring a compact children’s cabinet with playful, colorful doors and splayed ...
292
+ Truncated text: A functional corner featuring a compact children’s cabinet with playful, colorful doors and splayed wood legs, positioned next to a striking tall metal abstract sculpture on a geometric marble base. This setup feels balanced, blending practical storage with artistic flair.
293
+ after bert: torch.Size([1, 51, 768])
294
+ unconditional / conditional generation sampling
295
+
296
+ [42/160] ID: 4135af07-0edb-47c3-92b2-852b30c3c93c-91367a92-edbf-4809-93c5-7252893c93b5
297
+ Original text: Rectangular dining room featuring an elongated open area with high ceilings and a balanced layout....
298
+ Truncated text: Rectangular dining room featuring an elongated open area with high ceilings and a balanced layout.
299
+ after bert: torch.Size([1, 21, 768])
300
+ unconditional / conditional generation sampling
301
+
302
+ [43/160] ID: 43362117-720e-48f6-bab0-d3cd0f0ccdff-22298f7b-5145-4240-b92b-3e0009b1cbce
303
+ Original text: A quaint rectangular dining area offering functionality within a confined shape....
304
+ Truncated text: A quaint rectangular dining area offering functionality within a confined shape.
305
+ after bert: torch.Size([1, 16, 768])
306
+ unconditional / conditional generation sampling
307
+
308
+ [44/160] ID: 45e7004e-bcb4-4f00-b475-4771e68d28da-2e802aa4-1b25-47d1-96e8-1c8c68f5aa15
309
+ Original text: Create an ambient lighting feature with a cylindrical pendant lamp hanging near the coffee table. En...
310
+ Truncated text: Create an ambient lighting feature with a cylindrical pendant lamp hanging near the coffee table. Ensure it provides adequate illumination for the area without obstructing the view.
311
+ after bert: torch.Size([1, 36, 768])
312
+ unconditional / conditional generation sampling
313
+
314
+ [45/160] ID: 4704fc8f-c4e8-4a68-92f6-5abdc54d327d-0f69ce56-f438-4249-9ba1-df2fc3f7dab8
315
+ Original text: Hoping for a design that showcases architectural lighting with suspended metallic accents for a mini...
316
+ Truncated text: Hoping for a design that showcases architectural lighting with suspended metallic accents for a minimalist touch.
317
+ after bert: torch.Size([1, 23, 768])
318
+ unconditional / conditional generation sampling
319
+
320
+ [46/160] ID: 4ce6af96-8073-4300-aefd-83584d7505e3-2d71b39f-88e4-4ae4-a32f-7314809ecc18
321
+ Original text: Hoping to include a well-placed TV stand for entertainment needs....
322
+ Truncated text: Hoping to include a well-placed TV stand for entertainment needs.
323
+ after bert: torch.Size([1, 16, 768])
324
+ unconditional / conditional generation sampling
325
+
326
+ [47/160] ID: 4d8b6b63-f624-42c9-8442-4e7bfeb7e2f9-4b29832a-19c2-4ae5-8171-325bbd9034bd
327
+ Original text: Large living room designed for both casual lounging and formal dining....
328
+ Truncated text: Large living room designed for both casual lounging and formal dining.
329
+ after bert: torch.Size([1, 16, 768])
330
+ unconditional / conditional generation sampling
331
+
332
+ [48/160] ID: 4e9d7ded-71a8-4b5b-b7f9-d7cb0b8e1b59-7dfb9688-5aec-4a5b-be96-c4cbd21e66a6
333
+ Original text: Group the dining table with the chairs to create a dedicated eating area. Keep the dining setup slig...
334
+ Truncated text: Group the dining table with the chairs to create a dedicated eating area. Keep the dining setup slightly separated from the living area for clear zoning.
335
+ after bert: torch.Size([1, 31, 768])
336
+ unconditional / conditional generation sampling
337
+
338
+ [49/160] ID: 52b6a7c2-509f-4253-a562-27347f318b05-9c6bc18d-2cd5-4a5d-a1cd-ae35fb0de9c8
339
+ Original text: I'm looking for a living room space that allows for relaxation and entertainment within a medium-siz...
340
+ Truncated text: I'm looking for a living room space that allows for relaxation and entertainment within a medium-sized footprint.
341
+ after bert: torch.Size([1, 25, 768])
342
+ unconditional / conditional generation sampling
343
+
344
+ [50/160] ID: 5952a518-03dc-40f1-8990-89a0b312e0f9-502b7892-384c-4d41-a2dd-043c3c9043ac
345
+ Original text: A harmonious living room layout featuring entertainment, seating, and storage furniture....
346
+ Truncated text: A harmonious living room layout featuring entertainment, seating, and storage furniture.
347
+ after bert: torch.Size([1, 18, 768])
348
+ unconditional / conditional generation sampling
349
+ Progress: 50/160 scenes generated
350
+
351
+ [51/160] ID: 5b7bf503-5167-46bb-bcda-533602c060be-c6b23a5d-b147-4b5d-a339-beaa1c581689
352
+ Original text: Add a bookcase with open shelves and closed cabinetry, blending mid-century modern design with pract...
353
+ Truncated text: Add a bookcase with open shelves and closed cabinetry, blending mid-century modern design with practicality and subtle decorative potential.
354
+ after bert: torch.Size([1, 29, 768])
355
+ unconditional / conditional generation sampling
356
+
357
+ [52/160] ID: 5bc87d21-885e-4a9f-b19a-b5c3dd26a3f7-54c75839-6049-4939-9514-3552d35e184e
358
+ Original text: Planning for a harmonious combination of seating, tables, and storage solutions....
359
+ Truncated text: Planning for a harmonious combination of seating, tables, and storage solutions.
360
+ after bert: torch.Size([1, 18, 768])
361
+ unconditional / conditional generation sampling
362
+
363
+ [53/160] ID: 5c4eba53-f5fa-4669-9e52-6f2a7a1919fb-d49dae32-6f64-4166-a825-5f661d9ef13e
364
+ Original text: Wishing for a well-balanced arrangement where the pendant dining lamps feel centered above the table...
365
+ Truncated text: Wishing for a well-balanced arrangement where the pendant dining lamps feel centered above the table while retaining symmetry with the seating arrangement below.
366
+ after bert: torch.Size([1, 29, 768])
367
+ unconditional / conditional generation sampling
368
+
369
+ [54/160] ID: 5d09aa48-6249-4c1f-b445-c2d956825c66-c8352f46-f1aa-4521-889a-d8a29ef3845e
370
+ Original text: I’m looking for a comfortable seating arrangement that includes sofas, a coffee table, and a footsto...
371
+ Truncated text: I’m looking for a comfortable seating arrangement that includes sofas, a coffee table, and a footstool.
372
+ after bert: torch.Size([1, 26, 768])
373
+ unconditional / conditional generation sampling
374
+
375
+ [55/160] ID: 5d966bf7-2d76-4b3f-af13-173cb44e218e-72f2bcb4-c817-4c4b-8ae3-4b74fe700093
376
+ Original text: Looking to integrate ceiling lighting features for both the living and dining areas....
377
+ Truncated text: Looking to integrate ceiling lighting features for both the living and dining areas.
378
+ after bert: torch.Size([1, 16, 768])
379
+ unconditional / conditional generation sampling
380
+
381
+ [56/160] ID: 6010c58f-92ad-4bd6-b515-5aa0f42e48f8-5fcd1727-f78c-4c5f-af95-6b0e7d2c4140
382
+ Original text: Introduce a textured, organic focal point by situating a tall, modern indoor plant in a white cerami...
383
+ Truncated text: Introduce a textured, organic focal point by situating a tall, modern indoor plant in a white ceramic pot near the edge of the seating area. The greenery adds life and contrasts beautifully with the neutral furniture tones. Keep its placement subtle yet impactful.
384
+ after bert: torch.Size([1, 57, 768])
385
+ unconditional / conditional generation sampling
386
+
387
+ [57/160] ID: 61fd44a0-70d9-42d2-9ed3-b2a45b2c4351-ecccc539-7d3b-42d5-90c6-af3f344eb610
388
+ Original text: A well-balanced room that clusters seating elements—the sofa, footstool, and coffee table—on one sid...
389
+ Truncated text: A well-balanced room that clusters seating elements—the sofa, footstool, and coffee table—on one side, with dining furniture neatly grouped on the opposite side. A tall, slender refrigerator is tucked against the back wall, anchoring the dining zone.
390
+ after bert: torch.Size([1, 55, 768])
391
+ unconditional / conditional generation sampling
392
+
393
+ [58/160] ID: 620192ba-29c5-4d21-a924-5393d0d8f4fa-5dc86598-e1f9-44df-b2ac-6cd4369c59aa
394
+ Original text: Include multifunctional furniture like footstools and corner tables to maximize both utility and des...
395
+ Truncated text: Include multifunctional furniture like footstools and corner tables to maximize both utility and design appeal.
396
+ after bert: torch.Size([1, 25, 768])
397
+ unconditional / conditional generation sampling
398
+
399
+ [59/160] ID: 6577e150-653b-42f2-968d-69aec166976d-a3309269-77e2-450a-b67b-a3995ed85b22
400
+ Original text: A cohesive dining area enhanced with upholstered chairs and a classic wooden table, perfect for inti...
401
+ Truncated text: A cohesive dining area enhanced with upholstered chairs and a classic wooden table, perfect for intimate gatherings.
402
+ after bert: torch.Size([1, 24, 768])
403
+ unconditional / conditional generation sampling
404
+
405
+ [60/160] ID: 65d5184b-8c91-436a-8581-5059c346840d-9dd3bdfd-30f9-4f5b-808d-b6bc15398171
406
+ Original text: A cozy living room where furniture placement supports a sociable atmosphere and comfortable seating....
407
+ Truncated text: A cozy living room where furniture placement supports a sociable atmosphere and comfortable seating.
408
+ after bert: torch.Size([1, 20, 768])
409
+ unconditional / conditional generation sampling
410
+ Progress: 60/160 scenes generated
411
+
412
+ [61/160] ID: 66bc95cb-672b-4acd-92f1-ba4ed3a6aa83-f9ac602c-4bc0-43c3-a56c-ea9abaa9a92e
413
+ Original text: I'd like a rectangular living room that blends form and function for lounging and socializing....
414
+ Truncated text: I'd like a rectangular living room that blends form and function for lounging and socializing.
415
+ after bert: torch.Size([1, 24, 768])
416
+ unconditional / conditional generation sampling
417
+
418
+ [62/160] ID: 675507da-6f11-412d-aa21-545212322fa6-9ce64d01-02e3-4c2e-ad99-bbbebb548bc0
419
+ Original text: The living zone is centered around a wide, low TV stand that faces the sofa. The stand’s placement e...
420
+ Truncated text: The living zone is centered around a wide, low TV stand that faces the sofa. The stand’s placement ensures a clear line of sight from the seating area.
421
+ after bert: torch.Size([1, 35, 768])
422
+ unconditional / conditional generation sampling
423
+
424
+ [63/160] ID: 69f5eef2-1b69-4e2b-a6ee-903702f334af-73a40e6e-68ad-45b4-8f41-0c65d9194d19
425
+ Original text: Aiming to design a modern living room ideal for relaxation, shaped by a rectangular layout....
426
+ Truncated text: Aiming to design a modern living room ideal for relaxation, shaped by a rectangular layout.
427
+ after bert: torch.Size([1, 20, 768])
428
+ unconditional / conditional generation sampling
429
+
430
+ [64/160] ID: 6ba68581-d7c3-48a9-831e-843682077fb4-e7435e94-8783-4407-b95d-41006284918b
431
+ Original text: Hoping to establish a warm, welcoming mood through traditional materials, carved wood, and soft, inv...
432
+ Truncated text: Hoping to establish a warm, welcoming mood through traditional materials, carved wood, and soft, inviting textiles.
433
+ after bert: torch.Size([1, 24, 768])
434
+ unconditional / conditional generation sampling
435
+
436
+ [65/160] ID: 6e8a34d5-70b2-481e-af7f-52f649b6733c-38fa03ef-d32e-40e9-b07d-9978c1dcb5d2
437
+ Original text: I want a multifunctional living area where day-to-day relaxation blends seamlessly with meal prep an...
438
+ Truncated text: I want a multifunctional living area where day-to-day relaxation blends seamlessly with meal prep and dining.
439
+ after bert: torch.Size([1, 29, 768])
440
+ unconditional / conditional generation sampling
441
+
442
+ [66/160] ID: 6fe171e0-e54a-461a-bfc1-50f3fe0cb0fd-c99fae38-74fe-449f-841b-6a659d464a85
443
+ Original text: A modern and relaxed atmosphere achieved through layered textures, chic lighting, and versatile seat...
444
+ Truncated text: A modern and relaxed atmosphere achieved through layered textures, chic lighting, and versatile seating.
445
+ after bert: torch.Size([1, 21, 768])
446
+ unconditional / conditional generation sampling
447
+
448
+ [67/160] ID: 711697e6-191e-4895-80f0-6382e330ed9a-8404d891-c4d8-4db4-9bb6-86ebe05eb024
449
+ Original text: Aiming for a cozy living room of moderate size with a distinctive L-shaped layout and ample openness...
450
+ Truncated text: Aiming for a cozy living room of moderate size with a distinctive L-shaped layout and ample openness.
451
+ after bert: torch.Size([1, 25, 768])
452
+ unconditional / conditional generation sampling
453
+
454
+ [68/160] ID: 7165ee4d-0432-4c77-b4b9-1e6f04e2099b-338e74c6-0216-4fcd-8bdf-5a50d39d9cd5
455
+ Original text: Hoping to bring life to the space with potted indoor plants and sleek, contemporary decorative piece...
456
+ Truncated text: Hoping to bring life to the space with potted indoor plants and sleek, contemporary decorative pieces for a natural yet polished atmosphere.
457
+ after bert: torch.Size([1, 28, 768])
458
+ unconditional / conditional generation sampling
459
+
460
+ [69/160] ID: 71f2ab3f-b9de-4d34-a58c-f4e48e70ccd7-abd9bd24-420f-41c4-af45-59e355007c1e
461
+ Original text: A balanced living room setting featuring a central coffee table surrounded by seating options....
462
+ Truncated text: A balanced living room setting featuring a central coffee table surrounded by seating options.
463
+ after bert: torch.Size([1, 17, 768])
464
+ unconditional / conditional generation sampling
465
+
466
+ [70/160] ID: 7292d96f-1294-4a92-88c1-69c91c47e883-c4bd863e-7cb3-47d9-874b-b78bf0f005a4
467
+ Original text: Provide well-placed seating clusters around key areas for easy social interaction....
468
+ Truncated text: Provide well-placed seating clusters around key areas for easy social interaction.
469
+ after bert: torch.Size([1, 17, 768])
470
+ unconditional / conditional generation sampling
471
+ Progress: 70/160 scenes generated
472
+
473
+ [71/160] ID: 73818192-7ca3-4161-8cf1-ca3e5e51b1ab-80ce7e53-76a5-4c51-9308-d857baf9689f
474
+ Original text: Select furniture pieces with minimalist profiles, such as sleek pedestals, slender legs, and clean g...
475
+ Truncated text: Select furniture pieces with minimalist profiles, such as sleek pedestals, slender legs, and clean geometric shapes.
476
+ after bert: torch.Size([1, 25, 768])
477
+ unconditional / conditional generation sampling
478
+
479
+ [72/160] ID: 74fa622c-58f2-4375-b6b5-684659581385-f5960e27-b039-4252-9eab-79dfa73004c9
480
+ Original text: I want a living room where I can comfortably have meals and host small gatherings....
481
+ Truncated text: I want a living room where I can comfortably have meals and host small gatherings.
482
+ after bert: torch.Size([1, 18, 768])
483
+ unconditional / conditional generation sampling
484
+
485
+ [73/160] ID: 761b4fae-aa06-4e84-9685-8df2b30b1380-1516bb7a-ad9d-4bb1-8527-3a0ef6328777
486
+ Original text: Incorporate side tables to complement the seating in the living space....
487
+ Truncated text: Incorporate side tables to complement the seating in the living space.
488
+ after bert: torch.Size([1, 17, 768])
489
+ unconditional / conditional generation sampling
490
+
491
+ [74/160] ID: 76915a22-544f-44e9-9a5a-525b1d282fd0-f8755168-4fa1-469c-9965-98a7f34f7764
492
+ Original text: A flexible living space equipped with lighting, storage, and dining furniture....
