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tinygrad/test/test_linearizer_dumb.py

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# ruff: noqa: E501
# tests where the Linearizer is doing something dumb
# like test_linearizer_failures, but they don't have to fail
import unittest
from test.helpers import ast_const
from tinygrad import Device, dtypes
from tinygrad.dtype import PtrDType
from tinygrad.ops import UOp, UOps, BinaryOps, TernaryOps
from tinygrad.helpers import getenv
from tinygrad.shape.shapetracker import ShapeTracker, View
from tinygrad.engine.search import Opt, OptOps
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 = UOp(UOps.SINK, dtypes.void, arg=None, src=(
UOp(UOps.STORE, dtypes.void, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.half), arg=0, src=()),
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, 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, dtypes.void, 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=()),)),)),)),)),)),
ast_const(dtypes.half, 0.9999950000374996, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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=()),)),)),
ast_const(dtypes.half, 0.0, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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()
for opt in opts: k.apply_opt(opt)
prg = k.to_program()
print(prg.src)
Device[Device.DEFAULT].compiler.compile_cached(prg.src)
gate_count = len([x for x in prg.src.splitlines() if "if" in x])
assert gate_count == 1, f"must have only one gate {gate_count} != 1"
assert len([u for u in k.uops if u.op is UOps.IF]) == 1, "must have a single IF"
@unittest.skipUnless(Device[Device.DEFAULT].renderer.has_local, "need local")
def test_max_simplify_and_cancel(self):
ast = UOp(UOps.SINK, dtypes.void, arg=None, src=(
UOp(UOps.STORE, dtypes.void, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.int), arg=0, src=()),
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, 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, dtypes.void, arg=ShapeTracker(views=(View(shape=(1000, 1), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
ast_const(dtypes.bool, True, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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=(
ast_const(dtypes.int, -1, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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=()),)),)),
ast_const(dtypes.int, 1000, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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()
for opt in opts: k.apply_opt(opt)
prg = k.to_program()
print(prg.src)
@unittest.skipUnless(Device[Device.DEFAULT].renderer.has_local, "need local")
def test_expander_new_srcs(self):
ast = UOp(UOps.SINK, dtypes.void, arg=None, src=(
UOp(UOps.STORE, dtypes.void, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=0, src=()),
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, 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()
for opt in opts: k.apply_opt(opt)
prg = k.to_program()
print(prg.src)
if_uops = [u for u in k.uops if u.op is UOps.IF]
self.assertIn(len(if_uops), {1,3})
conditions = if_uops[0].src[0].sparents
self.assertLessEqual(len(conditions), 9)
# this was a bug in embedding, someday we should fold this anyway
def test_llama_embedding(self):
ast = UOp(UOps.SINK, dtypes.void, arg=None, src=(
UOp(UOps.STORE, dtypes.void, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.half), arg=0, src=()),
UOp(UOps.SHAPETRACKER, dtypes.void, 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=(
ast_const(dtypes.int, 1, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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=()),)),)),
ast_const(dtypes.int, -1, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, arg=ShapeTracker(views=(View(shape=(4096, 32000, 1), strides=(0, 0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
ast_const(dtypes.bool, True, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, 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)
# from process replay https://github.com/tinygrad/tinygrad/actions/runs/10389229290/job/28766762085#step:18:6490
@unittest.expectedFailure
def test_unaligns_idxs(self):
ast = UOp(UOps.SINK, dtypes.void, arg=None, src=(
UOp(UOps.STORE, dtypes.void, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=0, src=()),
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, 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, dtypes.void, arg=ShapeTracker(views=(View(shape=(3, 1, 5), strides=(0, 0, 1), offset=0, mask=None, contiguous=False),)), src=()),)),)),)),
ast_const(dtypes.bool, True, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, 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)
prg = k.to_program()
print(prg.src)
load_idxs = [x.src[1] for x in k.uops if x.op is UOps.LOAD and x.src[0].arg == 3]
assert load_idxs[0] < load_idxs[1], f"first loaded idx {load_idxs[0].arg} then {load_idxs[1].arg}!"
@unittest.expectedFailure
@unittest.skipUnless(Device[Device.DEFAULT].renderer.supports_float4, "need float4")
def test_unrolled_float4_align(self):
ast = UOp(UOps.SINK, dtypes.void, arg=None, src=(
UOp(UOps.STORE, dtypes.void, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=0, src=()),
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, arg=ShapeTracker(views=(View(shape=(3, 6), strides=(6, 1), offset=0, mask=None, contiguous=True),)), src=()),)),
ast_const(dtypes.long, -1, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, arg=ShapeTracker(views=(View(shape=(3, 6), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
ast_const(dtypes.bool, True, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, arg=ShapeTracker(views=(View(shape=(3, 6), strides=(0, 0), offset=0, mask=None, contiguous=False),)), src=()),)),)),
ast_const(dtypes.float, 0.0, st_src=(
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, 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)
prg = k.to_program()
print(prg.src)
load_idxs = [x.src[1] for x in k.uops if x.op is UOps.LOAD and x.src[0].arg == 2]
assert load_idxs[0] < load_idxs[1], f"first loaded idx {load_idxs[0].arg} then {load_idxs[1].arg}!"
@unittest.expectedFailure
@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 = UOp(UOps.SINK, dtypes.void, arg=None, src=(
UOp(UOps.STORE, dtypes.void, arg=None, src=(
UOp(UOps.DEFINE_GLOBAL, PtrDType(dtypes.float), arg=0, src=()),
UOp(UOps.SHAPETRACKER, dtypes.void, 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, dtypes.void, 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, dtypes.void, 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)
prg = k.to_program()
print(prg.src)
store_idxs = [x.src[1] for x in k.uops if x.op is UOps.STORE]
for i in range(len(store_idxs) - 1):
first_bounds = store_idxs[i].vmin+store_idxs[i].vmax
next_bounds = store_idxs[i+1].vmin+store_idxs[i+1].vmax
assert first_bounds < next_bounds, f"first stored (max) idx {first_bounds} then {next_bounds}!"
if __name__ == '__main__':
unittest.main()
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