diff --git a/pyproject.toml b/pyproject.toml index 4a717646..62d69e4e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,6 +20,7 @@ readme = {file = "README.md", content-type = "text/markdown"} dependencies = [ "aind_behavior_services>=0.13.5", + "contraqctor>=0.5.8", "pydantic-settings", "scikit-learn>=1.8.0", ] diff --git a/schema/aind_behavior_dynamic_foraging.json b/schema/aind_behavior_dynamic_foraging.json index b887ffa7..521d0d4e 100644 --- a/schema/aind_behavior_dynamic_foraging.json +++ b/schema/aind_behavior_dynamic_foraging.json @@ -3,7 +3,7 @@ "AindDynamicForagingRig": { "properties": { "aind_behavior_services_pkg_version": { - "default": "0.13.5", + "default": "0.13.7", "pattern": "^(0|[1-9]\\d*)\\.(0|[1-9]\\d*)\\.(0|[1-9]\\d*)(?:-((?:0|[1-9]\\d*|\\d*[a-zA-Z-][0-9a-zA-Z-]*)(?:\\.(?:0|[1-9]\\d*|\\d*[a-zA-Z-][0-9a-zA-Z-]*))*))?(?:\\+([0-9a-zA-Z-]+(?:\\.[0-9a-zA-Z-]+)*))?$", "title": "aind_behavior_services package version", "type": "string" @@ -194,7 +194,7 @@ "title": "Rng Seed" }, "aind_behavior_services_pkg_version": { - "default": "0.13.5", + "default": "0.13.7", "pattern": "^(0|[1-9]\\d*)\\.(0|[1-9]\\d*)\\.(0|[1-9]\\d*)(?:-((?:0|[1-9]\\d*|\\d*[a-zA-Z-][0-9a-zA-Z-]*)(?:\\.(?:0|[1-9]\\d*|\\d*[a-zA-Z-][0-9a-zA-Z-]*))*))?(?:\\+([0-9a-zA-Z-]+(?:\\.[0-9a-zA-Z-]+)*))?$", "title": "aind_behavior_services package version", "type": "string" @@ -2801,14 +2801,14 @@ "Session": { "properties": { "aind_behavior_services_pkg_version": { - "default": "0.13.5", + "default": "0.13.7", "pattern": "^(0|[1-9]\\d*)\\.(0|[1-9]\\d*)\\.(0|[1-9]\\d*)(?:-((?:0|[1-9]\\d*|\\d*[a-zA-Z-][0-9a-zA-Z-]*)(?:\\.(?:0|[1-9]\\d*|\\d*[a-zA-Z-][0-9a-zA-Z-]*))*))?(?:\\+([0-9a-zA-Z-]+(?:\\.[0-9a-zA-Z-]+)*))?$", "title": "aind_behavior_services package version", "type": "string" }, "version": { - "const": "0.13.5", - "default": "0.13.5", + "const": "0.13.7", + "default": "0.13.7", "title": "Version", "type": "string" }, diff --git a/schema/coupled_baiting.json b/schema/coupled_baiting.json index 80179c46..5dd004c1 100644 --- a/schema/coupled_baiting.json +++ b/schema/coupled_baiting.json @@ -11,7 +11,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 4.0, "left_value_volume": 4.0 @@ -186,7 +186,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -289,7 +289,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -392,7 +392,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -495,7 +495,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -606,7 +606,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 diff --git a/schema/uncoupled.json b/schema/uncoupled.json index 9b5caf9b..7a9b0193 100644 --- a/schema/uncoupled.json +++ b/schema/uncoupled.json @@ -11,7 +11,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 4.0, "left_value_volume": 4.0 @@ -186,7 +186,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -289,7 +289,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -392,7 +392,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -481,7 +481,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -566,7 +566,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 diff --git a/schema/uncoupled_baiting.json b/schema/uncoupled_baiting.json index 1ceddb14..ba001566 100644 --- a/schema/uncoupled_baiting.json +++ b/schema/uncoupled_baiting.json @@ -11,7 +11,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 4.0, "left_value_volume": 4.0 @@ -186,7 +186,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -289,7 +289,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -392,7 +392,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -481,7 +481,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 @@ -570,7 +570,7 @@ "description": "", "task_parameters": { "rng_seed": null, - "aind_behavior_services_pkg_version": "0.13.5", + "aind_behavior_services_pkg_version": "0.13.7", "reward_size": { "right_value_volume": 2.0, "left_value_volume": 2.0 diff --git a/scripts/walk_through_session.py b/scripts/walk_through_session.py index 885320dc..fef9cceb 100644 --- a/scripts/walk_through_session.py +++ b/scripts/walk_through_session.py @@ -1,11 +1,10 @@ import logging import os -from aind_behavior_dynamic_foraging.task_logic.trial_generators.coupled_warmup_trial_generator import ( +from aind_behavior_dynamic_foraging.data_contract import dataset as df_foraging_dataset +from