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migrate test_linearizer_dumb.py to UOp AST (#6241)

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* add imports and update test_unmerged_ifs to UOp AST

* test_max_simplify_and_cancel

* test_expander_new_srcs

* test_llama_embedding

* test_unaligns_idxs

* test_unrolled_float4_align

* test_upcasted_stores_out_of_order

* remove LazyOp

* remove extra/ops and replace ReduceOps.SUM with BinaryOps.ADD
This commit is contained in:
gswangg
2024-08-24 06:27:29 -07:00
committed by GitHub
parent e44653e25a
commit ea76b93814
1 changed files with 130 additions and 77 deletions
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207
test/test_linearizer_dumb.py
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@@ -4,9 +4,9 @@
import unittest
from tinygrad import Device, dtypes
from tinygrad.ops import UOps
from tinygrad.dtype import PtrDType
from tinygrad.ops import UOp, UOps, BinaryOps, TernaryOps
from tinygrad.helpers import getenv
from extra.ops import LazyOp, BinaryOps, UnaryOps, ReduceOps, TernaryOps, BufferOps, MemBuffer, ConstBuffer, MetaOps
from tinygrad.shape.shapetracker import ShapeTracker, View
from tinygrad.engine.search import Opt, OptOps
from tinygrad.codegen.kernel import Kernel
@@ -14,18 +14,26 @@ from tinygrad.codegen.kernel import Kernel
class TestLinearizerDumb(unittest.TestCase):
@unittest.skipUnless(Device.DEFAULT == "METAL", "only tested on METAL")
def test_unmerged_ifs(self):
ast = LazyOp(MetaOps.KERNEL, arg=None, src=(
LazyOp(BufferOps.STORE, arg=MemBuffer(idx=0, dtype=dtypes.half, st=ShapeTracker(views=(View(shape=(64, 1, 512, 7, 7, 1, 1, 1), strides=(25088, 0, 49, 7, 1, 0, 0, 0), offset=0, mask=None, contiguous=True),))), src=(
LazyOp(BinaryOps.MAX, arg=None, src=(
LazyOp(BinaryOps.MUL, arg=None, src=(
LazyOp(UnaryOps.CAST, arg=dtypes.half, src=(
LazyOp(ReduceOps.SUM, arg=(5, 6, 7), src=(
LazyOp(UnaryOps.CAST, arg=dtypes.float, src=(
LazyOp(BinaryOps.MUL, arg=None, src=(
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=1, dtype=dtypes.half, st=ShapeTracker(views=(View(shape=(1, 64, 1, 512, 4, 9, 4, 9), strides=(0, 25088, 0, 49, 0, 7, 0, 1), offset=-8, mask=((0, 1), (0, 64), (0, 1), (0, 512), (0, 4), (1, 8), (0, 4), (1, 8)), contiguous=False), View(shape=(64, 1, 512, 7, 7, 512, 3, 3), strides=(663552, 0, 0, 36, 1, 1296, 360, 10), offset=0, mask=None, contiguous=False)))), src=()),
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=2, dtype=dtypes.half, st=ShapeTracker(views=(View(shape=(64, 1, 512, 7, 7, 512, 3, 3), strides=(0, 0, 4608, 0, 0, 9, 3, 1), offset=0, mask=None, contiguous=False),))), src=()),)),)),)),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=0.9999950000374996, dtype=dtypes.half, st=ShapeTracker(views=(View(shape=(64, 1, 512, 7, 7, 1, 1, 1), strides=(0, 0, 0, 0, 0, 0, 0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=0.0, dtype=dtypes.half, st=ShapeTracker(views=(View(shape=(64, 1, 512, 7, 7, 1, 1, 1), strides=(0, 0, 0, 0, 0, 0, 0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),)),))
ast = UOp(UOps.SINK, None, arg=None, src=(
UOp(UOps.STORE, None, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.half), arg=0, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(64, 1, 512, 7, 7, 1, 1, 1), strides=(25088, 0, 49, 7, 1, 0, 0, 0), offset=0, mask=None, contiguous=True),)), src=()),
UOp(UOps.ALU, dtypes.half, arg=BinaryOps.MAX, src=(
UOp(UOps.ALU, dtypes.half, arg=BinaryOps.MUL, src=(
UOp(UOps.CAST, dtypes.half, arg=None, src=(
UOp(UOps.REDUCE_AXIS, dtypes.float, arg=(BinaryOps.ADD, (5, 6, 7)), src=(
UOp(UOps.CAST, dtypes.float, arg=None, src=(
UOp(UOps.ALU, dtypes.half, arg=BinaryOps.MUL, src=(
