mirror of
https://github.com/tinygrad/tinygrad.git
synced 2026-08-29 18:56:07 +00:00
Merge branch 'master' into endrange
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@@ -693,7 +693,9 @@ jobs:
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if: matrix.backend=='amdllvm'
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run: python test/test_amd_llvm.py
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- name: Run pytest (amd)
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run: python -m pytest -n=auto test/test_ops.py test/test_dtype.py test/test_dtype_alu.py test/test_linearizer.py test/test_randomness.py test/test_jit.py test/test_graph.py test/test_multitensor.py test/test_hcq.py test/external/external_test_am.py --durations=20
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run: python -m pytest -n=auto test/test_ops.py test/test_dtype.py test/test_dtype_alu.py test/test_linearizer.py test/test_randomness.py test/test_jit.py test/test_graph.py test/test_multitensor.py test/test_hcq.py --durations=20
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- name: Run pytest (amd)
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run: python -m pytest test/external/external_test_am.py --durations=20
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- name: Run TRANSCENDENTAL math
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run: TRANSCENDENTAL=2 python -m pytest -n=auto test/test_ops.py::TestOps::test_sin test/test_ops.py::TestOps::test_cos test/test_ops.py::TestOps::test_tan test/test_ops.py::TestOps::test_exp test/test_ops.py::TestOps::test_log --durations=20
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- name: Run TestOps.test_add with SQTT
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@@ -440,6 +440,7 @@ class TestUOpGraph(unittest.TestCase):
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ld0 = UOp(Ops.LOAD, dtypes.int, (glbl0.index(Variable("i", 0, 20)),))
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with self.assertRaises(RuntimeError): to_uops_list([ld0])
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@unittest.skip("outdated")
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def test_in_out_of_bounds_access_gated_store(self):
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with Context(IGNORE_OOB=0):
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glbl0 = UOp(Ops.DEFINE_GLOBAL, dtypes.int.ptr(16), (), 0)
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@@ -450,6 +451,7 @@ class TestUOpGraph(unittest.TestCase):
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st1 = UOp(Ops.STORE, dtypes.void, (glbl0.index(v), v, v<20))
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with self.assertRaises(RuntimeError): to_uops_list([st1])
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@unittest.skip("outdated")
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def test_in_bounds_access_gated_local(self):
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with Context(IGNORE_OOB=0):
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# Define buffers
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@@ -294,7 +294,7 @@ def no_vectorized_acc(acc:UOp, c:UOp):
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devectorize = PatternMatcher([
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# no ALU on vectorized dtypes
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(UPat((*GroupOp.ALU, Ops.CAST, Ops.BITCAST, Ops.ASSIGN), name="alu"), no_vectorized_alu),
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(UPat((*GroupOp.ALU, Ops.CAST, Ops.BITCAST), name="alu"), no_vectorized_alu),
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(UPat(Ops.WMMA, name="wmma"), no_vectorized_wmma),
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(UPat(Ops.DEFINE_REG, name="acc").index(UPat.cvar("c")), no_vectorized_acc),
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])
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@@ -315,7 +315,7 @@ pm_render = PatternMatcher([
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lambda store,idx: UOp(Ops.STORE, dtype=store.dtype, src=store.src+(UOp(Ops.IF, src=(idx.src[2],)),))),
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])
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# *** Ops.REDUCE -> Ops.DEFINE_ACC+Ops.ASSIGN ***
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# *** Ops.REDUCE -> Ops.DEFINE_ACC ***
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@dataclass
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class ReduceContext:
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@@ -83,7 +83,7 @@ expander = PatternMatcher([
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(UPat(Ops.UNROLL, name="outer", src=(UPat(Ops.UNROLL, name="inner"),)),
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lambda outer, inner: UOp(Ops.UNROLL, outer.dtype, (inner.src[0],), inner.arg+outer.arg)),
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# do expansion
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(UPat((*GroupOp.ALU, Ops.CAST, Ops.BITCAST, Ops.GEP, Ops.WMMA, Ops.LOAD, Ops.STORE, Ops.INDEX, Ops.ASSIGN,
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(UPat((*GroupOp.ALU, Ops.CAST, Ops.BITCAST, Ops.GEP, Ops.WMMA, Ops.LOAD, Ops.STORE, Ops.INDEX,
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Ops.VECTORIZE, Ops.IF, Ops.REDUCE), name="root", custom_early_reject=set([Ops.UNROLL])), do_expand),
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(UPat(Ops.CONTRACT, name="con"), do_contract),
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# vectorize DEFINE_ACC
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@@ -10,7 +10,6 @@ from tinygrad.codegen.devectorizer import no_vectorized_alu
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base_rewrite = PatternMatcher([
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(UPat(Ops.DEFINE_REG, name="x"), lambda ctx,x: f"{ctx.render_dtype(x.dtype.base)} {ctx[x]}[{x.dtype.size}] = {{{ctx[x.src[0]]}}};"),
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(UPat(Ops.ASSIGN, name="x"), lambda ctx,x: f"{ctx[x.src[0]]} = {ctx[x.src[1]]};"),
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(UPat(Ops.IF, name="x"), lambda ctx,x: f"if ({ctx[x.src[0]]}) {{"),
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(UPat((Ops.ENDIF, Ops.ENDRANGE)), lambda ctx: "}"),
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(UPat(Ops.WMMA, name="x"), lambda ctx,x: f"__{x.arg[0]}({ctx[x.src[0]]}, {ctx[x.src[1]]}, {ctx[x.src[2]]})"),
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@@ -67,7 +66,7 @@ extra_pm = PatternMatcher([
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# rewrite MAX to CMPLT + WHERE (max function is annoying on many cstyle backends)
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(UPat(Ops.MAX, name="m"), lambda m: (m.src[0] < m.src[1]).where(m.src[1], m.src[0])),
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# devectorize any bools
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(UPat((*GroupOp.ALU, Ops.CAST, Ops.BITCAST, Ops.ASSIGN, Ops.INDEX), dtype=dtypes.bool, name="alu"), no_vectorized_alu),
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(UPat((*GroupOp.ALU, Ops.CAST, Ops.BITCAST, Ops.INDEX), dtype=dtypes.bool, name="alu"), no_vectorized_alu),
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# CAST (from bool) can't be vectorized
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(UPat(Ops.CAST, src=(UPat(dtype=dtypes.bool),), name="alu"), no_vectorized_alu),
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# WHERE can't be vectorized
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@@ -167,7 +166,7 @@ class CStyleLanguage(Renderer):
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(u.op in {Ops.VECTORIZE, *(GroupOp.ALU-{Ops.WHERE}), Ops.CAST, Ops.BITCAST} and child_count[u] == 1 and not getenv("EXPAND_SSA"))):
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r[u] = l
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else:
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if u.op in {Ops.RANGE, Ops.ASSIGN, Ops.DEFINE_LOCAL, Ops.STORE, Ops.DEFINE_REG} or u.dtype == dtypes.void:
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if u.op in {Ops.RANGE, Ops.DEFINE_LOCAL, Ops.STORE, Ops.DEFINE_REG} or u.dtype == dtypes.void:
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#if u.op is Ops.STORE: r[u] = r[u.src[0]]
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pass
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else:
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@@ -215,6 +215,5 @@ class PTXRenderer(Renderer):
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raise RuntimeError(f"failed to render {u.op} with {u.dtype} srcs {[x.dtype for x in u.src]}")
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kernel.extend([l] if isinstance(l, str) else l)
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if u.op is Ops.ASSIGN: r[u] = r[u.src[0]]
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elif u.op is Ops.SPECIAL: kernel = [f".reg .u32 %{u.arg[0]};"] + kernel
