forked from tinygrad/tinygrad
simplify full_rewrite_to_sink spec (#16035)
* simplify full_rewrite_to_sink spec * test cleanups
This commit is contained in:
+6
-3
@@ -17,11 +17,14 @@ from tinygrad.codegen.late.linearizer import linearize
|
||||
slow = unittest.skipUnless(os.getenv("RUN_SLOW"), "slow test, set RUN_SLOW=1 to run")
|
||||
from tinygrad.runtime.ops_python import PythonProgram, PythonRenderer, PythonCompiler
|
||||
|
||||
def get_uops(sink:UOp, ren:Renderer|None=None) -> list[UOp]:
|
||||
"""Extract linearized UOps from a sink. Test helper that only does linearization (no render)."""
|
||||
def full_rewrite(sink:UOp, ren:Renderer|None=None) -> UOp:
|
||||
if ren is None: ren = Renderer(Target())
|
||||
if sink.arg is None: sink = sink.replace(arg=KernelInfo())
|
||||
full_sink = full_rewrite_to_sink(sink, ren, optimize=sink.tag is None)
|
||||
return full_rewrite_to_sink(sink, ren, optimize=sink.tag is None)
|
||||
|
||||
def get_uops(sink:UOp, ren:Renderer|None=None) -> list[UOp]:
|
||||
"""Extract linearized UOps from a sink. Test helper that only does linearization (no render)."""
|
||||
full_sink = full_rewrite(sink, ren)
|
||||
return line_rewrite(linearize(full_sink), pm_linearize_cleanups)
|
||||
|
||||
def replace_opts(ast:UOp, opts:list) -> UOp: return ast.replace(arg=replace(ast.arg, opts_to_apply=tuple(opts)))
|
||||
|
||||
@@ -2,7 +2,7 @@ import unittest, itertools, math
|
||||
from tinygrad import Tensor, dtypes, Context
|
||||
from tinygrad.dtype import DType, ConstType
|
||||
from tinygrad.uop.ops import Ops, UOp
|
||||
from tinygrad.codegen import full_rewrite_to_sink
|
||||
from test.helpers import full_rewrite
|
||||
import numpy as np
|
||||
|
||||
def _check_ast_count(desired_count:int, t:Tensor):
|
||||
@@ -103,7 +103,7 @@ class TestBitcastConstFolding(unittest.TestCase):
|
||||
def t(cases: dict[DType, ConstType]):
|
||||
for (from_dt, from_v), (to_dt, to_v) in itertools.product(cases.items(), cases.items()):
|
||||
if not math.isnan(from_v):
|
||||
r = full_rewrite_to_sink(UOp.const(from_dt, from_v).bitcast(to_dt).sink()).src[0]
|
||||
r = full_rewrite(UOp.const(from_dt, from_v).bitcast(to_dt).sink()).src[0]
|
||||
self.assertEqual(r.op, Ops.CONST, msg:=f"{from_dt} -> {to_dt} ({from_v} -> {to_v})")
|
||||
self.assertEqual(r.dtype, to_dt, msg)
|
||||
np.testing.assert_equal(r.arg, to_v, msg)
|
||||
@@ -127,7 +127,7 @@ class TestBitcastConstFolding(unittest.TestCase):
|
||||
|
||||
def test_vec_bitcast(self):
|
||||
with Context(SPEC=0):
|
||||
r = full_rewrite_to_sink(UOp.const(dtypes.int32.vec(3), (-1, -2**31, 75)).bitcast(dtypes.uint32.vec(3)).sink()).src[0]
|
||||
r = full_rewrite(UOp.const(dtypes.int32.vec(3), (-1, -2**31, 75)).bitcast(dtypes.uint32.vec(3)).sink()).src[0]
|
||||
self.assertEqual(r.op, Ops.STACK)
|
||||
self.assertEqual(r.dtype, dtypes.uint32.vec(3))
