schrodinger.application.steps.bigquery_deduplication module¶

Steps for deduplicating and random sampling data (currently limited to use with Mols).

See the chains at the bottom of the module for the steps you’ll most likely want to use.

class schrodinger.application.steps.bigquery_deduplication.BQTable(*args, _param_type=<object object>, **kwargs)[source]¶

Bases: schrodinger.models.parameters.CompoundParam

dataset: str¶

Base class for all Param classes. A Param is a descriptor for storing data, which means that a single Param instance will manage the data values for multiple instances of the class that owns it. Example:

class Coord(CompoundParam):
    x: int
    y: int

An instance of the Coord class can be created normally, and Params can be accessed as normal attributes:

coord = Coord()
coord.x = 4

When a Param value is set, the valueChanged signal is emitted. Params can be serialized and deserialized to and from JSON. Params can also be nested:

class Atom(CompoundParam):
    coord: Coord
    element: str

table_name: str¶

Base class for all Param classes. A Param is a descriptor for storing data, which means that a single Param instance will manage the data values for multiple instances of the class that owns it. Example:

class Coord(CompoundParam):
    x: int
    y: int

An instance of the Coord class can be created normally, and Params can be accessed as normal attributes:

coord = Coord()
coord.x = 4

When a Param value is set, the valueChanged signal is emitted. Params can be serialized and deserialized to and from JSON. Params can also be nested:

class Atom(CompoundParam):
    coord: Coord
    element: str

getFullTableId()[source]¶

DataClass¶

This class can be used to declare a public attribute on a CompoundParam. Declared public attributes can be used without error.

Example usage:

class Coord(CompoundParam):
    x: int
    y: int
    note = NonParamAttribute()

coord = Coord()
coord.note = "hello" # No error

__init__(default_value=<object object>, _param_type=<object object>, **kwargs)¶

classmethod addSubParam(name, param, update_owner=True)¶

blockSignals(self, bool) → bool¶

block_signal_propagation()¶

childEvent(self, QChildEvent)¶

children(self) → List[QObject]¶

classmethod configureParam()¶: Override this class method to set up the abstract param class (e.g. setParamReference on child params.)

connectNotify(self, QMetaMethod)¶

customEvent(self, QEvent)¶

datasetChanged¶

datasetReplaced¶

classmethod defaultValue(*args, **kwargs)¶

deleteLater(self)¶

destroyed¶: destroyed(self, object: QObject = None) [signal]

disconnect(QMetaObject.Connection) → bool¶
disconnect(self) → None

disconnectNotify(self, QMetaMethod)¶

dumpObjectInfo(self)¶

dumpObjectTree(self)¶

dynamicPropertyNames(self) → List[QByteArray]¶

event(self, QEvent) → bool¶

eventFilter(self, QObject, QEvent) → bool¶

findChild(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject¶
findChild(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject

findChildren(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]¶
findChildren(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]

classmethod fromJson(json_obj)¶

A factory method which constructs a new object from a given dict loaded from a json string or file.

Parameters: json_obj (dict) – A json-loaded dictionary to create an object from.
Returns: An instance of this class.
Return type: cls

classmethod fromJsonImplementation(json_dict)¶: Sets the value of this compound param value object from a JSON dict.

Warning

This should never be called directly.

getAbstractParam(*args, **kwargs)¶

classmethod getJsonBlacklist()¶

Override to customize what params are serialized.

Implementations should return a list of abstract params that should be omitted from serialization.

..NOTE: Returned abstract params must be direct child params of cls, e.g. cls.name, not cls.coord.x.

classmethod getParamSignal(*args, **kwargs)¶

classmethod getParamValue(*args, **kwargs)¶

classmethod getSubParam(name)¶

Get the value of a subparam using the string name:

c = Coord()
assert c.getSubParam('x') == 0

Note

Using the string name to access params is generally discouraged, but can be useful for serializing/deserializing param data.

Parameters: name (str) – The name of the subparam to get the value for.

classmethod getSubParams()¶: Return a dictionary mapping subparam names to their values.

getTypeHint()¶

get_version()¶: Method to get the version of a particular object. Defaults to the current version of mmshare. This class can be overridden for custom versioning behavior.

inherits(self, str) → bool¶

initAbstract()¶

initConcrete()¶: Override to customize initialization of concrete params.

initializeValue()¶: Override to dynamically set up the default value of the param. Useful for default values that are determined at runtime. This is called any time the param is reset.

installEventFilter(self, QObject)¶

classmethod isAbstract()¶: Whether the param is an “abstract” param.

isDefault(*args, **kwargs)¶

isSignalConnected(self, QMetaMethod) → bool¶

isWidgetType(self) → bool¶

isWindowType(self) → bool¶

killTimer(self, int)¶

metaObject(self) → QMetaObject¶

moveToThread(self, QThread)¶

objectName(self) → str¶

objectNameChanged¶: objectNameChanged(self, str) [signal]

classmethod owner()¶

Get the owner of the param:

# Can be called on an abstract param:
assert Coord.x.owner() == Coord

# ...or on an instance of a CompoundParam
a = Atom()
assert a.coord.owner() == a

classmethod ownerChain()¶

Returns a list of param owners starting from the toplevel param and ending with self. Examples:

foo.bar.atom.coord.ownerChain() will return [foo, bar, atom, coord] where every item is a concrete param.

