Python Prediction API¶
PaddlePaddle offers a set of clean prediction interfaces for python with the help of SWIG. The main steps of predict values in python are:
- Parse training configurations
- Construct GradientMachine
- Prepare data
- Predict
Here is a sample python script that shows the typical prediction process for the
MNIST classification problem. A complete sample code could be found at
src_root/doc/ui/predict/predict_sample.py
.
from py_paddle import swig_paddle, DataProviderConverter
from paddle.trainer.PyDataProvider2 import dense_vector
from paddle.trainer.config_parser import parse_config
0.988235, 0.988235, 0.552941, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.211765,
0.878431, 0.988235, 0.992157, 0.701961, 0.329412, 0.109804, 0, 0, 0, 0, 0,
0, 0, 0.698039, 0.988235, 0.913725, 0.145098, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0.188235, 0.890196, 0.988235, 0.988235, 0.745098, 0.047059, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0.882353, 0.988235, 0.568627, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.2,
0.933333, 0.992157, 0.992157, 0.992157, 0.447059, 0.294118, 0, 0, 0, 0, 0,
0, 0, 0, 0.447059, 0.992157, 0.768627, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0.623529, 0.988235, 0.988235, 0.988235, 0.988235, 0.992157, 0.47451, 0, 0,
0, 0, 0, 0, 0, 0.188235, 0.933333, 0.87451, 0.509804, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0.992157, 0.988235, 0.937255, 0.792157, 0.988235, 0.894118,
0.082353, 0, 0, 0, 0, 0, 0, 0.027451, 0.647059, 0.992157, 0.654902, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0.623529, 0.988235, 0.913725, 0.329412, 0.376471,
0.184314, 0, 0, 0, 0, 0, 0, 0.027451, 0.513725, 0.988235, 0.635294,
0.219608, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.196078, 0.929412, 0.988235,
0.988235, 0.741176, 0.309804, 0, 0, 0, 0, 0, 0, 0.529412, 0.988235,
The module that does the most of the job is py_paddle.swig_paddle, it’s
generated by SWIG and has complete documents, for more details you can use
python’s help()
function. Let’s walk through the above python script:
At the beginning, use
swig_paddle.initPaddle()
to initialize PaddlePaddle with command line arguments, for more about command line arguments see Command Line Arguments.Parse the configuration file that is used in training with
parse_config()
. Because data to predict with always have no label, and output of prediction work normally is the output layer rather than the cost layer, so you should modify the configuration file accordingly before using it in the prediction work.Create a neural network with
swig_paddle.GradientMachine.createFromConfigproto()
, which takes the parsed configurationconf.model_config
as argument. Then load the trained parameters from the model withnetwork.loadParameters()
.- Create a data converter object of utility class
DataProviderConverter
. - Note: As swig_paddle can only accept C++ matrices, we offer a utility class DataProviderConverter that can accept the same input data with PyDataProvider2, for more information please refer to document of PyDataProvider2.
- Create a data converter object of utility class
Do the prediction with
forwardTest()
, which takes the converted input data and outputs the activations of the output layer.
Here is a typical output:
[{'id': None, 'value': array([[ 5.53018653e-09, 1.12194102e-05, 1.96644767e-09,
1.43630644e-02, 1.51111044e-13, 9.85625684e-01,
2.08823112e-10, 2.32777140e-08, 2.00186201e-09,
1.15501715e-08],
[ 9.99982715e-01, 1.27787406e-10, 1.72296313e-05,
1.49316648e-09, 1.36540484e-11, 6.93137714e-10,
2.70634608e-08, 3.48565123e-08, 5.25639710e-09,
4.48684503e-08]], dtype=float32)}]
value
is the output of the output layer, each row represents result of
the corresponding row in the input data, each element represents activation of
the corresponding neuron in the output layer.


Free FASTags available until November 30
by Special CorrespondentFASTags, or reloadable tags for payment at toll booths, will be available for free until November 30, Minister for Road Transport and Highways Nitin Gadkari said on Thursday.
The announcement comes a week before FASTags become mandatory at all the booths on national highways from December 1.
“The FASTags will be available for free until Nov. 30 with a deposit of ₹150,”Mr. Gadkari said at a press conference. From December 1, if anyone comes to a booth without a tag, he or she will have to pay double the toll,” he added.
The FASTags are affixed to a vehicle’s windscreen and the tax amount is automatically deducted when the vehicle passes through a booth.
These are available for purchase at all the national highway toll plazas, banks, RTOs and e marketplace, Amazon.
The tags are being sponsored by the National Highways Authority of India.
As many as 412 of the 535 national highways have been upgraded with technology to read the tags and allow vehicles to zip through. As of now, 40% of the tax collected is through FASTags.


