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Further Reading
https://compilergym.ai
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Public Leaderboard
https://compilergym.ai
Submit your results
here!
https://github.com/facebookresearch/
CompilerGym#leaderboards
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Adding a New Compiler
https://compilergym.ai
Your compiler here!
CUDA Compiler Service
LLVM Compiler Service
Compiler APIs
Feature Extractors
Compiler APIs
Feature
Extractors
Compiler Service
Interface
Frontend Library
User-facing APIs
Error handling and recovery
Command Line Tools
...
...
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Adding a New Compiler
https://compilergym.ai
from compiler_gym.service import CompilationSession
from compiler_gym.service.runtime import create_and_run_compiler_gym_service
class MyCompilationSession(CompilationSession):
"""Class representing a compilation session."""
# what your compiler can do:
action_spaces: List[ActionSpace] = []
# what features your compiler provides:
observation_spaces: List[ObservationSpace] = []
def __init__(self, action_space, benchmark):
pass # start a new compilation session
def apply_action(self, action):
pass # apply an action
def get_observation(self, observation_space):
pass # compute and return an observation
if __name__ == "__main__":
create_and_run_compiler_gym_service(MyCompilationSession)
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Adding a New Compiler
https://compilergym.ai
Feature
Extractors
#include "compiler_gym/service/CompilationSession.h"
#include "compiler_gym/service/runtime/Runtime.h"
using namespace compiler_gym;
struct MyCompilationSession: public CompilationSession{
vector getActionSpaces() {...}
vector getObservationSpaces() {...}
Status init(
const ActionSpace& actionSpace,
const Benchmark& benchmark) {...}
Status applyAction(
const Action& action,
bool& endOfEpisode,
bool& actionSpaceChanged) {...}
Status setObservation(
const ObservationSpace& observationSpace,
Observation& observation) {...}
};
int main(int argc, char** argv) {
runtime::createAndRunService(argc, argv, "My compiler service");
}
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The Future
https://compilergym.ai
Scaling Search Space Size
Today
6-12 months
1-5 years
Phase ordering: 10200, Command line: 104000
Loop level: 1010
Instruction level, all opts: 1010
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