Foo.bar.atom.coord.x.ownerChain() will return [Foo, Foo.bar, Foo.atom.coord, Foo.atom.coord.x] where every item is an abstract params.

classmethod paramName()¶

Get the name of the param:

# Can be called on an abstract param:
print(Coord.x.paramName()) # 'x'

# ...or on an instance of a CompoundParam
a = Atom()
a.coord.paramName() # 'coord'

parent(self) → QObject¶

property(self, str) → Any¶

pyqtConfigure(...)¶: Each keyword argument is either the name of a Qt property or a Qt signal. For properties the property is set to the given value which should be of an appropriate type. For signals the signal is connected to the given value which should be a callable.

receivers(self, PYQT_SIGNAL) → int¶

removeEventFilter(self, QObject)¶

reset(*args, **kwargs)¶

sender(self) → QObject¶

senderSignalIndex(self) → int¶

setObjectName(self, str)¶

classmethod setParamValue(*args, **kwargs)¶

setParent(self, QObject)¶

setProperty(self, str, Any) → bool¶

classmethod setReference(param1, param2)¶

Call this class method from configureParam to indicate that two params should be kept in sync. The initial values will start with the default value of param1. Example:

class Square(CompoundParam):
    width: float = 5
    height: float = 10

    @classmethod
    def configureParam(cls):
        super().configureParam()
        cls.setReference(cls.width, cls.height)

square = Square()
assert square.width == square.height == 5 # Default value of width
                                          # takes priority
square.height = 7
assert square.width == square.height == 7
square.width = 6
assert square.width == square.height == 6

Parameters

param1 – The first abstract param to keep synced
param2 – The second abstract param. After instantiation, this param will take on the value of param1.

setValue(*args, **kwargs)¶

signalsBlocked(self) → bool¶

skip_eq_check()¶

startTimer(self, int, timerType: Qt.TimerType = Qt.CoarseTimer) → int¶

staticMetaObject = <PyQt5.QtCore.QMetaObject object>¶

table_nameChanged¶

table_nameReplaced¶

thread(self) → QThread¶

timerEvent(self, QTimerEvent)¶

toDict(*args, **kwargs)¶

toJson(_mark_version=True)¶

Create and returns a data structure made up of jsonable items.

Return type: An instance of one the classes from NATIVE_JSON_DATATYPES

toJsonImplementation(*args, **kwargs)¶

Abstract method that must be defined by all derived classes. Converts an instance of the derived class into a jsonifiable object.

Returns: A dict made up of JSON native datatypes or Jsonable objects. See the link below for a table of such types. https://docs.python.org/2/library/json.html#encoders-and-decoders

tr(self, str, disambiguation: str = None, n: int = - 1) → str¶

valueChanged¶

class schrodinger.application.steps.bigquery_deduplication.TableChunk(*args, _param_type=<object object>, **kwargs)[source]¶

Bases: schrodinger.models.parameters.CompoundParam

start_idx: int¶

Base class for all Param classes. A Param is a descriptor for storing data, which means that a single Param instance will manage the data values for multiple instances of the class that owns it. Example:

class Coord(CompoundParam):
    x: int
    y: int

An instance of the Coord class can be created normally, and Params can be accessed as normal attributes:

coord = Coord()
coord.x = 4

When a Param value is set, the valueChanged signal is emitted. Params can be serialized and deserialized to and from JSON. Params can also be nested:

class Atom(CompoundParam):
    coord: Coord
    element: str

chunk_size: int¶

Base class for all Param classes. A Param is a descriptor for storing data, which means that a single Param instance will manage the data values for multiple instances of the class that owns it. Example:

class Coord(CompoundParam):
    x: int
    y: int

An instance of the Coord class can be created normally, and Params can be accessed as normal attributes:

coord = Coord()
coord.x = 4

When a Param value is set, the valueChanged signal is emitted. Params can be serialized and deserialized to and from JSON. Params can also be nested:

class Atom(CompoundParam):
    coord: Coord
    element: str

table: schrodinger.application.steps.bigquery_deduplication.BQTable¶

DataClass¶

This class can be used to declare a public attribute on a CompoundParam. Declared public attributes can be used without error.

Example usage:

class Coord(CompoundParam):
    x: int
    y: int
    note = NonParamAttribute()

coord = Coord()
coord.note = "hello" # No error

__init__(default_value=<object object>, _param_type=<object object>, **kwargs)¶

classmethod addSubParam(name, param, update_owner=True)¶

blockSignals(self, bool) → bool¶

block_signal_propagation()¶

childEvent(self, QChildEvent)¶

children(self) → List[QObject]¶

chunk_sizeChanged¶

chunk_sizeReplaced¶

classmethod configureParam()¶: Override this class method to set up the abstract param class (e.g. setParamReference on child params.)

connectNotify(self, QMetaMethod)¶

customEvent(self, QEvent)¶

classmethod defaultValue(*args, **kwargs)¶

deleteLater(self)¶

destroyed¶: destroyed(self, object: QObject = None) [signal]

disconnect(QMetaObject.Connection) → bool¶
disconnect(self) → None

disconnectNotify(self, QMetaMethod)¶

dumpObjectInfo(self)¶

dumpObjectTree(self)¶

dynamicPropertyNames(self) → List[QByteArray]¶

event(self, QEvent) → bool¶

eventFilter(self, QObject, QEvent) → bool¶

findChild(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject¶
findChild(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject

findChildren(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]¶
findChildren(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]

classmethod fromJson(json_obj)¶

A factory method which constructs a new object from a given dict loaded from a json string or file.

Parameters: json_obj (dict) – A json-loaded dictionary to create an object from.
Returns: An instance of this class.
Return type: cls

classmethod fromJsonImplementation(json_dict)¶: Sets the value of this compound param value object from a JSON dict.

Warning

This should never be called directly.

getAbstractParam(*args, **kwargs)¶

classmethod getJsonBlacklist()¶

Override to customize what params are serialized.

Implementations should return a list of abstract params that should be omitted from serialization.

..NOTE: Returned abstract params must be direct child params of cls, e.g. cls.name, not cls.coord.x.

classmethod getParamSignal(*args, **kwargs)¶

classmethod getParamValue(*args, **kwargs)¶

classmethod getSubParam(name)¶

Get the value of a subparam using the string name:

c = Coord()
assert c.getSubParam('x') == 0

Note

Using the string name to access params is generally discouraged, but can be useful for serializing/deserializing param data.