|
||||
self.assertEqual(tuple(x.arg for x in r.src), (2**32-1, 2**31, 75))
|
||||
|
||||
@@ -2,13 +2,13 @@ import unittest, math
|
||||
from tinygrad import dtypes
|
||||
from tinygrad.helpers import all_same, Context
|
||||
from tinygrad.uop.ops import GroupOp, UOp, Ops, exec_alu, PatternMatcher, TrackedPatternMatcher, UPat
|
||||
from tinygrad.codegen import full_rewrite_to_sink
|
||||
from test.helpers import full_rewrite
|
||||
from hypothesis import given, strategies as strat
|
||||
|
||||
# Helper function to apply the graph rewrite
|
||||
@Context(SPEC=0)
|
||||
def apply_rewrite(expr):
|
||||
return full_rewrite_to_sink(expr.sink()).src[0]
|
||||
return full_rewrite(expr.sink()).src[0]
|
||||
|
||||
def evaluate_uop(uop, variables):
|
||||
if uop.op == Ops.CONST:
|
||||
@@ -151,7 +151,7 @@ class TestModuloAndDivisionFolding(unittest.TestCase):
|
||||
|
||||
class TestEdgeCasesAndSpecialOperations(unittest.TestCase):
|
||||
def test_full_graph_rewrite_transcendental_edge_cases(self):
|
||||
optimized_sink = full_rewrite_to_sink(UOp.const(dtypes.float32, -1.0).log2().sink(UOp.const(dtypes.float32, 0.0).reciprocal()))
|
||||
optimized_sink = full_rewrite(UOp.const(dtypes.float32, -1.0).log2().sink(UOp.const(dtypes.float32, 0.0).reciprocal()))
|
||||
optimized_log2_neg, optimized_recip_zero = optimized_sink.src
|
||||
self.assertTrue(math.isnan(optimized_log2_neg.arg), f"Expected NaN for log2(-1.0), got {optimized_log2_neg.arg}")
|
||||
self.assertTrue(math.isinf(optimized_recip_zero.arg) and optimized_recip_zero.arg > 0,
|
||||
@@ -160,14 +160,14 @@ class TestEdgeCasesAndSpecialOperations(unittest.TestCase):
|
||||
@unittest.skip("broken")
|
||||
def test_full_graph_rewrite_modulo_negative_dividend(self):
|
||||
x_var_uop = UOp.variable('x', -5, -1)
|
||||
optimized_sink = full_rewrite_to_sink((x_var_uop % 3).sink())
|
||||
optimized_sink = full_rewrite((x_var_uop % 3).sink())
|
||||
for x_value in range(-5, 0):
|
||||
self.assertEqual(x_value % 3, evaluate_uop(optimized_sink.src[0], {'x': x_value}))
|
||||
|
||||
@unittest.skip("broken")
|
||||
def test_full_graph_rewrite_division_negative_divisor(self):
|
||||
x_var_uop = UOp.variable('x', 1, 5)
|
||||
optimized_sink = full_rewrite_to_sink((x_var_uop // -2).sink())
|
||||
optimized_sink = full_rewrite((x_var_uop // -2).sink())
|
||||
for x_value in range(1, 6):
|
||||
self.assertEqual(x_value // -2, evaluate_uop(optimized_sink.src[0], {'x': x_value}))
|
||||
|
||||
|
||||
@@ -1,10 +1,10 @@
|
||||
import unittest, itertools
|
||||
|
||||
from tinygrad.codegen import full_rewrite_to_sink
|
||||
from tinygrad.dtype import dtypes
|
||||
from tinygrad.uop.ops import UOp, Ops
|
||||
from tinygrad.uop.symbolic import simplify_valid
|
||||
from tinygrad.helpers import Context
|
||||
from test.helpers import full_rewrite
|
||||