493
+ Truncated text: A flexible living space equipped with lighting, storage, and dining furniture.
494
+ after bert: torch.Size([1, 16, 768])
495
+ unconditional / conditional generation sampling
496
+
497
+ [75/160] ID: 782f114b-acc4-4fb1-b3ed-d550b7210e49-a76008a9-64b7-40d0-b5e5-67bd28c4f846
498
+ Original text: Construct a functional living room setup in a room with ample width and clearly defined zones....
499
+ Truncated text: Construct a functional living room setup in a room with ample width and clearly defined zones.
500
+ after bert: torch.Size([1, 22, 768])
501
+ unconditional / conditional generation sampling
502
+
503
+ [76/160] ID: 785aec91-b165-4561-a384-1a191e6690ba-5561320d-c6c1-4be4-aa7b-58acdf8f626f
504
+ Original text: Desiring a dining room layout that balances compactness with usability for intimate meals....
505
+ Truncated text: Desiring a dining room layout that balances compactness with usability for intimate meals.
506
+ after bert: torch.Size([1, 20, 768])
507
+ unconditional / conditional generation sampling
508
+
509
+ [77/160] ID: 789e6422-cc93-4e5f-94c8-a19d7f3dcd45-6c7af559-7bd3-4ab3-a6c3-98f8cdd9926e
510
+ Original text: Well-proportioned open-plan living space combining relaxation and dining zones....
511
+ Truncated text: Well-proportioned open-plan living space combining relaxation and dining zones.
512
+ after bert: torch.Size([1, 17, 768])
513
+ unconditional / conditional generation sampling
514
+
515
+ [78/160] ID: 7c5d4d55-ecb4-486d-aff4-67e910b66b9e-a96b024d-0b95-4d2c-8dcf-b853aefb9d10
516
+ Original text: A modern living area with a spacious rectangular layout to accommodate both relaxation and utility....
517
+ Truncated text: A modern living area with a spacious rectangular layout to accommodate both relaxation and utility.
518
+ after bert: torch.Size([1, 18, 768])
519
+ unconditional / conditional generation sampling
520
+
521
+ [79/160] ID: 7d88dbb1-ccf1-4d57-b01f-e5a889839045-71203291-7625-4b83-af1e-707373f96514
522
+ Original text: Establish a practical and welcoming living area with a sense of balance and clear spatial organizati...
523
+ Truncated text: Establish a practical and welcoming living area with a sense of balance and clear spatial organization.
524
+ after bert: torch.Size([1, 22, 768])
525
+ unconditional / conditional generation sampling
526
+
527
+ [80/160] ID: 8270c12f-973b-42ef-ace3-ce6e331d122e-cbf6737a-6636-4f35-ad79-1d89006f4bb7
528
+ Original text: I want a living area that accommodates both a comfortable seating space and a dedicated place for di...
529
+ Truncated text: I want a living area that accommodates both a comfortable seating space and a dedicated place for dining.
530
+ after bert: torch.Size([1, 22, 768])
531
+ unconditional / conditional generation sampling
532
+ Progress: 80/160 scenes generated
533
+
534
+ [81/160] ID: 83da3805-473d-4360-be0f-844f626cd58b-585b7b1e-0093-4993-9572-6b28cba84bb6
535
+ Original text: Aspiring to complement contemporary furnishings with pieces like modern mirrors that add depth and v...
536
+ Truncated text: Aspiring to complement contemporary furnishings with pieces like modern mirrors that add depth and visually expand the room's layout.
537
+ after bert: torch.Size([1, 26, 768])
538
+ unconditional / conditional generation sampling
539
+
540
+ [82/160] ID: 8563478a-b3c7-482c-850f-910502fd4e6a-9e5b22e5-8fa7-4fe2-9587-acd9bb371691
541
+ Original text: A transitional living room with a bookcase aligned neatly along one wall, providing storage visually...
542
+ Truncated text: A transitional living room with a bookcase aligned neatly along one wall, providing storage visually balanced with the seating area on the opposite side.
543
+ after bert: torch.Size([1, 29, 768])
544
+ unconditional / conditional generation sampling
545
+
546
+ [83/160] ID: 856c1df0-c383-4960-819e-e9caddd88631-54dc87ee-a83b-496b-a1f6-d41a42869631
547
+ Original text: Seeking to maximize the cozy living zone by positioning the TV stand and sofa as the centerpiece, wi...
548
+ Truncated text: Seeking to maximize the cozy living zone by positioning the TV stand and sofa as the centerpiece, with additional seating wrapping around.
549
+ after bert: torch.Size([1, 31, 768])
550
+ unconditional / conditional generation sampling
551
+
552
+ [84/160] ID: 871235f6-ecd6-4a95-86e2-312c2f9ffe55-144c7f54-269c-47c0-8ab2-e2ae15047012
553
+ Original text: A versatile living space that incorporates a dining setup and additional storage solutions....
554
+ Truncated text: A versatile living space that incorporates a dining setup and additional storage solutions.
555
+ after bert: torch.Size([1, 16, 768])
556
+ unconditional / conditional generation sampling
557
+
558
+ [85/160] ID: 8751a4ef-6088-46ee-b9e1-babb5398007d-44db1f72-b5a7-4bf1-a343-b3ec06d8914e
559
+ Original text: A sleek and functional living room that highlights warm wooden accents and soft neutral tones. The c...
560
+ Truncated text: A sleek and functional living room that highlights warm wooden accents and soft neutral tones. The central L-shaped sofa offers ample seating, complemented by a rectangular coffee table and a nearby lounge chair with clean, contemporary lines. A minimalist TV stand anchors the entertainment setup along one wall, while touches of greenery and geometric lighting fixtures add life and dimension.
561
+ after bert: torch.Size([1, 75, 768])
562
+ unconditional / conditional generation sampling
563
+
564
+ [86/160] ID: 888f5f5c-4947-4bfe-b50b-ee6d4f80ae28-266f3737-d35e-48b3-a18b-117c8a874623
565
+ Original text: Creating a luxurious focal point with a vintage-style chandelier showcasing Baroque-inspired crystal...
566
+ Truncated text: Creating a luxurious focal point with a vintage-style chandelier showcasing Baroque-inspired crystal details for timeless elegance in the dining space.
567
+ after bert: torch.Size([1, 36, 768])
568
+ unconditional / conditional generation sampling
569
+
570
+ [87/160] ID: 89630235-284d-49c1-8258-65af4e749633-cd234506-fd7b-44d8-b22e-176d050f1d32
571
+ Original text: Dining area featuring a sleek black glass-topped table with a modern geometric base, surrounded by m...
572
+ Truncated text: Dining area featuring a sleek black glass-topped table with a modern geometric base, surrounded by minimalist black dining chairs. The chairs are symmetrically arranged with a balance of two on each long side and one along a short side.
573
+ after bert: torch.Size([1, 49, 768])
574
+ unconditional / conditional generation sampling
575
+
576
+ [88/160] ID: 899a7baf-5c1a-404a-a693-03ba05741c93-2a140744-8eef-483d-998d-f19721252868
577
+ Original text: A contemporary living room setup with pendant lamps and accent lighting to create ambient illuminati...
578
+ Truncated text: A contemporary living room setup with pendant lamps and accent lighting to create ambient illumination.
579
+ after bert: torch.Size([1, 18, 768])
580
+ unconditional / conditional generation sampling
581
+
582
+ [89/160] ID: 8cd5b2fd-c93f-4c67-9d58-1618296bf571-313472b4-91c4-4c08-8938-8ffb7fbd49b2
583
+ Original text: Flexible living and dining room layout providing opportunities for multi-purpose use....
584
+ Truncated text: Flexible living and dining room layout providing opportunities for multi-purpose use.
585
+ after bert: torch.Size([1, 18, 768])
586
+ unconditional / conditional generation sampling
587
+
588
+ [90/160] ID: 8d976618-aaea-4725-a3f3-e63870e87163-377b2c82-9f15-43c0-a435-bf0cbd64e7ab
589
+ Original text: I'm interested in a dining area featuring a table surrounded by chairs....
590
+ Truncated text: I'm interested in a dining area featuring a table surrounded by chairs.
591
+ after bert: torch.Size([1, 17, 768])
592
+ unconditional / conditional generation sampling
593
+ Progress: 90/160 scenes generated
594
+
595
+ [91/160] ID: 8dd17fcc-6752-40a1-8b4b-6533eadcdb9e-2cc6d3ed-92e3-4cc7-83df-0e138526aaf3
596
+ Original text: Aiming for a versatile living and dining area that feels spacious and can accommodate both seating a...
597
+ Truncated text: Aiming for a versatile living and dining area that feels spacious and can accommodate both seating and dining furniture.
598
+ after bert: torch.Size([1, 23, 768])
599
+ unconditional / conditional generation sampling
600
+
601
+ [92/160] ID: 8e9d0281-f7b6-4818-8fea-bdd0265b5f5d-ba36df64-58a5-442d-86d7-fa55d6529479
602
+ Original text: Seeking to include versatile storage options such as a sideboard and a TV stand....
603
+ Truncated text: Seeking to include versatile storage options such as a sideboard and a TV stand.
604
+ after bert: torch.Size([1, 19, 768])
605
+ unconditional / conditional generation sampling
606
+
607
+ [93/160] ID: 95519d76-eb3f-4da4-87ea-6fb4f065371e-4e370be7-0c2e-472f-b112-59f258660833
608
+ Original text: A mixed-purpose room that balances areas for relaxation, dining, and storage....
609
+ Truncated text: A mixed-purpose room that balances areas for relaxation, dining, and storage.
610
+ after bert: torch.Size([1, 19, 768])
611
+ unconditional / conditional generation sampling
612
+
613
+ [94/160] ID: 967e40cb-ac87-4ff0-90f0-f775d80ca4ae-3371aca7-46ef-40f2-942f-341fba16c28b
614
+ Original text: I’m looking to set up a combined living and dining area that feels balanced for both lounging and ho...
615
+ Truncated text: I’m looking to set up a combined living and dining area that feels balanced for both lounging and hosting dinners.
616
+ after bert: torch.Size([1, 28, 768])
617
+ unconditional / conditional generation sampling
618
+
619
+ [95/160] ID: 96930eb3-821c-4f95-af1b-8023b065574d-83e43a09-7780-47e1-bc27-e0dab8de6610
620
+ Original text: I’d like a modern dining setup to fit multiple chairs around a table....
621
+ Truncated text: I’d like a modern dining setup to fit multiple chairs around a table.
622
+ after bert: torch.Size([1, 18, 768])
623
+ unconditional / conditional generation sampling
624
+
625
+ [96/160] ID: 997c437d-2a84-48e8-bf8e-6280cdc1dac8-9b5172c4-6835-412c-9cca-efd3ba2ca7bc
626
+ Original text: Hoping to establish a reading area with contemporary shelving units that offer both aesthetic appeal...
627
+ Truncated text: Hoping to establish a reading area with contemporary shelving units that offer both aesthetic appeal and organizational functionality.
628
+ after bert: torch.Size([1, 23, 768])
629
+ unconditional / conditional generation sampling
630
+
631
+ [97/160] ID: 99e87673-0512-41c8-b35e-fd1ea39d1f0c-2d3cec61-5aa2-47de-a021-b98c7d4d9d8d
632
+ Original text: I need a living room that balances open space with well-placed furniture for a comfortable yet pract...
633
+ Truncated text: I need a living room that balances open space with well-placed furniture for a comfortable yet practical arrangement.
634
+ after bert: torch.Size([1, 24, 768])
635
+ unconditional / conditional generation sampling
636
+
637
+ [98/160] ID: 9b893109-d943-428e-8af9-81e9c4e8ec2c-b36d5c07-1a71-43e7-bab8-dfb8a41902df
638
+ Original text: A streamlined living room that integrates a dining area and storage for a neat and clutter-free feel...
639
+ Truncated text: A streamlined living room that integrates a dining area and storage for a neat and clutter-free feel.
640
+ after bert: torch.Size([1, 26, 768])
641
+ unconditional / conditional generation sampling
642
+
643
+ [99/160] ID: a167ca18-be65-4a03-8f88-030dfbc21e57-400e5a85-68bc-4b07-9b9d-8f2e5785f6c5
644
+ Original text: A cohesive living area featuring a beige sofa with throw pillows flanked by side tables, ensuring a ...
645
+ Truncated text: A cohesive living area featuring a beige sofa with throw pillows flanked by side tables, ensuring a balance of function and utility around lounging furniture.
646
+ after bert: torch.Size([1, 33, 768])
647
+ unconditional / conditional generation sampling
648
+
649
+ [100/160] ID: a1867cd2-0037-419d-a4d1-d10bba5d30f7-704371a3-8348-4876-a7ca-9b674876ada0
650
+ Original text: I’d love a living area that blends dining and seating arrangements into a seamless rectangular space...
651
+ Truncated text: I’d love a living area that blends dining and seating arrangements into a seamless rectangular space.
652
+ after bert: torch.Size([1, 24, 768])
653
+ unconditional / conditional generation sampling
654
+ Progress: 100/160 scenes generated
655
+
656
+ [101/160] ID: a1d2b052-006c-402c-809f-269aa27fd81f-4192a914-138b-471e-9bc3-4a07492f4c50
657
+ Original text: A relaxed, open living and dining area that offers generous room for both individual relaxation and ...
658
+ Truncated text: A relaxed, open living and dining area that offers generous room for both individual relaxation and group activities.
659
+ after bert: torch.Size([1, 22, 768])
660
+ unconditional / conditional generation sampling
661
+
662
+ [102/160] ID: a5a40e5f-d289-4d2a-96e5-9de97ae2220f-b202edfe-0b0e-4209-8223-c0383fc5bf24
663
+ Original text: I’d like a living area setup with a sofa and coffee table, paired with an armchair angled toward the...
664
+ Truncated text: I’d like a living area setup with a sofa and coffee table, paired with an armchair angled toward the coffee table. A nearby side table and houseplant provide subtle accents to this arrangement.
665
+ after bert: torch.Size([1, 44, 768])
666
+ unconditional / conditional generation sampling
667
+
668
+ [103/160] ID: a79c4279-feaf-4deb-a489-dc99c0aa4319-a4b4e2e9-1727-4401-9e87-fd05fab76e93
669
+ Original text: Cozy seating zone organized around a contemporary coffee table flanked by a pair of round footstools...
670
+ Truncated text: Cozy seating zone organized around a contemporary coffee table flanked by a pair of round footstools. The nearby lighting element and sofa ensure a functional and inviting atmosphere.
671
+ after bert: torch.Size([1, 35, 768])
672
+ unconditional / conditional generation sampling
673
+
674
+ [104/160] ID: a7c63ad9-cf85-43f2-bd62-6222344661b7-9e5cd43f-63f8-4941-bf3c-7b919fc1c985
675
+ Original text: Cozy and functional corner set around a compact footstool near the wardrobe, ideal for lounging or g...
676
+ Truncated text: Cozy and functional corner set around a compact footstool near the wardrobe, ideal for lounging or grabbing a moment of relaxation in a busy shared space. The mix of soft textures and natural wood accents creates a welcoming vibe.
677
+ after bert: torch.Size([1, 52, 768])
678
+ unconditional / conditional generation sampling
679
+
680
+ [105/160] ID: a89cf6cc-eb96-49ed-8995-c7add3e765f0-69aada26-07af-4aeb-8046-ed7d34412615
681
+ Original text: Aiming for a cozy living room space that’s rectangular in shape and offers enough room for both rela...
682
+ Truncated text: Aiming for a cozy living room space that’s rectangular in shape and offers enough room for both relaxation and dining.
683
+ after bert: torch.Size([1, 27, 768])
684
+ unconditional / conditional generation sampling
685
+
686
+ [106/160] ID: aa7599ea-5d9c-44bd-a3e5-1e4216dcbf34-82a601f4-eb79-4703-985e-6b00f88e0c3a
687
+ Original text: Hoping to create an inviting space grounded by a modern gray sofa and a coffee table with clean, Sca...
688
+ Truncated text: Hoping to create an inviting space grounded by a modern gray sofa and a coffee table with clean, Scandinavian styling. Adjacent seating options, such as two rustic lounge chairs, bring a relaxed, eclectic touch. A sleek tripod floor lamp tucked into the corner radiates soft light, creating a warm and functional atmosphere.