Parameters: name (str) – The name of the subparam to get the value for.

classmethod getSubParams()¶: Return a dictionary mapping subparam names to their values.

getTypeHint()¶

get_version()¶: Method to get the version of a particular object. Defaults to the current version of mmshare. This class can be overridden for custom versioning behavior.

inherits(self, str) → bool¶

initAbstract()¶

initConcrete()¶: Override to customize initialization of concrete params.

initializeValue()¶: Override to dynamically set up the default value of the param. Useful for default values that are determined at runtime. This is called any time the param is reset.

installEventFilter(self, QObject)¶

classmethod isAbstract()¶: Whether the param is an “abstract” param.

isDefault(*args, **kwargs)¶

isSignalConnected(self, QMetaMethod) → bool¶

isWidgetType(self) → bool¶

isWindowType(self) → bool¶

killTimer(self, int)¶

metaObject(self) → QMetaObject¶

moveToThread(self, QThread)¶

objectName(self) → str¶

objectNameChanged¶: objectNameChanged(self, str) [signal]

classmethod owner()¶

Get the owner of the param:

# Can be called on an abstract param:
assert Coord.x.owner() == Coord

# ...or on an instance of a CompoundParam
a = Atom()
assert a.coord.owner() == a

classmethod ownerChain()¶

Returns a list of param owners starting from the toplevel param and ending with self. Examples:

foo.bar.atom.coord.ownerChain() will return [foo, bar, atom, coord] where every item is a concrete param.

Foo.bar.atom.coord.x.ownerChain() will return [Foo, Foo.bar, Foo.atom.coord, Foo.atom.coord.x] where every item is an abstract params.

classmethod paramName()¶

Get the name of the param:

# Can be called on an abstract param:
print(Coord.x.paramName()) # 'x'

# ...or on an instance of a CompoundParam
a = Atom()
a.coord.paramName() # 'coord'

parent(self) → QObject¶

property(self, str) → Any¶

pyqtConfigure(...)¶: Each keyword argument is either the name of a Qt property or a Qt signal. For properties the property is set to the given value which should be of an appropriate type. For signals the signal is connected to the given value which should be a callable.

receivers(self, PYQT_SIGNAL) → int¶

removeEventFilter(self, QObject)¶

reset(*args, **kwargs)¶

sender(self) → QObject¶

senderSignalIndex(self) → int¶

setObjectName(self, str)¶

classmethod setParamValue(*args, **kwargs)¶

setParent(self, QObject)¶

setProperty(self, str, Any) → bool¶

classmethod setReference(param1, param2)¶

Call this class method from configureParam to indicate that two params should be kept in sync. The initial values will start with the default value of param1. Example:

class Square(CompoundParam):
    width: float = 5
    height: float = 10

    @classmethod
    def configureParam(cls):
        super().configureParam()
        cls.setReference(cls.width, cls.height)

square = Square()
assert square.width == square.height == 5 # Default value of width
                                          # takes priority
square.height = 7
assert square.width == square.height == 7
square.width = 6
assert square.width == square.height == 6

Parameters

param1 – The first abstract param to keep synced
param2 – The second abstract param. After instantiation, this param will take on the value of param1.

setValue(*args, **kwargs)¶

signalsBlocked(self) → bool¶

skip_eq_check()¶

startTimer(self, int, timerType: Qt.TimerType = Qt.CoarseTimer) → int¶

start_idxChanged¶

start_idxReplaced¶

staticMetaObject = <PyQt5.QtCore.QMetaObject object>¶

tableChanged¶

tableReplaced¶

thread(self) → QThread¶

timerEvent(self, QTimerEvent)¶

toDict(*args, **kwargs)¶

toJson(_mark_version=True)¶

Create and returns a data structure made up of jsonable items.

Return type: An instance of one the classes from NATIVE_JSON_DATATYPES

toJsonImplementation(*args, **kwargs)¶

Abstract method that must be defined by all derived classes. Converts an instance of the derived class into a jsonifiable object.

Returns: A dict made up of JSON native datatypes or Jsonable objects. See the link below for a table of such types. https://docs.python.org/2/library/json.html#encoders-and-decoders

tr(self, str, disambiguation: str = None, n: int = - 1) → str¶

valueChanged¶

class schrodinger.application.steps.bigquery_deduplication.BQUniqueSmilesFilter(*args, **kwargs)[source]¶

Bases: schrodinger.application.steps.dataclasses.MolMolMixin, schrodinger.stepper.stepper.Chain

A Chain that takes in Mol’s, uploads them to BigQuery, and deduplicates them. To use, set the dataset and table name you’d like to use in the step settings. A table will be created in that dataset with that name.

The BQ project is specified with the SCHRODINGER_GCP_PROJECT environment variable.

Settings¶: alias of schrodinger.application.steps.bigquery_deduplication.BQTable

setUp()[source]¶: Hook for adding any type of work that needs to happen before any outputs are created.

buildChain()[source]¶: This method must be implemented by subclasses to build the chain. The chain is built by modifying self.steps. The chain’s composition may be dependent on self.settings.

validateSettings()[source]¶

Check whether the chain settings are valid and return a list of SettingsError and SettingsWarning to report any invalid settings. Default implementation simply returns problems from all child steps.

Return type: list[TaskError or TaskWarning]

Input¶: alias of rdkit.Chem.rdchem.Mol

InputSerializer¶: alias of schrodinger.application.steps.dataclasses.MolToSmilesSerializer

Output¶: alias of rdkit.Chem.rdchem.Mol

OutputSerializer¶: alias of schrodinger.application.steps.dataclasses.MolToSmilesSerializer

__init__(*args, **kwargs)¶

__len__()¶

addStep(step)¶

blockSignals(self, bool) → bool¶

childEvent(self, QChildEvent)¶

children(self) → List[QObject]¶

cleanUp()¶: Hook for adding any type of work that needs to happen after all outputs are exhausted or if some outputs are created and the step is destroyed.

property cloud_service_script¶

connectNotify(self, QMetaMethod)¶

customEvent(self, QEvent)¶

deleteLater(self)¶

destroyed¶: destroyed(self, object: QObject = None) [signal]

disconnect(QMetaObject.Connection) → bool¶
disconnect(self) → None

disconnectNotify(self, QMetaMethod)¶

dumpObjectInfo(self)¶

dumpObjectTree(self)¶

dynamicPropertyNames(self) → List[QByteArray]¶

event(self, QEvent) → bool¶

eventFilter(self, QObject, QEvent) → bool¶

findChild(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject¶
findChild(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject

findChildren(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]¶
findChildren(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]

getInputTopic() → Optional[str]¶

getLicenseRequirements()¶

getOutputSerializer()¶

getOutputTopic() → Optional[str]¶

getOutputs()¶: Gets all the outputs in a list by fully iterating the output generator.

getResources(param_type, resource_type)¶

Get the stepper resources in the settings for the chain as well as for every step in the chain that are instances of param_type and have a resource_type attribute that is resource_type.

