authors : Jason Lowe-Power
One of the most powerful parts of gem5's Python interface is the ability to pass parameters from Python to the C++ objects in gem5. In this chapter, we will explore some of the kinds of parameters for SimObjects and how to use them building off of the simple HelloObject from the previous chapters <events-chapter>.
First, we will add parameters for the latency and number of times to fire the event in the HelloObject. To add a parameter, modify the HelloObject class in the SimObject Python file (src/learning_gem5/HelloObject.py). Parameters are set by adding new statements to the Python class that include a Param type.
For instance, the following code as a parameter time_to_wait which is a “Latency” parameter and number_of_fires which is an integer parameter.
class HelloObject(SimObject): type = 'HelloObject' cxx_header = "learning_gem5/hello_object.hh" time_to_wait = Param.Latency("Time before firing the event") number_of_fires = Param.Int(1, "Number of times to fire the event before " "goodbye")
Param.<TypeName> declares a parameter of type TypeName. Common types are Int for integers, Float for floats, etc. These types act like regular Python classes.
Each parameter declaration takes one or two parameters. When given two parameters (like number_of_fires above), the first parameter is the default value for the parameter. In this case, if you instantiate a HelloObject in your Python config file without specifying any value for number_of_fires, it will take the default value of 1.
The second parameter to the parameter declaration is a short description of the parameter. This must be a Python string. If you only specify a single parameter to the parameter declaration, it is the description (as for time_to_wait).
gem5 also supports many complex parameter types that are not just builtin types. For instance, time_to_wait is a Latency. Latency takes a value as a time value as a string and converts it into simulator ticks. For instance, with a default tick rate of 1 picosecond (10^12 ticks per second or 1 THz), "1ns" is automatically converted to 1000. There are other convenience parameters like Percent, Cycles, MemorySize and many more.
Once you have declared these parameters in the SimObject file, you need to copy their values to your C++ class in its constructor. The following code shows the changes to the HelloObject constructor.
HelloObject::HelloObject(HelloObjectParams *params) : SimObject(params), event(*this), myName(params->name), latency(params->time_to_wait), timesLeft(params->number_of_fires) { DPRINTF(Hello, "Created the hello object with the name %s\n", myName); }
Here, we use the parameter's values for the default values of latency and timesLeft. Additionally, we store the name from the parameter object to use it later in the member variable myName. Each params instantiation has a name which comes from the Python config file when it is instantiated.
However, assigning the name here is just an example of using the params object. For all SimObjects, there is a name() function that always returns the name. Thus, there is never a need to store the name like above.
To the HelloObject class declaration, add a member variable for the name.
class HelloObject : public SimObject { private: void processEvent(); EventWrapper<HelloObject, &HelloObject::processEvent> event; std::string myName; Tick latency; int timesLeft; public: HelloObject(HelloObjectParams *p); void startup(); };
When we run gem5 with the above, we get the following error:
gem5 Simulator System. http://gem5.org gem5 is copyrighted software; use the --copyright option for details. gem5 compiled Jan 4 2017 14:46:36 gem5 started Jan 4 2017 14:46:52 gem5 executing on chinook, pid 3422 command line: build/X86/gem5.opt --debug-flags=Hello configs/learning_gem5/part2/run_hello.py Global frequency set at 1000000000000 ticks per second fatal: hello.time_to_wait without default or user set value
This is because the time_to_wait parameter does not have a default value. Therefore, we need to update the Python config file (run_hello.py) to specify this value.
root.hello = HelloObject(time_to_wait = '2us')
Or, we can specify time_to_wait as a member variable. Either option is exactly the same because the C++ objects are not created until m5.instantiate() is called.
root.hello = HelloObject() root.hello.time_to_wait = '2us'
The output of this simple script is the following when running the the Hello debug flag.
gem5 Simulator System. http://gem5.org
gem5 is copyrighted software; use the --copyright option for details.
gem5 compiled Jan 4 2017 14:46:36
gem5 started Jan 4 2017 14:50:08
gem5 executing on chinook, pid 3455
command line: build/X86/gem5.opt --debug-flags=Hello configs/learning_gem5/part2/run_hello.py
Global frequency set at 1000000000000 ticks per second
0: hello: Created the hello object with the name hello
Beginning simulation!
info: Entering event queue @ 0. Starting simulation...
2000000: hello: Hello world! Processing the event! 0 left
2000000: hello: Done firing!
Exiting @ tick 18446744073709551615 because simulate() limit reached
You can also modify the config script to fire the event multiple times.
You can also specify other SimObjects as parameters. To demonstrate this, we are going to create a new SimObject, GoodbyeObject. This object is going to have a simple function that says “Goodbye” to another SimObject. To make it a little more interesting, the GoodbyeObject is going to have a buffer to write the message, and a limited bandwidth to write the message.
First, declare the SimObject in the SConscript file:
Import('*') SimObject('HelloObject.py') Source('hello_object.cc') Source('goodbye_object.cc') DebugFlag('Hello')
The new SConscript file can be downloaded here <../_static/scripts/part2/parameters/SConscript>
Next, you need to declare the new SimObject in a SimObject Python file. Since the GoodbyeObject is highly related to the HelloObject, we will use the same file. You can add the following code to HelloObject.py.
