├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── curi ├── .gitignore ├── .gitmodules ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── concept_data │ ├── CLEVR_val_scenes.json │ ├── clevr-metadata.json │ ├── clevr-properties.json │ ├── clevr_typed_fol_properties.json │ ├── hyp_to_id.json │ ├── kandinsky-metadata.json │ ├── kandinsky-properties.json │ ├── kandinsky_typed_fol_properties.json │ ├── meta_dataset_properties.sh │ ├── task_id_dict_filtered.json │ └── v2_typed_simple_fol.json ├── data.ipynb ├── data_processing │ ├── clevr_to_curi_format.py │ ├── create_curi_images_tasks.py │ ├── create_curi_tasks.py │ ├── filter_meta_dataset.py │ └── kandinsky_to_curi_format.py ├── dataloaders │ ├── __init__.py │ ├── adhoc_data_loader.py │ ├── build_sound_scene.py │ ├── get_dataloader.py │ ├── utils.py │ └── vocabulary.py ├── docker │ ├── Dockerfile │ └── paths.sh ├── hydra_cfg │ ├── data_files │ │ ├── hypotheses_clevr.yaml │ │ ├── hypotheses_kandinsky.yaml │ │ ├── hypotheses_subset_dc.yaml │ │ └── v2_typed_simple_fol_depth_6_trials_2000000_ban_1_max_scene_id_200.yaml │ ├── experiment.yaml │ ├── experiment_all_cubes_test.yaml │ ├── experiment_all_metal_one_gray_test.yaml │ ├── experiment_confounded.yaml │ ├── experiment_curi_test.yaml │ ├── experiment_curi_train.yaml │ ├── experiment_kp_test.yaml │ ├── experiment_kp_train.yaml │ ├── modality │ │ ├── image.yaml │ │ ├── json.yaml │ │ ├── json_10.yaml │ │ └── json_kp.yaml │ ├── mode │ │ ├── eval.yaml │ │ └── train.yaml │ ├── pooling │ │ ├── concat.yaml │ │ ├── gap.yaml │ │ ├── rel_net.yaml │ │ └── trnsf.yaml │ ├── special_rules │ │ ├── json_concat.yaml │ │ ├── json_gap.yaml │ │ ├── json_rel_net.yaml │ │ ├── json_trnsf.yaml │ │ └── sound_concat.yaml │ └── task │ │ └── adhoc_concepts.yaml ├── hydra_eval.py ├── hydra_qualitative.py ├── hydra_train.py ├── hypothesis_generation │ ├── __init__.py │ ├── hypothesis_utils.py │ ├── prefix_postfix.py │ └── reduce_and_process_hypotheses.py ├── install.sh ├── launch_test_jobs.sh ├── launch_train_eval_jobs.sh ├── losses.py ├── models │ ├── __init__.py │ ├── _evaluator.py │ ├── _map_evaluator.py │ ├── _trainer.py │ ├── audio_resnet.py │ ├── encoders.py │ ├── protonet.py │ ├── simple_lstm_decoder.py │ └── utils.py ├── notebooks │ ├── ahdoc_iclr_numbers.ipynb │ └── visualize_alternate_hypotheses.ipynb ├── paths.sh ├── pick_best_checkpoints.py ├── task_id_dict_dc.json ├── third_party │ ├── __init__.py │ ├── image_utils.py │ ├── mlp.py │ └── relation_network.py └── utils │ ├── __init__.py │ ├── checkpointing.py │ └── visualize.py ├── docs ├── index.html └── static │ ├── css │ ├── bulma-carousel.min.css │ ├── bulma-slider.min.css │ ├── bulma.css.map.txt │ ├── bulma.min.css │ ├── fontawesome.all.min.css │ └── index.css │ ├── images │ ├── counting.png │ ├── favicon.svg │ ├── generalization.png │ ├── interpretability.jpg │ ├── library.png │ └── motivation.jpg │ └── js │ ├── bulma-carousel.js │ ├── bulma-carousel.min.js │ ├── bulma-slider.js │ ├── bulma-slider.min.js │ ├── fontawesome.all.min.js │ └── index.js ├── dreamcoder ├── Dockerfile ├── LICENSE ├── Makefile ├── PBE_Strings_Track │ ├── bikes-long-repeat.sl │ ├── bikes-long.sl │ ├── bikes.sl │ ├── bikes_small.sl │ ├── dr-name-long-repeat.sl │ ├── dr-name-long.sl │ ├── dr-name.sl │ ├── dr-name_small.sl │ ├── firstname-long-repeat.sl │ ├── firstname-long.sl │ ├── firstname.sl │ ├── firstname_small.sl │ ├── initials-long-repeat.sl │ ├── initials-long.sl │ ├── initials.sl │ ├── initials_small.sl │ ├── lastname-long-repeat.sl │ ├── lastname-long.sl │ ├── lastname.sl │ ├── lastname_small.sl │ ├── name-combine-2-long-repeat.sl │ ├── name-combine-2-long.sl │ ├── name-combine-2.sl │ ├── name-combine-2_short.sl │ ├── name-combine-3-long-repeat.sl │ ├── name-combine-3-long.sl │ ├── name-combine-3.sl │ ├── name-combine-3_short.sl │ ├── name-combine-4-long-repeat.sl │ ├── name-combine-4-long.sl │ ├── name-combine-4.sl │ ├── name-combine-4_short.sl │ ├── name-combine-long-repeat.sl │ ├── name-combine-long.sl │ ├── name-combine.sl │ ├── name-combine_short.sl │ ├── phone-1-long-repeat.sl │ ├── phone-1-long.sl │ ├── phone-1.sl │ ├── phone-10-long-repeat.sl │ ├── phone-10-long.sl │ ├── phone-10.sl │ ├── phone-10_short.sl │ ├── phone-1_short.sl │ ├── phone-2-long-repeat.sl │ ├── phone-2-long.sl │ ├── phone-2.sl │ ├── phone-2_short.sl │ ├── phone-3-long-repeat.sl │ ├── phone-3-long.sl │ ├── phone-3.sl │ ├── phone-3_short.sl │ ├── phone-4-long-repeat.sl │ ├── phone-4-long.sl │ ├── phone-4.sl │ ├── phone-4_short.sl │ ├── phone-5-long-repeat.sl │ ├── phone-5-long.sl │ ├── phone-5.sl │ ├── phone-5_short.sl │ ├── phone-6-long-repeat.sl │ ├── phone-6-long.sl │ ├── phone-6.sl │ ├── phone-6_short.sl │ ├── phone-7-long-repeat.sl │ ├── phone-7-long.sl │ ├── phone-7.sl │ ├── phone-7_short.sl │ ├── phone-8-long-repeat.sl │ ├── phone-8-long.sl │ ├── phone-8.sl │ ├── phone-8_short.sl │ ├── phone-9-long-repeat.sl │ ├── phone-9-long.sl │ ├── phone-9.sl │ ├── phone-9_short.sl │ ├── phone-long-repeat.sl │ ├── phone-long.sl │ ├── phone.sl │ ├── phone_short.sl │ ├── reverse-name-long-repeat.sl │ ├── reverse-name-long.sl │ ├── reverse-name.sl │ ├── reverse-name_short.sl │ ├── starexec_description.txt │ ├── univ_1-long-repeat.sl │ ├── univ_1-long.sl │ ├── univ_1.sl │ ├── univ_1_short.sl │ ├── univ_2-long-repeat.sl │ ├── univ_2-long.sl │ ├── univ_2.sl │ ├── univ_2_short.sl │ ├── univ_3-long-repeat.sl │ ├── univ_3-long.sl │ ├── univ_3.sl │ ├── univ_3_short.sl │ ├── univ_4-long-repeat.sl │ ├── univ_4-long.sl │ ├── univ_4.sl │ ├── univ_4_short.sl │ ├── univ_5-long-repeat.sl │ ├── univ_5-long.sl │ ├── univ_5.sl │ ├── univ_5_short.sl │ ├── univ_6-long-repeat.sl │ ├── univ_6-long.sl │ ├── univ_6.sl │ └── univ_6_short.sl ├── Readme.md ├── __init__.py ├── bin │ ├── __init__.py │ ├── analyzeDepth.py │ ├── binutil.py │ ├── clevr.py │ ├── clevr_revise_color_count.py │ ├── clevr_revised.py │ ├── compiledDriver.py │ ├── demoLogo.py │ ├── deprecated │ │ ├── __init__.py │ │ ├── compressionGraph.py │ │ ├── evolution.py │ │ ├── extractDeepcoderDataset.py │ │ ├── python_server.py │ │ └── symbolicRegression.py │ ├── evaluate_test_programs.py │ ├── examineFrontier.py │ ├── graphVersionSizes.py │ ├── graphs.py │ ├── image_robustfill.py │ ├── incr.py │ ├── launch.py │ ├── list.py │ ├── logReports.py │ ├── logo.py │ ├── physics.py │ ├── rational.py │ ├── rbBaseline.py │ ├── regexes.py │ ├── relations.py │ ├── scientificLaws.py │ ├── symmetryBreaking.py │ ├── syntax_robustfill.py │ ├── taskRankGraphs.py │ ├── test_cpus.py │ ├── text.py │ └── tower.py ├── docker-compose.yml ├── dreamcoder │ ├── __init__.py │ ├── compression.py │ ├── deprecated │ │ ├── __init__.py │ │ └── network.py │ ├── differentiation.py │ ├── domains │ │ ├── __init__.py │ │ ├── arithmetic │ │ │ ├── __init__.py │ │ │ └── arithmeticPrimitives.py │ │ ├── clevr │ │ │ ├── main.py │ │ │ └── parse_clevr_tasks.py │ │ ├── clevr_revised │ │ │ └── main.py │ │ ├── clevr_revised_color_count │ │ │ └── main.py │ │ ├── list │ │ │ ├── __init__.py │ │ │ ├── listPrimitives.py │ │ │ ├── main.py │ │ │ └── makeListTasks.py │ │ ├── logo │ │ │ ├── __init__.py │ │ │ ├── logoPrimitives.py │ │ │ ├── main.py │ │ │ └── makeLogoTasks.py │ │ ├── misc │ │ │ ├── RobustFillPrimitives.py │ │ │ ├── __init__.py │ │ │ ├── algolispPrimitives.py │ │ │ ├── deepcoderPrimitives.py │ │ │ └── napsPrimitives.py │ │ ├── regex │ │ │ ├── __init__.py │ │ │ ├── groundtruthRegexes.py │ │ │ ├── main.py │ │ │ ├── makeRegexTasks.py │ │ │ └── regexPrimitives.py │ │ ├── relation │ │ │ ├── generate_clause.py │ │ │ ├── generate_tasks.py │ │ │ ├── main.py │ │ │ ├── parse_relation_tasks.py │ │ │ └── relation_primitives.py │ │ ├── text │ │ │ ├── __init__.py │ │ │ ├── main.py │ │ │ ├── makeTextTasks.py │ │ │ └── textPrimitives.py │ │ └── tower │ │ │ ├── __init__.py │ │ │ ├── main.py │ │ │ ├── makeTowerTasks.py │ │ │ ├── towerPrimitives.py │ │ │ └── tower_common.py │ ├── dreamcoder.py │ ├── dreaming.py │ ├── ec.py │ ├── enumeration.py │ ├── fragmentGrammar.py │ ├── fragmentUtilities.py │ ├── frontier.py │ ├── grammar.py │ ├── likelihoodModel.py │ ├── primitiveGraph.py │ ├── primitiveGraphAdaption.py │ ├── program.py │ ├── recognition.py │ ├── task.py │ ├── taskBatcher.py │ ├── type.py │ ├── utilities.py │ └── vs.py ├── evaluation │ ├── collect_solved_tasks.ipynb │ ├── hyp_to_id.json │ ├── task_id_dict_dc.json │ ├── test_programs_all_cubes.ipynb │ ├── test_programs_curi.ipynb │ ├── test_programs_curi_revised.ipynb │ └── test_programs_kandinsky.ipynb ├── evaluation_script.sh ├── evaluation_script_all_cube.sh ├── evaluation_script_all_metal_one_gray.sh ├── evaluation_script_revised_color_count.sh ├── failures │ └── .dummy ├── official_experiments ├── official_figures ├── prototypical-networks │ ├── .gitignore │ ├── ocaml_client.ml │ ├── protonet_score.py │ ├── protonet_server.py │ ├── protonets │ │ ├── __init__.py │ │ ├── engine.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── factory.py │ │ │ ├── few_shot.py │ │ │ └── utils.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── data.py │ │ │ ├── log.py │ │ │ └── model.py │ ├── results-OM │ │ ├── best_model.pt │ │ ├── opt.json │ │ └── trace.txt │ ├── run_train.py │ └── scripts │ │ ├── __init__.py │ │ ├── predict │ │ └── few_shot │ │ │ ├── eval.py │ │ │ └── run_eval.py │ │ └── train │ │ ├── __init__.py │ │ └── few_shot │ │ ├── run_train.py │ │ ├── run_trainval.py │ │ ├── train.py │ │ └── trainval.py ├── requirements.txt ├── revising │ ├── clevr_revise_color_count_result.py │ ├── clevr_revise_experiments.ipynb │ └── create_revising_task.ipynb ├── run_eval.sh ├── run_eval_kand.sh ├── run_eval_revised.sh ├── run_experiment.sh ├── run_experiment_color_count.sh ├── run_experiment_confounded.sh ├── run_kandinsky.sh ├── runtests ├── rust_compressor │ ├── Cargo.lock │ ├── Cargo.toml │ ├── Makefile │ ├── example_input.json │ ├── rust_compressor │ └── src │ │ ├── main.rs │ │ └── vs.rs ├── singularity ├── solvers │ ├── CachingTable.ml │ ├── Dreaming.ml │ ├── EC.ml │ ├── Euclid.ml │ ├── FastType.ml │ ├── Helmholtz.ml │ ├── Makefile │ ├── PolyValue.ml │ ├── TikZ.ml │ ├── cache_pb.ml │ ├── cache_pb.mli │ ├── cache_types.ml │ ├── cache_types.mli │ ├── clever.ml │ ├── client.ml │ ├── color.ml │ ├── combinator.ml │ ├── compression.ml │ ├── differentiation.ml │ ├── enumeration.ml │ ├── funarray.ml │ ├── funarray.mli │ ├── geomDrawFile.ml │ ├── geomDrawLambdaString.ml │ ├── geomGenerate.ml │ ├── geomLib │ │ ├── Generator.ml │ │ ├── Interpreter.ml │ │ ├── Plotter.ml │ │ ├── Plumbing.ml │ │ ├── Renderer.ml │ │ ├── Utils2.ml │ │ ├── geomLexer.mll │ │ ├── geomParser.mly │ │ ├── jbuild │ │ ├── lambdaLexer.mll │ │ └── lambdaParser.mly │ ├── geomTest.ml │ ├── grammar.ml │ ├── heap_search.ml │ ├── jbuild │ ├── karel.ml │ ├── list_synthesizer.ml │ ├── logoDrawString.ml │ ├── logoLib │ │ ├── Colors.ml │ │ ├── VGWrapper.ml │ │ ├── jbuild │ │ └── logoInterpreter.ml │ ├── logoSequenceString.ml │ ├── logoTest.ml │ ├── parallel.ml │ ├── parser.ml │ ├── physics.ml │ ├── polynomial.ml │ ├── pregex.ml │ ├── probabilistic_grammar.ml │ ├── program.ml │ ├── protonet-tester.ml │ ├── recognition.ml │ ├── sfg.ml │ ├── solver.ml │ ├── string_transformation.ml │ ├── task.ml │ ├── timeout.ml │ ├── tower.ml │ ├── turtle.ml │ ├── type.ml │ ├── utils.ml │ ├── versionDemo.ml │ ├── versions.ml │ └── vs.ml ├── taskRankGraphs └── tests │ ├── README.md │ ├── __init__.py │ ├── integration │ └── runtests.sh │ ├── resources │ └── kellis_list_exp.pickle │ ├── test.sh │ ├── test_compression.py │ ├── test_dreamcoder.py │ ├── test_dreaming.py │ ├── test_enumeration.py │ ├── test_fragmentGrammar.py │ ├── test_list.py │ ├── test_logo.py │ ├── test_recognition.py │ ├── test_regexes.py │ ├── test_symmetryBreaking.py │ ├── test_text.py │ └── test_tower.py ├── figures ├── all-cubes.jpg ├── all-metal-one-gray.jpg ├── kandinsky.jpg └── overview.png ├── kandinsky ├── .gitignore ├── README.md ├── __init__.py ├── generate.sh ├── generate_patterns.py ├── requirements.txt └── src │ ├── __init__.py │ ├── generate_tasks.py │ ├── kp │ ├── ClauseBasedKandinskyFigure.py │ ├── KandinskyCaptions.py │ ├── KandinskyTruth.py │ ├── KandinskyUniverse.py │ ├── NumbersKandinskyFigure.py │ ├── RandomKandinskyFigure.py │ ├── SameColorSameShape.py │ ├── SameConcept.py │ ├── ShapeOnShapes.py │ ├── SimpleObjectAndShape.py │ ├── __init__.py │ └── generate_task_clauses.py │ ├── kpgen_random.py │ ├── map │ ├── __init__.py │ ├── categories.json │ ├── class_combinations.py │ ├── class_id_to_name.json │ ├── class_name_to_id.json │ ├── concept_categories.json │ └── concept_relation_categories.json │ └── pix2seq_shortcut.py └── pix2seq ├── .gitignore ├── Dockerfile ├── README.md ├── __init__.py ├── convert_to_dreamcoder.py ├── datasets ├── __init__.py ├── clevr.py ├── coco.py ├── coco_eval.py ├── create_coco_style_annotations.py └── transforms.py ├── docker-compose.yaml ├── engine.py ├── 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