Note does not work for list/set/tuple subparams in the settings.

Parameters

param_type (_StepperResource) – the resource parameter type
resource_type (ResourceType) – the type of resource to get

Returns

the set of stepper resources of resource_type

Return type

set of _StepperResource

getRunInfo()¶

getStepId()¶

inherits(self, str) → bool¶

initializeTopics()¶

inputs()¶

installEventFilter(self, QObject)¶

isSignalConnected(self, QMetaMethod) → bool¶

isWidgetType(self) → bool¶

isWindowType(self) → bool¶

killTimer(self, int)¶

metaObject(self) → QMetaObject¶

moveToThread(self, QThread)¶

objectName(self) → str¶

objectNameChanged¶: objectNameChanged(self, str) [signal]

outputs(*args, **kwargs)¶

parent(self) → QObject¶

prettyPrintRunInfo()¶: Format and print info about the step’s run.

property(self, str) → Any¶

pyqtConfigure(...)¶: Each keyword argument is either the name of a Qt property or a Qt signal. For properties the property is set to the given value which should be of an appropriate type. For signals the signal is connected to the given value which should be a callable.

receivers(self, PYQT_SIGNAL) → int¶

reduceFunction(inputs)¶

removeEventFilter(self, QObject)¶

report(prefix='')¶

Report the workflow steps and their settings (recursively).

Parameters: prefix (str) – the text to start each line with

sender(self) → QObject¶

senderSignalIndex(self) → int¶

setBatchSettings(*args, **kwargs)¶

setInputFile(input_file: str, starting_step_id: Optional[str] = None)¶: Set the input file for the chain. If starting_step_id is specified, then all steps before the specified starting step will be skipped. This is useful for resuming a chain’s computation.

setInputTopic(inp_topic: Optional[str])¶

setInputs(inputs: Iterable[Any], starting_step_id: Optional[str] = None)¶: Set the inputs for the chain. If starting_step_id is specified, then all steps before the specified starting step will be skipped. This is useful for resuming a chain’s computation.

setObjectName(self, str)¶

setOutputTopic(outp_topic: Optional[str])¶

setParent(self, QObject)¶

setProperty(self, str, Any) → bool¶

setSettings(*args, **kwargs)¶

setStartingStep(starting_step: str)¶

signalsBlocked(self) → bool¶

startTimer(self, int, timerType: Qt.TimerType = Qt.CoarseTimer) → int¶

staticMetaObject = <PyQt5.QtCore.QMetaObject object>¶

thread(self) → QThread¶

timerEvent(self, QTimerEvent)¶

property topic_prefix¶

property topic_suffix¶

tr(self, str, disambiguation: str = None, n: int = - 1) → str¶

usingPubsub()¶

validateChain()¶: Checks that the declaration of the chain is internally consistent - i.e. that each step is valid and each step’s Input class matches the preceding step’s Output class.

writeOutputsToFile(fname)¶: Write outputs to fname. By default, the output file will consist of one line for each output with whatever is produced when passing the out- put to str. Override this method if more complex behavior is needed.

class schrodinger.application.steps.bigquery_deduplication.BQRandomSampleFilter(*args, **kwargs)[source]¶

Bases: schrodinger.application.steps.dataclasses.MolMolMixin, schrodinger.stepper.stepper.Chain

A Chain that takes in Mol’s, uploads them to BigQuery, and outputs a random sample of them. To use, set the dataset and table name you’d like to use in the step settings. A table will be created in that dataset with that name. The settings also has a n setting for determining roughly how many rows should be sampled. Note that this is an approximate number and a few more or less may be output.

The BQ project is specified with the SCHRODINGER_GCP_PROJECT environment variable.

class Settings(*args, _param_type=<object object>, **kwargs)[source]¶

Bases: schrodinger.models.parameters.CompoundParam

table: schrodinger.application.steps.bigquery_deduplication.BQTable¶

n: int¶

Base class for all Param classes. A Param is a descriptor for storing data, which means that a single Param instance will manage the data values for multiple instances of the class that owns it. Example:

class Coord(CompoundParam):
    x: int
    y: int

An instance of the Coord class can be created normally, and Params can be accessed as normal attributes:

coord = Coord()
coord.x = 4

When a Param value is set, the valueChanged signal is emitted. Params can be serialized and deserialized to and from JSON. Params can also be nested:

class Atom(CompoundParam):
    coord: Coord
    element: str

DataClass¶

This class can be used to declare a public attribute on a CompoundParam. Declared public attributes can be used without error.

Example usage:

class Coord(CompoundParam):
    x: int
    y: int
    note = NonParamAttribute()

coord = Coord()
coord.note = "hello" # No error

__init__(default_value=<object object>, _param_type=<object object>, **kwargs)¶

classmethod addSubParam(name, param, update_owner=True)¶

blockSignals(self, bool) → bool¶

block_signal_propagation()¶

childEvent(self, QChildEvent)¶

children(self) → List[QObject]¶

classmethod configureParam()¶: Override this class method to set up the abstract param class (e.g. setParamReference on child params.)

connectNotify(self, QMetaMethod)¶

customEvent(self, QEvent)¶

classmethod defaultValue(*args, **kwargs)¶

deleteLater(self)¶

destroyed¶: destroyed(self, object: QObject = None) [signal]

disconnect(QMetaObject.Connection) → bool¶
disconnect(self) → None

disconnectNotify(self, QMetaMethod)¶

dumpObjectInfo(self)¶

dumpObjectTree(self)¶

dynamicPropertyNames(self) → List[QByteArray]¶

event(self, QEvent) → bool¶

eventFilter(self, QObject, QEvent) → bool¶

findChild(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject¶
findChild(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject

findChildren(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]¶
findChildren(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]

classmethod fromJson(json_obj)¶

A factory method which constructs a new object from a given dict loaded from a json string or file.