UOp(UOps.LOAD, dtypes.half, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.half), arg=1, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(1, 64, 1, 512, 4, 9, 4, 9), strides=(0, 25088, 0, 49, 0, 7, 0, 1), offset=-8, mask=((0, 1), (0, 64), (0, 1), (0, 512), (0, 4), (1, 8), (0, 4), (1, 8)), contiguous=False), View(shape=(64, 1, 512, 7, 7, 512, 3, 3), strides=(663552, 0, 0, 36, 1, 1296, 360, 10), offset=0, mask=None, contiguous=False))), src=()),)),
UOp(UOps.LOAD, dtypes.half, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.half), arg=2, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(64, 1, 512, 7, 7, 512, 3, 3), strides=(0, 0, 4608, 0, 0, 9, 3, 1), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),)),)),
UOp(UOps.CONST, dtypes.half, arg=0.9999950000374996, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(64, 1, 512, 7, 7, 1, 1, 1), strides=(0, 0, 0, 0, 0, 0, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
UOp(UOps.CONST, dtypes.half, arg=0.0, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(64, 1, 512, 7, 7, 1, 1, 1), strides=(0, 0, 0, 0, 0, 0, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),))
opts = [Opt(op=OptOps.TC, axis=2, amt=2), Opt(op=OptOps.UPCAST, axis=2, amt=0), Opt(op=OptOps.UNROLL, axis=1, amt=0)]
k = Kernel(ast, opts=Device["METAL"].renderer)
k.required_optimizations()
@@ -40,19 +48,28 @@ class TestLinearizerDumb(unittest.TestCase):
@unittest.skipUnless(Device[Device.DEFAULT].renderer.has_local, "need local")
def test_max_simplify_and_cancel(self):
ast = LazyOp(MetaOps.KERNEL, arg=None, src=(
LazyOp(BufferOps.STORE, arg=MemBuffer(idx=0, dtype=dtypes.int, st=ShapeTracker(views=(View(shape=(1000, 1), strides=(1, 0), offset=0, mask=None, contiguous=True),))), src=(
LazyOp(BinaryOps.MUL, arg=None, src=(
LazyOp(UnaryOps.CAST, arg=dtypes.int, src=(
LazyOp(BinaryOps.CMPNE, arg=None, src=(
LazyOp(BinaryOps.CMPNE, arg=None, src=(
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=1, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(1000, 1), strides=(1, 0), offset=0, mask=None, contiguous=True),))), src=()),
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=2, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(1000, 1), strides=(0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=True, dtype=dtypes.bool, st=ShapeTracker(views=(View(shape=(1000, 1), strides=(0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),)),
LazyOp(BinaryOps.ADD, arg=None, src=(
LazyOp(ReduceOps.SUM, arg=(1,), src=(
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=-1, dtype=dtypes.int, st=ShapeTracker(views=(View(shape=(1001, 1999), strides=(0, 0), offset=0, mask=((0, 1001), (999, 1999)), contiguous=False), View(shape=(1000, 1000), strides=(1, 2000), offset=0, mask=None, contiguous=False)))), src=()),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=1000, dtype=dtypes.int, st=ShapeTracker(views=(View(shape=(1000, 1), strides=(0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),)),)),))
ast = UOp(UOps.SINK, None, arg=None, src=(
UOp(UOps.STORE, None, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.int), arg=0, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(1000, 1), strides=(1, 0), offset=0, mask=None, contiguous=True),)), src=()),
UOp(UOps.ALU, dtypes.int, arg=BinaryOps.MUL, src=(
UOp(UOps.CAST, dtypes.int, arg=None, src=(
UOp(UOps.ALU, dtypes.bool, arg=BinaryOps.CMPNE, src=(
UOp(UOps.ALU, dtypes.bool, arg=BinaryOps.CMPNE, src=(
UOp(UOps.LOAD, dtypes.float, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=1, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(1000, 1), strides=(1, 0), offset=0, mask=None, contiguous=True),)), src=()),)),
UOp(UOps.LOAD, dtypes.float, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=2, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(1000, 1), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
UOp(UOps.CONST, dtypes.bool, arg=True, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(1000, 1), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),
UOp(UOps.ALU, dtypes.int, arg=BinaryOps.ADD, src=(
UOp(UOps.REDUCE_AXIS, dtypes.int, arg=(BinaryOps.ADD, (1,)), src=(
UOp(UOps.CONST, dtypes.int, arg=-1, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(1001, 1999), strides=(0, 0), offset=0, mask=((0, 1001), (999, 1999)), contiguous=False), View(shape=(1000, 1000), strides=(1, 2000), offset=0, mask=None, contiguous=False))), src=()),)),)),
UOp(UOps.CONST, dtypes.int, arg=1000, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(1000, 1), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),)),))
opts = [Opt(op=OptOps.UNROLL, axis=0, amt=4), Opt(op=OptOps.LOCAL, axis=0, amt=8)]
k = Kernel(ast, opts=Device[Device.DEFAULT].renderer)
k.required_optimizations()
@@ -62,10 +79,14 @@ class TestLinearizerDumb(unittest.TestCase):
@unittest.skipUnless(Device[Device.DEFAULT].renderer.has_local, "need local")
def test_expander_new_srcs(self):
ast = LazyOp(MetaOps.KERNEL, arg=None, src=(
LazyOp(BufferOps.STORE, arg=MemBuffer(idx=0, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(25, 1), strides=(1, 0), offset=0, mask=None, contiguous=True),))), src=(
LazyOp(ReduceOps.SUM, arg=(1,), src=(
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=1, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(26, 49), strides=(0, -1), offset=48, mask=((0, 26), (24, 49)), contiguous=False), View(shape=(25, 25), strides=(1, 50), offset=0, mask=None, contiguous=False)))), src=()),)),)),))
ast = UOp(UOps.SINK, None, arg=None, src=(
UOp(UOps.STORE, None, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=0, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(25, 1), strides=(1, 0), offset=0, mask=None, contiguous=True),)), src=()),
UOp(UOps.REDUCE_AXIS, dtypes.float, arg=(BinaryOps.ADD, (1,)), src=(
UOp(UOps.LOAD, dtypes.float, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=1, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(26, 49), strides=(0, -1), offset=48, mask=((0, 26), (24, 49)), contiguous=False), View(shape=(25, 25), strides=(1, 50), offset=0, mask=None, contiguous=False))), src=()),)),)),)),))
opts = [Opt(op=OptOps.GROUP, axis=0, amt=0), Opt(op=OptOps.PADTO, axis=0, amt=32), Opt(op=OptOps.LOCAL, axis=0, amt=4), Opt(op=OptOps.UPCAST, axis=0, amt=0)]
k = Kernel(ast, opts=Device[Device.DEFAULT].renderer)
k.required_optimizations()
@@ -79,23 +100,31 @@ class TestLinearizerDumb(unittest.TestCase):
# this was a bug in embedding, someday we should fold this anyway
def test_llama_embedding(self):
ast = LazyOp(MetaOps.KERNEL, arg=None, src=(
LazyOp(BufferOps.STORE, arg=MemBuffer(idx=0, dtype=dtypes.half, st=ShapeTracker(views=(View(shape=(4096, 1, 1), strides=(1, 0, 0), offset=0, mask=None, contiguous=True),))), src=(
LazyOp(UnaryOps.CAST, arg=dtypes.half, src=(
LazyOp(ReduceOps.SUM, arg=(1,), src=(
LazyOp(UnaryOps.CAST, arg=dtypes.float, src=(
LazyOp(BinaryOps.MUL, arg=None, src=(
LazyOp(UnaryOps.CAST, arg=dtypes.half, src=(
LazyOp(BinaryOps.CMPNE, arg=None, src=(
LazyOp(BinaryOps.CMPNE, arg=None, src=(
LazyOp(BinaryOps.ADD, arg=None, src=(
LazyOp(ReduceOps.SUM, arg=(2,), src=(
