hcq2: prereq for linker (#16945)

This commit is contained in:
nimlgen
2026-07-09 17:21:21 +03:00
committed by GitHub
parent 6dbc35b8e0
commit c9f6b2e42b
4 changed files with 38 additions and 30 deletions
+34 -26
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@@ -3,7 +3,7 @@ from typing import cast, Callable, TypeVar, Generic, Any
import struct, functools, time, collections, itertools
from dataclasses import replace, dataclass
from tinygrad.helpers import DEV, getenv, select_first_inited, select_by_name, suppress_finalizing, dedup, pluralize
from tinygrad.helpers import to_tuple, round_up, partition, data64_le
from tinygrad.helpers import to_tuple, round_up, partition, data64_le, panic
from tinygrad.device import Device, Buffer, BufferSpec, Compiled, LRUAllocator, MultiBuffer
from tinygrad.uop.ops import Ops, sint, UOp, UPat, PatternMatcher, KernelInfo, graph_rewrite, track_rewrites, GroupOp
from tinygrad.uop.symbolic import symbolic
@@ -141,6 +141,9 @@ def unwrap_after(uop):
while uop.op is Ops.AFTER: uop = uop.src[0]
return uop
def unwrap_mstack(u):
return tuple(x for s in u.src for x in unwrap_mstack(s)) if u.op is Ops.MSTACK else (unwrap_mstack(u.src[0]) if u.op in {Ops.MSELECT, Ops.SLICE} else (u,))
def make_getaddr(u, device=None):
if unwrap_after(u).op not in (Ops.BUFFER, Ops.SLICE, Ops.BINARY, Ops.MSTACK, Ops.MSELECT, Ops.PARAM): return u
return UOp(Ops.GETADDR, dtypes.uint64, src=(u,), arg=device or to_tuple(u.device)[0])
@@ -151,16 +154,26 @@ def make_ins(op, *srcs):
def make_placeholder(devs, size:int, dtype, name=None, unique=True) -> UOp:
return UOp.param(next(UOp.unique_num) if unique else 0, dtype, shape=(size,), device=devs).rtag(name or "buf")
def make_patch(buf:UOp, off:sint, val:UOp, dtype=None) -> UOp:
return buf.index(UOp.const(dtypes.int, off//buf.dtype.itemsize)).store(val.cast(dtype or buf.dtype))
def tag_patch(val:UOp) -> str:
if any(u.op in (Ops.LOAD, Ops.INDEX) for u in val.toposort()): return "rt"
if not (gaddrs:=[u for u in val.toposort() if u.op is Ops.GETADDR]): return "any"
return "rt" if any(x.op is Ops.PARAM and x.tag is None for g in gaddrs for x in unwrap_mstack(g.buf_uop)) else "link"
def make_patch(buf:UOp, off:sint, val:UOp, dtype=None, tag=None) -> UOp:
return buf.index(UOp.const(dtypes.int, off // buf.dtype.itemsize)).store(val.simplify().cast(dtype or buf.dtype)).rtag(tag or tag_patch(val))
def make_binary_patch(buf:UOp, blob:bytes, tag=None) -> UOp:
data, dt, isz = UOp(Ops.BINARY, dtypes.uint8, src=(), arg=blob), buf.dtype, buf.dtype.itemsize
r = UOp.range(len(blob) // isz, next(UOp.unique_num))
return buf.index(r).store(UOp(Ops.BITCAST, buf.dtype, (data,)).index(r).load()).end(r).rtag(tag or "any")
def make_cmdbuf(lin, devs):
blob, patches = b'', []
for s in (s for ins in lin.src for s in ins.src):
if s.op is not Ops.CONST: patches.append((len(blob), s))
blob += struct.pack(f'<{s.dtype.fmt}', s.arg if s.op is Ops.CONST else 0x0)
if (ssimp:=s.simplify()).op is not Ops.CONST: patches.append((len(blob), ssimp))
blob += struct.pack(f'<{ssimp.dtype.fmt}', ssimp.arg if ssimp.op is Ops.CONST else 0x0)
buf = make_placeholder(devs, len(blob) // 4, dtypes.uint32)
return buf.after(buf.store(UOp(Ops.BINARY, dtypes.uint8, src=(), arg=blob)), *[make_patch(buf, off, s) for off, s in patches])
return buf.after(make_binary_patch(buf, blob, tag="link"), *[make_patch(buf, off, s) for off, s in patches])
def make_mstack(uops): return uops[0] if len(uops) == 1 else UOp(Ops.MSTACK, uops[0].dtype, tuple(uops))
@@ -365,7 +378,7 @@ def encode_kernargs_clike(call:UOp, prg:UOp, devs:str|tuple[str, ...]) -> UOp:
data, info = prg.arg
buf = make_placeholder(devs, data.kernargs_alloc_size // 4, dtypes.uint32, name="kernargs")
