morpheus.stages.general.monitor_stage.MonitorStage
- class MonitorStage(c, description='Progress', smoothing=0.05, unit='messages', delayed_start=False, determine_count_fn=None, log_level=LogLevels.INFO)[source]
Bases:
morpheus.pipeline.single_port_stage.SinglePortStage
Display throughput numbers at a specific point in the pipeline.
Monitor stage used to monitor stage performance metrics using Tqdm. Each Monitor Stage will represent one line in the console window showing throughput statistics. Can be set up to show an instantaneous throughput or average input.
- Parameters
- c
morpheus.config.Config
- descriptionstr, default = “Progress”
- smoothingfloat
- unitstr
- delayed_startbool
- determine_count_fntyping.Callable[[typing.Any], int]
- log_level
morpheus.utils.logger.LogLevels
, default = ‘INFO’
Pipeline configuration instance.
Name to show for this Monitor Stage in the console window.
Smoothing parameter to determine how much the throughput should be averaged. 0 = Instantaneous, 1 = Average.
Units to show in the rate value.
When delayed_start is enabled, the progress bar will not be shown until the first message is received. Otherwise, the progress bar is shown on pipeline startup and will begin timing immediately. In large pipelines, this option may be desired to give a more accurate timing.
Custom function for determining the count in a message. Gets called for each message. Allows for correct counting of batched and sliced messages.
Enable this stage when the configured log level is at
log_level
or lower.- c
- Attributes
has_multi_input_ports
has_multi_output_ports
input_ports
is_built
name
output_ports
unique_name
Indicates if this stage has multiple input ports.
Indicates if this stage has multiple output ports.
Input ports to this stage.
Indicates if this stage has been built.
The name of the stage.
Output ports from this stage.
Unique name of stage.
Methods
Accepted input types for this stage are returned.
build
(builder[, do_propagate])Build this stage.
can_build
([check_ports])Determines if all inputs have been built allowing this node to be built.
Get all input stages to this stage.
Get all input senders to this stage.
Get all output stages from this stage.
Get all output receivers from this stage.
Stages which need to have columns inserted into the dataframe, should populate the
self._needed_columns
dictionary with mapping of column names tomorpheus.common.TypeId
.join
()Awaitable method that stages can implement this to perform cleanup steps when pipeline is stopped.
on_start
()Starts the pipeline stage's progress bar.
This function is called along with on_start during stage initialization.
stop
()Clean up and close the progress bar.
Specifies whether this Stage is capable of creating C++ nodes.
- _build(builder, in_ports_streams)[source]
This function is responsible for constructing this stage’s internal
mrc.SegmentObject
object. The input of this function contains the returned value from the upstream stage.The input values are the
mrc.Builder
for this stage and aStreamPair
tuple which contain the inputmrc.SegmentObject
object and the message data type.- Parameters
- builder
mrc.Builder
- in_ports_streams
morpheus.pipeline.pipeline.StreamPair
mrc.Builder
object for the pipeline. This should be used to construct/attach the internalmrc.SegmentObject
.List of tuples containing the input
mrc.SegmentObject
object and the message data type.- builder
- Returns
typing.List[morpheus.pipeline.pipeline.StreamPair]
List of tuples containing the output
mrc.SegmentObject
object from this stage and the message data type.
- accepted_types()[source]
Accepted input types for this stage are returned.
- Returns
- typing.Tuple
Accepted input types.
- build(builder, do_propagate=True)[source]
Build this stage.
- Parameters
- builder
mrc.Builder
- do_propagatebool, optional
MRC segment for this stage.
Whether to propagate to build output stages, by default True.
- builder
- can_build(check_ports=False)[source]
Determines if all inputs have been built allowing this node to be built.
- Parameters
- check_portsbool, optional
Check if we can build based on the input ports, by default False.
- Returns
- bool
True if we can build, False otherwise.
- get_all_input_stages()[source]
Get all input stages to this stage.
- Returns
- typing.List[
morpheus.pipeline.pipeline.StreamWrapper
]
All input stages.
- typing.List[
- get_all_inputs()[source]
Get all input senders to this stage.
- Returns
- typing.List[
morpheus.pipeline.pipeline.Sender
]
All input senders.
- typing.List[
- get_all_output_stages()[source]
Get all output stages from this stage.
- Returns
- typing.List[
morpheus.pipeline.pipeline.StreamWrapper
]
All output stages.
- typing.List[
- get_all_outputs()[source]
Get all output receivers from this stage.
- Returns
- typing.List[
morpheus.pipeline.pipeline.Receiver
]
All output receivers.
- typing.List[
- get_needed_columns()[source]
Stages which need to have columns inserted into the dataframe, should populate the
self._needed_columns
dictionary with mapping of column names tomorpheus.common.TypeId
. This will ensure that the columns are allocated and populated with null values.- property has_multi_input_ports: bool
Indicates if this stage has multiple input ports.
- Returns
- bool
True if stage has multiple input ports, False otherwise.
- property has_multi_output_ports: bool
Indicates if this stage has multiple output ports.
- Returns
- bool
True if stage has multiple output ports, False otherwise.
- property input_ports: List[morpheus.pipeline.receiver.Receiver]
Input ports to this stage.
- Returns
- typing.List[
morpheus.pipeline.pipeline.Receiver
]
Input ports to this stage.
- typing.List[
- property is_built: bool
Indicates if this stage has been built.
- Returns
- bool
True if stage is built, False otherwise.
- async join()[source]
Awaitable method that stages can implement this to perform cleanup steps when pipeline is stopped. Typically this is called after
stop
during a graceful shutdown, but may not be called if the pipeline is terminated.- property name: str
The name of the stage. Used in logging. Each derived class should override this property with a unique name.
- Returns
- str
Name of a stage.
- on_start()[source]
Starts the pipeline stage’s progress bar.
- property output_ports: List[morpheus.pipeline.sender.Sender]
Output ports from this stage.
- Returns
- typing.List[
morpheus.pipeline.pipeline.Sender
]
Output ports from this stage.
- typing.List[
- async start_async()[source]
This function is called along with on_start during stage initialization. Allows stages to utilize the asyncio loop if needed.
- stop()[source]
Clean up and close the progress bar.
- supports_cpp_node()[source]
Specifies whether this Stage is capable of creating C++ nodes. During the build phase, this value will be combined with
CppConfig.get_should_use_cpp()
to determine whether or not a C++ node is created. This is an instance method to allow runtime decisions and derived classes to override base implementations.- property unique_name: str
Unique name of stage. Generated by appending stage id to stage name.
- Returns
- str
Unique name of stage.