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=1, dtype=dtypes.int, st=ShapeTracker(views=(View(shape=(32001, 63999), strides=(0, 0), offset=0, mask=((0, 32001), (31999, 63999)), contiguous=False), View(shape=(4096, 32000, 32000), strides=(0, 1, 64000), offset=0, mask=None, contiguous=False)))), src=()),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=-1, dtype=dtypes.int, st=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(0, 0, 0), offset=0, mask=None, contiguous= False),))), src=()),)),
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=1, dtype=dtypes.int, st=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(0, 0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=True, dtype=dtypes.bool, st=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(0, 0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),)),
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=2, dtype=dtypes.half, st=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(1, 4096, 0), offset=0, mask=None, contiguous=False),)
)), src=()),)),)),)),)),)),))
ast = UOp(UOps.SINK, None, arg=None, src=(
UOp(UOps.STORE, None, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.half), arg=0, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(4096, 1, 1), strides=(1, 0, 0), offset=0, mask=None, contiguous=True),)), src=()),
UOp(UOps.CAST, dtypes.half, arg=None, src=(
UOp(UOps.REDUCE_AXIS, dtypes.float, arg=(BinaryOps.ADD, (1,)), src=(
UOp(UOps.CAST, dtypes.float, arg=None, src=(
UOp(UOps.ALU, dtypes.half, arg=BinaryOps.MUL, src=(
UOp(UOps.CAST, dtypes.half, arg=None, src=(
UOp(UOps.ALU, dtypes.bool, arg=BinaryOps.CMPNE, src=(
UOp(UOps.ALU, dtypes.bool, arg=BinaryOps.CMPNE, src=(
UOp(UOps.ALU, dtypes.int, arg=BinaryOps.ADD, src=(
UOp(UOps.REDUCE_AXIS, dtypes.int, arg=(BinaryOps.ADD, (2,)), src=(
UOp(UOps.CONST, dtypes.int, arg=1, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(32001, 63999), strides=(0, 0), offset=0, mask=((0, 32001), (31999, 63999)), contiguous=False), View(shape=(4096, 32000, 32000), strides=(0, 1, 64000), offset=0, mask=None, contiguous=False))), src=()),)),)),
UOp(UOps.CONST, dtypes.int, arg=-1, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(0, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
UOp(UOps.LOAD, dtypes.int, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.int), arg=1, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(0, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
UOp(UOps.CONST, dtypes.bool, arg=True, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(0, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),
UOp(UOps.LOAD, dtypes.half, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.half), arg=2, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(1, 4096, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),)),)),)),))
k = Kernel(ast, opts=Device[Device.DEFAULT].renderer)
prg = k.to_program()
print(prg.src)
@@ -103,18 +132,27 @@ class TestLinearizerDumb(unittest.TestCase):
# from process replay https://github.com/tinygrad/tinygrad/actions/runs/10389229290/job/28766762085#step:18:6490
@unittest.expectedFailure
def test_unaligns_idxs(self):
ast = LazyOp(MetaOps.KERNEL, arg=None, src=(
LazyOp(BufferOps.STORE, arg=MemBuffer(idx=0, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(3, 1, 1), strides=(1, 0, 0), offset=0, mask=None, contiguous=True),))), src=(
LazyOp(ReduceOps.SUM, arg=(2,), src=(
LazyOp(BinaryOps.MUL, arg=None, src=(
LazyOp(UnaryOps.CAST, arg=dtypes.float, src=(
LazyOp(BinaryOps.CMPNE, arg=None, src=(
LazyOp(BinaryOps.CMPNE, arg=None, src=(
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=1, dtype=dtypes.long, st=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(1, 0, 0), offset=0, mask=None, contiguous=False),))), src=()),
LazyOp(UnaryOps.CAST, arg=dtypes.long, src=(
