- Test Your Code execution performance , memory required and cprofile analysis
- Automatically downloads from github
- Visualize the data into more understandable form
- Added support for Ruby
Analyzing python, ruby code for performance evaluation. Libraries used in this project are timeit , cProfile and tracemalloc. timeit is used for analyzing the time complexity which executes the given code for 5 iteration and returns the time taken to execute. cProfile is used to analyze the function calls and time required to execute each function calls tracemalloc is used to analyze the peak memory used by the targeted function.
- make new virtual environment with python 3.7
- install requests and pandas
- install matplotlib
Uses
- Create an object of Benchmark Class with url, expected_output , function params ,code_type by default code type is set to python only
demo = Benchmark(github_repo_url,expected_output,params,code_type='python'')
- Start the benchmarking process
demo.start(params='all', save=False, visualize=True)
Note: Complete means the tested function returns something and correctness means it matches the expected output
Testing this code in Code Analyzer
class Testing:
def setup(params):
# return [i for i in range(params)]
l =[]
for i in range(params):
for j in range(params):
for k in range(params):
l.append(i*j*k)
return l
Code for Demo.py For Python Code
from AllBenchmark.Benchmark import Benchmark
expected_output = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 3,
4, 0, 2, 4, 6, 8, 0, 3, 6, 9, 12, 0, 4, 8, 12, 16, 0, 0, 0, 0, 0, 0, 2, 4, 6, 8, 0, 4, 8, 12, 16, 0,
6, 12, 18, 24, 0, 8, 16, 24, 32, 0, 0, 0, 0, 0, 0, 3, 6, 9, 12, 0, 6, 12, 18, 24, 0, 9, 18, 27, 36,
0, 12, 24, 36, 48, 0, 0, 0, 0, 0, 0, 4, 8, 12, 16, 0, 8, 16, 24, 32, 0, 12, 24, 36, 48, 0, 16, 32,
48, 64]
url = "https://github.com/diparyal/python_test.git"
params = 5
demo = Benchmark(url=url, expected_output=expected_output, params=params, code_type='python')
score = demo.start(visualize=True, save=True, params='all')
print(score)
Output:
Testing this code in Code Analyzer
module Testing
def Testing.setup(params)
return "hello World" + params;
end
end
Code for Demo.py For Python Code
from AllBenchmark.Benchmark import Benchmark
expected_output = "hello World5"
url = "https://github.com/dcostersabin/ruby.git"
params = '5'
demo = Benchmark(url=url, expected_output=expected_output, params=params, code_type='ruby')
score = demo.start(visualize=True, save=True, params='all')
print(score)
Output:
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent