|
| 1 | +""" |
| 2 | +Comprehensive benchmarks for BigInt addition. |
| 3 | +Compares performance against Python's built-in int with 20 diverse test cases. |
| 4 | +""" |
| 5 | + |
| 6 | +from decimojo.bigint.bigint import BigInt |
| 7 | +import decimojo.bigint.arithmetics |
| 8 | +from python import Python, PythonObject |
| 9 | +from time import perf_counter_ns |
| 10 | +import time |
| 11 | +import os |
| 12 | +from collections import List |
| 13 | + |
| 14 | + |
| 15 | +fn open_log_file() raises -> PythonObject: |
| 16 | + """ |
| 17 | + Creates and opens a log file with a timestamp in the filename. |
| 18 | +
|
| 19 | + Returns: |
| 20 | + A file object opened for writing. |
| 21 | + """ |
| 22 | + var python = Python.import_module("builtins") |
| 23 | + var datetime = Python.import_module("datetime") |
| 24 | + |
| 25 | + # Create logs directory if it doesn't exist |
| 26 | + var log_dir = "./logs" |
| 27 | + if not os.path.exists(log_dir): |
| 28 | + os.makedirs(log_dir) |
| 29 | + |
| 30 | + # Generate a timestamp for the filename |
| 31 | + var timestamp = String(datetime.datetime.now().isoformat()) |
| 32 | + var log_filename = log_dir + "/benchmark_bigint_add_" + timestamp + ".log" |
| 33 | + |
| 34 | + print("Saving benchmark results to:", log_filename) |
| 35 | + return python.open(log_filename, "w") |
| 36 | + |
| 37 | + |
| 38 | +fn log_print(msg: String, log_file: PythonObject) raises: |
| 39 | + """ |
| 40 | + Prints a message to both the console and the log file. |
| 41 | +
|
| 42 | + Args: |
| 43 | + msg: The message to print. |
| 44 | + log_file: The file object to write to. |
| 45 | + """ |
| 46 | + print(msg) |
| 47 | + log_file.write(msg + "\n") |
| 48 | + log_file.flush() # Ensure the message is written immediately |
| 49 | + |
| 50 | + |
| 51 | +fn run_benchmark_add( |
| 52 | + name: String, |
| 53 | + value1: String, |
| 54 | + value2: String, |
| 55 | + iterations: Int, |
| 56 | + log_file: PythonObject, |
| 57 | + mut speedup_factors: List[Float64], |
| 58 | +) raises: |
| 59 | + """ |
| 60 | + Run a benchmark comparing Mojo BigInt addition with Python int addition. |
| 61 | +
|
| 62 | + Args: |
| 63 | + name: Name of the benchmark case. |
| 64 | + value1: String representation of first operand. |
| 65 | + value2: String representation of second operand. |
| 66 | + iterations: Number of iterations to run. |
| 67 | + log_file: File object for logging results. |
| 68 | + speedup_factors: Mojo List to store speedup factors for averaging. |
| 69 | + """ |
| 70 | + log_print("\nBenchmark: " + name, log_file) |
| 71 | + log_print("First operand: " + value1, log_file) |
| 72 | + log_print("Second operand: " + value2, log_file) |
| 73 | + |
| 74 | + # Set up Mojo and Python values |
| 75 | + var mojo_value1 = BigInt(value1) |
| 76 | + var mojo_value2 = BigInt(value2) |
| 77 | + var py = Python.import_module("builtins") |
| 78 | + var py_value1 = py.int(value1) |
| 79 | + var py_value2 = py.int(value2) |
| 80 | + |
| 81 | + # Execute the operations once to verify correctness |
| 82 | + var mojo_result = mojo_value1 + mojo_value2 |
| 83 | + var py_result = py_value1 + py_value2 |
| 84 | + |
| 85 | + # Display results for verification |