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=2, dtype=dtypes.int, st=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(0, 0, 1), offset=0, mask=None, contiguous=False),))), src=()),)),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=True, dtype=dtypes.bool, st=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(0, 0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),)),
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=3, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(0, 0, 1), offset=0, mask=None, contiguous=False),))), src=()),)),)),)),))
ast = UOp(UOps.SINK, None, arg=None, src=(
UOp(UOps.STORE, None, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=0, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 1, 1), strides=(1, 0, 0), offset=0, mask=None, contiguous=True),)), src=()),
UOp(UOps.REDUCE_AXIS, dtypes.float, arg=(BinaryOps.ADD, (2,)), src=(
UOp(UOps.ALU, dtypes.float, arg=BinaryOps.MUL, src=(
UOp(UOps.CAST, dtypes.float, arg=None, src=(
UOp(UOps.ALU, dtypes.bool, arg=BinaryOps.CMPNE, src=(
UOp(UOps.ALU, dtypes.bool, arg=BinaryOps.CMPNE, src=(
UOp(UOps.LOAD, dtypes.long, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.long), arg=1, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(1, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),
UOp(UOps.CAST, dtypes.long, arg=None, src=(
UOp(UOps.LOAD, dtypes.int, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.int), arg=2, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(0, 0, 1), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),
UOp(UOps.CONST, dtypes.bool, arg=True, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(0, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),
UOp(UOps.LOAD, dtypes.float, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=3, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(0, 0, 1), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),)),))
opts = [Opt(op=OptOps.UNROLL, axis=0, amt=0), Opt(op=OptOps.LOCAL, axis=0, amt=3)]
k = Kernel(ast, opts=Device[Device.DEFAULT].renderer)
for opt in opts: k.apply_opt(opt)
@@ -126,17 +164,26 @@ class TestLinearizerDumb(unittest.TestCase):
@unittest.expectedFailure
@unittest.skipUnless(Device[Device.DEFAULT].renderer.supports_float4, "need float4")
def test_unrolled_float4_align(self):
ast = LazyOp(MetaOps.KERNEL, arg=None, src=(
LazyOp(BufferOps.STORE, arg=MemBuffer(idx=0, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(1, 1), strides=(0, 0), offset=0, mask=None, contiguous=True),))), src=(
LazyOp(ReduceOps.SUM, arg=(0, 1), src=(
LazyOp(TernaryOps.WHERE, arg=None, src=(
LazyOp(BinaryOps.CMPNE, arg=None, src=(
LazyOp(BinaryOps.CMPNE, arg=None, src=(
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=1, dtype=dtypes.long, st=ShapeTracker(views=(View(shape=(3, 6), strides=(6, 1), offset=0, mask=None, contiguous=True),))), src=()),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=-1, dtype=dtypes.long, st=ShapeTracker(views=(View(shape=(3, 6), strides=(0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=True, dtype=dtypes.bool, st=ShapeTracker(views=(View(shape=(3, 6), strides=(0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),
LazyOp(BufferOps.CONST, arg=ConstBuffer(val=0.0, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(3, 6), strides=(0, 0), offset=0, mask=None, contiguous=False),))), src=()),
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=2, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(3, 6), strides=(6, 1), offset=0, mask=None, contiguous=True),))), src=()),)),)),)),))
ast = UOp(UOps.SINK, None, arg=None, src=(
