Display Streamed Data in Figure Window
This example shows how to customize an HTTP StringConsumer class—PricesStreamer—to
display streamed data from a hypothetical website in a MATLAB® figure window. To create a working example:
Identify a URL, similar to:
url = matlab.net.URI('<URL>','accountId',<YOUR_ACCOUNT_ID>,'<NAME>','<VALUE>');
Modify
PricesStreamer.putDatato read data specific to your web service
The following tasks are described in this topic. For information about displaying
table data in a figure window, see uitable.
PricesStreamer Class
PricesStreamer.m is a subclass of the
StringConsumer class, which is a subclass of
ContentConsumer. PricesStreamer receives
streamed data customized to the data provided by a specific web service. In this
example, the structure of the data is:
% Data contains one or more CRLF-separated JSON structures. % Each structure is one of the format: % {"heartbeat"="timestamp"} % {"tick"="timestamp", "bid"=bid, "ask"=ask} % where timestamp is a GMT time and bid and ask are numbers.
MATLAB calls the PricesStreamer.putData function for each
chunk of data received from the server. The function first converts the raw
uint8 bytes to a JSON string using
StringConsumer. Next, it gets a MATLAB structure from the JSON string using jsondecode
and then displays the data in a table in a figure, adding one line to the top of the
table for each increment of data. You can modify the putData
function to do something else with the data, for example, plot a real-time graph or
display delta prices. PricesStreamer sets the
stop return value to stop the operation when the user closes
the figure. For more information, see putData.
classdef PricesStreamer < matlab.net.http.io.StringConsumer % PricesStreamer accepts streamed JSON % and displays the result in a uitable in a figure window. % Copyright 2016-2017 The MathWorks, Inc. properties Figure Table Endit logical HaveTick logical end methods (Access=protected) function length = start(obj) if obj.Response.StatusCode ~= matlab.net.http.StatusCode.OK length = 0; else length = obj.start@matlab.net.http.io.StringConsumer; obj.Figure = figure('CloseRequestFcn',@obj.endit); obj.Figure.Position(4) = 550; obj.Figure.Position(2) = 50; obj.Table = uitable(obj.Figure,... 'ColumnName',{'Time','Bid','Ask'},... 'ColumnWidth',{130,'auto','auto'}); obj.Table.Position(4) = 500; obj.Table.Data = cell(0,3); obj.Endit = false; obj.HaveTick = false; end end end methods function [len,stop] = putData(obj, data) % Data contains one or more CRLF-separated JSON structures. % Each structure is one of the format: % {"heartbeat"="timestamp"} % {"tick"="timestamp", "bid"=bid, "ask"=ask} % where timestamp is a GMT time and bid and ask are numbers. if obj.Endit data = []; delete(obj.Figure); end first = obj.CurrentLength + 1; [len,stop] = obj.putData@matlab.net.http.io.StringConsumer(data); if isempty(data) || stop if ischar(data) % data == '' means user ctrl/c'ed, so set to obj.Endit = true; % delete figure on next close end stop = true; else stop = false; last = obj.CurrentLength; newData = obj.Response.Body.Data.extractBetween(first,last); % split at CRLFs strings = strsplit(newData, '\r\n'); try cellfun(@obj.displayJSON, strings); catch e fprintf('Error on JSON:\n%s<EOF>\n',data); obj.Endit = true; rethrow(e); end end end function displayJSON(obj, str) if ~isempty(str) try val = jsondecode(str); catch e fprintf('Error "%s" on JSON:\n%s<EOF>\n',e.message,str); rethrow(e); end if isfield(val,'tick') tick = val.tick; newdata = {cvtime(val.tick.time),tick.bid,tick.ask}; setExtent = ~obj.HaveTick; obj.HaveTick = true; elseif isfield(val, 'heartbeat') newdata = {cvtime(val.heartbeat.time),'',''}; setExtent = false; end obj.Table.Data = [newdata;obj.Table.Data]; if setExtent || ~mod(log10(length(obj.Table.Data)),1) % set extent on first tick and every power of 10 % add 15 for width of scroll bar obj.Table.Position(3) = obj.Table.Extent(3) + 15; end drawnow end end function endit(obj,~,~) % endit callback from close(obj.Figure) if exist('obj','var') && isvalid(obj) if obj.Endit if isvalid(obj.Figure) delete(obj.Figure); end else obj.Endit = true; end end end function delete(obj) if ~isempty(obj.Figure) && isvalid(obj.Figure) delete(obj.Figure); end end end end function time = cvtime(time) % Format time data for display time = datetime(time,'InputFormat','yyyy-MM-dd''T''HH:mm:ss.S''Z''','TimeZone','GMT'); time.TimeZone = 'local'; time = char(time, 'dd-MMM-yyyy HH:mm:ss.S'); end
Map Data to MATLAB uitable Object
Identify the data structures for your use case by reading API information from the
web service. The data for this example contains one or more CRLF-separated JSON
structures. The format for the structures is one of the following, where
timestamp is a GMT time and bid and
ask are numbers.