Parameters: json_obj (dict) – A json-loaded dictionary to create an object from.
Returns: An instance of this class.
Return type: cls

classmethod fromJsonImplementation(json_dict)¶: Sets the value of this compound param value object from a JSON dict.

Warning

This should never be called directly.

getAbstractParam(*args, **kwargs)¶

classmethod getJsonBlacklist()¶

Override to customize what params are serialized.

Implementations should return a list of abstract params that should be omitted from serialization.

..NOTE: Returned abstract params must be direct child params of cls, e.g. cls.name, not cls.coord.x.

classmethod getParamSignal(*args, **kwargs)¶

classmethod getParamValue(*args, **kwargs)¶

classmethod getSubParam(name)¶

Get the value of a subparam using the string name:

c = Coord()
assert c.getSubParam('x') == 0

Note

Using the string name to access params is generally discouraged, but can be useful for serializing/deserializing param data.

Parameters: name (str) – The name of the subparam to get the value for.

classmethod getSubParams()¶: Return a dictionary mapping subparam names to their values.

getTypeHint()¶

get_version()¶: Method to get the version of a particular object. Defaults to the current version of mmshare. This class can be overridden for custom versioning behavior.

inherits(self, str) → bool¶

initAbstract()¶

initConcrete()¶: Override to customize initialization of concrete params.

initializeValue()¶: Override to dynamically set up the default value of the param. Useful for default values that are determined at runtime. This is called any time the param is reset.

installEventFilter(self, QObject)¶

classmethod isAbstract()¶: Whether the param is an “abstract” param.

isDefault(*args, **kwargs)¶

isSignalConnected(self, QMetaMethod) → bool¶

isWidgetType(self) → bool¶

isWindowType(self) → bool¶

killTimer(self, int)¶

metaObject(self) → QMetaObject¶

moveToThread(self, QThread)¶

nChanged¶

nReplaced¶

objectName(self) → str¶

objectNameChanged¶: objectNameChanged(self, str) [signal]

classmethod owner()¶

Get the owner of the param:

# Can be called on an abstract param:
assert Coord.x.owner() == Coord

# ...or on an instance of a CompoundParam
a = Atom()
assert a.coord.owner() == a

classmethod ownerChain()¶

Returns a list of param owners starting from the toplevel param and ending with self. Examples:

foo.bar.atom.coord.ownerChain() will return [foo, bar, atom, coord] where every item is a concrete param.

Foo.bar.atom.coord.x.ownerChain() will return [Foo, Foo.bar, Foo.atom.coord, Foo.atom.coord.x] where every item is an abstract params.

classmethod paramName()¶

Get the name of the param:

# Can be called on an abstract param:
print(Coord.x.paramName()) # 'x'

# ...or on an instance of a CompoundParam
a = Atom()
a.coord.paramName() # 'coord'

parent(self) → QObject¶

property(self, str) → Any¶

pyqtConfigure(...)¶: Each keyword argument is either the name of a Qt property or a Qt signal. For properties the property is set to the given value which should be of an appropriate type. For signals the signal is connected to the given value which should be a callable.

receivers(self, PYQT_SIGNAL) → int¶

removeEventFilter(self, QObject)¶

reset(*args, **kwargs)¶

sender(self) → QObject¶

senderSignalIndex(self) → int¶

setObjectName(self, str)¶

classmethod setParamValue(*args, **kwargs)¶

setParent(self, QObject)¶

setProperty(self, str, Any) → bool¶

classmethod setReference(param1, param2)¶

Call this class method from configureParam to indicate that two params should be kept in sync. The initial values will start with the default value of param1. Example:

class Square(CompoundParam):
    width: float = 5
    height: float = 10

    @classmethod
    def configureParam(cls):
        super().configureParam()
        cls.setReference(cls.width, cls.height)

square = Square()
assert square.width == square.height == 5 # Default value of width
                                          # takes priority
square.height = 7
assert square.width == square.height == 7
square.width = 6
assert square.width == square.height == 6

Parameters

param1 – The first abstract param to keep synced
param2 – The second abstract param. After instantiation, this param will take on the value of param1.

setValue(*args, **kwargs)¶

signalsBlocked(self) → bool¶

skip_eq_check()¶

startTimer(self, int, timerType: Qt.TimerType = Qt.CoarseTimer) → int¶

staticMetaObject = <PyQt5.QtCore.QMetaObject object>¶

tableChanged¶

tableReplaced¶

thread(self) → QThread¶

timerEvent(self, QTimerEvent)¶

toDict(*args, **kwargs)¶

toJson(_mark_version=True)¶

Create and returns a data structure made up of jsonable items.

Return type: An instance of one the classes from NATIVE_JSON_DATATYPES

toJsonImplementation(*args, **kwargs)¶

Abstract method that must be defined by all derived classes. Converts an instance of the derived class into a jsonifiable object.

Returns: A dict made up of JSON native datatypes or Jsonable objects. See the link below for a table of such types. https://docs.python.org/2/library/json.html#encoders-and-decoders

tr(self, str, disambiguation: str = None, n: int = - 1) → str¶

valueChanged¶

setUp()[source]¶: Hook for adding any type of work that needs to happen before any outputs are created.

buildChain()[source]¶: This method must be implemented by subclasses to build the chain. The chain is built by modifying self.steps. The chain’s composition may be dependent on self.settings.

validateSettings()[source]¶

Check whether the chain settings are valid and return a list of SettingsError and SettingsWarning to report any invalid settings. Default implementation simply returns problems from all child steps.