words = [w for gi in info.globals for w in data64_le(make_getaddr(get_call_arg_uops(call)[gi], devs))] + list(info.vars)
return buf.after(*[make_patch(buf, i * 4, w) for i, w in enumerate(words)])
return buf.after(*[make_patch(buf, i * 4, w, tag="rt") for i, w in enumerate(words)])
# *****************
# 4.2. hcq lowering: ops to ir
@@ -377,19 +390,9 @@ pm_encode_cmdbufs = PatternMatcher([(UPat(Ops.CUSTOM_FUNCTION, arg="submit_cmdbu
# *****************
def unwrap_mstack(u): return u.src if u.op is Ops.MSTACK else (u,)
def _is_link_patch(p:UOp, buf:UOp, jit=False) -> bool:
if p.op is not Ops.STORE or p.buf_uop is not buf: return False # this is not a patch :(
assert all(x.op is Ops.PARAM for x in unwrap_mstack(p.buf_uop))
has_loads = any(u.op in (Ops.LOAD, Ops.INDEX) for u in p.src[1].backward_slice)
param_is_input = all(x.tag is None and x.op is Ops.PARAM for x in unwrap_mstack(p.src[1].buf_uop))
return not has_loads and not param_is_input if True else (p.buf_uop.tag in {"program"})
def is_link_patch(p:UOp, jit:bool) -> bool: return p.tag == "link" or p.tag == "any" # TODO: jit
def trim_link_patches(ctx:tuple[bool, list[UOp]], a:UOp) -> UOp|None:
links, kept = partition(a.src[1:], lambda p: _is_link_patch(p, a.src[0], jit=ctx[0]))
links, kept = partition(a.src[1:], lambda p: is_link_patch(p, ctx[0]))
# keep all patches from the link-time patches' subtrees in the C code
afters = [u for u in UOp.sink(*links).toposort() if u.op is Ops.AFTER]
@@ -410,7 +413,7 @@ pm_split_patches = PatternMatcher([(UPat(Ops.CALL, src=(UPat(Ops.CUSTOM_FUNCTION
def _make_getaddrs_sub(call:UOp, gaddrs:list[UOp], name:str):
bare = {g: g.replace(src=(unwrap_after(g.src[0]),)) for g in gaddrs}
order = sorted(dedup(bare.values()), key=lambda g: (g.buf_uop.arg.slot, to_tuple(g.buf_uop.tag)))
order = sorted(dedup(bare.values()), key=lambda g: ((b:=unwrap_mstack(g.buf_uop)[0]).arg.slot, to_tuple(b.tag)))
b = make_placeholder(call.arg.aux.device, len(order), dtypes.uint64, name)
sub = {g: b.after(*g.src[0].src[1:] if g.src[0].op is Ops.AFTER else ()).index(UOp.const(dtypes.int, order.index(gr))).load() for g,gr in bare.items()}
@@ -418,7 +421,7 @@ def _make_getaddrs_sub(call:UOp, gaddrs:list[UOp], name:str):
def rm_rt_getaddrs(call:UOp) -> UOp|None:
if not (gaddrs:=[u for u in call.src[0].toposort() if u.op is Ops.GETADDR]): return None
inputs, systems = partition(gaddrs, lambda g: all(x.tag is None for x in unwrap_mstack(g.buf_uop)))
inputs, systems = partition(gaddrs, lambda g: all(x.op is Ops.PARAM and x.tag is None for x in unwrap_mstack(g.buf_uop)))
(inpsub, _), (syssub, sysarg) = _make_getaddrs_sub(call, inputs, "inputs"), _make_getaddrs_sub(call, systems, "systems")
return call.replace(src=(call.src[0].substitute(inpsub | syssub), *call.src[1:], *sysarg),
@@ -503,7 +506,7 @@ def hcq_compile(linear:UOp, input_uops:list[UOp]|None=None) -> UOp:
linear = graph_rewrite(linear, pm_encode_cmdbufs, walk=True, name="encode cmdbufs", enter_calls=True)
# pie
linear = graph_rewrite(linear, pm_split_patches, walk=True, name="split rt/lt patches")
linear = graph_rewrite(linear, pm_split_patches, ctx=input_uops is None, walk=True, name="split rt/lt patches")
linear = graph_rewrite(linear, pm_rm_rt_getaddrs, walk=True, name="replace rt getaddrs")
linear = graph_rewrite(linear, pm_replace_params, walk=True, name="replace with args")
@@ -528,8 +531,8 @@ pm_bufferize = PatternMatcher([(UPat(Ops.PARAM, name="buf"), bufferize_buf)])
def push_stack(op, s): return UOp(Ops.STACK, op.dtype.scalar().vec(len(s.src)),
tuple(op.replace(dtype=op.dtype.scalar(), src=tuple(x if y is s else y for y in op.src)) for x in s.src))
def fold_blob_store(buf:UOp, blob:UOp) -> UOp:
