Files
tinygrad/test/unit/test_flopcounter.py
George Hotz 871ba73e65 _reduce_op is axis based now (#3462)
* _reduce_op is axis based now

* axis_

* update lin failures

* disable that

* fix shape
2024-02-21 16:36:31 +01:00

45 lines
1.6 KiB
Python

#!/usr/bin/env python
import unittest
from tinygrad import dtypes
from tinygrad.ops import LazyOp, BinaryOps, ReduceOps, get_lazyop_info, BufferOps, MemBuffer
from tinygrad.shape.shapetracker import ShapeTracker
class TestFlopCounter(unittest.TestCase):
def setUp(self):
self.buf0 = LazyOp(BufferOps.LOAD, (), MemBuffer(1, dtypes.float32, ShapeTracker.from_shape((4,))))
self.buf1 = LazyOp(BufferOps.LOAD, (), MemBuffer(2, dtypes.float32, ShapeTracker.from_shape((4,))))
def test_flops_add(self):
op0 = LazyOp(BinaryOps.ADD, (self.buf0,self.buf1,), None)
info = get_lazyop_info(op0)
self.assertEqual(info.flops, 4)
def test_flops_add_twice(self):
op0 = LazyOp(BinaryOps.ADD, (self.buf0,self.buf1,), None)
op1 = LazyOp(BinaryOps.ADD, (op0,self.buf1,), None)
info = get_lazyop_info(op1)
self.assertEqual(info.flops, 8)
def test_flops_add_self(self):
op0 = LazyOp(BinaryOps.ADD, (self.buf0,self.buf1,), None)
op1 = LazyOp(BinaryOps.ADD, (op0,op0,), None)
info = get_lazyop_info(op1)
self.assertEqual(info.flops, 8)
def test_flops_add_roundabout_self(self):
op0 = LazyOp(BinaryOps.ADD, (self.buf0,self.buf1,), None)
op1 = LazyOp(BinaryOps.ADD, (op0,self.buf1,), None)
op2 = LazyOp(BinaryOps.ADD, (op0,op1,), None)
info = get_lazyop_info(op2)
self.assertEqual(info.flops, 12)
def test_flops_red(self):
op0 = LazyOp(BinaryOps.MUL, (self.buf0,self.buf1,), None)
op1 = LazyOp(ReduceOps.SUM, (op0,), (0,))
op2 = LazyOp(BinaryOps.ADD, (op1, op1,), None)
info = get_lazyop_info(op2)
self.assertEqual(info.flops, 9)
if __name__ == '__main__':
unittest.main()