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hub / github.com/apache/tvm / time_evaluator

Method time_evaluator

python/tvm/runtime/module.py:325–421  ·  view source on GitHub ↗

Get an evaluator that measures time cost of running function. Parameters ---------- func_name: str The name of the function in the module. dev: Device The device we should run this function on. number: int The number of t

(
        self,
        func_name,
        dev,
        number=10,
        repeat=1,
        min_repeat_ms=0,
        limit_zero_time_iterations=100,
        cooldown_interval_ms=0,
        repeats_to_cooldown=1,
        cache_flush_bytes=0,
        f_preproc="",
    )

Source from the content-addressed store, hash-verified

323 return fcompile(file_name, files, **kwargs)
324
325 def time_evaluator(
326 self,
327 func_name,
328 dev,
329 number=10,
330 repeat=1,
331 min_repeat_ms=0,
332 limit_zero_time_iterations=100,
333 cooldown_interval_ms=0,
334 repeats_to_cooldown=1,
335 cache_flush_bytes=0,
336 f_preproc="",
337 ):
338 """Get an evaluator that measures time cost of running function.
339
340 Parameters
341 ----------
342 func_name: str
343 The name of the function in the module.
344
345 dev: Device
346 The device we should run this function on.
347
348 number: int
349 The number of times to run this function for taking average.
350 We call these runs as one `repeat` of measurement.
351
352 repeat: int, optional
353 The number of times to repeat the measurement.
354 In total, the function will be invoked (1 + number x repeat) times,
355 where the first one is warm up and will be discarded.
356 The returned result contains `repeat` costs,
357 each of which is an average of `number` costs.
358
359 min_repeat_ms: int, optional
360 The minimum duration of one `repeat` in milliseconds.
361 By default, one `repeat` contains `number` runs. If this parameter is set,
362 the parameters `number` will be dynamically adjusted to meet the
363 minimum duration requirement of one `repeat`.
364 i.e., When the run time of one `repeat` falls below this time, the `number` parameter
365 will be automatically increased.
366
367 limit_zero_time_iterations: int, optional
368 The maximum number of repeats when measured time is equal to 0.
369 It helps to avoid hanging during measurements.
370
371 cooldown_interval_ms: int, optional
372 The cooldown interval in milliseconds between the number of repeats defined by
373 `repeats_to_cooldown`.
374
375 repeats_to_cooldown: int, optional
376 The number of repeats before the cooldown is activated.
377
378 cache_flush_bytes: int, optional
379 The number of bytes to flush from the cache before each repeat.
380
381 f_preproc: str, optional
382 The preprocess function name we want to execute before executing the time evaluator.

Callers 15

benchmarkFunction · 0.45
run_evaluator_commonFunction · 0.45
local_build_and_runFunction · 0.45
local_runFunction · 0.45
rpc_runFunction · 0.45
test_rpc_moduleFunction · 0.45
test_rpc_moduleFunction · 0.45
run_testFunction · 0.45
run_testFunction · 0.45
test_run_evaluatorFunction · 0.45

Calls

no outgoing calls

Tested by 9

test_rpc_moduleFunction · 0.36
test_rpc_moduleFunction · 0.36
run_testFunction · 0.36
run_testFunction · 0.36
test_run_evaluatorFunction · 0.36
check_remoteFunction · 0.36
check_minrpcFunction · 0.36
test_min_repeat_msFunction · 0.36