689
+ after bert: torch.Size([1, 69, 768])
690
+ unconditional / conditional generation sampling
691
+
692
+ [107/160] ID: acb86b11-fe85-4f83-b47c-c6243982298a-f3857580-a580-4af0-bca9-eab9952512a4
693
+ Original text: A modern space that combines an inviting seating zone and a practical dining arrangement....
694
+ Truncated text: A modern space that combines an inviting seating zone and a practical dining arrangement.
695
+ after bert: torch.Size([1, 17, 768])
696
+ unconditional / conditional generation sampling
697
+
698
+ [108/160] ID: ad428fbd-a2cf-4693-a858-e5e64ba48026-c2de30de-ab3f-42d4-a7be-d8d4fc793aa4
699
+ Original text: I’d like a comfortable space for casual dining with a rectangular walnut dining table at the heart o...
700
+ Truncated text: I’d like a comfortable space for casual dining with a rectangular walnut dining table at the heart of the dining area. Four stylish wooden dining chairs with rounded backs should surround the table, creating an inviting spot for meals. A modern pendant lamp above the dining table would add a functional yet decorative touch.
701
+ after bert: torch.Size([1, 66, 768])
702
+ unconditional / conditional generation sampling
703
+
704
+ [109/160] ID: ae6e05dc-ce87-415f-b98e-3349488d984b-d816d019-c9ee-419e-a876-3c5828a5ac90
705
+ Original text: Aiming for a functional dining zone anchored by a rectangular dining table, surrounded by metal-fram...
706
+ Truncated text: Aiming for a functional dining zone anchored by a rectangular dining table, surrounded by metal-framed chairs on all sides for ease of use. Pendant lighting is arranged overhead, giving emphasis to the table.
707
+ after bert: torch.Size([1, 43, 768])
708
+ unconditional / conditional generation sampling
709
+
710
+ [110/160] ID: ae8d145b-5c7c-4970-a4b6-7855e64ea4eb-1f704044-378d-41ca-8978-43c0881b103c
711
+ Original text: Storage solutions including a bookcase and a chest of drawers....
712
+ Truncated text: Storage solutions including a bookcase and a chest of drawers.
713
+ after bert: torch.Size([1, 15, 768])
714
+ unconditional / conditional generation sampling
715
+ Progress: 110/160 scenes generated
716
+
717
+ [111/160] ID: af7bc99c-1565-4ceb-8cdf-05088a7a6718-d82b3f21-a3b7-485a-8769-272f8f43d150
718
+ Original text: I want to feature bookcases for storage or displaying items....
719
+ Truncated text: I want to feature bookcases for storage or displaying items.
720
+ after bert: torch.Size([1, 15, 768])
721
+ unconditional / conditional generation sampling
722
+
723
+ [112/160] ID: b0a8d6bf-9a2a-4a9f-bdeb-a08fcc6bea11-f2fb5550-9a90-459d-b841-e6b1a5a29dc3
724
+ Original text: A stylish dining area complete with a central table and matching chairs for group dining....
725
+ Truncated text: A stylish dining area complete with a central table and matching chairs for group dining.
726
+ after bert: torch.Size([1, 20, 768])
727
+ unconditional / conditional generation sampling
728
+
729
+ [113/160] ID: b0f5ee50-f513-40be-ae17-20fd9acd60b4-b2e71cd0-e41d-41d1-ad17-03088f3db846
730
+ Original text: Adding a minimalist coffee table for serving and gathering around the seating area....
731
+ Truncated text: Adding a minimalist coffee table for serving and gathering around the seating area.
732
+ after bert: torch.Size([1, 18, 768])
733
+ unconditional / conditional generation sampling
734
+
735
+ [114/160] ID: b7f55c1e-7725-46ac-befc-b25aeba50fe2-dcea9d16-e68a-440f-9615-74d132fdd17f
736
+ Original text: A cozy living and dining space with a dining table, TV stand, and coordinating chairs....
737
+ Truncated text: A cozy living and dining space with a dining table, TV stand, and coordinating chairs.
738
+ after bert: torch.Size([1, 21, 768])
739
+ unconditional / conditional generation sampling
740
+
741
+ [115/160] ID: b8c9c3ae-2aa0-4140-b7cd-8578cee5b571-82176ec4-33fd-4383-8fe6-f111b2af2f07
742
+ Original text: Desiring a stylish yet understated TV setup with a modern, minimalist TV stand that offers storage a...
743
+ Truncated text: Desiring a stylish yet understated TV setup with a modern, minimalist TV stand that offers storage and geometric details.
744
+ after bert: torch.Size([1, 29, 768])
745
+ unconditional / conditional generation sampling
746
+
747
+ [116/160] ID: b96d7bab-feaf-4399-92e2-a9438831db66-ea3dd1e6-7f8c-4e87-8091-7e4c8acea44f
748
+ Original text: I want a living space with a modern lounge chair positioned slightly off to the side, close to where...
749
+ Truncated text: I want a living space with a modern lounge chair positioned slightly off to the side, close to where the loveseat sits. A small side table or lamp should be nearby for convenience.
750
+ after bert: torch.Size([1, 39, 768])
751
+ unconditional / conditional generation sampling
752
+
753
+ [117/160] ID: b98e19f5-239f-45a7-a892-da88b2719561-f54c84e6-82b3-462a-a9f4-817ad1c96cc6
754
+ Original text: I need a seating layout with a large central sofa...
755
+ Truncated text: I need a seating layout with a large central sofa.
756
+ after bert: torch.Size([1, 13, 768])
757
+ unconditional / conditional generation sampling
758
+
759
+ [118/160] ID: bf0c006b-a15a-4357-ac71-9d0249d85d72-35031668-abec-4720-b8b2-ca28bd3b4cb1
760
+ Original text: Arrange a compact dining room that balances functionality with a touch of sophistication in its furn...
761
+ Truncated text: Arrange a compact dining room that balances functionality with a touch of sophistication in its furnishings.
762
+ after bert: torch.Size([1, 25, 768])
763
+ unconditional / conditional generation sampling
764
+
765
+ [119/160] ID: bfdec636-7f20-41f6-94c2-b110479f7123-04238398-113b-470e-a84e-82f004207809
766
+ Original text: I’d like an arrangement of dining chairs around the table to seat multiple people comfortably....
767
+ Truncated text: I’d like an arrangement of dining chairs around the table to seat multiple people comfortably.
768
+ after bert: torch.Size([1, 20, 768])
769
+ unconditional / conditional generation sampling
770
+
771
+ [120/160] ID: c0d599b3-f39b-437a-ba68-cbe816fb9862-bea93a32-6a9d-475c-9b43-da342cb4df57
772
+ Original text: A thoughtfully lit dining area with a central black glass-top table, framed by black wingback chairs...
773
+ Truncated text: A thoughtfully lit dining area with a central black glass-top table, framed by black wingback chairs on all sides. Above, an industrial pendant lamp diffuses a warm and sculptural light, filling the space with both function and artistry. The result balances sharp edges with curated warmth.
774
+ after bert: torch.Size([1, 65, 768])
775
+ unconditional / conditional generation sampling
776
+ Progress: 120/160 scenes generated
777
+
778
+ [121/160] ID: c0ff8f34-a0c3-47b1-92cc-fdccee514833-1d151a43-9a2a-4342-b6ab-2f5be04cbbc1
779
+ Original text: Well-proportioned living and dining room with a clean, uncluttered design....
780
+ Truncated text: Well-proportioned living and dining room with a clean, uncluttered design.
781
+ after bert: torch.Size([1, 20, 768])
782
+ unconditional / conditional generation sampling
783
+
784
+ [122/160] ID: c360d758-8dbf-4d82-9afe-d71135c13c7f-2953e40a-bcb8-45ce-91cc-d56e9ce25cf1
785
+ Original text: Inviting a cozy yet elegant vibe with layered textures, curved lines, and a mix of ornate detailing ...
786
+ Truncated text: Inviting a cozy yet elegant vibe with layered textures, curved lines, and a mix of ornate detailing and sleek finishes.
787
+ after bert: torch.Size([1, 30, 768])
788
+ unconditional / conditional generation sampling
789
+
790
+ [123/160] ID: c5cb9f35-ecb4-4761-ba65-f0e5b10bd40d-ee19f27e-ab51-4be6-b8a7-1de240097864
791
+ Original text: Aiming to introduce visual contrast through a modern black bookcase with a light wood shelf placed a...
792
+ Truncated text: Aiming to introduce visual contrast through a modern black bookcase with a light wood shelf placed along the side of the room, offering both practical storage and sleek, understated elegance.
793
+ after bert: torch.Size([1, 41, 768])
794
+ unconditional / conditional generation sampling
795
+
796
+ [124/160] ID: c6a61c69-bfb2-4bcb-997c-e3a537cc2033-848721d1-07ab-4279-9a9f-17311cc33cbc
797
+ Original text: Interested in setting up a visually interesting lighting feature in the room with a central pendant ...
798
+ Truncated text: Interested in setting up a visually interesting lighting feature in the room with a central pendant lamp above an open gathering area. This pendant could help define the area below it while illuminating the primary zone.
799
+ after bert: torch.Size([1, 43, 768])
800
+ unconditional / conditional generation sampling
801
+
802
+ [125/160] ID: c8f05c13-5267-410a-b1aa-8701b9b4bdd5-0d3e5bf7-688d-456b-bd1c-b6ce13bb29bc
803
+ Original text: Design a welcoming living room that offers variety in its seating while maintaining a cohesive flow....
804
+ Truncated text: Design a welcoming living room that offers variety in its seating while maintaining a cohesive flow.
805
+ after bert: torch.Size([1, 20, 768])
806
+ unconditional / conditional generation sampling
807
+
808
+ [126/160] ID: cb7c11d8-038d-42f1-b874-a64fb4dc3d04-28da7000-d3fb-4634-9c50-91bd37d89aff
809
+ Original text: I want a medium-sized rectangular living room set up to accommodate everyday living needs....
810
+ Truncated text: I want a medium-sized rectangular living room set up to accommodate everyday living needs.
811
+ after bert: torch.Size([1, 19, 768])
812
+ unconditional / conditional generation sampling
813
+
814
+ [127/160] ID: cf969c1a-14dd-420c-8739-eda9f0705070-c5aec7bb-8b8e-475b-a91e-9c8d1a7951ec
815
+ Original text: I’d like an inviting living and dining area that feels balanced and open....
816
+ Truncated text: I’d like an inviting living and dining area that feels balanced and open.
817
+ after bert: torch.Size([1, 18, 768])
818
+ unconditional / conditional generation sampling
819
+
820
+ [128/160] ID: d03b14a0-31a6-4136-8e7c-d364c7b09955-bcb0df40-687b-4619-9054-ed9ea56abc17
821
+ Original text: Incorporate modern side tables with a sleek metal frame to complement a functional yet stylish desig...
822
+ Truncated text: Incorporate modern side tables with a sleek metal frame to complement a functional yet stylish design.
823
+ after bert: torch.Size([1, 24, 768])
824
+ unconditional / conditional generation sampling
825
+
826
+ [129/160] ID: d040edab-31c6-4fec-8e69-fcec184a0a9a-ed983260-4f7c-4d58-8be7-8149a3d4f6b5
827
+ Original text: A practical living room that allows for relaxation and shared meals within the same space....
828
+ Truncated text: A practical living room that allows for relaxation and shared meals within the same space.
829
+ after bert: torch.Size([1, 18, 768])
830
+ unconditional / conditional generation sampling
831
+
832
+ [130/160] ID: d5051ff6-1923-45ed-9e4f-d26d1a76bc39-8654f51f-9bf6-4885-9cef-1c3e08e73834
833
+ Original text: I want a spacious shared living and dining space with enough room to comfortably arrange furniture z...
834
+ Truncated text: I want a spacious shared living and dining space with enough room to comfortably arrange furniture zones.
835
+ after bert: torch.Size([1, 20, 768])
836
+ unconditional / conditional generation sampling
837
+ Progress: 130/160 scenes generated
838
+
839
+ [131/160] ID: d53e93c7-957e-4af2-8b95-98903a45af6a-f8c1952f-2ec2-4dcc-9eff-e3905b217107
840
+ Original text: Planning a bookcase along the side wall near the TV stand, offering storage and a decorative element...
841
+ Truncated text: Planning a bookcase along the side wall near the TV stand, offering storage and a decorative element in the media zone.
842
+ after bert: torch.Size([1, 26, 768])
843
+ unconditional / conditional generation sampling
844
+
845
+ [132/160] ID: d78a9dc7-eba3-4c8c-877a-80eaa2e4f76a-4cb7140b-4afd-4c40-91a5-0b6146344f20
846
+ Original text: Design a functional space with storage furniture for organizing items....
847
+ Truncated text: Design a functional space with storage furniture for organizing items.
848
+ after bert: torch.Size([1, 13, 768])
849
+ unconditional / conditional generation sampling
850
+
851
+ [133/160] ID: d78cbb1e-c52a-431f-a4ea-b340f2d2cc3a-60802f01-0bdd-4430-ae59-c3c771a0b14a
852
+ Original text: Aiming for a relaxed entertaining space where the coffee table serves as the centerpiece of the seat...
853
+ Truncated text: Aiming for a relaxed entertaining space where the coffee table serves as the centerpiece of the seating group, surrounded by the gray sofa on one side and the black armchair on the other. The muted tones and.
854
+ after bert: torch.Size([1, 45, 768])
855
+ unconditional / conditional generation sampling
856
+
857
+ [134/160] ID: d7aff847-7906-4de1-a241-6ee8a22d57c6-4c0789f2-674f-4e4b-b10c-a9f4a63c3c56
858
+ Original text: Functional yet stylish entertainment setup with polished bookcases, a compact TV stand, and lounge s...
859
+ Truncated text: Functional yet stylish entertainment setup with polished bookcases, a compact TV stand, and lounge seating.
860
+ after bert: torch.Size([1, 25, 768])
861
+ unconditional / conditional generation sampling
862
+
863
+ [135/160] ID: d961c686-1ce7-4537-a0e9-aa3b8dbf9f9c-485bcf6e-d169-4414-a966-6549e2efcf2b
864
+ Original text: Functional storage furnished with bookcases and a sideboard for organizing books and decorative item...
865
+ Truncated text: Functional storage furnished with bookcases and a sideboard for organizing books and decorative items.
866
+ after bert: torch.Size([1, 21, 768])
867
+ unconditional / conditional generation sampling
868
+
869
+ [136/160] ID: d96a5189-b481-4705-b283-a202d1b19bd2-f2b6ad8d-c6c3-47f5-822a-195e2b91bf2c
870
+ Original text: Aiming to position decorative plants at two corners of the room—one near the sofa by the TV zone, an...
871
+ Truncated text: Aiming to position decorative plants at two corners of the room—one near the sofa by the TV zone, and the other toward the far wall near the dining table. This adds a natural, balanced feel to the layout.
872
+ after bert: torch.Size([1, 47, 768])
873
+ unconditional / conditional generation sampling
874
+
875
+ [137/160] ID: d9accf5f-e10b-480a-8f52-7f7d1f2fa39e-cfbdd0b9-5282-4a81-901a-ab34cd0c3584
876
+ Original text: Hoping for a living room layout that provides plenty of space for relaxing and entertaining guests....
877
+ Truncated text: Hoping for a living room layout that provides plenty of space for relaxing and entertaining guests.
878
+ after bert: torch.Size([1, 20, 768])
879
+ unconditional / conditional generation sampling
880
+
881
+ [138/160] ID: d9e18978-74ed-4e6d-8603-9f2c438e7424-c9b70108-473b-4f6e-8e3c-dfedb17d5304
882
+ Original text: Hoping to create a relaxed dining area with a functional yet stylish design, featuring a modern indu...
883
+ Truncated text: Hoping to create a relaxed dining area with a functional yet stylish design, featuring a modern industrial dining table as the anchor. Surrounding it are sleek lounge chairs with woven gray leather that balance comfort and understated elegance. A nearby tall sideboard in minimalist gray tones provides discrete storage with a contemporary flair.
884
+ after bert: torch.Size([1, 71, 768])
885
+ unconditional / conditional generation sampling
886
+
887
+ [139/160] ID: da86e040-3b36-4e67-8070-397519b019b7-5468eb9c-f84e-401e-af37-a352f5edfac6
888
+ Original text: A modern living room that blends practicality with understated elegance....