--- layout: post title: processing.js test categories: - fun - other - tech tags: [] status: publish type: post published: true meta: _edit_last: '1' ---


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Chadwick Boseman doesn’t want Marvel’s Black Panther to become a Disney+ TV Show
Black Panther star Chadwick Boseman has quashed any hopes of a Disney+ adaptation of the hit movie… because he doesn’t want to do a TV show.
While the likes of Tom Hiddleston, Elizabeth Olsen and Anthony Mackie might be willing to reprise their roles on the small screen as Disney+ plans the rollout of new Marvel TV shows, we’re not going to see Black Panther as one of them.
Chadwick, who plays the lead role of T’Challa aka Black Panther, is focussing on movies rather than working in TV.
When asked which Avengers co-star he would choose to team up with for another Marvel adventure, Chadwick told MTV: ‘I wouldn’t because I don’t want to do a TV show.
‘I wouldn’t choose one so I can’t answer that. But I have a whole list of things that I’m excited about and none of those are franchises.’
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While we won’t get the TV show we were hoping for, Chadwick will be returning to the iconic role for Black Panther 2, slated for a 2022 release.
He revealed what he hoped to see from the sequel: ‘Hopefully we can maintain the foundation that we set and build upon it and expand and explore.
‘That’s what I hope, but I think first you need to maintain the foundation. We built a culture and a world and so you have to make sure that you keep that in place.’
Ryan Coogler will be returning to direct the sequel and previously admitted there was some pressure to match the success of the first film, which grossed $1.34billion (£1.03billion) at the box office.
He told IndieWire: ‘I think the pressure is kind of always going to be there. I’ve had a chance to make three feature films, each one of them had its own very specific type of pressure. In the process of it, it feels insurmountable each time.
‘When it comes to making a sequel, I’ve never done it before, a sequel to something that I’ve directed myself.
‘So I think there’s gonna be a lot of pressure there, but what we’re going to try to do is just focus on the work, like we always do.
‘Really try to go step by step and try to quiet everything else around us, really focus on trying to make something that has some type of meaning.’
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While details of the storyline are a closely-guarded secret, Marvel Studios president Kevin Feige previously revealed the studios have decided on a ‘pretty solid direction’ for the second film.
Black Panther 2 will be released in May 2022.
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The PV Histogram application allows you to specify a channel to monitor. It will record the values in a buffer and display a histogram of the values. You can specify the number of bins to use, the buffer size and the histogram range. If you don't manually specify a histogram range, then the rang is determined to be the range of values in the current buffer. Note that the manual histogram range has no effect on the statistics (mean and standard deviation) calculations. The statistics calculations are based upon the entire buffer.


I am a visual product designer who is passionate about creating elegant design solutions to solve users’ unique problems or products’ unique purposes. I thrive when working collaboratively with cross-disciplinary minds on intricate challenges. Clients that I have had the pleasure to work with include IBM, Allstate, CME Group, GE, Hyatt, Siemens, and Hayneedle.
I am a bit of a creative hobby collector. I dabble in front-end code, woodworking, sewing, crafting, drawing, and painting.
I'm currently at Huge in San Francisco. Formerly at VSA Partners in Chicago. Am a Texas native.


I WILL NOT PERMIT considerations of age, disease or disability, creed, ethnic origin, gender, nationality, political affiliation, race, sexual orientation, social standing or any other factor to intervene between my duty and my patient;
Item #9 of the World Medical Association's declaration of Geneva.
MAKE THE CARE OF YOUR PATIENT YOUR FIRST CONCERN; Protect and promote the health of patients and the public; Respect patients' right to confidentiality; Never discriminate unfairly against patients or colleagues;
The General Medical Council's duties of a doctor.
States are under the obligation to respect the right to health by, inter alia, refraining from denying or limiting equal access for all persons, including prisoners or detainees, minorities, asylum seekers and illegal immigrants, to preventive, curative and palliative health services; abstaining from enforcing discriminatory practices as a State policy;
General Comment 14 United Nations Human Rights Treaty
I will follow that system of regimen which, according to my ability and judgement, I consider FOR THE BENEFIT OF MY PATIENTS, and abstain from whatever is deleterious and mischievous. ... Into whatever houses I enter, I WILL GO INTO THEM FOR THE BENEFIT OF THE SICK, and will abstain from every voluntary act of mischief and corruption; and, further from the seduction of females or males, of freemen and slaves.
The Oathby Hippocrates


