ods777/tinygrad_repo/test/test_kernel_cache.py

55 lines
1.5 KiB
Python

#!/usr/bin/env python
import unittest
import secrets
import string
from tinygrad.tensor import Tensor
from tinygrad.ops import Device
from tinygrad.helpers import diskcache
def generate_random_string(length=16):
alphabet = string.ascii_letters + string.digits
return ''.join(secrets.choice(alphabet) for _ in range(length))
compile_call_count = 0
@diskcache
def helper_test_compile(prg:str) -> bytes:
global compile_call_count
compile_call_count += 1
return prg.encode()
class TestKernelCache(unittest.TestCase):
def test_compile_cache(self):
prg1 = generate_random_string(64) + "a"
prg2 = generate_random_string(64) + "b"
cold_compile_res = helper_test_compile(prg1)
warm_compile_res = helper_test_compile(prg1)
assert cold_compile_res == warm_compile_res == prg1.encode()
assert compile_call_count == 1
prg2_res = helper_test_compile(prg2)
assert prg2_res == prg2.encode()
assert compile_call_count == 2
def test_kernel_cache_in_action(self):
if Device.DEFAULT not in ["CLANG"]:
self.skipTest("No custom kernel cache is implemented")
a = Tensor.rand(4,4)
b = Tensor.rand(4,4)
x = a + b
x.realize()
orig_compile_func = Device['CLANG'].compiler
Device['CLANG'].compiler = None # making it not callable
a1 = Tensor.rand(4,4)
b1 = Tensor.rand(4,4)
x1 = a1 + b1
x1.realize() # Same kernel should be from cache.
Device['CLANG'].compiler = orig_compile_func
if __name__ == "__main__":
unittest.main()