This object has two parameters, both with default values. The first parameter is the size of a buffer and is a MemorySize parameter. Second is the write_bandwidth which specifies the speed to fill the buffer. Once the buffer is full, the simulation will exit.
class GoodbyeObject(SimObject): type = 'GoodbyeObject' cxx_header = "learning_gem5/goodbye_object.hh" buffer_size = Param.MemorySize('1kB', "Size of buffer to fill with goodbye") write_bandwidth = Param.MemoryBandwidth('100MB/s', "Bandwidth to fill " "the buffer")
The updated HelloObject.py file can be downloaded here <../_static/scripts/part2/parameters/HelloObject.py>
Now, we need to implement the GoodbyeObject.
#ifndef __LEARNING_GEM5_GOODBYE_OBJECT_HH__ #define __LEARNING_GEM5_GOODBYE_OBJECT_HH__ #include <string> #include "params/GoodbyeObject.hh" #include "sim/sim_object.hh" class GoodbyeObject : public SimObject { private: void processEvent(); /** * Fills the buffer for one iteration. If the buffer isn't full, this * function will enqueue another event to continue filling. */ void fillBuffer(); EventWrapper<GoodbyeObject, &GoodbyeObject::processEvent> event; /// The bytes processed per tick float bandwidth; /// The size of the buffer we are going to fill int bufferSize; /// The buffer we are putting our message in char *buffer; /// The message to put into the buffer. std::string message; /// The amount of the buffer we've used so far. int bufferUsed; public: GoodbyeObject(GoodbyeObjectParams *p); ~GoodbyeObject(); /** * Called by an outside object. Starts off the events to fill the buffer * with a goodbye message. * * @param name the name of the object we are saying goodbye to. */ void sayGoodbye(std::string name); }; #endif // __LEARNING_GEM5_GOODBYE_OBJECT_HH__
#include "learning_gem5/goodbye_object.hh" #include "debug/Hello.hh" #include "sim/sim_exit.hh" GoodbyeObject::GoodbyeObject(GoodbyeObjectParams *params) : SimObject(params), event(*this), bandwidth(params->write_bandwidth), bufferSize(params->buffer_size), buffer(nullptr), bufferUsed(0) { buffer = new char[bufferSize]; DPRINTF(Hello, "Created the goodbye object\n"); } GoodbyeObject::~GoodbyeObject() { delete[] buffer; } void GoodbyeObject::processEvent() { DPRINTF(Hello, "Processing the event!\n"); fillBuffer(); } void GoodbyeObject::sayGoodbye(std::string other_name) { DPRINTF(Hello, "Saying goodbye to %s\n", other_name); message = "Goodbye " + other_name + "!! "; fillBuffer(); } void GoodbyeObject::fillBuffer() { // There better be a message assert(message.length() > 0); // Copy from the message to the buffer per byte. int bytes_copied = 0; for (auto it = message.begin(); it < message.end() && bufferUsed < bufferSize - 1; it++, bufferUsed++, bytes_copied++) { // Copy the character into the buffer buffer[bufferUsed] = *it; } if (bufferUsed < bufferSize - 1) { // Wait for the next copy for as long as it would have taken DPRINTF(Hello, "Scheduling another fillBuffer in %d ticks\n", bandwidth * bytes_copied); schedule(event, curTick() + bandwidth * bytes_copied); } else { DPRINTF(Hello, "Goodbye done copying!\n"); // Be sure to take into account the time for the last bytes exitSimLoop(buffer, 0, curTick() + bandwidth * bytes_copied); } } GoodbyeObject* GoodbyeObjectParams::create() { return new GoodbyeObject(this); }
The header file can be downloaded here <../_static/scripts/part2/parameters/goodbye_object.hh> and the implementation can be downloaded here <../_static/scripts/part2/parameters/goodbye_object.cc>
The interface to this GoodbyeObject is simple a function sayGoodbye which takes a string as a parameter. When this function is called, the simulator builds the message and saves it in a member variable. Then, we begin filling the buffer.
To model the limited bandwidth, each time we write the message to the buffer, we pause for the latency it takes to write the message. We use a simple event to model this pause.
Since we used a MemoryBandwidth parameter in the SimObject declaration, the bandwidth variable is automatically converted into ticks per byte, so calculating the latency is simply the bandwidth times the bytes we want to write the buffer.
Finally, when the buffer is full, we call the function exitSimLoop, which will exit the simulation. This function takes three parameters, the first is the message to return to the Python config script (exit_event.getCause()), the second is the exit code, and the third is when to exit.