Preparation time
30 mins to 1 hour
Cooking time
30 mins to 1 hour
Serves
Makes 12 individual tarts
Dietary
These pretty fruit tarts are perfect for picnics or make-ahead summer desserts. The buttery pastry and vanilla custard filling is to die for.
For this recipe you will need a food processor and 12 x 10cm/4in fluted tart tins.
For the pastry, put the flour, icing sugar and salt in a food processor and pulse briefly to combine. Add the butter and pulse briefly until the mixture resembles fine breadcrumbs. Add the beaten eggs and yolks and pulse until the mixture comes together. Turn out onto the work surface, knead very briefly and shape into a thick disc. Wrap the pastry in cling film and refrigerate for at least an hour.
For the custard, put the egg yolks, caster sugar and cornflour in a bowl and mix well until combined.
Put the milk and split vanilla pods into a saucepan and bring just to the boil. Remove from the heat and carefully fish out the vanilla pods. Slowly pour the hot milk into the egg mixture, whisking all the time.
Return the custard to the saucepan and cook over a medium heat, stirring constantly until the mixture is very thick. Remove from the heat and transfer the custard to a large bowl. Stir in the cream and butter until completely combined, then add elderflower cordial to taste (you do not want it to be overpowering). Press baking parchment down onto the surface of the custard to prevent a skin forming and cool to room temperature, then chill in the fridge until needed.
Grease twelve 10cm/4in fluted tart tins. On a lightly floured work surface, roll out the pastry to a 4mm thickness. Cut 11cm/4¼in circles from the pastry to line the tins, rerolling as necessary. Prick the bases with a fork and chill in the fridge for 30 minutes.
Preheat the oven to 180C/160C Fan/Gas 4.
Put a piece of baking parchment into each pastry case and fill with baking beans. Bake in a preheated oven for 15 minutes, then remove the beans and parchment and return to the oven for 5–8 more minutes, or until lightly golden-brown. Remove from oven and allow to cool.
Heat the redcurrant jelly in a saucepan until melted. Brush the insides of the pastry shells with a thin layer of jelly.
Fill the cases with the custard and top with a generous amount of fruit. Brush the fruits with jelly to give them a shine.


The following launch parameters may be specified as part of the user data option of ec2-run-instances or through the Amazon Web Services management console. When specifying parameters via the command line, use the -d option and enclose a space-separated list of key=value pair parameters within double quotes. For example: -d "password=none:,view:fnord,modify:plugh defaultAccess=view" allow-user-login=y|n By default, the Gear6 Memcached does not allow users to log into the system via ssh. By supplying this parameter with the value 'y', the user will be able to log into the instance(s) using their standard EC2 keypair (if provided at time of launch). Note that users do not have root access to the instance and instead login using the username 'gear6-user'. There are no password logins allowed with this (or any) user, only key based logins via ssh. To login, the customer should run the following (much like they would for an ordinary AWS login but with a different username): ssh -i <private_key_path> gear6-user@<ip_address> Default is n (no logins allowed). attach=SERVICE_NAME attach=PRIVATE_IP/SERVICE_NAME In the first form of this parameter, the default service name of the Gear6 Memcached instance is set to the provided string. This service name is used to identify instances meant to join a common memcache pool. However, when no IP address is provided (as in this first form) the launched instance(s) have no knowledge of other launched instances with the same service name and must be manually added to the pool using the Gear6 Memcached web-based management interface. When an IP address is provided prior to the service name (and separated with a forward slash '/'), the launched instance(s) will contact the existing instance at the IP address provided and attempt to join the existing memcache pool (of the same name) that instance already belongs to. Note: 1. Service names cannot contain spaces, commas or forward slashes. 2. When passing an IP address, the instance at that IP address must already be a member of a memcache pool (perhaps as its only member) with the same service name. dram-only=y|n Unlike traditional memcached servers, the Gear6 Memcached is capable of using block devices, such as the ephemeral storage devices provided within AWS. By default, the Gear6 Memcached will auto-configure itself based on the amount of DRAM and ephemeral storage available, and use the appropriate combination of the two to maximize available cache size. Typically, this results in a much larger available cache size than if one were to use exclusively DRAM. Unfortunately, due to the difference in access speeds of the underlying media, there can be a performance disadvantage to using both DRAM and ephemeral storage. If desired, the Gear6 Memcached can be forced to run using only DRAM by passing this parameter with the value 'y'. Default is n (use both DRAM and ephemeral storage). defaultAccess=ACCESS_LEVEL Sets the default access level for the web management interface for the Gear6 Memcached instances launched. This will be the access level used when no user credentials have been supplied. Default is none. password=PASSWORD_STRING Sets the password(s) for the different access levels for the Gear6 Memcached management interface. The password string contains a comma separated list of Level:password pairs. Passwords are entered in plaintext and should not contain either commas or double-quotes. Defined access levels are: none, view, modify. Example: password=none:,view:fnord,modify:plugh This will set no password for level none, "fnord" for level view, and "plugh" for modify.