889
+ Truncated text: A modern living room that blends practicality with understated elegance.
890
+ after bert: torch.Size([1, 19, 768])
891
+ unconditional / conditional generation sampling
892
+
893
+ [140/160] ID: dbc40a52-1228-4ff9-93f5-2c60854906d2-3f22a184-b7ae-4222-a2d7-73d236b4af99
894
+ Original text: Balanced modern living space with an industrial edge, where a gray fabric sofa contrasts against str...
895
+ Truncated text: Balanced modern living space with an industrial edge, where a gray fabric sofa contrasts against strong materials like marble and concrete. A striking black crisscross pendant lamp illuminates the living zone, adding depth to the minimalist design. Pops of green plants in sleek gray pots soften the industrial lines.
896
+ after bert: torch.Size([1, 67, 768])
897
+ unconditional / conditional generation sampling
898
+ Progress: 140/160 scenes generated
899
+
900
+ [141/160] ID: df0e6d6c-5251-43ab-8334-e67e11ffc697-215c2bef-2f25-4e05-88c5-fdaf05281a94
901
+ Original text: A casual yet refined living area with contrasting dark tones and natural wood textures, centered aro...
902
+ Truncated text: A casual yet refined living area with contrasting dark tones and natural wood textures, centered around a black metal coffee table and a mix of industrial-inspired and mid-century seating. Accent pillows and clean lines reinforce the inviting modernity.
903
+ after bert: torch.Size([1, 51, 768])
904
+ unconditional / conditional generation sampling
905
+
906
+ [142/160] ID: e0435e6d-85c6-497b-a7d6-2e5463b9d3f6-9ace2d83-ca93-467f-b1f7-ff5bba022e89
907
+ Original text: Seeking a functional layout with a dining table positioned towards the rear of the room, surrounded ...
908
+ Truncated text: Seeking a functional layout with a dining table positioned towards the rear of the room, surrounded by six matching dining chairs. The chairs should feel naturally spaced and align with the table's shape and size. A pendant lamp should be suspended overhead to define the dining area.
909
+ after bert: torch.Size([1, 57, 768])
910
+ unconditional / conditional generation sampling
911
+
912
+ [143/160] ID: e19e1425-6d4e-4404-979f-08b0b82a16fc-54d75929-1d9a-4fc8-ad7f-76ae304b27c6
913
+ Original text: An inviting living room that offers a mix of seating and communal areas....
914
+ Truncated text: An inviting living room that offers a mix of seating and communal areas.
915
+ after bert: torch.Size([1, 16, 768])
916
+ unconditional / conditional generation sampling
917
+
918
+ [144/160] ID: e2fc2df1-c777-4e4f-99c4-14465ac8c398-a1fb5a8b-eb77-4e7a-b3ad-6d1367cdf19f
919
+ Original text: A modern living room that features a cohesive mix of simple, minimalist furniture with neutral tones...
920
+ Truncated text: A modern living room that features a cohesive mix of simple, minimalist furniture with neutral tones and clean lines.
921
+ after bert: torch.Size([1, 25, 768])
922
+ unconditional / conditional generation sampling
923
+
924
+ [145/160] ID: e4f1f036-705e-445d-a7ed-a7190d133f99-dce1348e-de1e-48c0-ba6b-38f84130e40e
925
+ Original text: Create a modern living room in a rectangular open space with high ceilings and ample room for seatin...
926
+ Truncated text: Create a modern living room in a rectangular open space with high ceilings and ample room for seating and functional furniture.
927
+ after bert: torch.Size([1, 25, 768])
928
+ unconditional / conditional generation sampling
929
+
930
+ [146/160] ID: e7617091-5ec2-4f8b-801f-848e260ef807-f481a6b2-3483-4219-81bb-7d5ad9a2b10d
931
+ Original text: Balanced living space featuring a contemporary armchair placed near the corner with a small dark woo...
932
+ Truncated text: Balanced living space featuring a contemporary armchair placed near the corner with a small dark wood side table beside it as a functional accent. This creates a cozy, secondary seating moment within the room.
933
+ after bert: torch.Size([1, 43, 768])
934
+ unconditional / conditional generation sampling
935
+
936
+ [147/160] ID: eb8a0928-94bb-4434-bf48-07f311399345-ee302b7d-d198-48bb-804d-4d78e4012ea7
937
+ Original text: Focusing on rounded forms in furniture and accessories to promote visual softness and an inviting at...
938
+ Truncated text: Focusing on rounded forms in furniture and accessories to promote visual softness and an inviting atmosphere.
939
+ after bert: torch.Size([1, 21, 768])
940
+ unconditional / conditional generation sampling
941
+
942
+ [148/160] ID: ebead38b-ebb9-4569-a92f-f71668596b7c-347e2f87-bbfb-43d4-ae7d-8094b8798dd4
943
+ Original text: I need a sleek TV stand with an industrial mix of wood, metal, and glass for practical storage and a...
944
+ Truncated text: I need a sleek TV stand with an industrial mix of wood, metal, and glass for practical storage and a modern touch.
945
+ after bert: torch.Size([1, 27, 768])
946
+ unconditional / conditional generation sampling
947
+
948
+ [149/160] ID: ebef8637-55d8-48d2-bc27-e880c51f36e8-522b49d0-a21d-464e-a8f1-972532094c8f
949
+ Original text: I want the TV stand to be positioned directly across from the sofa, acting as the focal point of the...
950
+ Truncated text: I want the TV stand to be positioned directly across from the sofa, acting as the focal point of the entertainment area. The coffee table should sit between these two pieces.
951
+ after bert: torch.Size([1, 36, 768])
952
+ unconditional / conditional generation sampling
953
+
954
+ [150/160] ID: ec4ce2f3-bf90-45ed-b90a-84f89d87afba-cf3f56de-0d44-4f7f-ba00-8d3fe44751fc
955
+ Original text: I’m looking for a cozy sleeping nook that features a modern bed frame with a colorful striped headbo...
956
+ Truncated text: I’m looking for a cozy sleeping nook that features a modern bed frame with a colorful striped headboard and vibrant purple bedding for a pop of color. The mood should mix warm textiles and sleek surfaces for a contemporary, inviting vibe.
957
+ after bert: torch.Size([1, 53, 768])
958
+ unconditional / conditional generation sampling
959
+ Progress: 150/160 scenes generated
960
+
961
+ [151/160] ID: ecdbeecd-1c5e-4605-a682-ca1085fd0721-14514c44-27d4-46fb-a560-3a71811621d1
962
+ Original text: A simple yet modern living room tailored for small, quiet moments or shared activities....
963
+ Truncated text: A simple yet modern living room tailored for small, quiet moments or shared activities.
964
+ after bert: torch.Size([1, 18, 768])
965
+ unconditional / conditional generation sampling
966
+
967
+ [152/160] ID: ed0f9c74-bc76-4290-bd21-27912daaee79-6f8dd287-19e4-4bcc-95d1-9d1a0e07a505
968
+ Original text: A harmonious balance of materials and finishes, blending fabric, glass, and wood for a polished cont...
969
+ Truncated text: A harmonious balance of materials and finishes, blending fabric, glass, and wood for a polished contemporary look.
970
+ after bert: torch.Size([1, 25, 768])
971
+ unconditional / conditional generation sampling
972
+
973
+ [153/160] ID: edb2bc7a-fd02-45de-a29b-eecc01157703-ffefd47c-97a7-4e4f-990c-cd7df9182780
974
+ Original text: A dining corner complete with a sideboard for storage and display....
975
+ Truncated text: A dining corner complete with a sideboard for storage and display.
976
+ after bert: torch.Size([1, 15, 768])
977
+ unconditional / conditional generation sampling
978
+
979
+ [154/160] ID: ee165625-1a56-41fa-b145-232f235a4257-5a272739-9d0d-40db-bc68-2099139012ff
980
+ Original text: A modern aesthetic featuring a navy armchair with clean lines and a high backrest, paired with a nea...
981
+ Truncated text: A modern aesthetic featuring a navy armchair with clean lines and a high backrest, paired with a nearby teal side table. This seating nook provides a peaceful retreat for reading or relaxation, punctuated by a decorative cushion for added charm.
982
+ after bert: torch.Size([1, 52, 768])
983
+ unconditional / conditional generation sampling
984
+
985
+ [155/160] ID: f10d8b7b-fef2-443e-80d7-afc5e71a2e21-25297ec8-bdeb-48ae-9480-d7a914b8753d
986
+ Original text: A dual-purpose entertainment section centered around a black and gray TV stand with angular legs, du...
987
+ Truncated text: A dual-purpose entertainment section centered around a black and gray TV stand with angular legs, dual cabinets, and open shelving. Positioned for easy viewing, the arrangement is balanced with clean lines and contemporary accents.
988
+ after bert: torch.Size([1, 48, 768])
989
+ unconditional / conditional generation sampling
990
+
991
+ [156/160] ID: f31a5ee6-2ba4-4af7-a286-77887385a068-1ff886e8-e8fd-44bf-ad23-26231f5cc5db
992
+ Original text: Balanced living room where geometric forms blend cleanly with practical utility....
993
+ Truncated text: Balanced living room where geometric forms blend cleanly with practical utility.
994
+ after bert: torch.Size([1, 17, 768])
995
+ unconditional / conditional generation sampling
996
+
997
+ [157/160] ID: f9d46be6-78b3-43bd-94fc-c4294ba65e28-ac401c85-e696-4547-8b2a-ac1abf0ed40e
998
+ Original text: Room enriched with side tables for accessories or practical use....
999
+ Truncated text: Room enriched with side tables for accessories or practical use.
1000
+ after bert: torch.Size([1, 15, 768])
1001
+ unconditional / conditional generation sampling
1002
+
1003
+ [158/160] ID: fb15b0ca-9d57-4394-b5fa-a3377dc7fb48-c34feed7-d787-4939-84f8-fe62dff78c4a
1004
+ Original text: Set up an inviting sitting area with a loveseat and a modern coffee table at the front. Add a few lo...
1005
+ Truncated text: Set up an inviting sitting area with a loveseat and a modern coffee table at the front. Add a few lounge chairs surrounding this arrangement to create an inviting conversation spot. Keep at least one side table for added utility.
1006
+ after bert: torch.Size([1, 47, 768])
1007
+ unconditional / conditional generation sampling
1008
+
1009
+ [159/160] ID: fc54aa89-bd3b-482a-b69c-0a63a5644c7b-3d70138e-ee13-41b5-9b55-1a593c97921a
1010
+ Original text: A balanced arrangement featuring a sofa positioned adjacent to a corner table and a centered coffee ...
1011
+ Truncated text: A balanced arrangement featuring a sofa positioned adjacent to a corner table and a centered coffee table. The dining area, with its table, establishes a separate yet harmonious flow within the same room.
1012
+ after bert: torch.Size([1, 41, 768])
1013
+ unconditional / conditional generation sampling
1014
+
1015
+ [160/160] ID: fc6386f3-cdbe-45a7-8410-c16c00d891c9-23b9cd54-3aee-4337-9a55-99de0677e68c
1016
+ Original text: Arrange a modern corner table as an accent piece, blending geometric motifs with a minimalist design...
1017
+ Truncated text: Arrange a modern corner table as an accent piece, blending geometric motifs with a minimalist design.
1018
+ after bert: torch.Size([1, 23, 768])
1019
+ unconditional / conditional generation sampling
1020
+ Progress: 160/160 scenes generated
1021
+
1022
+ ============================================================
1023
+ Results saved to: ../pretrained/pretrained_diffusion/livingrooms_bert/custom_text_test/test_results.json
1024
+ ============================================================
1025
+
1026
+
1027
+ ✓ Testing complete for livingrooms
1028
+ Results saved to: ../pretrained/pretrained_diffusion/livingrooms_bert/custom_text_test/test_results.json
eval/DiffuScene/scene_boundaries_bedrooms.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {}
eval/DiffuScene/setup.py ADDED
@@ -0,0 +1,82 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python
2
+ """Setup for scene_synthesis"""
3
+ from itertools import dropwhile
4
+ from os import path
5
+ from setuptools import find_packages, setup
6
+
7
+
8
+ def collect_docstring(lines):
9
+ """Return document docstring if it exists"""
10
+ lines = dropwhile(lambda x: not x.startswith('"""'), lines)
11
+ doc = ""
12
+ for line in lines:
13
+ doc += line
14
+ if doc.endswith('"""\n'):
15
+ break
16
+
17
+ return doc[3:-4].replace("\r", "").replace("\n", " ")
18
+
19
+
20
+ def collect_metadata():
21
+ meta = {}
22
+ with open(path.join("scene_synthesis", "__init__.py")) as f:
23
+ lines = iter(f)
24
+ print(lines)
25
+ meta["description"] = collect_docstring(lines)
26
+ for line in lines:
27
+ if line.startswith("__"):
28
+ key, value = map(lambda x: x.strip(), line.split("="))
29
+ meta[key[2:-2]] = value[1:-1]
30
+
31
+ return meta
32
+
33
+
34
+ def get_extensions():
35
+ return []
36
+
37
+
38
+ def get_install_requirements():
39
+ return [
40
+ "numpy",
41
+ "torch",
42
+ "torchvision",
43
+ "networkx",
44
+ "trimesh",
45
+ "matplotlib",
46
+ "shapely",
47
+ "simple-3dviz",
48
+ "scipy"
49
+ ]
50
+
51
+
52
+ def setup_package():
53
+ with open("README.md") as f:
54
+ long_description = f.read()
55
+ meta = collect_metadata()
56
+ print('meta', meta)
57
+ setup(
58
+ name="scene-synthesis",
59
+ # version=meta["version"],
60
+ # description=meta["description"],
61
+ long_description=long_description,
62
+ long_description_content_type="text/markdown",
63
+ # maintainer=meta["maintainer"],
64
+ # maintainer_email=meta["email"],
65
+ # url=meta["url"],
66
+ # keywords=meta["keywords"],
67
+ # license=meta["license"],
68
+ classifiers=[
69
+ "Intended Audience :: Science/Research",
70
+ "Intended Audience :: Developers",
71
+ "License :: Attribution-NonCommercial 4.0 International",
72
+ "Topic :: Scientific/Engineering",
73
+ "Programming Language :: Python",
74
+ "Programming Language :: Python :: 3",
75
+ ],
76
+ packages=find_packages(exclude=["docs", "scripts"]),
77
+ #install_requires=get_install_requirements(),
78
+ ext_modules=get_extensions()
79
+ )
80
+
81
+ if __name__ == "__main__":
82
+ setup_package()
eval/Holodeck/data/evaluation/evaluation_results_20251225_231325.json ADDED
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eval/Holodeck/data/evaluation/gpt_eval_results.json ADDED
The diff for this file is too large to render. See raw diff
 
eval/Holodeck/data/pipeline_outputs/Aiming_for_a_multiuse_living_s-2026-01-04-12-09-40-462092/Aiming_for_a_multiuse_living_s-2026-01-04-12-27-15-592731/Aiming_for_a_multiuse_living_s.json ADDED
The diff for this file is too large to render. See raw diff
 
eval/Holodeck/data/pipeline_outputs/Design_a_bathroom_that_integra-2026-01-04-16-30-48-174650/Design_a_bathroom_that_integra-2026-01-04-16-36-42-989136/Design_a_bathroom_that_integra.json ADDED
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+ "query": "Design a bathroom that integrates a heating element near the toilet area within a narrow side of the room.",
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+ "raw_floor_plan": "bathroom | porcelain tile, glossy | white ceramic tile, smooth | [(0, 0), (0, 4), (3, 4), (3, 0)]",
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+ "wall_height": 2.4,
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+ "raw_doorway_plan": "exterior | bathroom | doorway | single | frosted glass door with silver frame",
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+ "room_pairs": [
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+ "bathroom"
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+ "raw_window_plan": "bathroom | north | fixed | (92, 120) | 2 | 120",
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+ "bathroom": {
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+ "toilet": {
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+ "description": "modern white ceramic toilet with a sleek design",
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+ "location": "floor",
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+ "size": [
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+ "variance_type": "same",
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+ "objects_on_top": [
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+ "object_name": "toilet paper roll",
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+ "quantity": 2,
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+ "variance_type": "varied"
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+ {
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+ "object_name": "small air freshener",
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+ "quantity": 1,
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+ "variance_type": "same"
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+ },
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+ {
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+ "object_name": "decorative candle",
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+ "quantity": 1,
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+ "variance_type": "same"
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+ }
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+ ],
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+ "object_name": "toilet"
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+ },
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+ "heating_element": {
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+ "description": "wall-mounted heating panel with a slim design",
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+ "location": "wall",
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+ "size": [
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+ "objects_on_top": [],
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+ "object_name": "heating_element"
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+ },
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+ "sink_vanity": {
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+ "description": "compact sink vanity with a white ceramic basin and wooden storage cabinet",
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+ "location": "floor",
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+ "objects_on_top": [
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+ "variance_type": "same"
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+ "variance_type": "same"
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+ "object_name": "small decorative tray",
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+ "object_name": "bottle of hand lotion",
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+ "quantity": 1,
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+ "variance_type": "same"
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+ }
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+ "object_name": "sink_vanity"
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+ "description": "rectangular wall-mounted mirror with a minimalist frame",
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+ "location": "wall",
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+ "size": [
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+ "variance_type": "same",
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+ "objects_on_top": [],
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+ "object_name": "mirror"
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+ "shower_enclosure": {
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+ "description": "glass shower enclosure with a sliding door",
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+ "location": "floor",
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+ "objects_on_top": [],
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+ "object_name": "shower_enclosure"
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+ "wall_shelf": {
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+ "description": "narrow wall-mounted shelf for bathroom storage",
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+ "location": "wall",
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+ "object_name": "small plant",
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+ "variance_type": "varied"
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+ "quantity": 3,
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+ "variance_type": "varied"
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+ },
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+ {
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+ "object_name": "decorative jar",
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+ "quantity": 2,
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+ "variance_type": "varied"
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+ ],
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+ "object_name": "wall_shelf"
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+ },
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+ "laundry_basket": {
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+ "description": "compact laundry basket with a lid",
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+ "location": "floor",
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+ "variance_type": "same",
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+ "objects_on_top": [
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+ }
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+ "object_name": "laundry_basket"
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+ "towel_rack": {
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+ "description": "wall-mounted towel rack with multiple bars",
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+ "location": "wall",
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+ "size": [
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+ "objects_on_top": [
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+ "variance_type": "varied"
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+ }
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+ ],
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+ "object_name": "towel_rack"
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+ },
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+ "storage_cabinet": {
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+ "description": "freestanding tall storage cabinet with multiple shelves",
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+ "location": "floor",
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+ "size": [
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+ "objects_on_top": [
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+ "variance_type": "varied"
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+ "object_name": "stack of folded towels",
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+ "variance_type": "same"
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+ }
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+ ],
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+ "object_name": "storage_cabinet"
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+ "bath_stool": {
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+ "description": "small wooden bath stool for seating or storage",
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+ "location": "floor",
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+ "objects_on_top": [
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+ "object_name": "folded bathrobe",
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+ "variance_type": "same"
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+ }
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+ "object_name": "bath_stool"
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+ "trash_bin": {
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+ "location": "floor",
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+ "objects_on_top": [],
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+ "object_name": "trash_bin"
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+ "freestanding_towel_rack": {
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+ "location": "floor",
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+ "object_name": "freestanding_towel_rack"
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+ "decorative_basket": {
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+ "location": "floor",
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+ I want a functional family dining setup where four matching gray chairs surround a black rectangular table in the lower middle of the room, with enough space to pull chairs back comfortably. The table...