from test.null.test_uop_symbolic import check_uop_against_string
|
||||
|
||||
def get_gated_load_uop(valid:UOp, idx:UOp):
|
||||
@@ -48,7 +48,7 @@ class TestHelpers(unittest.TestCase):
|
||||
class TestValidIdxSimplification(unittest.TestCase):
|
||||
def check(self, load, sidx, svalid, extra=()):
|
||||
with Context(NOOPT=1, SPEC=0):
|
||||
load = full_rewrite_to_sink(UOp.sink(load, *extra)).src[0]
|
||||
load = full_rewrite(UOp.sink(load, *extra)).src[0]
|
||||
idx, valid = load.src[0].src[1], load.src[0].src[2]
|
||||
check_uop_against_string(self, idx, sidx)
|
||||
check_uop_against_string(self, valid, svalid)
|
||||
@@ -217,7 +217,7 @@ class TestValidIdxSimplification(unittest.TestCase):
|
||||
class TestImageSimplification(unittest.TestCase):
|
||||
def check(self, load, svalid, sidx0, sidx1):
|
||||
with Context(NOOPT=1, SPEC=0):
|
||||
load = full_rewrite_to_sink(load.sink()).src[0]
|
||||
load = full_rewrite(load.sink()).src[0]
|
||||
idx = load.src[0].src[1]
|
||||
self.assertEqual(idx.op, Ops.STACK)
|
||||
self.assertEqual(len(idx.src), 2)
|
||||
@@ -287,7 +287,7 @@ class TestImageSimplification(unittest.TestCase):
|
||||
# empty -> invalid
|
||||
load = get_load_image_uop(shape, (gidx0<8) & (gidx0<8).ne(True), idx)
|
||||
with Context(NOOPT=1, SPEC=0):
|
||||
load = full_rewrite_to_sink(load.sink()).src[0]
|
||||
load = full_rewrite(load.sink()).src[0]
|
||||
self.assertEqual(load.op, Ops.STACK)
|
||||
self.assertEqual(load.dtype.count, 4)
|
||||
|
||||
@@ -508,7 +508,7 @@ class TestUnfoldableImage(unittest.TestCase):
|
||||
with Context(SPEC=0):
|
||||
lidx = Special("lidx", 2)
|
||||
load = UOp(Ops.LOAD, dtypes.float, (UOp(Ops.PARAM, dtypes.imagef((10, 10, 4)), arg=0).index(lidx, ptr=True), UOp.const(dtypes.float, 0)))
|
||||
res = full_rewrite_to_sink(load.sink()).src[0]
|
||||
res = full_rewrite(load.sink()).src[0]
|
||||
self.assertEqual(res.src[0].src[0].dtype, dtypes.float.ptr(400))
|
||||
|
||||
class TestDropTrueGate(unittest.TestCase):
|
||||
@@ -528,7 +528,7 @@ class TestDropTrueGate(unittest.TestCase):
|
||||
class TestRangeShrink(unittest.TestCase):
|
||||
def get_ranges(self, sink):
|
||||
with Context(NOOPT=1, SPEC=0):
|
||||
result = full_rewrite_to_sink(sink)
|
||||
result = full_rewrite(sink)
|
||||
return [u for u in result.toposort() if u.op is Ops.RANGE]
|
||||
|
||||
def test_range_shrink_single_guard(self):
|
||||
|
||||
@@ -2,7 +2,7 @@ from typing import cast
|
||||
from dataclasses import replace
|
||||
import itertools
|
||||
from tinygrad.helpers import DISABLE_FAST_IDIV, DEVECTORIZE, TRANSCENDENTAL, SPEC, DEBUG, VIZ, IMAGE, NOOPT, EMULATED_DTYPES, NOLOCALS, USE_TC
|
||||
from tinygrad.helpers import ALLOW_TF32, TracingKey, Context, Target, panic
|
||||
from tinygrad.helpers import ALLOW_TF32, TracingKey, Context, panic
|
||||