| 86 | + log_print("Mojo result: " + String(mojo_result), log_file) |
| 87 | + log_print("Python result: " + String(py_result), log_file) |
| 88 | + |
| 89 | + # Benchmark Mojo implementation |
| 90 | + var t0 = perf_counter_ns() |
| 91 | + for _ in range(iterations): |
| 92 | + _ = mojo_value1 + mojo_value2 |
| 93 | + var mojo_time = (perf_counter_ns() - t0) / iterations |
| 94 | + if mojo_time == 0: |
| 95 | + mojo_time = 1 # Prevent division by zero |
| 96 | + |
| 97 | + # Benchmark Python implementation |
| 98 | + t0 = perf_counter_ns() |
| 99 | + for _ in range(iterations): |
| 100 | + _ = py_value1 + py_value2 |
| 101 | + var python_time = (perf_counter_ns() - t0) / iterations |
| 102 | + |
| 103 | + # Calculate speedup factor |
| 104 | + var speedup = python_time / mojo_time |
| 105 | + speedup_factors.append(Float64(speedup)) |
| 106 | + |
| 107 | + # Print results with speedup comparison |
| 108 | + log_print( |
| 109 | + "Mojo addition: " + String(mojo_time) + " ns per iteration", |
| 110 | + log_file, |
| 111 | + ) |
| 112 | + log_print( |
| 113 | + "Python addition: " + String(python_time) + " ns per iteration", |
| 114 | + log_file, |
| 115 | + ) |
| 116 | + log_print("Speedup factor: " + String(speedup), log_file) |
| 117 | + |
| 118 | + |
| 119 | +fn main() raises: |
| 120 | + # Open log file |
| 121 | + var log_file = open_log_file() |
| 122 | + var datetime = Python.import_module("datetime") |
| 123 | + |
| 124 | + # Create a Mojo List to store speedup factors for averaging later |
| 125 | + var speedup_factors = List[Float64]() |
| 126 | + |
| 127 | + # Display benchmark header with system information |
| 128 | + log_print("=== DeciMojo BigInt Addition Benchmark ===", log_file) |
| 129 | + log_print("Time: " + String(datetime.datetime.now().isoformat()), log_file) |
| 130 | + |
| 131 | + # Try to get system info |
| 132 | + try: |
| 133 | + var platform = Python.import_module("platform") |
| 134 | + log_print( |
| 135 | + "System: " |
| 136 | + + String(platform.system()) |
| 137 | + + " " |
| 138 | + + String(platform.release()), |
| 139 | + log_file, |
| 140 | + ) |
| 141 | + log_print("Processor: " + String(platform.processor()), log_file) |
| 142 | + log_print( |
| 143 | + "Python version: " + String(platform.python_version()), log_file |
| 144 | + ) |
| 145 | + except: |
| 146 | + log_print("Could not retrieve system information", log_file) |
| 147 | + |
| 148 | + var iterations = 1000 |
| 149 | + |
| 150 | + # Define benchmark cases |
| 151 | + log_print( |
| 152 | + "\nRunning addition benchmarks with " |
| 153 | + + String(iterations) |
| 154 | + + " iterations each", |
| 155 | + log_file, |
| 156 | + ) |
| 157 | + |
| 158 | + # Case 1: Small integer addition |
| 159 | + run_benchmark_add( |
| 160 | + "Small integer addition", |
| 161 | + "42", |
| 162 | + "58", |
| 163 | + iterations, |
| 164 | + log_file, |
| 165 | + speedup_factors, |
| 166 | + ) |
| 167 | + |
| 168 | + # Case 2: Medium integer addition |
| 169 | + run_benchmark_add( |
| 170 | + "Medium integer addition", |
| 171 | + "12345", |
| 172 | + "67890", |
| 173 | + iterations, |
| 174 | + log_file, |
| 175 | + speedup_factors, |
| 176 | + ) |
| 177 | + |
| 178 | + # Case 3: Large integer addition |
| 179 | + run_benchmark_add( |
