ai
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7 changed files with 41 additions and 14 deletions
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@ -17,11 +17,10 @@ def ant_colony_opt(instance):
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"kroA100": (0.9, 8, 0.4, 1000, 750, 100, 30), # 21378
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"kroA100": (0.9, 8, 0.4, 1000, 750, 100, 30), # 21378
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"lin318": (0.9, 8, 0.4, 1000, 500, 32, 30), # 43171
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"lin318": (0.9, 8, 0.4, 1000, 500, 32, 30), # 43171
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"pcb442": (0.9, 8, 0.4, 1000, 450, 24, 3), # 52466
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"pcb442": (0.9, 8, 0.4, 1000, 450, 24, 3), # 52466
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"pr439": (0.9, 8, 0.4, 1000, 450, 24, 2), # 11734
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"pr439": (0.9, 8, 0.4, 1000, 1000, 15, 3), # 109721
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"rat783": (0.9, 8, 0.4, 1000, 450, 24, 2), # 9232
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"rat783": (0.9, 8, 0.4, 1000, 300, 28, 4), # 9218
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"u1060": (0.9, 8, 0.4, 1000, 350, 6, 3), # 238025
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"u1060": (0.9, 8, 0.4, 1000, 350, 8, 10), # 235506
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#"fl1577": (0.9, 8, 0.4, 1000, 50, 9, 3), # 24145
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"fl1577": (0.9, 8, 0.4, 1000, 50, 10, 7), # 23020
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"fl1577": (0.9, 8, 0.4, 1000, 50, 10, 5), # 24145
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}
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}
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alpha, beta, evap, weight, ants, loops, optruns = params[instance.name]
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alpha, beta, evap, weight, ants, loops, optruns = params[instance.name]
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14
approach.md
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14
approach.md
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@ -0,0 +1,14 @@
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# System information
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Here is a summary of the system characteristics of the machine used to measure the execution time and
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execution results for my AI cup submission:
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| Characteristic | Value |
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| :------------- | :----------: |
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| Machine used | Macbook Pro 2018 15" |
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| OS Version | MacOS Catalina 10.15.7 |
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| Kernel | Mach 19.6.0 |
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| Interpreter used (Python wrapper) | CPython 3.8.3 (default, Jul 2 2020, 11:26:31) |
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| Compiler used (C++ companion program) | Apple clang version 12.0.0 (clang-1200.0.32.21) |
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| Compiler optimization level (C++ companion program) | `-O2` |
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| CPU | Intel i7-8750H (12) @ 2.20GHz |
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15
execute.md
15
execute.md
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@ -10,7 +10,7 @@ one must have the following requirements:
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acceptable compilers).
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acceptable compilers).
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## Execution
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## Execution
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`cd` in the `code` directory and execute `python3 ./run.py` from the terminal.
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`cd` in the `code` directory and execute `python3 ./run.py all` from the terminal.
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The script will automatically compile the C++ companion program and start the TSP computation for each problem.
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The script will automatically compile the C++ companion program and start the TSP computation for each problem.
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Results will be saved in `<problemname>.sol` files where `<problemname>` is respectively the name
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Results will be saved in `<problemname>.sol` files where `<problemname>` is respectively the name
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@ -20,6 +20,19 @@ Execution time for each problem will be computed using the same criteria used fo
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Times and lengths found will be saved in a file named `results.csv` which will be located in the same directory as
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Times and lengths found will be saved in a file named `results.csv` which will be located in the same directory as
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`run.py`.
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`run.py`.
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Should it be necessary to run the TSP algorithm problem by problem (e.g. if the execution time must be measured by an
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external program,
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execute first the command:
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```bash
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c++ -O2 -lpthread --std=c++11 -o c_prob/aco aco.cc opt.cc
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```
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Then execute `python3 run.py <problem name>` where `<problem name>` is the problem name without extension
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(e.g. `rat783`)
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The `c++` may not be repeated when running multiple problems in a one-by-one fashion.
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## `.sol` file contents
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## `.sol` file contents
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Solution files are made up of just one line, containing a valid Python expression representing an array.
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Solution files are made up of just one line, containing a valid Python expression representing an array.
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The array in question contains the order in which cities must be visited, representing each city by its number.
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The array in question contains the order in which cities must be visited, representing each city by its number.
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8
run.py
8
run.py
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@ -3,13 +3,13 @@ import pandas as pd
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from aco.io_tsp import ProblemInstance
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from aco.io_tsp import ProblemInstance
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from aco.TSP_solver import TSPSolver
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from aco.TSP_solver import TSPSolver
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import os
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import os
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import sys
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def run(show_plots=False, verbose=False):
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def run(show_plots=False, verbose=False):
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os.system("rm -f " + " ".join(glob.glob("sol/*") + glob.glob("c_prob/*")))
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os.system("rm -f " + " ".join(glob.glob("sol/*.sol") + glob.glob("c_prob/*.txt")))
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if sys.argv[1] == "all":
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os.system("c++ -O2 -lpthread --std=c++11 -o c_prob/aco aco.cc opt.cc")
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os.system("c++ -O2 -lpthread --std=c++11 -o c_prob/aco aco.cc opt.cc")
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problems = glob.glob('./problems/*.tsp')
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problems = glob.glob('./problems/*.tsp') if sys.argv[1] == "all" else [f"./problems/{sys.argv[1]}.tsp"]
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problems = ["./problems/fl1577.tsp"]
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results = []
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results = []
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index = []
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index = []
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File diff suppressed because one or more lines are too long
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@ -5,8 +5,10 @@ execution results for my AI cup submission:
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| Characteristic | Value |
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| Characteristic | Value |
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| :------------- | :----------: |
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| :------------- | :----------: |
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| Machine used | Macbook Pro 2018 15" |
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| OS Version | MacOS Catalina 10.15.7 |
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| OS Version | MacOS Catalina 10.15.7 |
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| Kernel | Mach 19.6.0 |
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| Kernel | Mach 19.6.0 |
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| Compiler used | Apple clang version 12.0.0 (clang-1200.0.32.21) |
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| Interpreter used (Python wrapper) | CPython 3.8.3 (default, Jul 2 2020, 11:26:31) |
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| Compiler optimization level | `-O2` |
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| Compiler used (C++ companion program) | Apple clang version 12.0.0 (clang-1200.0.32.21) |
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| Compiler optimization level (C++ companion program) | `-O2` |
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| CPU | Intel i7-8750H (12) @ 2.20GHz |
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| CPU | Intel i7-8750H (12) @ 2.20GHz |
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