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+ Design a small plant corner tucked into the far lower-left corner of the space, nestling a tall potted plant close to the wall and near the reading nook. Let the foliage soften the hard angles of the ...
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+ {
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+ "prompt": "I'm looking for a compact dining area using a single dining_table, several dining_chair seats, and a ceiling_lamp as the main light source.",
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+ "new_object_id": "rug_1",
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+ "material": "fabric",
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+ "description": "A contemporary fabric rug to define the dining area and add warmth and texture.",
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+ "new_object_id": "wall_art_1",
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+ "description": "Modern canvas wall art to add visual interest to the room's walls.",
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+ },
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+ {
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+ "new_object_id": "wall_art_2",
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+ "material": "canvas",
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+ "description": "Modern canvas wall art to add visual interest to the room's walls.",
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+ "size_in_meters": {
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+ "length": 1.0,
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+ "width": 0.05,
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+ "height": 0.7
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1
+ I’d like a modern lounge with a corner sofa, low coffee table, sculptural lounge chair, and long TV stand, complemented by a contemporary pendant light for ambient lighting.
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+ {
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+ "sample_id": "3d-front/3a88f9c1-9db1-4b97-a08e-c6bf36024363/LivingDiningRoom-6741:medium",
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+ "prompt": "I\u2019d like a modern lounge with a corner sofa, low coffee table, sculptural lounge chair, and long TV stand, complemented by a contemporary pendant light for ambient lighting.",
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+ "source": "zones_data_mixed"
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1
+ [
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+ {
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+ "new_object_id": "corner_sofa_1",
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+ "style": "Modern",
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+ "material": "Fabric",
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+ "description": "Modern corner sofa made from durable fabric, perfect for a contemporary lounge setting.",
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+ "size_in_meters": {
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+ {
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+ "new_object_id": "coffee_table_1",
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+ "style": "Modern",
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+ "material": "Wood",
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+ "description": "Low modern coffee table crafted from high-quality wood, ideal for placing in front of a sofa.",
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+ "size_in_meters": {
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+ "width": 0.8,
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+ },
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+ "objects_in_room": [
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+ "object_id": "corner_sofa_1",
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+ "y": 5.3999999999999995,
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+ }
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+ },
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+ {
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+ "new_object_id": "sculptural_lounge_chair_1",
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+ "style": "Modern",
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+ "material": "Metal and Fabric",
87
+ "description": "Contemporary sculptural lounge chair with metal frame and fabric upholstery, adding an artistic touch to the room.",
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+ "size_in_meters": {
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+ "length": 0.8,
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+ "width": 0.8,
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+ "height": 0.9
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+ },
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+ "facing": "south_wall",
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+ {
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+ "layout_element_id": "west_wall",
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+ ],
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+ "position": {
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+ "y": 4.413606097074884,
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+ "z": 0.45
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+ }
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+ },
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+ {
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+ "new_object_id": "tv_stand_1",
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+ "style": "Modern",
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+ "material": "Wood and Metal",
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+ "description": "Long modern TV stand with sleek wood finish and metal accents, providing ample space for entertainment devices.",
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+ "size_in_meters": {
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+ "length": 2.5,
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+ "width": 0.5,
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+ {
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+ "layout_element_id": "south_wall",
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+ },
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+ {
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+ {
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+ "new_object_id": "plant_1",
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+ "style": "Modern",
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+ "material": "Ceramic Pot",
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+ "description": "A lush green plant housed in a modern ceramic pot, adding a touch of nature and tranquility to the reading spot.",
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+ },
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+ {
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+ "new_object_id": "bookshelf_1",
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+ "style": "Modern",
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+ "material": "Wood and Metal",
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+ "description": "A modern bookshelf featuring a combination of wood and metal, providing storage for books and decorative items.",
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+ },
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+ {
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+ "new_object_id": "area_rug_1",
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+ "style": "Modern",
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+ "material": "Wool",
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+ "description": "A modern wool area rug with a subtle pattern, adding warmth and texture to the lounge corner.",
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+ "width": 2.0,
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+ },
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+ {
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+ "new_object_id": "side_table_1",
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+ "style": "Modern",
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+ "material": "Wood",
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+ "description": "A compact modern side table crafted from wood, ideal for holding small items like a lamp or decorative pieces.",
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+ "width": 0.5,
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+ "object_id": "plant_1",
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+ },
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+ {
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+ "new_object_id": "wall_art_1",
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+ "style": "Modern",
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+ "material": "Canvas",
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+ "description": "A piece of modern wall art on canvas, adding visual interest and a pop of color to the lounge area.",
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+ {
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+ "z_angle": 0.0
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+ },
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+ {
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+ "new_object_id": "ceiling",
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+ "itemType": "ceiling",
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+ "height": 0.0
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+ "z_angle": 0.0
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+ }
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eval/IDesign/evaluation/evaluation_results/3d-front_9962e04d-b9c2-4675-b4b9-0296063c2263_KidsRoom-37149_coarse/prompt.txt ADDED
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+ Aiming for a compact kid’s space that tucks a small armchair and book storage into a corner for quiet time.
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+ {
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+ "sample_id": "3d-front/9962e04d-b9c2-4675-b4b9-0296063c2263/KidsRoom-37149:coarse",
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+ "prompt": "Aiming for a compact kid\u2019s space that tucks a small armchair and book storage into a corner for quiet time.",
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1
+ [
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+ {
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+ "style": "Modern",
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+ "new_object_id": "toy_storage_bin_1",
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+ "description": "A minimalist toy storage bin made of durable plastic, ideal for organizing toys in a kid's room.",
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+ "length": 0.5,
170
+ "width": 0.4,
171
+ "height": 0.4
172
+ },
173
+ "is_on_the_floor": true,
174
+ "facing": "north_wall",
175
+ "placement": {
176
+ "room_layout_elements": [
177
+ {
178
+ "layout_element_id": "south_wall",
179
+ "preposition": "in the corner"
180
+ },
181
+ {
182
+ "layout_element_id": "east_wall",
183
+ "preposition": "in the corner"
184
+ }
185
+ ],
186
+ "objects_in_room": []
187
+ },
188
+ "rotation": {
189
+ "z_angle": 0.0
190
+ },
191
+ "cluster": {
192
+ "constraint_area": {
193
+ "x_neg": 0.0,
194
+ "x_pos": 0.0,
195
+ "y_neg": 0.0,
196
+ "y_pos": 0.0
197
+ }
198
+ },
199
+ "position": {
200
+ "x": 3.75,
201
+ "y": 0.2,
202
+ "z": 0.2
203
+ }
204
+ },
205
+ {
206
+ "new_object_id": "wall-mounted_chalkboard_1",
207
+ "style": "Industrial",
208
+ "material": "Wood and Metal",
209
+ "description": "An industrial-style wall-mounted chalkboard with a wooden frame and metal accents, perfect for creative play.",
210
+ "size_in_meters": {
211
+ "length": 1.0,
212
+ "width": 0.05,
213
+ "height": 1.0
214
+ },
215
+ "is_on_the_floor": false,
216
+ "facing": "east_wall",
217
+ "placement": {
218
+ "room_layout_elements": [
219
+ {
220
+ "layout_element_id": "west_wall",
221
+ "preposition": "on"
222
+ }
223
+ ],
224
+ "objects_in_room": []
225
+ },
226
+ "rotation": {
227
+ "z_angle": 90.0
228
+ },
229
+ "cluster": {
230
+ "constraint_area": {
231
+ "x_neg": 0.0,
232
+ "x_pos": 0.0,
233
+ "y_neg": 0.0,
234
+ "y_pos": 0.0
235
+ }
236
+ },
237
+ "position": {
238
+ "x": 0.025,
239
+ "y": 0.9250482041384622,
240
+ "z": 0.6257165399088205
241
+ }
242
+ },
243
+ {
244
+ "new_object_id": "bean_bag_1",
245
+ "style": "Casual",
246
+ "material": "Fabric",
247
+ "description": "A casual bean bag made from soft fabric, providing a comfortable seating option for kids.",
248
+ "size_in_meters": {
249
+ "length": 0.7,
250
+ "width": 0.7,
251
+ "height": 0.5
252
+ },
253
+ "is_on_the_floor": true,
254
+ "facing": "north_wall",
255
+ "placement": {
256
+ "room_layout_elements": [
257
+ {
258
+ "layout_element_id": "middle of the room",
259
+ "preposition": "on"
260
+ }
261
+ ],
262
+ "objects_in_room": []
263
+ },
264
+ "rotation": {
265
+ "z_angle": 0.0
266
+ },
267
+ "cluster": {
268
+ "constraint_area": {
269
+ "x_neg": 0.0,
270
+ "x_pos": 0.0,
271
+ "y_neg": 0.0,
272
+ "y_pos": 0.0
273
+ }
274
+ },
275
+ "position": {
276
+ "x": 2.599400457299113,
277
+ "y": 2.322293538880907,
278
+ "z": 0.25
279
+ }
280
+ },
281
+ {
282
+ "new_object_id": "south_wall",
283
+ "itemType": "wall",
284
+ "position": {
285
+ "x": 2.0,
286
+ "y": 0,
287
+ "z": 1.35
288
+ },
289
+ "size_in_meters": {
290
+ "length": 4.0,
291
+ "width": 0.0,
292
+ "height": 2.7
293
+ },
294
+ "rotation": {
295
+ "z_angle": 0.0
296
+ }
297
+ },
298
+ {
299
+ "new_object_id": "north_wall",
300
+ "itemType": "wall",
301
+ "position": {
302
+ "x": 2.0,
303
+ "y": 3.3,
304
+ "z": 1.35
305
+ },
306
+ "size_in_meters": {
307
+ "length": 4.0,
308
+ "width": 0.0,
309
+ "height": 2.7
310
+ },
311
+ "rotation": {
312
+ "z_angle": 180.0
313
+ }
314
+ },
315
+ {
316
+ "new_object_id": "east_wall",
317
+ "itemType": "wall",
318
+ "position": {
319
+ "x": 4.0,
320
+ "y": 1.65,
321
+ "z": 1.35
322
+ },
323
+ "size_in_meters": {
324
+ "length": 3.3,
325
+ "width": 0.0,
326
+ "height": 2.7
327
+ },
328
+ "rotation": {
329
+ "z_angle": 270.0
330
+ }
331
+ },
332
+ {
333
+ "new_object_id": "west_wall",
334
+ "itemType": "wall",
335
+ "position": {
336
+ "x": 0,
337
+ "y": 1.65,
338
+ "z": 1.35
339
+ },
340
+ "size_in_meters": {
341
+ "length": 3.3,
342
+ "width": 0.0,
343
+ "height": 2.7
344
+ },
345
+ "rotation": {
346
+ "z_angle": 90.0
347
+ }
348
+ },
349
+ {
350
+ "new_object_id": "middle of the room",
351
+ "itemType": "floor",
352
+ "position": {
353
+ "x": 2.0,
354
+ "y": 1.65,
355
+ "z": 0
356
+ },
357
+ "size_in_meters": {
358
+ "length": 4.0,
359
+ "width": 3.3,
360
+ "height": 0.0
361
+ },
362
+ "rotation": {
363
+ "z_angle": 0.0
364
+ }
365
+ },
366
+ {
367
+ "new_object_id": "ceiling",
368
+ "itemType": "ceiling",
369
+ "position": {
370
+ "x": 2.0,
371
+ "y": 1.65,
372
+ "z": 2.7
373
+ },
374
+ "size_in_meters": {
375
+ "length": 4.0,
376
+ "width": 3.3,
377
+ "height": 0.0
378
+ },
379
+ "rotation": {
380
+ "z_angle": 0.0
381
+ }
382
+ }
383
+ ]
eval/IDesign/evaluation/evaluation_results/arkitscenes_Training_42445055_fine/prompt_info.json ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ {
2
+ "sample_id": "arkitscenes/Training/42445055:fine",
3
+ "prompt": "Functional kitchen layout featuring a continuous run of base cabinets, dishwasher, and refrigerator along the left wall, with a round sink set on the rear cabinet. A small collection of tableware and a kettle sit on the counter near the dishwasher, and a microwave rests on top of the refrigerator. A window is positioned above this main run, and a trash bin stands close to the interior door near the bottom opening.",
4
+ "source": "zones_data_mixed"
5
+ }
eval/IDesign/requirements.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ ag2==0.2.0
2
+ networkx==2.6.3
3
+ jsonschema==4.3.2
4
+ matplotlib
5
+ opencv-python==4.8.1.78
6
+ pydantic==1.10.2
7
+ torch_redstone
8
+ einops
9
+ huggingface_hub
eval/LayoutGPT/README.md ADDED
@@ -0,0 +1,160 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # [NeurIPS 2023] LayoutGPT: Compositional Visual Planning and Generation with Large Language Models
2
+
3
+
4
+ [Weixi Feng](https://weixi-feng.github.io/)<sup>1*</sup>,
5
+ [Wanrong Zhu](https://wanrong-zhu.com/)<sup>1*</sup>,
6
+ [Tsu-Jui Fu](https://tsujuifu.github.io/)<sup>1</sup>,
7
+ [Varun Jampani](https://varunjampani.github.io/)<sup>3</sup>,
8
+ [Arjun Akula](https://www.arjunakula.com/)<sup>3</sup>,
9
+ [Xuehai He](https://scholar.google.com/citations?user=kDzxOzUAAAAJ&)<sup>2</sup>,
10
+ [Sugato Basu](https://sites.google.com/site/sugatobasu/)<sup>3</sup>,
11
+ [Xin Eric Wang](https://eric-xw.github.io/)<sup>2</sup>,
12
+ [William Yang Wang](https://sites.cs.ucsb.edu/~william/)<sup>1</sup>
13
+ <br>
14
+ <sup>1</sup>UC Santa Barbara, <sup>2</sup>UC Santa Cruz, <sup>3</sup>Google
15
+ <br>
16
+ <sup>*</sup>Equal Contribution
17
+ <br>
18
+
19
+ [Project Page](https://layoutgpt.github.io/) | [arxiv](https://arxiv.org/abs/2305.15393)
20
+
21
+ ![Teaser figure](assets/teaser.jpg)
22
+
23
+ <p style="text-align: center;">
24
+ <img width="240" alt="Example 1" src="assets/28445.gif"/>
25
+ <img width="240" alt="Example 2" src="assets/10043.gif"/>
26
+ <img width="240" alt="Example 3" src="assets/2050.gif"/>
27
+ <!-- <img width="240" alt="Example 4" src="assets/326.gif"/> -->
28
+ </p>
29
+
30
+ ## Updates
31
+ 2024.03.18 Resolved 3D data preparation issues and added a script for rendering with blender.
32
+
33
+ 2023.10.28 Now support Llama-2; camera ready version updated
34
+
35
+ 2023.10.10 We released our preprocessed 3D-FRONT and 3D-FUTURE data (see [below](https://github.com/weixi-feng/LayoutGPT/tree/master#3d-scene-layouts)). Simplified the installation and preparation process.
36
+
37
+ 2023.09.22 LayoutGPT is accepted to NeurIPS 2023!
38
+
39
+
40
+ ## Installation & Dependencies
41
+ LayoutGPT and the downstream generation requires different libraries. You can install everything all at once
42
+ ```
43
+ conda create -n layoutgpt python=3.8 -y
44
+ pip install -r requirements.txt
45
+ ```
46
+ and additionally
47
+ ```
48
+ # for GLIGEN
49
+ wget https://huggingface.co/gligen/gligen-generation-text-box/resolve/main/diffusion_pytorch_model.bin -O gligen/gligen_checkpoints/checkpoint_generation_text.pth
50
+
51
+ # for image evaluation using GLIP
52
+ cd eval_models/GLIP
53
+ python setup.py build develop --user
54
+ wget https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_large_patch4_window12_384_22k.pth -O MODEL/swin_large_patch4_window12_384_22k.pth
55
+ wget https://huggingface.co/GLIPModel/GLIP/resolve/main/glip_large_model.pth?download=true -O MODEL/glip_large_model.pth
56
+
57
+ # for scene synthesis
58
+ cd ATISS
59
+ python setup.py build_ext --inplace
60
+ pip install -e .
61
+ ```
62
+ You may also refer to the official repo of [GLIGEN](https://github.com/gligen/GLIGEN/tree/master), [GLIP](https://github.com/microsoft/GLIP) and [ATISS](https://github.com/nv-tlabs/ATISS/tree/master) for detailed guidance.
63
+
64
+ ## Data Preparation
65
+ Our image layout benchmark NSR-1K and the 3D scene data split is provided under ```./dataset```.
66
+
67
+ ### 2D image layouts
68
+ NSR-1K contains ground truth image layouts for each prompt extracted from the MSCOCO dataset. The extracted clip image features are provided under ```./dataset/NSR-1K/```. The json files contain ground truth layouts, captions and other metadata.
69
+
70
+ ### 3D scene layouts
71
+ Download [3D-FUTURE](https://tianchi.aliyun.com/dataset/98063) and our [preprocessed data](https://drive.google.com/file/d/1NV3pmRpWcehPO5iKJPmShsRp_lNbxJuK/view?usp=sharing) to ```./ATISS/```. Then unzip these files.
72
+ ```
73
+ cd ATISS
74
+ unzip 3D-FUTURE-model.zip -d 3D-FUTURE
75
+ unzip data_output.zip
76
+ ```
77
+
78
+ <!-- you need to additionally prepare the [3D-FRONT](https://tianchi.aliyun.com/specials/promotion/alibaba-3d-scene-dataset) and [3D-FUTURE](https://tianchi.aliyun.com/specials/promotion/alibaba-3d-future) datasets. -->
79
+
80
+ <!-- You may also refer to [ATISS](https://github.com/nv-tlabs/ATISS/tree/master#dataset) if you prefer to go through the preprocessing steps on your own. -->
81
+
82
+ <!-- or follow the steps below:
83
+
84
+ 1. Download and unzip 3D-FRONT.zip and 3D-FUTURE-model.zip
85
+ 2. Preprocess the scenes to generate ground truth views
86
+ ```
87
+ cd ATISS/scripts
88
+ # bedroom as an example, default top-down view
89
+ python preprocess_data.py path_to_output_dir path_to_3d_front_dataset_dir path_to_3d_future_dataset_dir path_to_3d_future_model_info ../demo/floor_00003.jpg --dataset_filtering threed_front_bedroom
90
+ ```
91
+ Note that for FID evaluation, we render scene images from four different camera angles. The arguments for the other three angles are: ```--up_vector 0,1,0 --camera_position {2,2,0 or 0,2,2 or 2,2,2}```. For livingroom, remember to set ```--room_side 6.2``` and change ```--dataset_filtering``` accordingly.
92
+
93
+ 3. pickle the furniture data for visualization
94
+ ```
95
+ python pickle_threed_future_dataset.py path_to_pickle_output_dir path_to_3d_front_dataset_dir path_to_3d_future_dataset_dir path_to_3d_future_model_info --dataset_filtering threed_front_bedroom
96
+ ``` -->
97
+
98
+
99
+
100
+ ## 2D Image Layout Generation
101
+ We provide the script to generate layouts for NSR-1K benchmark. First set up your openai authentication in the script. Then run
102
+ ```
103
+ python run_layoutgpt_2d.py --icl_type k-similar --K 8 --setting counting --llm_type gpt4 --n_iter 5
104
+ ```
105
+ The generated layout will be saved to ```./llm_output/counting``` by default. To generate images based on the layouts, run
106
+ ```
107
+ cd gligen
108
+ python gligen_layout_counting.py --file ../llm_output/counting/gpt4.counting.k-similar.k_8.px_64.json --batch_size 5
109
+ ```
110
+ Note that the script will save a clean image and an image with bounding boxes for each prompt into two separate folders. In our experiment in the preprint, we generate 5 different layouts for each prompt to reduce variance.
111
+
112
+ ### Layout & Image Evaluation
113
+ To evaluate the raw layouts, run
114
+ ```
115
+ # for numerical prompts
116
+ python eval_counting_layout.py --file ../llm_output/counting/gpt4.counting.k-similar.k_8.px_64.json
117
+ ```
118
+ To evaluate the generated images using GLIP, run
119
+ ```
120
+ cd eval_models/GLIP
121
+ python eval_counting.py --dir path_to_generated_clean_images
122
+ ```
123
+
124
+
125
+ ## 3D Indoor Scene Synthesis
126
+ First set up your openai authentication in the script, then run the script to generate scenes
127
+ ```
128
+ python run_layoutgpt_3d.py --dataset_dir ./ATISS/data_output --icl_type k-similar --K 8 --room bedroom --llm_type gpt4 --unit px --normalize --regular_floor_plan
129
+ ```
130
+ To evaluate the out-of-bound rate (OOB) and KL divergence (KL-div.) of the generated layouts, run
131
+ ```
132
+ python eval_scene_layout.py --dataset_dir ./ATISS/data_output --file ./llm_output/3D/gpt4.bedroom.k-similar.k_8.px_regular.json --room bedroom
133
+ ```
134
+ ### Blender Visualization
135
+ Run the following command to generte necessary files and have a low-quality visualization of the scene:
136
+ ```
137
+ cd ATISS/scripts
138
+ python render_from_files.py ../config/bedrooms_eval_config.yaml ../visualization ../data_output_future/threed_future_model_bedroom.pkl ../demo/floor_plan_texture_images ../../llm_output/3D/gpt4.bedroom.k-similar.k_8.px_regular.json --without_screen --up_vector 0,1,0 --camera_position 2,2,2 --split test_regular --export_scene
139
+ ```
140
+ With ```--export_scene```, object and material files for each scene will be saved to a folder in ```./ATISS/visualization/```. Make sure you download [Blender](https://download.blender.org/release/Blender3.5/) and can execute [from command line](https://docs.blender.org/manual/en/2.79/render/workflows/command_line.html) ([Linux](https://github.com/chenguolin/InstructScene/tree/main/blender)&Windows: extract .tar.xz/.zip, Mac: install .dmg and then make an alias).
141
+ ```
142
+ # example
143
+ blender -b -P render_with_blender.py -- --input_dir ../visualization/test_Bedroom-803 --output_dir ../visualization/test_Bedroom-803.png --camera_position 0 0 5
144
+ ```
145
+
146
+
147
+ ## Citation
148
+ Please consider citing our work if you find it relevant or helpful:
149
+ ```
150
+ @article{feng2024layoutgpt,
151
+ title={Layoutgpt: Compositional visual planning and generation with large language models},
152
+ author={Feng, Weixi and Zhu, Wanrong and Fu, Tsu-jui and Jampani, Varun and Akula, Arjun and He, Xuehai and Basu, Sugato and Wang, Xin Eric and Wang, William Yang},
153
+ journal={Advances in Neural Information Processing Systems},
154
+ volume={36},
155
+ year={2024}
156
+ }
157
+ ```
158
+
159
+ ## Disclaimer
160
+ We thank the authors of [GLIGEN](https://github.com/gligen/GLIGEN/tree/master), [GLIP](https://github.com/microsoft/GLIP) and [ATISS](https://github.com/nv-tlabs/ATISS/tree/master) for making their code available. It is important to note that the code present here is not the official or original code of the respective individual or organization who initially created it. Part of the code may be subject to retraction upon official requests. Any use of downstream generation code should be governed by the official terms and conditions set by the original authors or organizations. It is your responsibility to comply with these terms and conditions and ensure that your usage adheres to the appropriate guidelines.
eval/LayoutGPT/environment.yml ADDED
@@ -0,0 +1,212 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name: layoutgpt
2
+ channels:
3
+ - pytorch
4
+ - conda-forge
5
+ - defaults
6
+ dependencies:
7
+ - _libgcc_mutex=0.1=main
8
+ - _openmp_mutex=5.1=1_gnu
9
+ - blas=1.0=mkl
10
+ - brotli=1.0.9=h166bdaf_7
11
+ - brotli-bin=1.0.9=h166bdaf_7
12
+ - bzip2=1.0.8=h7f98852_4
13
+ - ca-certificates=2023.5.7=hbcca054_0
14
+ - charset-normalizer=3.1.0=pyhd8ed1ab_0
15
+ - cudatoolkit=11.6.0=hecad31d_10
16
+ - ffmpeg=4.3=hf484d3e_0
17
+ - freetype=2.10.4=h0708190_1
18
+ - gmp=6.2.1=h58526e2_0
19
+ - gnutls=3.6.13=h85f3911_1
20
+ - idna=3.4=pyhd8ed1ab_0
21
+ - intel-openmp=2021.4.0=h06a4308_3561
22
+ - jpeg=9e=h166bdaf_1
23
+ - lame=3.100=h7f98852_1001
24
+ - lcms2=2.12=hddcbb42_0
25
+ - ld_impl_linux-64=2.38=h1181459_1
26
+ - libbrotlicommon=1.0.9=h166bdaf_7
27
+ - libbrotlidec=1.0.9=h166bdaf_7
28
+ - libbrotlienc=1.0.9=h166bdaf_7
29
+ - libffi=3.4.4=h6a678d5_0
30
+ - libgcc-ng=11.2.0=h1234567_1
31
+ - libgomp=11.2.0=h1234567_1
32
+ - libiconv=1.17=h166bdaf_0
33
+ - libpng=1.6.37=h21135ba_2
34
+ - libstdcxx-ng=11.2.0=h1234567_1
35
+ - libtiff=4.2.0=hecacb30_2
36
+ - libwebp-base=1.2.2=h7f98852_1
37
+ - lz4-c=1.9.3=h9c3ff4c_1
38
+ - mkl=2021.4.0=h06a4308_640
39
+ - mkl-service=2.4.0=py38h95df7f1_0
40
+ - mkl_fft=1.3.1=py38h8666266_1
41
+ - mkl_random=1.2.2=py38h1abd341_0
42
+ - ncurses=6.4=h6a678d5_0
43
+ - nettle=3.6=he412f7d_0
44
+ - numpy=1.24.3=py38h14f4228_0
45
+ - numpy-base=1.24.3=py38h31eccc5_0
46
+ - olefile=0.46=pyh9f0ad1d_1
47
+ - openh264=2.1.1=h780b84a_0
48
+ - openjpeg=2.4.0=hb52868f_1
49
+ - openssl=1.1.1t=h7f8727e_0
50
+ - pip=23.0.1=py38h06a4308_0
51
+ - pysocks=1.7.1=pyha2e5f31_6
52
+ - python=3.8.16=h7a1cb2a_3
53
+ - python_abi=3.8=2_cp38
54
+ - readline=8.2=h5eee18b_0
55
+ - requests=2.31.0=pyhd8ed1ab_0
56
+ - setuptools=67.8.0=py38h06a4308_0
57
+ - six=1.16.0=pyh6c4a22f_0
58
+ - sqlite=3.41.2=h5eee18b_0
59
+ - tk=8.6.12=h1ccaba5_0
60
+ - typing_extensions=4.6.3=pyha770c72_0
61
+ - wheel=0.38.4=py38h06a4308_0
62
+ - xz=5.4.2=h5eee18b_0
63
+ - zlib=1.2.13=h5eee18b_0
64
+ - zstd=1.5.2=ha4553b6_0
65
+ - pip:
66
+ - absl-py==1.4.0
67
+ - aiohttp==3.8.4
68
+ - aiosignal==1.3.1
69
+ - albumentations==1.3.0
70
+ - altair==5.0.1
71
+ - antlr4-python3-runtime==4.9.3
72
+ - async-timeout==4.0.2
73
+ - attrdict==2.0.1
74
+ - attrs==23.1.0
75
+ - backports-zoneinfo==0.2.1
76
+ - blinker==1.6.2
77
+ - cachetools==5.3.1
78
+ - certifi==2023.5.7
79
+ - click==8.1.3
80
+ - cmake==3.26.3
81
+ - contourpy==1.0.7
82
+ - cssutils==2.6.0
83
+ - cycler==0.11.0
84
+ - cython==0.29.35
85
+ - decorator==5.1.1
86
+ - dnspython==2.3.0
87
+ - einops==0.6.1
88
+ - filelock==3.12.0
89
+ - fonttools==4.39.4
90
+ - frozenlist==1.3.3
91
+ - fsspec==2023.5.0
92
+ - ftfy==6.1.1
93
+ - future==0.18.3
94
+ - gitdb==4.0.10
95
+ - gitpython==3.1.31
96
+ - glcontext==2.3.7
97
+ - google-auth==2.19.1
98
+ - google-auth-oauthlib==1.0.0
99
+ - grpcio==1.54.2
100
+ - huggingface-hub==0.15.1
101
+ - imageio==2.31.0
102
+ - imageio-ffmpeg==0.4.8
103
+ - importlib-metadata==6.6.0
104
+ - importlib-resources==5.12.0
105
+ - jedi==0.18.2
106
+ - jinja2==3.1.2
107
+ - joblib==1.2.0
108
+ - jsonschema==4.17.3
109
+ - kiwisolver==1.4.4
110
+ - kornia==0.6.12
111
+ - lazy-loader==0.2
112
+ - lightning-utilities==0.8.0