Return type: list[TaskError or TaskWarning]

Input¶: alias of rdkit.Chem.rdchem.Mol

InputSerializer¶: alias of schrodinger.application.steps.dataclasses.MolToSmilesSerializer

Output¶: alias of rdkit.Chem.rdchem.Mol

OutputSerializer¶: alias of schrodinger.application.steps.dataclasses.MolToSmilesSerializer

__init__(*args, **kwargs)¶

__len__()¶

addStep(step)¶

blockSignals(self, bool) → bool¶

childEvent(self, QChildEvent)¶

children(self) → List[QObject]¶

cleanUp()¶: Hook for adding any type of work that needs to happen after all outputs are exhausted or if some outputs are created and the step is destroyed.

property cloud_service_script¶

connectNotify(self, QMetaMethod)¶

customEvent(self, QEvent)¶

deleteLater(self)¶

destroyed¶: destroyed(self, object: QObject = None) [signal]

disconnect(QMetaObject.Connection) → bool¶
disconnect(self) → None

disconnectNotify(self, QMetaMethod)¶

dumpObjectInfo(self)¶

dumpObjectTree(self)¶

dynamicPropertyNames(self) → List[QByteArray]¶

event(self, QEvent) → bool¶

eventFilter(self, QObject, QEvent) → bool¶

findChild(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject¶
findChild(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject

findChildren(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]¶
findChildren(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]

getInputTopic() → Optional[str]¶

getLicenseRequirements()¶

getOutputSerializer()¶

getOutputTopic() → Optional[str]¶

getOutputs()¶: Gets all the outputs in a list by fully iterating the output generator.

getResources(param_type, resource_type)¶

Get the stepper resources in the settings for the chain as well as for every step in the chain that are instances of param_type and have a resource_type attribute that is resource_type.

Note does not work for list/set/tuple subparams in the settings.

Parameters

param_type (_StepperResource) – the resource parameter type
resource_type (ResourceType) – the type of resource to get

Returns

the set of stepper resources of resource_type

Return type

set of _StepperResource

getRunInfo()¶

getStepId()¶

inherits(self, str) → bool¶

initializeTopics()¶

inputs()¶

installEventFilter(self, QObject)¶

isSignalConnected(self, QMetaMethod) → bool¶

isWidgetType(self) → bool¶

isWindowType(self) → bool¶

killTimer(self, int)¶

metaObject(self) → QMetaObject¶

moveToThread(self, QThread)¶

objectName(self) → str¶

objectNameChanged¶: objectNameChanged(self, str) [signal]

outputs(*args, **kwargs)¶

parent(self) → QObject¶

prettyPrintRunInfo()¶: Format and print info about the step’s run.

property(self, str) → Any¶

pyqtConfigure(...)¶: Each keyword argument is either the name of a Qt property or a Qt signal. For properties the property is set to the given value which should be of an appropriate type. For signals the signal is connected to the given value which should be a callable.

receivers(self, PYQT_SIGNAL) → int¶

reduceFunction(inputs)¶

removeEventFilter(self, QObject)¶

report(prefix='')¶

Report the workflow steps and their settings (recursively).

Parameters: prefix (str) – the text to start each line with

sender(self) → QObject¶

senderSignalIndex(self) → int¶

setBatchSettings(*args, **kwargs)¶

setInputFile(input_file: str, starting_step_id: Optional[str] = None)¶: Set the input file for the chain. If starting_step_id is specified, then all steps before the specified starting step will be skipped. This is useful for resuming a chain’s computation.

setInputTopic(inp_topic: Optional[str])¶

setInputs(inputs: Iterable[Any], starting_step_id: Optional[str] = None)¶: Set the inputs for the chain. If starting_step_id is specified, then all steps before the specified starting step will be skipped. This is useful for resuming a chain’s computation.

setObjectName(self, str)¶

setOutputTopic(outp_topic: Optional[str])¶

setParent(self, QObject)¶

setProperty(self, str, Any) → bool¶

setSettings(*args, **kwargs)¶

setStartingStep(starting_step: str)¶

signalsBlocked(self) → bool¶

startTimer(self, int, timerType: Qt.TimerType = Qt.CoarseTimer) → int¶

staticMetaObject = <PyQt5.QtCore.QMetaObject object>¶

thread(self) → QThread¶

timerEvent(self, QTimerEvent)¶

property topic_prefix¶

property topic_suffix¶

tr(self, str, disambiguation: str = None, n: int = - 1) → str¶

usingPubsub()¶

validateChain()¶: Checks that the declaration of the chain is internally consistent - i.e. that each step is valid and each step’s Input class matches the preceding step’s Output class.

writeOutputsToFile(fname)¶: Write outputs to fname. By default, the output file will consist of one line for each output with whatever is produced when passing the out- put to str. Override this method if more complex behavior is needed.

class schrodinger.application.steps.bigquery_deduplication.BQDedupeAndRandomSampleFilter(*args, **kwargs)[source]¶

Bases: schrodinger.application.steps.dataclasses.MolMolMixin, schrodinger.stepper.stepper.Chain

Same as BQRandomSampleFilter except the data is deduplicated before randomly sampled.

class Settings(*args, _param_type=<object object>, **kwargs)[source]¶

Bases: schrodinger.models.parameters.CompoundParam

table: schrodinger.application.steps.bigquery_deduplication.BQTable¶

n: int¶

Base class for all Param classes. A Param is a descriptor for storing data, which means that a single Param instance will manage the data values for multiple instances of the class that owns it. Example:

class Coord(CompoundParam):
    x: int
    y: int

An instance of the Coord class can be created normally, and Params can be accessed as normal attributes:

coord = Coord()
coord.x = 4

When a Param value is set, the valueChanged signal is emitted. Params can be serialized and deserialized to and from JSON. Params can also be nested:

class Atom(CompoundParam):
    coord: Coord
    element: str

DataClass¶

This class can be used to declare a public attribute on a CompoundParam. Declared public attributes can be used without error.