| 180 | + "Large integer addition", |
| 181 | + "9999999999", # 10 billion |
| 182 | + "1234567890", |
| 183 | + iterations, |
| 184 | + log_file, |
| 185 | + speedup_factors, |
| 186 | + ) |
| 187 | + |
| 188 | + # Case 4: Very large integer addition |
| 189 | + run_benchmark_add( |
| 190 | + "Very large integer addition", |
| 191 | + "9" * 50, # 50-digit number |
| 192 | + "1" + "0" * 49, # 10^49 |
| 193 | + iterations, |
| 194 | + log_file, |
| 195 | + speedup_factors, |
| 196 | + ) |
| 197 | + |
| 198 | + # Case 5: Negative number addition |
| 199 | + run_benchmark_add( |
| 200 | + "Negative number addition", |
| 201 | + "-12345", |
| 202 | + "-67890", |
| 203 | + iterations, |
| 204 | + log_file, |
| 205 | + speedup_factors, |
| 206 | + ) |
| 207 | + |
| 208 | + # Case 6: Mixed sign addition (positive + negative) |
| 209 | + run_benchmark_add( |
| 210 | + "Mixed sign addition (positive + negative)", |
| 211 | + "12345", |
| 212 | + "-6789", |
| 213 | + iterations, |
| 214 | + log_file, |
| 215 | + speedup_factors, |
| 216 | + ) |
| 217 | + |
| 218 | + # Case 7: Mixed sign addition (negative + positive) |
| 219 | + run_benchmark_add( |
| 220 | + "Mixed sign addition (negative + positive)", |
| 221 | + "-12345", |
| 222 | + "67890", |
| 223 | + iterations, |
| 224 | + log_file, |
| 225 | + speedup_factors, |
| 226 | + ) |
| 227 | + |
| 228 | + # Case 8: Addition with zero |
| 229 | + run_benchmark_add( |
| 230 | + "Addition with zero", |
| 231 | + "123456789", |
| 232 | + "0", |
| 233 | + iterations, |
| 234 | + log_file, |
| 235 | + speedup_factors, |
| 236 | + ) |
| 237 | + |
| 238 | + # Case 9: Addition resulting in zero (a + (-a)) |
| 239 | + run_benchmark_add( |
| 240 | + "Addition resulting in zero", |
| 241 | + "987654321", |
| 242 | + "-987654321", |
| 243 | + iterations, |
| 244 | + log_file, |
| 245 | + speedup_factors, |
| 246 | + ) |
| 247 | + |
| 248 | + # Case 10: Power-of-10 addition |
| 249 | + run_benchmark_add( |
| 250 | + "Power-of-10 addition", |
| 251 | + "1" + "0" * 20, # 10^20 |
| 252 | + "1" + "0" * 15, # 10^15 |
| 253 | + iterations, |
| 254 | + log_file, |
| 255 | + speedup_factors, |
| 256 | + ) |
| 257 | + |
| 258 | + # Case 11: Fibonacci numbers addition |
| 259 | + run_benchmark_add( |
| 260 | + "Fibonacci numbers addition", |
| 261 | + "10946", # Fib(21) |
| 262 | + "17711", # Fib(22) |
| 263 | + iterations, |
| 264 | + log_file, |
| 265 | + speedup_factors, |
| 266 | + ) |
| 267 | + |
| 268 | + # Case 12: Extreme large integer addition |
| 269 | + run_benchmark_add( |
| 270 | + "Extreme large integer addition", |
| 271 | + "9" * 100, # 100-digit number |
| 272 | + "1" + "0" * 99, # 10^99 |
| 273 | + iterations, |
| 274 | + log_file, |
| 275 | + speedup_factors, |
| 276 | + ) |
| 277 | + |
| 278 | + # Case 13: Addition with uneven length numbers |
| 279 | + run_benchmark_add( |
| 280 | + "Addition with uneven length numbers", |
| 281 | + "1" + "0" * 30, # 10^30 |
| 282 | + "9" * 10, # 10-digit number |
| 283 | + iterations, |
| 284 | + log_file, |
| 285 | + speedup_factors, |
| 286 | + ) |
| 287 | + |
| 288 | + # Case 14: Addition with uneven length numbers (reversed) |
| 289 | + run_benchmark_add( |
| 290 | + "Addition with uneven length numbers (reversed)", |