from tinygrad.uop.ops import PatternMatcher, graph_rewrite, UOp, pm_lower_index_dtype, Ops, UPat, track_rewrites, KernelInfo, ProgramInfo
|
||||
from tinygrad.uop.render import pyrender
|
||||
from tinygrad.uop.spec import type_verify, program_spec, kernel_spec
|
||||
@@ -21,15 +21,13 @@ from tinygrad.codegen.simplify import pm_simplify_ranges, pm_flatten_range, pm_s
|
||||
from tinygrad.schedule.rangeify import pm_add_buffers_local, rangeify_codegen, pm_mops, pm_syntactic_sugar, pm_store_ranges
|
||||
from tinygrad.codegen.late.linearizer import CFGContext, pm_split_ends, pm_add_control_flow, linearize
|
||||
|
||||
def full_rewrite_to_sink(sink:UOp, ren:Renderer|None=None, optimize:bool=True, beam:int=0) -> UOp:
|
||||
if ren is None: ren = Renderer(Target())
|
||||
|
||||
if VIZ: graph_rewrite(sink, PatternMatcher([]), name="View Base AST")
|
||||
if DEBUG >= 5: print(pyrender(sink))
|
||||
if SPEC: type_verify(sink, kernel_spec)
|
||||
def full_rewrite_to_sink(ast:UOp, ren:Renderer, optimize:bool=True) -> UOp:
|
||||
if VIZ: graph_rewrite(ast, PatternMatcher([]), name="View Base AST")
|
||||
if DEBUG >= 5: print(pyrender(ast))
|
||||
if SPEC: type_verify(ast, kernel_spec)
|
||||
|
||||
# preprocess
|
||||
sink = graph_rewrite(sink, pm_mops+pm_syntactic_sugar+pm_store_ranges, ctx=itertools.count(1000), name="early movement ops", bottom_up=True)
|
||||
sink = graph_rewrite(ast, pm_mops+pm_syntactic_sugar+pm_store_ranges, ctx=itertools.count(1000), name="early movement ops", bottom_up=True)
|
||||
|
||||
# first we optimize
|
||||
if optimize:
|
||||
@@ -46,7 +44,7 @@ def full_rewrite_to_sink(sink:UOp, ren:Renderer|None=None, optimize:bool=True, b
|
||||
sink = graph_rewrite(sink, pm_flatten_range+pm_simplify_ranges, ctx={}, name="simplify ranges")
|
||||
|
||||
# do postrange optimization, BEAM or hand_coded_optimizations
|
||||
sink = apply_opts(sink, ren, beam=beam)
|
||||
sink = apply_opts(sink, ren, beam=ast.arg.beam)
|
||||
|
||||
# ** expander (expand_rewrite) **
|
||||
sink = graph_rewrite(sink, sym+pm_move_where_on_load, name="postopt symbolic")
|
||||
@@ -171,7 +169,7 @@ def do_to_program(ast:UOp, renderer:Renderer) -> UOp:
|
||||
if ast.op is Ops.PROGRAM: prg = ast
|
||||
elif ast.op is Ops.SINK:
|
||||
assert isinstance(ast.arg, KernelInfo), "requires KernelInfo on arg to to_program"
|
||||
full_sink = full_rewrite_to_sink(ast, renderer, optimize=ast.tag is None, beam=ast.arg.beam)
|
||||
full_sink = full_rewrite_to_sink(ast, renderer, optimize=ast.tag is None)
|
||||
prg = UOp(Ops.PROGRAM, src=(full_sink, UOp(Ops.DEVICE, arg=renderer.target.device)), arg=ProgramInfo.from_sink(full_sink))
|
||||
else: raise RuntimeError(f"can't call to_program on {ast.op}")
|
||||
if not isinstance(prg.arg, ProgramInfo): prg = prg.replace(arg=ProgramInfo.from_sink(prg.src[0]))
|
||||
|
||||
Reference in New Issue
Block a user