First, we will also add a GoodbyeObject as a parameter to the HelloObject. To do this, you simply specify the SimObject class name as the TypeName of the Param. You can have a default, or not, just like a normal parameter.
class HelloObject(SimObject): type = 'HelloObject' cxx_header = "learning_gem5/hello_object.hh" time_to_wait = Param.Latency("Time before firing the event") number_of_fires = Param.Int(1, "Number of times to fire the event before " "goodbye") goodbye_object = Param.GoodbyeObject("A goodbye object")
The updated HelloObject.py file can be downloaded here <../_static/scripts/part2/parameters/HelloObject.py>
Second, we will add a reference to a GoodbyeObject to the HelloObject class.
class HelloObject : public SimObject { private: void processEvent(); EventWrapper<HelloObject, &HelloObject::processEvent> event; /// Pointer to the corresponding GoodbyeObject. Set via Python const GoodbyeObject* goodbye; /// The name of this object in the Python config file const std::string myName; /// Latency between calling the event (in ticks) const Tick latency; /// Number of times left to fire the event before goodbye int timesLeft; public: HelloObject(HelloObjectParams *p); void startup(); };
Then, we need to update the constructor and the process event function of the HelloObject. We also add a check in the constructor to make sure the goodbye pointer is valid. It is possible to pass a null pointer as a SimObject via the parameters by using the NULL special Python SimObject. We should panic when this happens since it is not a case this object has been coded to accept.
#include "learning_gem5/part2/hello_object.hh" #include "base/misc.hh" #include "debug/Hello.hh" HelloObject::HelloObject(HelloObjectParams *params) : SimObject(params), event(*this), goodbye(params->goodbye_object), myName(params->name), latency(params->time_to_wait), timesLeft(params->number_of_fires) { DPRINTF(Hello, "Created the hello object with the name %s\n", myName); panic_if(!goodbye, "HelloObject must have a non-null GoodbyeObject"); }
Once we have processed the number of event specified by the parameter, we should call the sayGoodbye function in the GoodbyeObject.
void HelloObject::processEvent() { timesLeft--; DPRINTF(Hello, "Hello world! Processing the event! %d left\n", timesLeft); if (timesLeft <= 0) { DPRINTF(Hello, "Done firing!\n"); goodbye.sayGoodbye(myName); } else { schedule(event, curTick() + latency); } }
You can find the updated header file here <../_static/scripts/part2/parameters/hello_object.hh> and the implementation file here <../_static/scripts/part2/parameters/hello_object.cc>.
Lastly, we need to add the GoodbyeObject to the config script. Create a new config script, hello_goodbye.py and instantiate both the hello and the goodbye objects. For instance, one possible script is the following.
import m5 from m5.objects import * root = Root(full_system = False) root.hello = HelloObject(time_to_wait = '2us', number_of_fires = 5) root.hello.goodbye_object = GoodbyeObject(buffer_size='100B') m5.instantiate() print "Beginning simulation!" exit_event = m5.simulate() print 'Exiting @ tick %i because %s' % (m5.curTick(), exit_event.getCause())
You can download this script here <../_static/scripts/part2/parameters/hello_goodbye.py>
Running this script generates the following output.
gem5 Simulator System. http://gem5.org
gem5 is copyrighted software; use the --copyright option for details.
gem5 compiled Jan 4 2017 15:17:14
gem5 started Jan 4 2017 15:18:41
gem5 executing on chinook, pid 3838
command line: build/X86/gem5.opt --debug-flags=Hello configs/learning_gem5/part2/hello_goodbye.py
Global frequency set at 1000000000000 ticks per second
0: hello.goodbye_object: Created the goodbye object
0: hello: Created the hello object
Beginning simulation!
info: Entering event queue @ 0. Starting simulation...
2000000: hello: Hello world! Processing the event! 4 left
4000000: hello: Hello world! Processing the event! 3 left
6000000: hello: Hello world! Processing the event! 2 left
8000000: hello: Hello world! Processing the event! 1 left
10000000: hello: Hello world! Processing the event! 0 left
10000000: hello: Done firing!
10000000: hello.goodbye_object: Saying goodbye to hello
10000000: hello.goodbye_object: Scheduling another fillBuffer in 152592 ticks
10152592: hello.goodbye_object: Processing the event!
10152592: hello.goodbye_object: Scheduling another fillBuffer in 152592 ticks
10305184: hello.goodbye_object: Processing the event!
10305184: hello.goodbye_object: Scheduling another fillBuffer in 152592 ticks
10457776: hello.goodbye_object: Processing the event!
10457776: hello.goodbye_object: Scheduling another fillBuffer in 152592 ticks
10610368: hello.goodbye_object: Processing the event!
10610368: hello.goodbye_object: Scheduling another fillBuffer in 152592 ticks
10762960: hello.goodbye_object: Processing the event!
10762960: hello.goodbye_object: Scheduling another fillBuffer in 152592 ticks
10915552: hello.goodbye_object: Processing the event!
10915552: hello.goodbye_object: Goodbye done copying!
Exiting @ tick 10944163 because Goodbye hello!! Goodbye hello!! Goodbye hello!! Goodbye hello!! Goodbye hello!! Goodbye hello!! Goo
You can modify the parameters to these two SimObjects and see how the overall execution time (Exiting @ tick 10944163) changes. To run these tests, you may want to remove the debug flag so there is less output to the terminal.
In the next chapters, we will create a more complex and more useful SimObject, culminating with a simple blocking uniprocessor cache implementation.