Example usage:

class Coord(CompoundParam):
    x: int
    y: int
    note = NonParamAttribute()

coord = Coord()
coord.note = "hello" # No error

__init__(default_value=<object object>, _param_type=<object object>, **kwargs)¶

classmethod addSubParam(name, param, update_owner=True)¶

blockSignals(self, bool) → bool¶

block_signal_propagation()¶

childEvent(self, QChildEvent)¶

children(self) → List[QObject]¶

classmethod configureParam()¶: Override this class method to set up the abstract param class (e.g. setParamReference on child params.)

connectNotify(self, QMetaMethod)¶

customEvent(self, QEvent)¶

classmethod defaultValue(*args, **kwargs)¶

deleteLater(self)¶

destroyed¶: destroyed(self, object: QObject = None) [signal]

disconnect(QMetaObject.Connection) → bool¶
disconnect(self) → None

disconnectNotify(self, QMetaMethod)¶

dumpObjectInfo(self)¶

dumpObjectTree(self)¶

dynamicPropertyNames(self) → List[QByteArray]¶

event(self, QEvent) → bool¶

eventFilter(self, QObject, QEvent) → bool¶

findChild(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject¶
findChild(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject

findChildren(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]¶
findChildren(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]

classmethod fromJson(json_obj)¶

A factory method which constructs a new object from a given dict loaded from a json string or file.

Parameters: json_obj (dict) – A json-loaded dictionary to create an object from.
Returns: An instance of this class.
Return type: cls

classmethod fromJsonImplementation(json_dict)¶: Sets the value of this compound param value object from a JSON dict.

Warning

This should never be called directly.

getAbstractParam(*args, **kwargs)¶

classmethod getJsonBlacklist()¶

Override to customize what params are serialized.

Implementations should return a list of abstract params that should be omitted from serialization.

..NOTE: Returned abstract params must be direct child params of cls, e.g. cls.name, not cls.coord.x.

classmethod getParamSignal(*args, **kwargs)¶

classmethod getParamValue(*args, **kwargs)¶

classmethod getSubParam(name)¶

Get the value of a subparam using the string name:

c = Coord()
assert c.getSubParam('x') == 0

Note

Using the string name to access params is generally discouraged, but can be useful for serializing/deserializing param data.

Parameters: name (str) – The name of the subparam to get the value for.

classmethod getSubParams()¶: Return a dictionary mapping subparam names to their values.

getTypeHint()¶

get_version()¶: Method to get the version of a particular object. Defaults to the current version of mmshare. This class can be overridden for custom versioning behavior.

inherits(self, str) → bool¶

initAbstract()¶

initConcrete()¶: Override to customize initialization of concrete params.

initializeValue()¶: Override to dynamically set up the default value of the param. Useful for default values that are determined at runtime. This is called any time the param is reset.

installEventFilter(self, QObject)¶

classmethod isAbstract()¶: Whether the param is an “abstract” param.

isDefault(*args, **kwargs)¶

isSignalConnected(self, QMetaMethod) → bool¶

isWidgetType(self) → bool¶

isWindowType(self) → bool¶

killTimer(self, int)¶

metaObject(self) → QMetaObject¶

moveToThread(self, QThread)¶

nChanged¶

nReplaced¶

objectName(self) → str¶

objectNameChanged¶: objectNameChanged(self, str) [signal]

classmethod owner()¶

Get the owner of the param:

# Can be called on an abstract param:
assert Coord.x.owner() == Coord

# ...or on an instance of a CompoundParam
a = Atom()
assert a.coord.owner() == a

classmethod ownerChain()¶

Returns a list of param owners starting from the toplevel param and ending with self. Examples:

foo.bar.atom.coord.ownerChain() will return [foo, bar, atom, coord] where every item is a concrete param.

Foo.bar.atom.coord.x.ownerChain() will return [Foo, Foo.bar, Foo.atom.coord, Foo.atom.coord.x] where every item is an abstract params.

classmethod paramName()¶

Get the name of the param:

# Can be called on an abstract param:
print(Coord.x.paramName()) # 'x'

# ...or on an instance of a CompoundParam
a = Atom()
a.coord.paramName() # 'coord'

parent(self) → QObject¶

property(self, str) → Any¶

pyqtConfigure(...)¶: Each keyword argument is either the name of a Qt property or a Qt signal. For properties the property is set to the given value which should be of an appropriate type. For signals the signal is connected to the given value which should be a callable.

receivers(self, PYQT_SIGNAL) → int¶

removeEventFilter(self, QObject)¶

reset(*args, **kwargs)¶

sender(self) → QObject¶

senderSignalIndex(self) → int¶

setObjectName(self, str)¶

classmethod setParamValue(*args, **kwargs)¶

setParent(self, QObject)¶

setProperty(self, str, Any) → bool¶

classmethod setReference(param1, param2)¶

Call this class method from configureParam to indicate that two params should be kept in sync. The initial values will start with the default value of param1. Example:

class Square(CompoundParam):
    width: float = 5
    height: float = 10

    @classmethod
    def configureParam(cls):
        super().configureParam()
        cls.setReference(cls.width, cls.height)

square = Square()
assert square.width == square.height == 5 # Default value of width
                                          # takes priority
square.height = 7
assert square.width == square.height == 7
square.width = 6
assert square.width == square.height == 6

Parameters

param1 – The first abstract param to keep synced
param2 – The second abstract param. After instantiation, this param will take on the value of param1.

setValue(*args, **kwargs)¶

signalsBlocked(self) → bool¶

skip_eq_check()¶

startTimer(self, int, timerType: Qt.TimerType = Qt.CoarseTimer) → int¶

staticMetaObject = <PyQt5.QtCore.QMetaObject object>¶

tableChanged¶

tableReplaced¶

thread(self) → QThread¶

timerEvent(self, QTimerEvent)¶

toDict(*args, **kwargs)¶

toJson(_mark_version=True)¶

Create and returns a data structure made up of jsonable items.