113
+ - lit==16.0.5.post0
114
+ - markdown==3.4.3
115
+ - markdown-it-py==2.2.0
116
+ - markupsafe==2.1.3
117
+ - matplotlib==3.7.1
118
+ - mdurl==0.1.2
119
+ - moderngl==5.8.2
120
+ - mpmath==1.3.0
121
+ - multidict==6.0.4
122
+ - multipledispatch==0.6.0
123
+ - networkx==3.1
124
+ - nvidia-cublas-cu11==11.10.3.66
125
+ - nvidia-cuda-cupti-cu11==11.7.101
126
+ - nvidia-cuda-nvrtc-cu11==11.7.99
127
+ - nvidia-cuda-runtime-cu11==11.7.99
128
+ - nvidia-cudnn-cu11==8.5.0.96
129
+ - nvidia-cufft-cu11==10.9.0.58
130
+ - nvidia-curand-cu11==10.2.10.91
131
+ - nvidia-cusolver-cu11==11.4.0.1
132
+ - nvidia-cusparse-cu11==11.7.4.91
133
+ - nvidia-nccl-cu11==2.14.3
134
+ - nvidia-nvtx-cu11==11.7.91
135
+ - oauthlib==3.2.2
136
+ - omegaconf==2.3.0
137
+ - openai==0.27.8
138
+ - opencv-python==4.7.0.72
139
+ - opencv-python-headless==4.7.0.72
140
+ - packaging==23.1
141
+ - pandas==2.0.2
142
+ - parso==0.8.3
143
+ - pillow==9.5.0
144
+ - pkgutil-resolve-name==1.3.10
145
+ - plyfile==0.9
146
+ - prettytable==3.7.0
147
+ - protobuf==3.20.3
148
+ - pudb==2022.1.3
149
+ - pyarrow==12.0.0
150
+ - pyasn1==0.5.0
151
+ - pyasn1-modules==0.3.0
152
+ - pydeck==0.8.1b0
153
+ - pygments==2.15.1
154
+ - pymongo==4.3.3
155
+ - pympler==1.0.1
156
+ - pyparsing==3.0.9
157
+ - pyrr==0.10.3
158
+ - pyrsistent==0.19.3
159
+ - python-dateutil==2.8.2
160
+ - pytorch-lightning==2.0.2
161
+ - pytz==2023.3
162
+ - pytz-deprecation-shim==0.1.0.post0
163
+ - pywavelets==1.4.1
164
+ - pyyaml==6.0
165
+ - qudida==0.0.4
166
+ - regex==2023.6.3
167
+ - requests-oauthlib==1.3.1
168
+ - rich==13.4.1
169
+ - rsa==4.9
170
+ - safetensors==0.3.1
171
+ - scikit-image==0.21.0
172
+ - scikit-learn==1.2.2
173
+ - scipy==1.10.1
174
+ - shapely==2.0.1
175
+ - simple-3dviz==0.4.0
176
+ - smmap==5.0.0
177
+ - streamlit==1.23.1
178
+ - sympy==1.12
179
+ - tenacity==8.2.2
180
+ - tensorboard==2.13.0
181
+ - tensorboard-data-server==0.7.0
182
+ - tensorboardx==2.6
183
+ - test-tube==0.7.5
184
+ - threadpoolctl==3.1.0
185
+ - tifffile==2023.4.12
186
+ - timm==0.9.2
187
+ - tokenizers==0.13.3
188
+ - toml==0.10.2
189
+ - toolz==0.12.0
190
+ - torch==2.0.1
191
+ - torch-fidelity==0.3.0
192
+ - torchmetrics==0.11.4
193
+ - torchvision==0.15.2
194
+ - tornado==6.3.2
195
+ - tqdm==4.65.0
196
+ - transformers==4.29.2
197
+ - trimesh==3.22.0
198
+ - triton==2.0.0
199
+ - tzdata==2023.3
200
+ - tzlocal==4.3
201
+ - urllib3==1.26.16
202
+ - urwid==2.1.2
203
+ - urwid-readline==0.13
204
+ - validators==0.20.0
205
+ - watchdog==3.0.0
206
+ - wcwidth==0.2.6
207
+ - werkzeug==2.3.4
208
+ - wxpython==4.2.0
209
+ - yacs==0.1.8
210
+ - yarl==1.9.2
211
+ - zipp==3.15.0
212
+ - -e git+https://github.com/openai/CLIP.git@main#egg=clip
eval/LayoutGPT/parse_llm_output.py ADDED
@@ -0,0 +1,106 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import argparse
3
+ import re
4
+ import cssutils
5
+ from tqdm import tqdm
6
+ from string import digits
7
+
8
+ from utils import *
9
+
10
+
11
+ def parse_layout(string, canvas_size=64, no_integer=False):
12
+ idx = string.find(' {')
13
+ category = re.sub(r'[0-9]', '', string[:idx].replace(' ', '-'))
14
+ string = category + string[idx:]
15
+ try:
16
+ sheet = cssutils.parseString(string)
17
+ rule = sheet.cssRules[0]
18
+ bbox = [b.strip().strip(";").strip() for b in rule.style.cssText.split("\n")]
19
+ text = rule.selectorText
20
+ except:
21
+ try:
22
+ text, bbox = string.split("{")
23
+ bbox = bbox.strip().strip("}").strip().strip(";").split(";")
24
+ assert len(bbox) == 4
25
+ bbox = [b.strip().strip(";").strip() for b in bbox]
26
+ except:
27
+ return None, None
28
+
29
+ category = text.strip()
30
+ parsed_category = category.translate(category.maketrans('', '', digits)).strip()
31
+
32
+ bbox = [b.split(":") for b in bbox]
33
+ if no_integer:
34
+ bbox = {k.strip():float(v.lstrip().rstrip()) for k, v in bbox}
35
+ else:
36
+ bbox = {k.strip():int(v.lstrip().rstrip("px")) for k, v in bbox}
37
+
38
+ if sorted(bbox.keys()) != ['height', 'left', 'top', 'width']:
39
+ print(string)
40
+ bbox = [0] * 4
41
+ return parsed_category, bbox
42
+
43
+ bbox = [bbox['left'], bbox['top'], min(bbox['left']+bbox['width'], canvas_size), min(bbox['top']+bbox['height'], canvas_size)]
44
+ if bbox[0] >= canvas_size or bbox[1] >= canvas_size:
45
+ return None, None
46
+ bbox = [float(b)/canvas_size for b in bbox]
47
+
48
+ return parsed_category, bbox
49
+
50
+
51
+ def parse_3D_layout(string, unit='m'):
52
+ # cannot use cssutils due to self-defined properties
53
+ try:
54
+ text, bbox = string.split("{")
55
+ bbox = bbox.strip().strip("}").strip().strip(";").split(";")
56
+ assert len(bbox) == 7
57
+ bbox = [b.strip().strip(";").rstrip("degrees").strip() for b in bbox]
58
+ except:
59
+ return None, None
60
+
61
+ category = text.strip()
62
+ parsed_category = category.translate(category.maketrans('', '', digits)).strip()
63
+
64
+ bbox = [b.split(":") for b in bbox]
65
+
66
+ bbox = {k.strip():float(v.lstrip().rstrip(unit)) for k, v in bbox}
67
+ if sorted(bbox.keys()) != sorted(['height', 'width', 'length', 'orientation', 'left', 'top', 'depth']):
68
+ print(string)
69
+ bbox = {k:0 for k in bbox.keys()}
70
+ return parsed_category, bbox
71
+
72
+ return parsed_category, bbox
73
+
74
+
75
+
76
+ if __name__ == '__main__':
77
+ parser = argparse.ArgumentParser()
78
+ parser.add_argument("-f", "--files", nargs="+")
79
+ args = parser.parse_args()
80
+
81
+ for fname in args.files:
82
+ basename = os.path.basename(fname)
83
+ dirname = os.path.dirname(fname)
84
+
85
+ assert "raw" not in basename
86
+ response = load_json(fname)
87
+
88
+ print(f"Parsing {basename}")
89
+ for r in tqdm(response):
90
+ layout = r['text'].strip().strip("\n").strip().split("\n")
91
+ assert len(layout) >= 2
92
+ r['objects'] = []
93
+
94
+ for elm in layout:
95
+ selector_text, bbox = parse_layout(elm)
96
+ if selector_text == None:
97
+ continue
98
+ if sum(bbox) == 0:
99
+ print("Failed")
100
+ r['objects'].append([selector_text, bbox])
101
+
102
+ write_json(os.path.join(dirname, "parsed_"+basename), response)
103
+
104
+
105
+
106
+
eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/1065e56d-a3c1-4ef5-9880-610e14890368-c370f7fa-6a82-4988-865e-c8efb246b910.json ADDED
@@ -0,0 +1,196 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "orig_scene_uid": "1065e56d-a3c1-4ef5-9880-610e14890368",
3
+ "uid": "c370f7fa-6a82-4988-865e-c8efb246b910",
4
+ "room_id": "SecondBedroom-13092",
5
+ "bounds_top": [
6
+ [
7
+ -1.7,
8
+ 2.6,
9
+ 2.1
10
+ ],
11
+ [
12
+ 1.7,
13
+ 2.6,
14
+ 2.1
15
+ ],
16
+ [
17
+ 1.7,
18
+ 2.6,
19
+ -2.1
20
+ ],
21
+ [
22
+ -1.7,
23
+ 2.6,
24
+ -2.1
25
+ ]
26
+ ],
27
+ "bounds_bottom": [
28
+ [
29
+ -1.7,
30
+ 0.0,
31
+ 2.1
32
+ ],
33
+ [
34
+ 1.7,
35
+ 0.0,
36
+ 2.1
37
+ ],
38
+ [
39
+ 1.7,
40
+ 0.0,
41
+ -2.1
42
+ ],
43
+ [
44
+ -1.7,
45
+ 0.0,
46
+ -2.1
47
+ ]
48
+ ],
49
+ "objects": [
50
+ {
51
+ "uid": "5597/model",
52
+ "jid": "dfaaccd6-4e53-4a2d-beb0-43ad30ea8f41",
53
+ "size": [
54
+ 1.97,
55
+ 1.33,
56
+ 2.16
57
+ ],
58
+ "desc": "Modern classic white wooden kids bed with vertical slats and sturdy frame for stylish and functional bedroom decor.",
59
+ "is_scaled": false,
60
+ "rot": [
61
+ 0,
62
+ 0.70711,
63
+ 0,
64
+ 0.70711
65
+ ],
66
+ "pos": [
67
+ -0.67,
68
+ 0.0,
69
+ -0.33
70
+ ],
71
+ "instance_id": "furniture/454"
72
+ },
73
+ {
74
+ "uid": "5598/model",
75
+ "jid": "d55c9a2c-d5ec-4045-ae76-b3e1f69e770b",
76
+ "size": [
77
+ 1.3,
78
+ 1.54,
79
+ 0.42
80
+ ],
81
+ "desc": "Modern minimalist bookcase with light wood and gray finish, featuring open shelves, cabinet doors, and angled legs for a sleek and functional design.",
82
+ "is_scaled": false,
83
+ "rot": [
84
+ 0,
85
+ 0.70711,
86
+ 0,
87
+ 0.70711
88
+ ],
89
+ "pos": [
90
+ -1.49,
91
+ 0.0,
92
+ 1.4
93
+ ],
94
+ "instance_id": "furniture/455"
95
+ },
96
+ {
97
+ "uid": "5599/model",
98
+ "jid": "b9f96f80-07ac-445c-893b-fa02173345a0",
99
+ "size": [
100
+ 1.45,
101
+ 1.23,
102
+ 0.3
103
+ ],
104
+ "desc": "A white wooden children\u2019s cabinet with open shelving, rounded edges, and pastel accents, combining traditional style with contemporary details.",
105
+ "is_scaled": false,
106
+ "rot": [
107
+ 0,
108
+ 0,
109
+ 0,
110
+ 1
111
+ ],
112
+ "pos": [
113
+ -0.8,
114
+ 0.0,
115
+ -1.77
116
+ ],
117
+ "instance_id": "furniture/456"
118
+ },
119
+ {
120
+ "uid": "5599/model",
121
+ "jid": "b9f96f80-07ac-445c-893b-fa02173345a0",
122
+ "size": [
123
+ 1.45,
124
+ 1.23,
125
+ 0.3
126
+ ],
127
+ "desc": "A white wooden children\u2019s cabinet with open shelving, rounded edges, and pastel accents, combining traditional style with contemporary details.",
128
+ "is_scaled": false,
129
+ "rot": [
130
+ 0,
131
+ 0,
132
+ 0,
133
+ 1
134
+ ],
135
+ "pos": [
136
+ 0.91,
137
+ 0.0,
138
+ -1.79
139
+ ],
140
+ "instance_id": "furniture/457"
141
+ },
142
+ {
143
+ "uid": "6047/model",
144
+ "jid": "579e331c-f5a0-308f-9c70-af9da3dd37ac",
145
+ "size": [
146
+ 0.43,
147
+ 1.02,
148
+ 0.51
149
+ ],
150
+ "desc": "Rustic traditional red wooden barstool with curved ladder-back and brown fabric seat.",
151
+ "is_scaled": false,
152
+ "rot": [
153
+ 0,
154
+ -0.70571,
155
+ 0,
156
+ 0.7085
157
+ ],
158
+ "pos": [
159
+ -0.93,
160
+ 0.0,
161
+ 1.43
162
+ ],
163
+ "instance_id": "furniture/464"
164
+ },
165
+ {
166
+ "uid": "6048/model",
167
+ "jid": "a2270562-ddf0-44c8-8e20-2351a22be3e6",
168
+ "size": [
169
+ 0.58,
170
+ 0.13,
171
+ 0.58
172
+ ],
173
+ "desc": "Square modern ceiling lamp with dark brown wooden geometric frame and frosted glass panels.",
174
+ "is_scaled": false,
175
+ "rot": [
176
+ 0,
177
+ 0,
178
+ 0,
179
+ 1
180
+ ],
181
+ "pos": [
182
+ -0.05,
183
+ 2.37,
184
+ 0.29
185
+ ],
186
+ "instance_id": "furniture/465"
187
+ }
188
+ ],
189
+ "doors": [],
190
+ "windows": [],
191
+ "floor_material": {
192
+ "jid": "ac5e3cb0-1dc1-4002-a1a3-334065cd4e3e",
193
+ "material_type": "flooring - hardwood",
194
+ "texture_path": "3D-FRONT-texture/ac5e3cb0-1dc1-4002-a1a3-334065cd4e3e/texture.png"
195
+ }
196
+ }
eval/respace/dataset-ssr3dfront_stage1_with_doors_windows/30f2574f-dd2d-4e97-a937-dce8be2af98e-ec96ee90-1f62-4673-abf4-8cf11f55faea.json ADDED
@@ -0,0 +1,440 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "orig_scene_uid": "30f2574f-dd2d-4e97-a937-dce8be2af98e",
3
+ "uid": "ec96ee90-1f62-4673-abf4-8cf11f55faea",
4
+ "room_id": "LivingDiningRoom-118911",
5
+ "bounds_top": [
6
+ [
7
+ -2.45,
8
+ 2.6,
9
+ 4.05
10
+ ],
11
+ [
12
+ 0.95,
13
+ 2.6,
14
+ 4.05
15
+ ],
16
+ [
17
+ 0.95,
18
+ 2.6,
19
+ -0.25
20
+ ],
21
+ [
22
+ 2.45,
23
+ 2.6,
24
+ -0.25
25
+ ],
26
+ [
27
+ 2.45,
28
+ 2.6,
29
+ -1.35
30
+ ],
31
+ [
32
+ 0.75,
33
+ 2.6,
34
+ -1.35
35
+ ],
36
+ [
37
+ 0.75,
38
+ 2.6,
39
+ -4.05
40
+ ],
41
+ [
42
+ -1.65,
43
+ 2.6,
44
+ -4.05
45
+ ],
46
+ [
47
+ -1.65,
48
+ 2.6,
49
+ -0.25
50
+ ],
51
+ [
52
+ -2.45,
53
+ 2.6,
54
+ -0.25
55
+ ]
56
+ ],
57
+ "bounds_bottom": [
58
+ [
59
+ -2.45,
60
+ 0.0,
61
+ 4.05
62
+ ],
63
+ [
64
+ 0.95,
65
+ 0.0,
66
+ 4.05
67
+ ],
68
+ [
69
+ 0.95,
70
+ 0.0,
71
+ -0.25
72
+ ],
73
+ [
74
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+ "uid": "1109/model",
345
+ "jid": "f8a9c4a6-f392-4278-bd82-c5a8fc10761c",
346
+ "size": [
347
+ 2.1,
348
+ 2.55,
349
+ 0.56
350
+ ],
351
+ "desc": "Traditional grey wooden bookcase with paneled doors, featuring shelves and cabinet storage.",
352
+ "is_scaled": false,
353
+ "rot": [
354
+ 0,
355
+ 0.70711,
356
+ 0,
357
+ 0.70711
358
+ ],
359
+ "pos": [
360
+ 0.66,
361
+ 0.0,
362
+ 1.47
363
+ ],
364
+ "instance_id": "furniture/144"
365
+ },
366
+ {
367
+ "uid": "1114/model",
368
+ "jid": "2e731c41-1add-4d54-aca6-74d3d1524e45",
369
+ "size": [
370
+ 2.05,
371
+ 1.09,
372
+ 0.35
373
+ ],
374
+ "desc": "Modern minimalist shelf with a black metal frame and brown wooden tiers featuring a two-tiered open-back design for versatile storage.",
375
+ "is_scaled": false,
376
+ "rot": [
377
+ 0,
378
+ 1,
379
+ 0,
380
+ 0
381
+ ],
382
+ "pos": [
383
+ 1.7,
384
+ 0.0,
385
+ 2.4
386
+ ],
387
+ "instance_id": "furniture/145"
388
+ },
389
+ {
390
+ "uid": "2300/model",
391
+ "jid": "7dd597c7-3814-459e-9416-034cd4825727",
392
+ "size": [
393
+ 0.78,
394
+ 0.73,
395
+ 0.65
396
+ ],
397
+ "desc": "Modern pendant lamp with geometric LED lights and hanging crystal strands creating a stunning reflective pattern.",
398
+ "is_scaled": false,
399
+ "rot": [
400
+ 0,
401
+ 0,
402
+ 0,
403
+ 1
404
+ ],
405
+ "pos": [
406
+ -1.79,
407
+ 1.87,
408
+ -0.74
409
+ ],
410
+ "instance_id": "furniture/163"
411
+ },
412
+ {
413
+ "uid": "2302/model",
414
+ "jid": "1f56b935-6927-46c2-8c31-01564857ae20",
415
+ "size": [
416
+ 0.62,
417
+ 0.41,
418
+ 0.62
419
+ ],
420
+ "desc": "Contemporary ceiling lamp with a circular opal glass diffuser, silver metal frame, and decorative rings.",
421
+ "is_scaled": false,
422
+ "rot": [
423
+ 0,
424
+ 0,
425
+ 0,
426
+ 1
427
+ ],
428
+ "pos": [
429
+ 1.75,
430
+ 2.19,
431
+ 1.37
432
+ ],
433
+ "instance_id": "furniture/165"
434
+ },
435
+ {
436
+ "uid": "3421/model",
437
+ "jid": "9f0d524e-3bed-45a8-aef4-042bb706e70d",
438
+ "size": [
439
+ 2.47,
440
+ 0.82,
441
+ 1.13
442
+ ],
443
+ "desc": "Modern minimalist light gray three-seat sofa with fabric upholstery, metal legs, and plush removable cushions.",
444
+ "is_scaled": false,
445
+ "rot": [
446
+ 0,
447
+ 0,
448
+ 0,
449
+ 1
450
+ ],
451
+ "pos": [
452
+ -1.74,
453
+ 0.0,
454
+ -2.03
455
+ ],
456
+ "instance_id": "furniture/212"
457
+ },
458
+ {
459
+ "uid": "3685/model",
460
+ "jid": "ae9745d7-b5e2-48d6-9681-9c4d1548daf8",
461
+ "size": [
462
+ 0.78,
463
+ 0.73,
464
+ 0.65
465
+ ],
466
+ "desc": "Contemporary luxury pendant lamp with a metallic rectangular base, hanging crystal strands, and integrated LED lights.",
467
+ "is_scaled": false,
468
+ "rot": [
469
+ 0,
470
+ 0,
471
+ 0,
472
+ 1
473
+ ],
474
+ "pos": [
475
+ 1.46,
476
+ 1.87,
477
+ -1.07
478
+ ],
479
+ "instance_id": "furniture/213"
480
+ }
481
+ ],
482
+ "doors": [],
483
+ "windows": [],
484
+ "floor_material": {
485
+ "jid": "a900f6ea-f48e-48ba-a9a0-739ed4db18f6",
486
+ "material_type": "matt tiles",
487
+ "texture_path": "3D-FRONT-texture/a900f6ea-f48e-48ba-a9a0-739ed4db18f6/texture.png"
488
+ }
489
+ }
eval/respace/diaglog_pipeline/__init__.py ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ 3D室内场景多轮对话数据生成 Pipeline
3
+
4
+ 基于 3D-FRONT 数据集的多轮对话数据生成系统
5
+ """
6
+
7
+ from .data_loader import SceneDataLoader
8
+ from .scene_state import SceneState, SceneStateManager
9
+ from .dialog_strategies import (
10
+ DialogStrategy,
11
+ StrategyA,
12
+ StrategyB,
13
+ StrategyC,
14
+ StrategyFactory
15
+ )
16
+ from .dialog_generator import DialogGenerator
17
+ from .pipeline import MultiTurnDialogPipeline
18
+
19
+ __all__ = [
20
+ 'SceneDataLoader',
21
+ 'SceneState',
22
+ 'SceneStateManager',
23
+ 'DialogStrategy',
24
+ 'StrategyA',
25
+ 'StrategyB',
26
+ 'StrategyC',
27
+ 'StrategyFactory',
28
+ 'DialogGenerator',
29
+ 'MultiTurnDialogPipeline'
30
+ ]
eval/respace/diaglog_pipeline/data_loader.py ADDED
@@ -0,0 +1,303 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ 场景数据加载器
3
+
4
+ 负责加载和解析 3D-FRONT 转换后的场景数据
5
+ """
6
+
7
+ import json
8
+ from pathlib import Path
9
+ from typing import Dict, List, Optional, Tuple, Iterator
10
+ from dataclasses import dataclass
11
+ import random
12
+
13
+
14
+ @dataclass
15
+ class SceneInfo:
16
+ """场景基本信息"""
17
+ scene_uuid: str
18
+ room_id: str
19
+ room_type: str
20
+ json_path: Path
21
+ render_dir: Optional[Path] = None
22
+
23
+
24
+ @dataclass
25
+ class AssetInfo:
26
+ """家具资产信息"""
27
+ id: int
28
+ model_uid: str
29
+ pos: List[float]
30
+ size: List[float]
31
+ rot: List[float]
32
+ description: str
33
+
34
+ @classmethod
35
+ def from_dict(cls, data: dict) -> 'AssetInfo':
36
+ return cls(
37
+ id=data.get('id', 0),
38
+ model_uid=data.get('model_uid', ''),
39
+ pos=data.get('pos', [0, 0, 0]),
40
+ size=data.get('size', [1, 1, 1]),
41
+ rot=data.get('rot', [0, 0, 0]),
42
+ description=data.get('description', '')
43
+ )
44
+
45
+
46
+ @dataclass
47
+ class SceneLayout:
48
+ """完整的场景布局数据"""
49
+ meta: Dict
50
+ architecture: Dict
51
+ assets: List[AssetInfo]
52
+ raw_data: Dict # 原始JSON数据
53
+
54
+ @property
55
+ def scene_id(self) -> str:
56
+ return self.meta.get('scene_id', '')
57
+
58
+ @property
59
+ def scene_type(self) -> str:
60
+ return self.meta.get('scene_type', '')
61
+
62
+ @property
63
+ def num_assets(self) -> int:
64
+ return len(self.assets)
65
+
66
+ def to_dict(self) -> dict:
67
+ """转换为字典格式"""
68
+ return {
69
+ 'meta': self.meta,
70
+ 'architecture': self.architecture,
71
+ 'assets': [
72
+ {
73
+ 'id': a.id,
74
+ 'model_uid': a.model_uid,
75
+ 'pos': a.pos,
76
+ 'size': a.size,
77
+ 'rot': a.rot,
78
+ 'description': a.description
79
+ }
80
+ for a in self.assets
81
+ ]
82
+ }
83
+
84
+ @classmethod
85
+ def from_dict(cls, data: dict) -> 'SceneLayout':
86
+ """从字典创建场景布局"""
87
+ return cls(
88
+ meta=data.get('meta', {}),
89
+ architecture=data.get('architecture', {}),
90
+ assets=[AssetInfo.from_dict(a) for a in data.get('assets', [])],
91
+ raw_data=data
92
+ )
93
+
94
+
95
+ class SceneDataLoader:
96
+ """
97
+ 3D-FRONT 场景数据加载器
98
+
99
+ 负责:
100
+ 1. 扫描 3d-front-converted 目录结构
101
+ 2. 加载场景 JSON 文件
102
+ 3. 按房间类型/场景UUID筛选
103
+ 4. 提供迭代器接口
104
+ """
105
+
106
+ def __init__(self, data_dir: str):
107
+ """
108
+ Args:
109
+ data_dir: 3d-front-converted 目录路径
110
+ """
111
+ self.data_dir = Path(data_dir)
112
+ self._scene_index: Dict[str, List[SceneInfo]] = {} # room_type -> scenes
113
+ self._all_scenes: List[SceneInfo] = []
114
+ self._build_index()
115
+
116
+ def _build_index(self):
117
+ """构建场景索引"""
118
+ print(f"Building scene index from {self.data_dir}")
119
+
120
+ for scene_dir in self.data_dir.iterdir():
121
+ if not scene_dir.is_dir():
122
+ continue
123
+
124
+ scene_uuid = scene_dir.name
125
+
126
+ # 查找所有 JSON 文件
127
+ for json_file in scene_dir.glob("*.json"):
128
+ # 跳过非房间文件
129
+ if json_file.name.startswith('render'):
130
+ continue
131
+
132
+ # 解析房间ID和类型
133
+ room_id = json_file.stem
134
+
135
+ # 从文件内容获取房间类型
136
+ try:
137
+ with open(json_file, 'r', encoding='utf-8') as f:
138
+ data = json.load(f)
139
+ room_type = data.get('meta', {}).get('scene_type', 'unknown')
140
+ except Exception as e:
141
+ print(f"Warning: Failed to parse {json_file}: {e}")
142
+ continue
143
+
144
+ # 检查渲染目录
145
+ render_dir = scene_dir / room_id
146
+ if not render_dir.exists():
147
+ render_dir = None
148
+
149
+ scene_info = SceneInfo(
150
+ scene_uuid=scene_uuid,
151
+ room_id=room_id,
152
+ room_type=room_type,
153
+ json_path=json_file,
154
+ render_dir=render_dir
155
+ )
156
+
157
+ # 添加到索引
158
+ if room_type not in self._scene_index:
159
+ self._scene_index[room_type] = []
160
+ self._scene_index[room_type].append(scene_info)
161
+ self._all_scenes.append(scene_info)
162
+
163
+ print(f"Indexed {len(self._all_scenes)} scenes across {len(self._scene_index)} room types")
164
+ for room_type, scenes in self._scene_index.items():
165
+ print(f" - {room_type}: {len(scenes)} scenes")
166
+
167
+ def load_scene(self, scene_info: SceneInfo) -> SceneLayout:
168
+ """加载单个场景"""
169
+ with open(scene_info.json_path, 'r', encoding='utf-8') as f:
170
+ data = json.load(f)
171
+ return SceneLayout.from_dict(data)
172
+
173
+ def get_all_scenes(self) -> List[SceneInfo]:
174
+ """获取所有场景信息"""
175
+ return self._all_scenes.copy()
176
+
177
+ def get_scenes_by_type(self, room_type: str) -> List[SceneInfo]:
178
+ """按房间类型获取场景"""
179
+ return self._scene_index.get(room_type, []).copy()
180
+
181
+ def get_room_types(self) -> List[str]:
182
+ """获取所有房间类型"""
183
+ return list(self._scene_index.keys())
184
+
185
+ def get_scenes_by_uuid(self, scene_uuid: str) -> List[SceneInfo]:
186
+ """获取同一户型的所有房间"""
187
+ return [s for s in self._all_scenes if s.scene_uuid == scene_uuid]
188
+
189
+ def sample_scenes(
190
+ self,
191
+ n: int,
192
+ room_type: Optional[str] = None,
193
+ min_assets: int = 5,
194
+ max_assets: int = 30
195
+ ) -> List[SceneInfo]:
196
+ """
197
+ 采样场景
198
+
199
+ Args:
200
+ n: 采样数量
201
+ room_type: 指定房间类型(可选)
202
+ min_assets: 最少家具数量
203
+ max_assets: 最多家具数量
204
+ """
205
+ if room_type:
206
+ candidates = self.get_scenes_by_type(room_type)
207
+ else:
208
+ candidates = self._all_scenes
209
+
210
+ # 过滤家具数量
211
+ filtered = []
212
+ for scene_info in candidates:
213
+ layout = self.load_scene(scene_info)
214
+ if min_assets <= layout.num_assets <= max_assets:
215
+ filtered.append(scene_info)
216
+
217
+ # 随机采样
218
+ if len(filtered) <= n:
219
+ return filtered
220
+ return random.sample(filtered, n)
221
+
222
+ def iter_scenes(
223
+ self,
224
+ room_type: Optional[str] = None,
225
+ shuffle: bool = False
226
+ ) -> Iterator[Tuple[SceneInfo, SceneLayout]]:
227
+ """
228
+ 迭代场景
229
+
230
+ Args:
231
+ room_type: 指定房间类型(可选)
232
+ shuffle: 是否随机打乱
233
+
234
+ Yields:
235
+ (SceneInfo, SceneLayout) 元组
236
+ """
237
+ if room_type:
238
+ scenes = self.get_scenes_by_type(room_type)
239
+ else:
240
+ scenes = self._all_scenes.copy()
241
+
242
+ if shuffle:
243
+ random.shuffle(scenes)
244
+
245
+ for scene_info in scenes:
246
+ try:
247
+ layout = self.load_scene(scene_info)
248
+ yield scene_info, layout
249
+ except Exception as e:
250
+ print(f"Warning: Failed to load {scene_info.json_path}: {e}")
251
+ continue
252
+
253
+ def get_multi_room_scenes(self, min_rooms: int = 2) -> Dict[str, List[SceneInfo]]:
254
+ """
255
+ 获取包含多个房间的户型
256
+
257
+ Args:
258
+ min_rooms: 最少房间数
259
+
260
+ Returns:
261
+ {scene_uuid: [SceneInfo, ...]}
262
+ """
263
+ uuid_to_scenes: Dict[str, List[SceneInfo]] = {}
264
+
265
+ for scene in self._all_scenes:
266
+ if scene.scene_uuid not in uuid_to_scenes:
267
+ uuid_to_scenes[scene.scene_uuid] = []
268
+ uuid_to_scenes[scene.scene_uuid].append(scene)
269
+
270
+ # 过滤
271
+ return {
272
+ uuid: scenes
273
+ for uuid, scenes in uuid_to_scenes.items()
274
+ if len(scenes) >= min_rooms
275
+ }
276
+
277
+
278
+ def test_loader():
279
+ """测试数据加载器"""
280
+ data_dir = "/home/v-meiszhang/amlt-project/respace/3d-front-converted"
281
+ loader = SceneDataLoader(data_dir)
282
+
283
+ print("\n=== Room Types ===")
284
+ for rt in loader.get_room_types():
285
+ print(f" {rt}")
286
+
287
+ print("\n=== Sample Scenes ===")
288
+ samples = loader.sample_scenes(3, room_type='livingroom')
289
+ for scene_info in samples:
290
+ layout = loader.load_scene(scene_info)
291
+ print(f" {scene_info.room_id}: {layout.num_assets} assets")
292
+ for asset in layout.assets[:3]:
293
+ print(f" - {asset.description[:50]}...")
294
+
295
+ print("\n=== Multi-Room Scenes ===")
296
+ multi_room = loader.get_multi_room_scenes(min_rooms=2)
297
+ print(f" Found {len(multi_room)} multi-room scenes")
298
+ for uuid, scenes in list(multi_room.items())[:3]:
299
+ print(f" {uuid}: {[s.room_type for s in scenes]}")
300
+
301
+
302
+ if __name__ == '__main__':
303
+ test_loader()