Hello, Code School!
- Angular 2 in more detail
- More about firebase (e.g. in combination with Angular 2)
- Web based software design patterns (e.g. building a caching into an application)
- How to package/minify bigger software projects for production. (e.g. using tool like gulp)


| I l@ve RuBoard |
In this chapter, we've explored ways to launch Python programs, the basics of Python module files and namespace inspection, and Python configuration and installation details. Hopefully, you should now have enough information to start interacting with the Python interpreter. In Chapter 2, we explore basic object types in Python, before looking at statements and larger program components.
| I l@ve RuBoard |


I am a robotics software engineer.
Since 2020, I have been working as an intern researcher at the KIST(Korea Institute of Science and Technology).
I completed a master's degree in Mechanical Engineering at Korea University in Academy-Research-Industry Cooperation Program while working in the KIST.
Before my MSc I did undergraduate in Mechanical Engineering at the Seoul National University of Science and Technology.
I have been developing an algorithm to enhance performance of the visual recognition system for mobile robot.
In simple terms, I want to make robots that can learn like children who learn by questioning their parents about what they don't know continuously.
If you fancy a chat feel free to drop me a mail.
Applied the proposed active learning process to classification and object detection bycalculating the uncertainty of prediction result.
Designed an active learning process to solve the open-set problem in robotic visual recognitionsystem based on Bayesian approach.
Developed a semantic information mapping application for mobile robot based on ConceptNet
Designed a camera-based detection error estimation and correction method using a mobile robot.
Developed an android application for mobile robot control.
Thesis "Active learning of novel classes for robotic visual recognition system"


Groups
Not the best, but still considerable
Expensive or not to be considered at all
Elements
Arcs represent number of offerings of each group (longer - more)
Target node is selected. Different actions available for different nodes
Target node has different sources. Color shows how relevant they are
The thicker connection, the more relevant result is (or less - in case of
)


Branches
We are having many of our branches across India.
Some of them are in metropolatan cities like :
- Delhi
- Mumbai
- Kolkata
- Chennai
- Pune
- Chandigarh
- Hyderabad
We also have many branches in rural areas and in big universities. So that each and every concerned citizen of India can get a chance to serve their country.


Task Assigner
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Bilawal seeks Rashid’s resignation over Tezgam fire
by https://www.dawn.com/authors/391/the-newspaper-s-correspondent, The Newspaper's CorrespondentBAHAWALPUR: PPP Chairman Bilawal Bhutto Zardari has sought the resignation of Railways Minister Sheikh Rashid Ahmed following the Tezgam fire near Liaquatpur which left 74 people dead.
He was talking to media at the Bahawal Victoria Hospital (BVH) after enquiring about the health of some of the victims admitted here after the train inferno.
He demanded a probe to know the causes of the blaze, saying that prime minister should fulfill the promise of an independent investigation into the happening. Bilawal said that till the completion of the inquiry, the minister should resign.
He said the payment of compensation to the aggrieved families should also be expedited.
Bilawal would stay at the residence of PPP leader and former Pakistan Cricket Board (PCB) chairman Zaka Ashraf. He is scheduled to visit Uch Sharif , 70km from here, where he will address a workers’ convention at the residence of former MNA Makhdum Ali Gilani.
Published in Dawn, November 4th, 2019