Return type: An instance of one the classes from NATIVE_JSON_DATATYPES

toJsonImplementation(*args, **kwargs)¶

Abstract method that must be defined by all derived classes. Converts an instance of the derived class into a jsonifiable object.

Returns: A dict made up of JSON native datatypes or Jsonable objects. See the link below for a table of such types. https://docs.python.org/2/library/json.html#encoders-and-decoders

tr(self, str, disambiguation: str = None, n: int = - 1) → str¶

valueChanged¶

setUp()[source]¶: Hook for adding any type of work that needs to happen before any outputs are created.

buildChain()[source]¶: This method must be implemented by subclasses to build the chain. The chain is built by modifying self.steps. The chain’s composition may be dependent on self.settings.

validateSettings()[source]¶

Check whether the chain settings are valid and return a list of SettingsError and SettingsWarning to report any invalid settings. Default implementation simply returns problems from all child steps.

Return type: list[TaskError or TaskWarning]

Input¶: alias of rdkit.Chem.rdchem.Mol

InputSerializer¶: alias of schrodinger.application.steps.dataclasses.MolToSmilesSerializer

Output¶: alias of rdkit.Chem.rdchem.Mol

OutputSerializer¶: alias of schrodinger.application.steps.dataclasses.MolToSmilesSerializer

__init__(*args, **kwargs)¶

__len__()¶

addStep(step)¶

blockSignals(self, bool) → bool¶

childEvent(self, QChildEvent)¶

children(self) → List[QObject]¶

cleanUp()¶: Hook for adding any type of work that needs to happen after all outputs are exhausted or if some outputs are created and the step is destroyed.

property cloud_service_script¶

connectNotify(self, QMetaMethod)¶

customEvent(self, QEvent)¶

deleteLater(self)¶

destroyed¶: destroyed(self, object: QObject = None) [signal]

disconnect(QMetaObject.Connection) → bool¶
disconnect(self) → None

disconnectNotify(self, QMetaMethod)¶

dumpObjectInfo(self)¶

dumpObjectTree(self)¶

dynamicPropertyNames(self) → List[QByteArray]¶

event(self, QEvent) → bool¶

eventFilter(self, QObject, QEvent) → bool¶

findChild(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject¶
findChild(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → QObject

findChildren(self, type, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]¶
findChildren(self, Tuple, name: str = '', options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegExp, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, type, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]
findChildren(self, Tuple, QRegularExpression, options: Union[Qt.FindChildOptions, Qt.FindChildOption] = Qt.FindChildrenRecursively) → List[QObject]

getInputTopic() → Optional[str]¶

getLicenseRequirements()¶

getOutputSerializer()¶

getOutputTopic() → Optional[str]¶

getOutputs()¶: Gets all the outputs in a list by fully iterating the output generator.

getResources(param_type, resource_type)¶

Get the stepper resources in the settings for the chain as well as for every step in the chain that are instances of param_type and have a resource_type attribute that is resource_type.

Note does not work for list/set/tuple subparams in the settings.

Parameters

param_type (_StepperResource) – the resource parameter type
resource_type (ResourceType) – the type of resource to get

Returns

the set of stepper resources of resource_type

Return type

set of _StepperResource

getRunInfo()¶

getStepId()¶

inherits(self, str) → bool¶

initializeTopics()¶

inputs()¶

installEventFilter(self, QObject)¶

isSignalConnected(self, QMetaMethod) → bool¶

isWidgetType(self) → bool¶

isWindowType(self) → bool¶

killTimer(self, int)¶

metaObject(self) → QMetaObject¶

moveToThread(self, QThread)¶

objectName(self) → str¶

objectNameChanged¶: objectNameChanged(self, str) [signal]

outputs(*args, **kwargs)¶

parent(self) → QObject¶

prettyPrintRunInfo()¶: Format and print info about the step’s run.

property(self, str) → Any¶

pyqtConfigure(...)¶: Each keyword argument is either the name of a Qt property or a Qt signal. For properties the property is set to the given value which should be of an appropriate type. For signals the signal is connected to the given value which should be a callable.

receivers(self, PYQT_SIGNAL) → int¶

reduceFunction(inputs)¶

removeEventFilter(self, QObject)¶

report(prefix='')¶

Report the workflow steps and their settings (recursively).

Parameters: prefix (str) – the text to start each line with

sender(self) → QObject¶

senderSignalIndex(self) → int¶

setBatchSettings(*args, **kwargs)¶

setInputFile(input_file: str, starting_step_id: Optional[str] = None)¶: Set the input file for the chain. If starting_step_id is specified, then all steps before the specified starting step will be skipped. This is useful for resuming a chain’s computation.

setInputTopic(inp_topic: Optional[str])¶

setInputs(inputs: Iterable[Any], starting_step_id: Optional[str] = None)¶: Set the inputs for the chain. If starting_step_id is specified, then all steps before the specified starting step will be skipped. This is useful for resuming a chain’s computation.

setObjectName(self, str)¶

setOutputTopic(outp_topic: Optional[str])¶

setParent(self, QObject)¶

setProperty(self, str, Any) → bool¶

setSettings(*args, **kwargs)¶

setStartingStep(starting_step: str)¶

signalsBlocked(self) → bool¶

startTimer(self, int, timerType: Qt.TimerType = Qt.CoarseTimer) → int¶

staticMetaObject = <PyQt5.QtCore.QMetaObject object>¶

thread(self) → QThread¶

timerEvent(self, QTimerEvent)¶

property topic_prefix¶

property topic_suffix¶

tr(self, str, disambiguation: str = None, n: int = - 1) → str¶

usingPubsub()¶

validateChain()¶: Checks that the declaration of the chain is internally consistent - i.e. that each step is valid and each step’s Input class matches the preceding step’s Output class.

writeOutputsToFile(fname)¶: Write outputs to fname. By default, the output file will consist of one line for each output with whatever is produced when passing the out- put to str. Override this method if more complex behavior is needed.