{"heartbeat"="timestamp"}{"tick"="timestamp", "bid"=bid, "ask"=ask}
To read this specific format, override the putData method. The following statements from the
PricesStreamer class use
StringConsumer.putData to read the next buffer, then select the
JSON strings.
first = obj.CurrentLength + 1; [len,stop] = obj.putData@matlab.net.http.io.StringConsumer(data); last = obj.CurrentLength; newData = obj.Response.Body.Data.extractBetween(first,last); % split at CRLFs strings = strsplit(newData, '\r\n');
Display Data in JSON Format
The following statements from the displayJSON function
individually handle the JSON tick and
heartbeat structures. A helper function
cvtime formats the time data for display in the
table.
function displayJSON(obj, str) ... val = jsondecode(str); if isfield(val,'tick') tick = val.tick; newdata = {cvtime(val.tick.time),tick.bid,tick.ask}; ... elseif isfield(val, 'heartbeat') newdata = {cvtime(val.heartbeat.time),'',''}; ... end obj.Table.Data = [newdata;obj.Table.Data]; ... end
Terminate Data Stream
In this example, MATLAB receives data as long as the web service is active. The user can
terminate the stream by closing the figure window or by pressing
Ctrl+C. To inform MATLAB of a user interruption, set the stop argument in
putData to false. Clean-up tasks include
closing the figure using the CloseRequestFcn property and
deleting the object using the PricesStreamer.delete
function.
Call PricesStreamer
The following code provides a framework for retrieving data from a web service. To
run the code, you must provide values for content within <>
characters. The URL for your web service might include additional parameters, such
as login information and other information specified as name, value pair arguments.
To utilize the PricesStreamer, add it to your call to send. For information about creating
request messages, see Call Web Services from MATLAB Using HTTP.
url = matlab.net.URI('<URL>','accountId',<YOUR_ACCOUNT_ID>,'<NAME>','<VALUE>'); authInfo = matlab.net.http.AuthInfo(matlab.net.http.AuthenticationScheme.Bearer,... 'Encoded','<YOUR_CREDENTIALS>'); af = matlab.net.http.field.AuthorizationField('Authorization',authInfo); r = matlab.net.http.RequestMessage('get',af); consumer = PricesStreamer; % SavePayload set to retain all results - useful for debugging [resp,req,hist] = r.send(url,matlab.net.http.HTTPOptions('SavePayload',true),consumer); % Show the results for debugging show(resp)
The following is an example of data from a web service sending data described in Map Data to MATLAB uitable Object.
HTTP/1.1 200 Ok
Server: openresty/1.9.15.1
Date: Wed, 06 Sep 2017 19:26:56 GMT
Content-Type: application/json
Transfer-Encoding: chunked
Connection: close
Access-Control-Allow-Origin: *
{"tick":{"instrument":"AUD_CAD","time":"2017-09-06T19:26:54.304054Z","bid":0.97679,"ask":0.97703}}
{"heartbeat":{"time":"2017-09-06T19:26:56.253091Z"}}
{"tick":{"instrument":"AUD_CAD","time":"2017-09-06T19:26:57.226918Z","bid":0.97678,"ask":0.97703}}
{"tick":{"instrument":"AUD_CAD","time":"2017-09-06T19:26:58.226909Z","bid":0.97678,"ask":0.97705}}
{"heartbeat":{"time":"2017-09-06T19:26:58.720409Z"}}
{"tick":{"instrument":"AUD_CAD","time":"2017-09-06T19:27:00.733194Z","bid":0.97679,"ask":0.97704}}
{"heartbeat":{"time":"2017-09-06T19:27:01.251202Z"}}
{"tick":{"instrument":"AUD_CAD","time":"2017-09-06T19:27:01.757501Z","bid":0.9768,"ask":0.97706}}
{"heartbeat":{"time":"2017-09-06T19:27:03.720469Z"}}