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if u.op is Ops.SPECIAL: kernel = [f".reg .u32 %{u.arg[0]};"] + kernel
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return self.render_kernel(kernel, name, bufs, c.items())
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@@ -165,9 +165,8 @@ spec = PatternMatcher([
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(UPat(Ops.LOAD, src=(index_pat, UPat.var("alt")), name="ld"), lambda ld,alt,idx: ld.dtype == alt.dtype and validate_index(idx)),
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# STORE takes a <bufidx, val, gate?>
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(UPat(Ops.STORE, dtypes.void, src=(index_pat, UPat(name="val"))), validate_store),
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(UPat(Ops.STORE, dtypes.void, src=(index_pat, UPat(name="val"), UPat(dtype=dtypes.bool, name="gate"))), validate_store),
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(UPat(Ops.STORE, dtypes.void, src=(index_pat, UPat(name="val"), UPat(Ops.IF, name="gate"))), validate_store),
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(UPat(Ops.STORE, dtypes.void, src=(index_pat, UPat(name="val"), UPat(Ops.IF, name="gate")), allow_any_len=True), validate_store),
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(UPat(Ops.STORE, dtypes.void, src=(index_pat, UPat(name="val")), allow_any_len=True), validate_store),
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# most ALUs have all matching dtypes, except CMPLT, CMPNE, and WHERE
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(UPat(Ops.WHERE, name="w", src=(UPat(dtype=dtypes.bool), UPat.var("x"), UPat.var("y"))), lambda w,x,y: w.dtype == x.dtype == y.dtype),
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@@ -177,7 +176,6 @@ spec = PatternMatcher([
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(UPat((Ops.IDIV, Ops.MOD), name="x"), lambda x: None if dtypes.is_int(x.dtype) else False),
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(UPat(GroupOp.ALU, name="x"), lambda x: all(x.dtype.base == y.dtype.base for y in x.src)),
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(UPat(Ops.ASSIGN, src=(UPat((Ops.DEFINE_REG, Ops.DEFINE_GLOBAL)), UPat())), lambda: True),
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(UPat(Ops.ENDRANGE, dtype=dtypes.void, src=(UPat(Ops.RANGE),)), lambda: True),
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# WMMA has a <a, b, acc>
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@@ -411,8 +411,6 @@ sym = symbolic_flat+PatternMatcher([
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# LOAD/STORE -> NOOP
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(UPat.var('x').store(UPat.var('x').load()), lambda x: None if x.dtype.addrspace != AddrSpace.REG else x.src[0].src[0]),
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(UPat(Ops.LOAD, src=(UPat.cvar('c'))), lambda c: c),
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# self ASSIGN is just self
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(UPat(Ops.ASSIGN, src=(UPat.var('x'), UPat.var('x'))), lambda x: x),
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# VECTORIZE/CONST, VECTORIZE/GEP
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(UPat(Ops.VECTORIZE, src=UPat(Ops.CONST), name="vec"), lambda vec: UOp.const(vec.dtype, tuple(x.arg for x in vec.src))),
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(UPat(Ops.VECTORIZE, src=UPat(Ops.GEP, src=(UPat.var("x"),)), name="vec"), lambda vec,x: x.gep(tuple(y.arg[0] for y in vec.src))),
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@@ -440,7 +438,6 @@ sym = symbolic_flat+PatternMatcher([
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lambda x,y: y.where(x.cast(dtypes.uint32), UOp.const(dtypes.uint32, 0))),
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# ** self folding **
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#(UPat(Ops.DEFINE_REG, src=(UPat.var("x"),)), lambda x: x), # a DEFINE_ACC without ranges is a CONST
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(UPat(Ops.ASSIGN, src=(UPat.cvar(),UPat.var("x"))), lambda x: x), # an ASSIGN to a const is a NOOP
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# x!=0 -> (bool)x
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(UPat.var("x")!=0, lambda x: x.cast(dtypes.bool.vec(x.dtype.count))),
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# ** where **
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