for b in (mb.bufs if isinstance((mb:=buf.buffer), MultiBuffer) else (mb,)): b.ensure_allocated()._buf.cpu_view().mv.cast('B')[:len(blob.arg)] = blob.arg
def fold_binary(buf:UOp, blob:UOp) -> UOp:
for b in (m.bufs if isinstance(m:=buf.buffer, MultiBuffer) else (m,)): b.ensure_allocated()._buf.cpu_view().view(fmt='B')[:len(blob.arg)] = blob.arg
return UOp(Ops.NOOP)
def fold_const_store(buf:UOp, off:UOp, val:UOp) -> UOp:
@@ -555,12 +558,17 @@ pm_resolve_patches = PatternMatcher([
(UPat(Ops.GETADDR, src=(UPat(name="buf"),), name="g"), resolve_getaddr),
# folders
(UPat({Ops.BUFFER, Ops.SLICE, Ops.MSTACK}, name="buf").store(UPat(Ops.BINARY, name="blob")), fold_blob_store),
(UPat(name="buf").index(UPat(Ops.RANGE), allow_any_len=True)
.store(UPat.any(UPat(Ops.BINARY, name="blob"), UPat(Ops.BINARY, name="blob").bitcast()).index(UPat(Ops.RANGE), allow_any_len=True).load())
.end(UPat(Ops.RANGE)), fold_binary),
(UPat({Ops.BUFFER, Ops.SLICE, Ops.MSTACK}, name="buf").index(UPat.cvar("off"))
.store(UPat.any(UPat.cvar("val"), UPat(Ops.STACK, name="val"))), fold_const_store),
])
pm_assert_no_afters = PatternMatcher([(UPat(Ops.AFTER, name="a"), lambda a: panic(RuntimeError, f"AFTER left at hcq_link: {a.src[0].op}"))])
@track_rewrites(lambda _,ret: f"HCQ Link {pluralize('Kernel', len(ret.src))}")
def hcq_link(linear:UOp) -> UOp:
linear = graph_rewrite(linear, pm_bufferize, bottom_up=True, walk=True, name="bufferize placeholders")
return graph_rewrite(linear, pm_resolve_patches + symbolic, bottom_up=False, name="simplify patches")
linear = graph_rewrite(linear, pm_resolve_patches + symbolic, bottom_up=False, name="simplify patches")
return graph_rewrite(linear, pm_assert_no_afters, name="assert no afters")
+2 -1
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@@ -4,6 +4,7 @@ import os, ctypes, struct, hashlib, functools, importlib, mmap, errno, array, co
assert sys.platform != 'win32'
from dataclasses import dataclass
from extra.hcq2.hcq2 import HCQ2Compiled, HCQAllocator, HCQ2Buffer, encode_kernargs_clike, make_getaddr, make_ins, make_cmdbuf, make_placeholder
from extra.hcq2.hcq2 import make_binary_patch
from tinygrad.uop.ops import sint, UOp
from tinygrad.device import Compiled, BufferSpec, Buffer, Device
from tinygrad.dtype import dtypes
@@ -279,7 +280,7 @@ def amd_build_program(prg:UOp) -> UOp:
kernargs_alloc_size=desc.kernarg_size + (ctypes.sizeof(hsa.hsa_kernel_dispatch_packet_t) if edp else 0), enable_dispatch_ptr=edp,
enable_private_segment_sgpr=desc.kernel_code_properties & hsa.AMD_KERNEL_CODE_PROPERTIES_ENABLE_SGPR_PRIVATE_SEGMENT_BUFFER)
buf = make_placeholder(prg.device, len(image), dtypes.uint8, "program")
cached = _amd_program_cache[key] = prg.replace(src=(buf.after(buf.store(UOp(Ops.BINARY, dtypes.uint8, src=(), arg=bytes(image)))),), arg=(data, prg.arg))
cached = _amd_program_cache[key] = prg.replace(src=(buf.after(make_binary_patch(buf, bytes(image), tag="link")),), arg=(data, prg.arg))
return cached
class AMDAllocator(HCQAllocator['AMDDevice']):
+1 -2
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@@ -9,8 +9,7 @@ def flatten_range(r:UOp) -> UOp|None:
off = range_start[r.op]
rngs = r.src[off:]
if not len(rngs): return None
new_rngs = [x for x in UOp.sink(*rngs).toposort() if x.op is Ops.RANGE]
return r.replace(src=r.src[:off]+tuple(new_rngs))
return r.replace(src=r.src[:off]+tuple(UOp.sink(*rngs).ranges))
pm_flatten_range = PatternMatcher([
# real ranges only
+1 -1
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@@ -115,7 +115,7 @@ class GroupOp:
Defines = {Ops.PARAM, Ops.BUFFER}
Irreducible = {Ops.CONST, Ops.SPECIAL, Ops.RANGE, Ops.PARAM}
Irreducible = {Ops.CONST, Ops.SPECIAL, Ops.RANGE, Ops.PARAM, Ops.GETADDR}
Movement = {Ops.RESHAPE, Ops.EXPAND, Ops.PERMUTE, Ops.PAD, Ops.SHRINK, Ops.FLIP}
# BinaryOps that can be flipped