aind_behavior_dynamic_foraging.task_logic.trial_generators.coupled_trial_generators.coupled_warmup_trial_generator import ( CoupledWarmupTrialGeneratorSpec, ) - -from aind_behavior_dynamic_foraging.data_contract import dataset as df_foraging_dataset from aind_behavior_dynamic_foraging.task_logic.trial_models import TrialOutcome logging.basicConfig( @@ -20,10 +19,10 @@ def walk_through_session(data_directory: os.PathLike): software_events.load_all() trial_outcomes = software_events["TrialOutcome"].data["data"].iloc - warmup_trial_generator = CoupledWarmupTrialGeneratorSpec().create_generator() + trial_generator = CoupledWarmupTrialGeneratorSpec().create_generator() for i, outcome in enumerate(trial_outcomes): - warmup_trial_generator.update(TrialOutcome.model_validate(outcome)) - trial = warmup_trial_generator.next() + trial_generator.update(TrialOutcome.model_validate(outcome)) + trial = trial_generator.next() if not trial: print(f"Session finished at trial {i}") diff --git a/src/Extensions/AindBehaviorDynamicForaging.Generated.cs b/src/Extensions/AindBehaviorDynamicForaging.Generated.cs index 52a7c6c6..3a227bd4 100644 --- a/src/Extensions/AindBehaviorDynamicForaging.Generated.cs +++ b/src/Extensions/AindBehaviorDynamicForaging.Generated.cs @@ -49,7 +49,7 @@ public partial class AindDynamicForagingRig public AindDynamicForagingRig() { - _aindBehaviorServicesPkgVersion = "0.13.5"; + _aindBehaviorServicesPkgVersion = "0.13.7"; _version = "0.0.2"; _triggeredCameraController = new CameraControllerSpinnakerCamera(); _harpBehavior = new HarpBehavior(); @@ -590,7 +590,7 @@ public partial class AindDynamicForagingTaskParameters public AindDynamicForagingTaskParameters() { - _aindBehaviorServicesPkgVersion = "0.13.5"; + _aindBehaviorServicesPkgVersion = "0.13.7"; _rewardSize = new RewardSize(); _trialGenerator = new TrialGeneratorSpec(); } @@ -4918,8 +4918,8 @@ public partial class Session public Session() { - _aindBehaviorServicesPkgVersion = "0.13.5"; - _version = "0.13.5"; + _aindBehaviorServicesPkgVersion = "0.13.7"; + _version = "0.13.7"; _experimenter = new System.Collections.Generic.List(); _allowDirtyRepo = false; _skipHardwareValidation = false; diff --git a/src/Extensions/bonsai.py b/src/Extensions/bonsai.py index 5fab0e0f..6c0c2811 100644 --- a/src/Extensions/bonsai.py +++ b/src/Extensions/bonsai.py @@ -1,8 +1,16 @@ +import logging +import sys from typing import TYPE_CHECKING from pydantic import TypeAdapter -from aind_behavior_dynamic_foraging.task_logic import TrialGeneratorSpec +logging.basicConfig( + stream=sys.stdout, + level=logging.DEBUG, + format='{"name": "%(name)s", "level": %(levelno)d, "msg": "%(message)s"}', +) + +from aind_behavior_dynamic_foraging.task_logic import TrialGeneratorSpec # noqa if TYPE_CHECKING: from aind_behavior_dynamic_foraging.task_logic.trial_generators._base import ITrialGenerator diff --git a/src/aind_behavior_dynamic_foraging/data_contract/_dataset.py b/src/aind_behavior_dynamic_foraging/data_contract/_dataset.py index 91451a04..a9055b29 100644 --- a/src/aind_behavior_dynamic_foraging/data_contract/_dataset.py +++ b/src/aind_behavior_dynamic_foraging/data_contract/_dataset.py @@ -1,6 +1,6 @@ from pathlib import Path -from aind_behavior_curriculum import TrainerState +from aind_behavior_curriculum import Metrics, TrainerState from aind_behavior_services.session import Session from contraqctor.contract import Dataset, DataStreamCollection from contraqctor.contract.camera import Camera @@ -61,10 +61,18 @@ def make_dataset( data_streams=[ Json( name="PreviousMetrics", - reader_params=Json.make_params( + reader_params=PydanticModel.make_params( + model=Metrics, path=root_path / "behavior/previous_metrics.json", ), ), + PydanticModel( + name="Metrics", + reader_params=PydanticModel.make_params( + model=Metrics, + path=root_path / "behavior/metrics.json", + ), + ), PydanticModel( name="TrainerState", reader_params=PydanticModel.make_params( diff --git a/uv.lock b/uv.lock index efa9d3c7..a0dfa692 100644 --- a/uv.lock +++ b/uv.lock @@ -17,6 +17,7 @@ resolution-markers = [ members = [ "aind-behavior-dynamic-foraging", "aind-behavior-dynamic-foraging-curricula", + "aind-behavior-dynamic-foraging-metadata-mapper", ] [[package]] @@ -33,16 +34,16 @@ wheels = [ [[package]] name = "aind-behavior-curriculum" -version = "0.0.38" +version = "0.0.42" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "jinja2" }, { name = "pydantic" }, { name = "semver" }, ] -sdist = { url = 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dependencies = [ "aind-behavior-curriculum >= 0.0.38", "numpy>=2.4.2", "pydantic-settings", - "aind-behavior-dynamic-foraging==0.0.2rc24" + "aind-behavior-dynamic-foraging" ] [tool.uv.sources] diff --git a/workspace/aind_behavior_dynamic_foraging_curricula/src/aind_behavior_dynamic_foraging_curricula/metrics.py b/workspace/aind_behavior_dynamic_foraging_curricula/src/aind_behavior_dynamic_foraging_curricula/metrics.py index cdab6c50..1cb5f204 100644 --- a/workspace/aind_behavior_dynamic_foraging_curricula/src/aind_behavior_dynamic_foraging_curricula/metrics.py +++ b/workspace/aind_behavior_dynamic_foraging_curricula/src/aind_behavior_dynamic_foraging_curricula/metrics.py @@ -80,7 +80,7 @@ def metrics_from_dataset( logger.debug(f"Calculated foraging efficiency as {foraging_efficiency}") try: - prev_metrics = DynamicForagingMetrics(**dataset["Behavior"]["PreviousMetrics"].data) + prev_metrics = DynamicForagingMetrics.model_validate(dataset["Behavior"]["PreviousMetrics"].data) prev_stage = prev_metrics.stage_name except FileNotFoundError: logger.info("No previous metrics found.") diff --git a/workspace/aind_behavior_dynamic_foraging_curricula/tests/test_metrics.py b/workspace/aind_behavior_dynamic_foraging_curricula/tests/test_metrics.py index 71f62784..ed46e6ae 100644 --- a/workspace/aind_behavior_dynamic_foraging_curricula/tests/test_metrics.py +++ b/workspace/aind_behavior_dynamic_foraging_curricula/tests/test_metrics.py @@ -3,8 +3,6 @@ from typing import Optional from unittest.mock import MagicMock, PropertyMock, patch -import numpy as np - from aind_behavior_dynamic_foraging_curricula.metrics import ( metrics_from_dataset, ) @@ -110,17 +108,6 @@ def test_previous_metrics_accumulate(self): self.assertEqual(len(result.foraging_efficiency_per_session), 2) self.assertEqual(len(result.unignored_trials_per_session), 2) - def test_foraging_efficiency_is_finite_and_positive(self): - trials = [ - _make_trial(True, True, 0.7, 0.3), - _make_trial(True, False, 0.7, 0.3), - _make_trial(False, True, 0.7, 0.3), - ] - with _patch_dataset(trials): - result = metrics_from_dataset(self.tmp_path) - self.assertGreater(result.foraging_efficiency_per_session[-1], 0) - self.assertTrue(np.isfinite(result.foraging_efficiency_per_session[-1])) - if __name__ == "__main__": unittest.main() diff --git a/workspace/aind_behavior_dynamic_foraging_metadata_mapper/README.md b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/README.md new file mode 100644 index 00000000..e69de29b diff --git a/workspace/aind_behavior_dynamic_foraging_metadata_mapper/pyproject.toml b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/pyproject.toml new file mode 100644 index 00000000..436b2a13 --- /dev/null +++ b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/pyproject.toml @@ -0,0 +1,77 @@ +[build-system] +requires = ["uv_build>=0.8.22"] +build-backend = "uv_build" + +[project] +name = "aind-behavior-dynamic-foraging-metadata-mapper" +description = "A library of mapping for the Dynamic Foraging task." +authors = [ + {name = "Bruno Cruz", email = "bruno.cruz@alleninstitute.org"}, + {name = "Micah Woodard", email = "micah.woodard@alleninstitute.org"} + ] +license = "MIT" +version = "0.0.1" +requires-python = ">=3.11" +classifiers = [ + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "Operating System :: Microsoft :: Windows", +] +readme = {file = "README.md", content-type = "text/markdown"} + +dependencies = [ + "numpy>=2.4.2", + "pydantic-settings", + "aind-behavior-dynamic-foraging", + "aind-data-schema>=2.6.0", + "cyclopts>=4.10.0", + "aind-clabe>=0.11.2", +] + +[tool.uv.sources] +aind-behavior-dynamic-foraging = { workspace = true } + +[dependency-groups] + +dev = [ + 'ruff', + 'pytest', + 'pytest-cov', + 'codespell', +] + +docs = [ + 'mkdocs', + 'mkdocs-material', + 'mkdocstrings[python]', + 'pymdown-extensions', + 'ruff', +] + +[tool.uv] +default-groups = ['dev'] + +[tool.ruff] +line-length = 120 +target-version = 'py311' + +[tool.ruff.lint] +extend-select = ['Q', 'RUF100', 'C90', 'I'] +extend-ignore = [] +mccabe = { max-complexity = 14 } +pydocstyle = { convention = 'google' } + +[tool.codespell] +skip = '.git,*.pdf,*.svg,uv.lock' +ignore-words-list = 'nd' + +[tool.pytest.ini_options] +addopts = "--strict-markers --tb=short --cov=src --cov-report=term-missing --cov-fail-under=70" +testpaths = ["tests"] +python_files = ["test_*.py"] +python_classes = ["Test*"] +python_functions = ["test_*"] + +[project.scripts] +mapper = "aind_behavior_dynamic_foraging_metadata_mapper.cli:main" diff --git a/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/__init__.py b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/__init__.py new file mode 100644 index 00000000..ca0ea40a --- /dev/null +++ b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/__init__.py @@ -0,0 +1,7 @@ +from .acquisition import AindAcquisitionDataMapper +from .instrument import AindInstrumentDataMapper + +__all__ = [ + "AindAcquisitionDataMapper", + "AindInstrumentDataMapper", +] diff --git a/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/acquisition.py b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/acquisition.py new file mode 100644 index 00000000..cbb6f33e --- /dev/null +++ b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/acquisition.py @@ -0,0 +1,267 @@ +import logging +import os +import sys +from datetime import datetime, timezone +from decimal import Decimal +from pathlib import Path +from typing import List, Optional + +import git +from aind_behavior_dynamic_foraging.data_contract import dataset as df_foraging_dataset +from aind_behavior_dynamic_foraging.data_contract.utils import calculate_consumed_water +from aind_behavior_dynamic_foraging.rig import AindDynamicForagingRig +from aind_behavior_dynamic_foraging.task_logic import AindDynamicForagingTaskLogic +from aind_behavior_services.rig import Device as AbsDevice +from aind_behavior_services.rig import cameras as abs_camera +from aind_behavior_services.rig import water_valve as abs_water_valve +from aind_behavior_services.session import Session +from aind_behavior_services.utils import get_fields_of_type, model_from_json_file, utcnow +from aind_data_schema.components.configs import TriggerType +from aind_data_schema.components.measurements import CalibrationFit, FitType, GenericModel, VolumeCalibration +from aind_data_schema.core.acquisition import ( + CALIBRATIONS, + Acquisition, + AcquisitionSubjectDetails, + Code, + DataStream, + DetectorConfig, + PerformanceMetrics, + StimulusEpoch, + StimulusModality, +) +from aind_data_schema_models import units +from aind_data_schema_models.modalities import Modality +from clabe.data_mapper import helpers as data_mapper_helpers +from clabe.data_mapper.aind_data_schema import AindDataSchemaSessionDataMapper +from pydantic import ValidationError + +logger = logging.getLogger(__name__) + + +class AindAcquisitionDataMapper(AindDataSchemaSessionDataMapper): + def __init__( + self, data_path: os.PathLike, repository_path: os.PathLike, session_end_time: Optional[datetime] = None + ): + """ + Class to create acquisition model for completed session. + + Args: + data_path (os.PathLike): + Path to the directory containing the dataset to analyze. This + directory is expected to include all required behavioral data files. + + repository_path (os.PathLike): + Path to github repository. + + session_end_time: Optional[datetime]: + End time of acquisition. If None, current time will be used. + """ + + self.data_path = data_path + self.repository_path = repository_path + self.session_end_time = session_end_time + + self.session_model = model_from_json_file( + json_path=Path(self.data_path) / "behavior" / "Logs" / "session_output.json", model=Session + ) + self._mapped: Optional[Acquisition] = None + + def session_schema(self): + return self.mapped + + @property + def session_name(self) -> str: + if self.session_model.session_name is None: + raise ValueError("Session name is not set in the session model.") + return self.session_model.session_name + + def map(self) -> Acquisition: + logger.info("Mapping aind-data-schema Acquisition.") + try: + self._mapped = self._map() + return self._mapped + except (ValidationError, ValueError, IOError) as e: + logger.error("Failed to map to aind-data-schema Session. %s", e) + raise e + + def _map(self) -> Acquisition: + """ + Create acquisition model for completed session. + + Returns: + Acquisition: + Acquisition model for session + + Raises: + FileNotFoundError: + If the specified data directory or required files do not exist. + + ValueError: + If the dataset is malformed or missing required fields for + computing metrics. + """ + dataset = df_foraging_dataset(self.data_path) + input_schemas = dataset["Behavior"]["InputSchemas"] + session_model = Session.model_validate(input_schemas["Session"].data) + rig_model = AindDynamicForagingRig.model_validate(input_schemas["Rig"].data) + task_logic_model = AindDynamicForagingTaskLogic.model_validate(input_schemas["TaskLogic"].data) + repository = git.Repo(self.repository_path) + + if self.session_end_time is None: + logger.warning("Session end time is not set. Using current time as end time.") + acquisition_end_time = datetime.now(tz=timezone.utc) + + bonsai_code = _get_bonsai_as_code(repository) + python_code = _get_python_as_code(repository) + + cameras = data_mapper_helpers.get_cameras(rig_model, exclude_without_video_writer=True) + camera_configs = [_get_camera_config(k, v, repository) for k, v in cameras.items()] + + # construct data stream + modalities: list[Modality.ONE_OF] = [getattr(Modality, "BEHAVIOR")] + if len(camera_configs) > 0: + modalities.append(getattr(Modality, "BEHAVIOR_VIDEOS")) + modalities = list(set(modalities)) + + active_devices = [ + _device[0] + for _device in get_fields_of_type(rig_model, AbsDevice, stop_recursion_on_type=False) + if _device[0] is not None and not isinstance(_device[1], abs_camera.CameraController) + ] + + data_streams = [ + DataStream( + stream_start_time=session_model.date, + stream_end_time=acquisition_end_time, + code=[bonsai_code, python_code], + active_devices=active_devices, + modalities=modalities, + configurations=camera_configs, + notes=session_model.notes, + ) + ] + + # populate behavior epoch + metrics = dataset["Behavior"]["Metrics"].data + trainer_state = dataset["Behavior"]["TrainerState"].data + trial_outcomes = dataset["Behavior"]["SoftwareEvents"]["TrialOutcome"].data["data"].iloc + rewarded = sum(to["is_rewarded"] for to in trial_outcomes if to["trial"]["is_auto_response_right"] is None) + water = calculate_consumed_water(self.data_path) + performance_metrics = PerformanceMetrics( + reward_consumed_during_epoch=None if not water else Decimal(str(water)), + reward_consumed_unit=units.VolumeUnit.ML, + trials_total=trial_outcomes[:].shape[0], + trials_finished=metrics.unignored_trials_per_session[-1], + trials_rewarded=rewarded, + output_parameters=metrics.model_dump(), + ) + + stimulus_epoch = StimulusEpoch( + stimulus_start_time=session_model.date, + stimulus_end_time=acquisition_end_time, + stimulus_name="GoCue", + code=bonsai_code, + stimulus_modalities=[StimulusModality.AUDITORY], + performance_metrics=performance_metrics, + curriculum_status=trainer_state.stage.name, + ) + + # Construct aind-data-schema session + return Acquisition( + subject_id=session_model.subject, + subject_details=_get_subject_details(self.data_path), + instrument_id=rig_model.rig_name, + acquisition_end_time=acquisition_end_time, + acquisition_start_time=session_model.date, + experimenters=session_model.experimenter, + acquisition_type=session_model.experiment or task_logic_model.name, + coordinate_system=None, + data_streams=data_streams, + calibrations=_get_water_calibration(rig_model), + stimulus_epochs=[stimulus_epoch], + ) + + +def _get_subject_details(data_path: os.PathLike) -> AcquisitionSubjectDetails: + water = calculate_consumed_water(data_path) + return AcquisitionSubjectDetails( + mouse_platform_name="tube", + reward_consumed_total=None if not water else Decimal(str(water)), + reward_consumed_unit=units.VolumeUnit.ML, + ) + + +def _get_water_calibration(rig_model: AindDynamicForagingRig) -> List[CALIBRATIONS]: + + water_calibrations = get_fields_of_type(rig_model, abs_water_valve.WaterValveCalibration) + vol_cal = [] + for device_name, wc in water_calibrations: + if device_name and wc.interval_average: + vol_cal.append( + VolumeCalibration( + device_name=device_name, + calibration_date=wc.date if wc.date else utcnow(), + input=list(wc.interval_average.keys()), + output=list(wc.interval_average.values()), + input_unit=units.TimeUnit.S, + output_unit=units.VolumeUnit.ML, + fit=CalibrationFit( + fit_type=FitType.LINEAR, + fit_parameters=GenericModel.model_validate(wc.model_dump()), + ), + ) + ) + return vol_cal + + +def _get_camera_config(name: str, camera: abs_camera.CameraTypes, repository: git.Repo) -> DetectorConfig: + + if isinstance(camera.video_writer, abs_camera.VideoWriterFfmpeg): + compression = Code( + url="https://ffmpeg.org/", + name="FFMPEG", + parameters=GenericModel.model_validate(camera.video_writer.model_dump()), + ) + elif isinstance(camera.video_writer, abs_camera.VideoWriterOpenCv): + bonsai = _get_bonsai_as_code(repository) + bonsai.parameters = GenericModel.model_validate(camera.video_writer.model_dump()) + compression = bonsai + else: + raise ValueError("Camera does not have a valid video writer configured.") + + return DetectorConfig( + device_name=name, + exposure_time=getattr(camera, "exposure", -1), + exposure_time_unit=units.TimeUnit.US, + trigger_type=TriggerType.EXTERNAL, + compression=compression, + ) + + +def _get_bonsai_as_code(repository: git.Repo) -> Code: + bonsai_folder = Path(Path(repository.working_tree_dir) / ".bonsai" / "bonsai.exe").parent + bonsai_env = data_mapper_helpers.snapshot_bonsai_environment(bonsai_folder / "bonsai.config") + bonsai_version = bonsai_env.get("Bonsai", "unknown") + assert isinstance(repository, git.Repo) + + return Code( + url=repository.remote().url, + name="Aind.Behavior.DynamicForaging", + version=repository.head.commit.hexsha, + language="Bonsai", + language_version=bonsai_version, + ) + + +def _get_python_as_code(repository: git.Repo) -> Code: + v = sys.version_info + semver = f"{v.major}.{v.minor}.{v.micro}" + if v.releaselevel != "final": + semver += f"-{v.releaselevel}.{v.serial}" + return Code( + url=repository.remote().url, + name="aind-behavior-dynamic-foraging", + version=repository.head.commit.hexsha, + language="Python", + language_version=semver, + ) diff --git a/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/cli.py b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/cli.py new file mode 100644 index 00000000..4cbb8acb --- /dev/null +++ b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/cli.py @@ -0,0 +1,55 @@ +import logging +import os +import typing as t +from pathlib import Path + +from pydantic import AwareDatetime, Field +from pydantic_settings import BaseSettings, CliApp + +logger = logging.getLogger(__name__) + + +class DataMapperCli(BaseSettings, cli_kebab_case=True): + data_path: os.PathLike = Field(description="Path to the session data directory.") + repository_path: os.PathLike = Field( + default=Path("."), description="Path to the repository. By default it will use the current directory." + ) + session_end_time: AwareDatetime | None = Field( + default=None, + description="End time of the session in ISO format. If not provided, will use the time the data mapping is run.", + ) + suffix: t.Optional[str] = Field(default="", description="Suffix to append to the output filenames.") + + def cli_cmd(self): + """Generate aind-data-schema metadata for the Dynamic Foraging dataset located at the specified path.""" + from .acquisition import AindAcquisitionDataMapper + from .instrument import AindInstrumentDataMapper + + session_mapper = AindAcquisitionDataMapper( + data_path=Path(self.data_path), + repository_path=Path(self.repository_path), + session_end_time=self.session_end_time, + ) + acquisition = session_mapper.map() + + rig_mapper = AindInstrumentDataMapper(data_path=Path(self.data_path)) + instrument = rig_mapper.map() + + assert session_mapper.mapped is not None + assert rig_mapper.mapped is not None + + acquisition.write_standard_file(output_directory=Path(self.data_path), filename_suffix=self.suffix) + instrument.write_standard_file(output_directory=Path(self.data_path), filename_suffix=self.suffix) + + logger.info( + "Mapping completed! Saved acquisition.json, instrument.json to %s", + self.data_path, + ) + + +def main(): + CliApp.run(DataMapperCli) + + +if __name__ == "__main__": + main() diff --git a/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/instrument.py b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/instrument.py new file mode 100644 index 00000000..c5b6036d --- /dev/null +++ b/workspace/aind_behavior_dynamic_foraging_metadata_mapper/src/aind_behavior_dynamic_foraging_metadata_mapper/instrument.py @@ -0,0 +1,278 @@ +import logging +import os +from datetime import date +from decimal import Decimal +from pathlib import Path + +from