| 291 | + "9" * 10, # 10-digit number |
| 292 | + "1" + "0" * 30, # 10^30 |
| 293 | + iterations, |
| 294 | + log_file, |
| 295 | + speedup_factors, |
| 296 | + ) |
| 297 | + |
| 298 | + # Case 15: Addition with many carries |
| 299 | + run_benchmark_add( |
| 300 | + "Addition with many carries", |
| 301 | + "9" * 25, # 25 nines |
| 302 | + "1", |
| 303 | + iterations, |
| 304 | + log_file, |
| 305 | + speedup_factors, |
| 306 | + ) |
| 307 | + |
| 308 | + # Case 16: Prime number addition |
| 309 | + run_benchmark_add( |
| 310 | + "Prime number addition", |
| 311 | + "2147483647", # Mersenne prime (2^31 - 1) |
| 312 | + "2305843009213693951", # Mersenne prime (2^61 - 1) |
| 313 | + iterations, |
| 314 | + log_file, |
| 315 | + speedup_factors, |
| 316 | + ) |
| 317 | + |
| 318 | + # Case 17: Addition of numbers near Int64 limit |
| 319 | + run_benchmark_add( |
| 320 | + "Addition near Int64 limit", |
| 321 | + "9223372036854775807", # Int64.MAX |
| 322 | + "9223372036854775807", # Int64.MAX |
| 323 | + iterations, |
| 324 | + log_file, |
| 325 | + speedup_factors, |
| 326 | + ) |
| 327 | + |
| 328 | + # Case 18: Addition of numbers near UInt64 limit |
| 329 | + run_benchmark_add( |
| 330 | + "Addition near UInt64 limit", |
| 331 | + "18446744073709551615", # UInt64.MAX |
| 332 | + "1", |
| 333 | + iterations, |
| 334 | + log_file, |
| 335 | + speedup_factors, |
| 336 | + ) |
| 337 | + |
| 338 | + # Case 19: Addition of repeated digits |
| 339 | + run_benchmark_add( |
| 340 | + "Addition of repeated digits", |
| 341 | + "1" * 40, # 40 ones |
| 342 | + "9" * 40, # 40 nines |
| 343 | + iterations, |
| 344 | + log_file, |
| 345 | + speedup_factors, |
| 346 | + ) |
| 347 | + |
| 348 | + # Case 20: Addition of powers of two |
| 349 | + run_benchmark_add( |
| 350 | + "Addition of powers of two", |
| 351 | + "340282366920938463463374607431768211456", # 2^128 |
| 352 | + "115792089237316195423570985008687907853269984665640564039457584007913129639936", # 2^256 |
| 353 | + iterations, |
| 354 | + log_file, |
| 355 | + speedup_factors, |
| 356 | + ) |
| 357 | + |
| 358 | + # Calculate average speedup factor |
| 359 | + var sum_speedup: Float64 = 0.0 |
| 360 | + for i in range(len(speedup_factors)): |
| 361 | + sum_speedup += speedup_factors[i] |
| 362 | + var average_speedup = sum_speedup / Float64(len(speedup_factors)) |
| 363 | + |
| 364 | + # Display summary |
| 365 | + log_print("\n=== BigInt Addition Benchmark Summary ===", log_file) |
| 366 | + log_print("Benchmarked: 20 different addition cases", log_file) |
| 367 | + log_print( |
| 368 | + "Each case ran: " + String(iterations) + " iterations", log_file |
| 369 | + ) |
| 370 | + log_print("Average speedup: " + String(average_speedup) + "×", log_file) |
| 371 | + |
| 372 | + # List all speedup factors |
| 373 | + log_print("\nIndividual speedup factors:", log_file) |
| 374 | + for i in range(len(speedup_factors)): |
| 375 | + log_print( |
| 376 | + String("Case {}: {}×").format(i + 1, round(speedup_factors[i], 2)), |
| 377 | + log_file, |
| 378 | + ) |
| 379 | + |
| 380 | + # Close the log file |
| 381 | + log_file.close() |
| 382 | + print("Benchmark completed. Log file closed.") |
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