- class HttpClientSourceStage(config, url, query_params=None, headers=None, method=HTTPMethod.GET, sleep_time=0.1, error_sleep_time=0.1, respect_retry_after_header=True, request_timeout_secs=30, accept_status_codes=(<HTTPStatus.OK: 200>, ), max_retries=10, lines=False, stop_after=0, **request_kwargs)[source]
Bases:
morpheus.pipeline.preallocator_mixin.PreallocatorMixin
,morpheus.pipeline.single_output_source.SingleOutputSource
Source stage that polls a remote HTTP server for incoming data.
- Parameters
-
config :
morpheus.config.Config
- url
- query_params
- headers: dict, default None
-
method :
morpheus.utils.http_utils.HTTPMethod
- sleep_time
- error_sleep_time
- respect_retry_after_header: bool, default True
- request_timeout_secs
- max_errors
- accept_status_codes
- max_retries
- lines
- stop_after
- **request_kwargs
Pipeline configuration instance.
Remote URL to poll for data, ex
https://catalog.ngc.nvidia.com/api/collections
. This should include protocol prefix (ex. “http://”, “https://”) and port if necessary. If the protocol is omitted,http://
will be used.Query parameters to pass to the remote URL. Can either be a dictionary of key-value pairs or a callable that returns a dictionary of key-value pairs. If a callable is provided, it will be called with no arguments.
Headers sent with the request.
HTTP method to use.
Amount of time in seconds to sleep between successive requests. Setting this to 0 disables this feature.
Amount of time in seconds to sleep after the client receives an error. The client will perform an exponential backoff starting at
error_sleep_time
. Setting this to 0 causes the client to retry the request as fast as possible. If the server sets aRetry-After
header andrespect_retry_after_header
isTrue
, then that value will take precedence overerror_sleep_time
.If True, the client will respect the
Retry-After
header if it is set by the server. If False, the client will perform an exponential backoff starting aterror_sleep_time
.Number of seconds to wait for the server to send data before giving up and raising an exception.
Maximum number of consequtive errors to receive before raising an error.
List of status codes to accept. If the response status code is not in this tuple, then the request will be considered an error
Maximum number of times to retry the request fails, receives a redirect or returns a status in the
retry_status_codes
list. Setting this to 0 disables this feature, and setting this to a negative number will raise aValueError
.If False, the response payloads are expected to be a JSON array of objects. If True, the payloads are expected to contain a JSON objects separated by end-of-line characters.
Stops ingesting after emitting
stop_after
records (rows in the dataframe). Useful for testing. Disabled if0
Additional arguments to pass to the
requests.request
function.-
config :
- Attributes
has_multi_input_ports
has_multi_output_ports
input_count
input_ports
is_built
is_pre_built
name
output_ports
unique_name
Indicates if this stage has multiple input ports.
Indicates if this stage has multiple output ports.
Return None for no max intput count.
Input ports to this stage.
Indicates if this stage has been built.
Indicates if this stage has been built.
Unique name of the stage
Output ports from this stage.
Unique name of stage.
Methods
build
(builder[, do_propagate])Build this stage. can_build
([check_ports])Determines if all inputs have been built allowing this node to be built. can_pre_build
([check_ports])Determines if all inputs have been built allowing this node to be built. compute_schema
(schema)Compute the schema for this stage based on the incoming schema from upstream stages. get_all_input_stages
()Get all input stages to this stage. get_all_inputs
()Get all input senders to this stage. get_all_output_stages
()Get all output stages from this stage. get_all_outputs
()Get all output receivers from this stage. get_needed_columns
()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. set_needed_columns
(needed_columns)Sets the columns needed to perform preallocation. start_async
()This function is called along with on_start during stage initialization. stop
()Stages can implement this to perform cleanup steps when pipeline is stopped. supports_cpp_node
()Indicates whether or not this stage supports a C++ implementation - _build(builder, input_nodes)[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 a list of parent nodes.- Parameters
-
builder :
mrc.Builder
-
input_nodes :
list[mrc.SegmentObject]
mrc.Builder
object for the pipeline. This should be used to construct/attach the internalmrc.SegmentObject
.List containing the input
mrc.SegmentObject
objects.-
builder :
- Returns
list[mrc.SegmentObject]
List of tuples containing the output
mrc.SegmentObject
object from this stage.
- _build_source(builder)[source]
Abstract method all derived Source classes should implement. Returns the same value as
build
.- Returns
mrc.SegmentObject
:
The MRC node for this stage.
- _build_sources(builder)[source]
Abstract method all derived Source classes should implement. Returns the same value as
build
.- Returns
mrc.SegmentObject
:
The MRC nodes for this stage.
- build(builder, do_propagate=True)[source]
Build this stage.
- Parameters
-
builder :
mrc.Builder
- do_propagate
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_ports
Check if we can build based on the input ports, by default False.
- Returns
- bool
True if we can build, False otherwise.
- can_pre_build(check_ports=False)[source]
Determines if all inputs have been built allowing this node to be built.
- Parameters
- check_ports
Check if we can build based on the input ports, by default False.
- Returns
- bool
True if we can build, False otherwise.
- compute_schema(schema)[source]
Compute the schema for this stage based on the incoming schema from upstream stages.
Incoming schema and type information from upstream stages is available via the
schema.input_schemas
andschema.input_types
properties.Derived classes need to override this method, can set the output type(s) on
schema
by callingset_type
for all output ports. For example a simple pass-thru stage might perform the following:If the port types in
upstream_schema
are incompatible the stage should raise aRuntimeError
.- get_all_input_stages()[source]
Get all input stages to this stage.
- Returns
- list[
morpheus.pipeline.pipeline.StageBase
]
All input stages.
- list[
- get_all_inputs()[source]
Get all input senders to this stage.
- Returns
- list[
morpheus.pipeline.pipeline.Sender
]
All input senders.
- list[
- get_all_output_stages()[source]
Get all output stages from this stage.
- Returns
- list[
morpheus.pipeline.pipeline.StageBase
]
All output stages.
- list[
- get_all_outputs()[source]
Get all output receivers from this stage.
- Returns
- list[
morpheus.pipeline.pipeline.Receiver
]
All output receivers.
- 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_count: int
Return None for no max intput count.
- property input_ports: list[morpheus.pipeline.receiver.Receiver]
Input ports to this stage.
- Returns
- list[
morpheus.pipeline.pipeline.Receiver
]
Input ports to this stage.
- list[
- property is_built: bool
Indicates if this stage has been built.
- Returns
- bool
True if stage is built, False otherwise.
- property is_pre_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 on its own.- property name: str
Unique name of the stage
- property output_ports: list[morpheus.pipeline.sender.Sender]
Output ports from this stage.
- Returns
- list[
morpheus.pipeline.pipeline.Sender
]
Output ports from this stage.
- list[
- set_needed_columns(needed_columns)[source]
Sets the columns needed to perform preallocation. This should only be called by the Pipeline at build time. The needed_columns shoudl contain the entire set of columns needed by any other stage in this segment.
- 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]
Stages can implement this to perform cleanup steps when pipeline is stopped.
- supports_cpp_node()[source]
Indicates whether or not this stage supports a C++ implementation
- property unique_name: str
Unique name of stage. Generated by appending stage id to stage name.
- Returns
- str
Unique name of stage.
morpheus.stages.input.http_client_source_stage.HttpClientSourceStage
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