aind_behavior_dynamic_foraging.data_contract import dataset as df_foraging_dataset +from aind_behavior_dynamic_foraging.rig import AindDynamicForagingRig +from aind_behavior_services.rig import water_valve as abs_water_valve +from aind_behavior_services.utils import get_fields_of_type, utcnow +from aind_data_schema.components.connections import Connection +from aind_data_schema.components.coordinates import Axis, AxisName, CoordinateSystem, Direction, Origin +from aind_data_schema.components.devices import ( + AnatomicalRelative, + Camera, + CameraAssembly, + CameraChroma, + CameraTarget, + Cooling, + DataInterface, + HarpDevice, + HarpDeviceType, + Lens, + MotorizedStage, + SizeUnit, +) +from aind_data_schema.components.measurements import CalibrationFit, FitType, GenericModel, VolumeCalibration +from aind_data_schema.core.acquisition import CALIBRATIONS +from aind_data_schema.core.instrument import Instrument +from aind_data_schema_models.modalities import Modality +from aind_data_schema_models.organizations import Organization +from aind_data_schema_models.units import FrequencyUnit, TimeUnit, VolumeUnit +from clabe.data_mapper.aind_data_schema import AindDataSchemaRigDataMapper + +logger = logging.getLogger(__name__) + + +class AindInstrumentDataMapper(AindDataSchemaRigDataMapper): + def __init__( + self, + data_path: os.PathLike, + ): + """ + Create Instrument model for completed session. + + Args: + data_directory (os.PathLike): + Path to the directory containing the dataset to analyze. This + directory is expected to include all required behavioral data files. + """ + + super().__init__() + self._data_path = Path(data_path) + + @staticmethod + def _get_water_calibration(rig_model: AindDynamicForagingRig) -> list[CALIBRATIONS]: + + water_calibrations = get_fields_of_type(rig_model, abs_water_valve.WaterValveCalibration) + vol_cal = [] + for device_name, wc in water_calibrations: + if device_name and wc.interval_average: + vol_cal.append( + VolumeCalibration( + device_name=device_name, + calibration_date=wc.date if wc.date else utcnow(), + input=list(wc.interval_average.keys()), + output=list(wc.interval_average.values()), + input_unit=TimeUnit.S, + output_unit=VolumeUnit.ML, + fit=CalibrationFit( + fit_type=FitType.LINEAR, + fit_parameters=GenericModel.model_validate(wc.model_dump()), + ), + ) + ) + return vol_cal + + def rig_schema(self): + return self.mapped + + @property + def session_name(self): + raise NotImplementedError("Method not implemented.") + + def map(self) -> Instrument: + logger.info("Mapping aind-data-schema Instrument.") + self._mapped = self._map() + return self.mapped + + def _map(self) -> Instrument: + """ + Create Instrument model for completed session. + + Returns: + Instrument: + Instrument model for session + + Raises: + FileNotFoundError: + If the specified data directory or required files do not exist. + + ValueError: + If the dataset is malformed or missing required fields for + computing metrics. + """ + + dataset = df_foraging_dataset(self._data_path) + input_schemas = dataset["Behavior"]["InputSchemas"] + rig = AindDynamicForagingRig.model_validate(input_schemas["Rig"].data) + + components = [] + connections = [] + + # cameras + controller = rig.triggered_camera_controller + fps = float(controller.frame_rate) if controller.frame_rate else float("nan") + for name, cam in rig.triggered_camera_controller.cameras.items(): + camera = Camera( + name=name, + manufacturer=Organization.FLIR, + chroma=CameraChroma.BW, + cooling=Cooling.NO_COOLING, + data_interface=DataInterface.USB, + sensor_format="1/2.9", + sensor_format_unit=SizeUnit.IN, + sensor_width=720, + sensor_height=540, + model="Blackfly S BFS-U3-04S2M", + frame_rate=Decimal(str(fps)), + frame_rate_unit=FrequencyUnit.HZ, + gain=Decimal(str(cam.gain) if cam.gain is not None else "0"), + serial_number=cam.serial_number, + crop_offset_x=cam.region_of_interest.x if cam.region_of_interest.x > 0 else None, + crop_offset_y=cam.region_of_interest.y if cam.region_of_interest.y > 0 else None, + crop_width=cam.region_of_interest.width if cam.region_of_interest.width > 0 else None, + crop_height=cam.region_of_interest.height if cam.region_of_interest.height > 0 else None, + crop_unit=SizeUnit.PX, + additional_settings=GenericModel.model_validate(cam.model_dump()), + ) + assembly = CameraAssembly( + name=f"{name}Assembly", + camera=camera, + target=CameraTarget.BODY if "Body" in name else CameraTarget.FACE, + lens=Lens(name="Lens A", manufacturer=Organization.FUJINON), + relative_position=[AnatomicalRelative.RIGHT if "Body" in name else AnatomicalRelative.SUPERIOR], + ) + components.append(assembly) + + # behavior board + behavior_board = dataset["Behavior"]["HarpBehavior"].load() + components.append( + HarpDevice( + name="BehaviorBoard", + harp_device_type=HarpDeviceType.BEHAVIOR, + serial_number=rig.harp_behavior.serial_number, + manufacturer=Organization.CHAMPALIMAUD, + is_clock_generator=False, + firmware_version=behavior_board.device_reader.device.firmwareVersion, + hardware_version=behavior_board.device_reader.device.hardwareTargets, + ) + ) + + # clock generator + clock_generator = dataset["Behavior"]["HarpClockGenerator"].load() + components.append( + HarpDevice( + name="ClockGenerator", + harp_device_type=HarpDeviceType.WHITERABBIT, + serial_number=rig.harp_clock_generator.serial_number, + is_clock_generator=True, + firmware_version=clock_generator.device_reader.device.firmwareVersion, + hardware_version=clock_generator.device_reader.device.hardwareTargets, + ) + ) + + # sound card + sound_card = dataset["Behavior"]["HarpSoundCard"].load() + components.append( + HarpDevice( + name="SoundCard", + harp_device_type=HarpDeviceType.SOUNDCARD, + serial_number=rig.harp_sound_card.serial_number, + manufacturer=Organization.CHAMPALIMAUD, + is_clock_generator=False, + firmware_version=sound_card.device_reader.device.firmwareVersion, + hardware_version=sound_card.device_reader.device.hardwareTargets, + ) + ) + + # optional harp devices + if rig.harp_lickometer_left: + left = dataset["Behavior"]["HarpLickometerLeft"].load() + components.append( + HarpDevice( + name="LickometerLeft", + harp_device_type=HarpDeviceType.LICKETYSPLIT, + serial_number=rig.harp_lickometer_left.serial_number, + is_clock_generator=False, + firmware_version=left.device_reader.device.firmwareVersion, + hardware_version=left.device_reader.device.hardwareTargets, + ) + ) + if rig.harp_lickometer_right: + right = dataset["Behavior"]["HarpLickometerRight"].load() + components.append( + HarpDevice( + name="LickometerRight", + serial_number=rig.harp_lickometer_right.serial_number, + harp_device_type=HarpDeviceType.LICKETYSPLIT, + is_clock_generator=False, + firmware_version=right.device_reader.device.firmwareVersion, + hardware_version=right.device_reader.device.hardwareTargets, + ) + ) + if rig.harp_sniff_detector: + sniff = dataset["Behavior"]["HarpSniffDetector"].load() + components.append( + HarpDevice( + name="SniffDetector", + harp_device_type=HarpDeviceType.SNIFFDETECTOR, + serial_number=rig.harp_sniff_detector.serial_number, + is_clock_generator=False, + firmware_version=sniff.device_reader.device.firmwareVersion, + hardware_version=sniff.device_reader.device.hardwareTargets, + ) + ) + if rig.harp_environment_sensor: + env_sen = dataset["Behavior"]["HarpEnvironmentSensor"].load() + components.append( + HarpDevice( + name="EnvironmentSensor", + harp_device_type=HarpDeviceType.ENVIRONMENTSENSOR, + serial_number=rig.harp_environment_sensor.serial_number, + is_clock_generator=False, + firmware_version=env_sen.device_reader.device.firmwareVersion, + hardware_version=env_sen.device_reader.device.hardwareTargets, + ) + ) + + # manipulator\ + components.append( + MotorizedStage( + name="motorized_stage", + manufacturer=Organization.AIND, + model="328-300-00", + travel=Decimal("30"), + travel_unit=SizeUnit.CM, + notes="This stage is driven by the manipulator device.", + ) + ) + + # connections + for name in rig.triggered_camera_controller.cameras: + connections.append( + Connection( + source_device="BehaviorBoard", + target_device=name, + ) + ) + + return Instrument( + instrument_id=rig.rig_name, + modification_date=date.today(), + modalities=[Modality.BEHAVIOR, Modality.BEHAVIOR_VIDEOS], + coordinate_system=CoordinateSystem( + name="RigCoordinateSystem", + origin=Origin.ORIGIN, + axes=[ + Axis(name=AxisName.X, direction=Direction.LR), + Axis(name=AxisName.Y, direction=Direction.FB), + Axis(name=AxisName.Z, direction=Direction.DU), + ], + axis_unit=SizeUnit.MM, + ), + components=components, + connections=connections, + calibrations=self._get_water_calibration(rig), + )