UOp(UOps.STORE, None, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=0, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(1, 1), strides=(0, 0), offset=0, mask=None, contiguous=True),)), src=()),
UOp(UOps.REDUCE_AXIS, dtypes.float, arg=(BinaryOps.ADD, (0, 1)), src=(
UOp(UOps.ALU, dtypes.float, arg=TernaryOps.WHERE, src=(
UOp(UOps.ALU, dtypes.bool, arg=BinaryOps.CMPNE, src=(
UOp(UOps.ALU, dtypes.bool, arg=BinaryOps.CMPNE, src=(
UOp(UOps.LOAD, dtypes.long, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.long), arg=1, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 6), strides=(6, 1), offset=0, mask=None, contiguous=True),)), src=()),)),
UOp(UOps.CONST, dtypes.long, arg=-1, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 6), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
UOp(UOps.CONST, dtypes.bool, arg=True, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 6), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
UOp(UOps.CONST, dtypes.float, arg=0.0, src=(
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 6), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),
UOp(UOps.LOAD, dtypes.float, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=2, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(3, 6), strides=(6, 1), offset=0, mask=None, contiguous=True),)), src=()),)),)),)),)),))
opts = [Opt(op=OptOps.UNROLL, axis=0, amt=0)]
k = Kernel(ast, opts=Device[Device.DEFAULT].renderer)
for opt in opts: k.apply_opt(opt)
@@ -149,12 +196,18 @@ class TestLinearizerDumb(unittest.TestCase):
@unittest.skipUnless(Device[Device.DEFAULT].renderer.supports_float4, "need float4")
@unittest.skipIf(getenv("PTX"), "this is somehow correct in PTX")
def test_upcasted_stores_out_of_order(self):
ast = LazyOp(MetaOps.KERNEL, arg=None, src=(
LazyOp(BufferOps.STORE, arg=MemBuffer(idx=0, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(4, 5, 13, 1, 1, 1, 1, 1, 4, 3, 3), strides=(2340, 468, 36, 0, 0, 0, 0, 0, 9, 3, 1), offset=0, mask=None, contiguous=True),))), src=(
LazyOp(ReduceOps.SUM, arg=(6,), src=(
LazyOp(BinaryOps.MUL, arg=None, src=(
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=1, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(4, 5, 13, 1, 1, 1, 4, 1, 4, 3, 3), strides=(0, 0, 0, 0, 0, 0, 1, 0, 4, 48, 16), offset=0, mask=None, contiguous=False),))), src=()),
LazyOp(BufferOps.LOAD, arg=MemBuffer(idx=2, dtype=dtypes.float, st=ShapeTracker(views=(View(shape=(4, 5, 13, 1, 1, 1, 4, 1, 4, 3, 3), strides=(260, 13, 1, 0, 0, 0, 65, 0, 0, 0, 0), offset=0, mask=None, contiguous=False),))), src=()),)),)),)),))
ast = UOp(UOps.SINK, None, arg=None, src=(
UOp(UOps.STORE, None, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=0, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(4, 5, 13, 1, 1, 1, 1, 1, 4, 3, 3), strides=(2340, 468, 36, 0, 0, 0, 0, 0, 9, 3, 1), offset=0, mask=None, contiguous=True),)), src=()),
UOp(UOps.REDUCE_AXIS, dtypes.float, arg=(BinaryOps.ADD, (6,)), src=(
UOp(UOps.ALU, dtypes.float, arg=BinaryOps.MUL, src=(
UOp(UOps.LOAD, dtypes.float, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=1, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(4, 5, 13, 1, 1, 1, 4, 1, 4, 3, 3), strides=(0, 0, 0, 0, 0, 0, 1, 0, 4, 48, 16), offset=0, mask=None, contiguous=False),)), src=()),)),
UOp(UOps.LOAD, dtypes.float, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=2, src=()),
UOp(UOps.SHAPETRACKER, None, arg=ShapeTracker(views=(View(shape=(4, 5, 13, 1, 1, 1, 4, 1, 4, 3, 3), strides=(260, 13, 1, 0, 0, 0, 65, 0, 0, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),)),))
opts = [Opt(op=OptOps.UPCAST, axis=3, amt=0), Opt(op=OptOps.UPCAST, axis=2, amt=0)]
k = Kernel(ast, opts=Device[Device.DEFAULT].renderer)
for opt in opts: k.apply_opt(opt)