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Siyuan Fengjunrushao
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[TVMScript] Ensure consistent struct info between assign lhs and rhs with sinfo annotation (apache#328)
* [TVMScript] Ensure consistent struct info between assign lhs and rhs with sinfo annotation * fix * fix
1 parent 1098d33 commit 751f958

6 files changed

Lines changed: 68 additions & 66 deletions

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include/tvm/script/ir_builder/relax/ir.h

Lines changed: 4 additions & 13 deletions
Original file line numberDiff line numberDiff line change
@@ -106,9 +106,12 @@ TVM_DLL void DataflowBlockOutput(const Array<tvm::relax::Var>& vars);
106106
/*!
107107
* \brief Emit a binding to the last binding block frame.
108108
* \param value The right side value of the bindings to be emitted.
109+
* \param annotate_struct_info The optional struct info annotation for the emitted value.
109110
* \return The left side var of the emitted binding.
110111
*/
111-
TVM_DLL tvm::relax::Var Emit(const tvm::relax::Expr& value);
112+
TVM_DLL tvm::relax::Var Emit(
113+
const tvm::relax::Expr& value,
114+
const Optional<tvm::relax::StructInfo>& annotate_struct_info = NullOpt);
112115

113116
/*!
114117
* \brief Emit a match_cast binding to the last binding block frame.
@@ -119,18 +122,6 @@ TVM_DLL tvm::relax::Var Emit(const tvm::relax::Expr& value);
119122
TVM_DLL tvm::relax::Var EmitMatchCast(const tvm::relax::Expr& value,
120123
const tvm::relax::StructInfo& struct_info);
121124

122-
///////////////////////////// Type Deduce //////////////////////////////
123-
124-
/*!
125-
* \brief Annotate the struct info of a var.
126-
* \param var The input var to be annotated.
127-
* \param anno_struct_info The annotated struct info, which can be undefined.
128-
* \note This function will check if the type of var is compatible with the annotated type.
129-
* And we annotate to the var with more detailed type.
130-
*/
131-
TVM_DLL void AnnotateStructInfo(const tvm::relax::Var& var,
132-
const tvm::relax::StructInfo& anno_struct_info);
133-
134125
///////////////////////////// If Then Else /////////////////////////////
135126

136127
/*!

python/tvm/script/ir_builder/relax/ir.py

Lines changed: 5 additions & 21 deletions
Original file line numberDiff line numberDiff line change
@@ -269,19 +269,22 @@ def wrapped(*args, **kwargs):
269269
############################### Bindings ###############################
270270

271271

272-
def emit(value: Expr) -> Var:
272+
def emit(value: Expr, annotate_struct_info: Optional[StructInfo] = None) -> Var:
273273
"""Emit a binding to the last binding block frame.
274274
Parameters
275275
----------
276276
value: Expr
277277
The right side value of the bindings to be emitted.
278278
279+
annotate_struct_info: Optional[StructInfo]
280+
The optional struct info annotation for the emitted value.
281+
279282
Returns
280283
-------
281284
var: Var
282285
The left side var of the emitted binding.
283286
"""
284-
return _ffi_api.Emit(value) # pylint: disable=no-member # type: ignore
287+
return _ffi_api.Emit(value, annotate_struct_info) # pylint: disable=no-member # type: ignore
285288

286289

287290
def emit_match_cast(value: Expr, struct_info: StructInfo) -> Var:
@@ -301,25 +304,6 @@ def emit_match_cast(value: Expr, struct_info: StructInfo) -> Var:
301304
return _ffi_api.EmitMatchCast(value, struct_info) # type: ignore
302305

303306

304-
############################# Type Deduce ##############################
305-
306-
307-
def annotate_struct_info(var: Var, anno_struct_info: StructInfo) -> None:
308-
"""Annotate the struct info of relax var.
309-
310-
Parameters
311-
----------
312-
var: Var
313-
The input var to be annotated.
314-
315-
316-
anno_struct_info: StructInfo
317-
The annotated struct info
318-
319-
"""
320-
_ffi_api.AnnotateStructInfo(var, anno_struct_info)
321-
322-
323307
############################# If Then Else #############################
324308

325309

python/tvm/script/parser/relax/parser.py

Lines changed: 21 additions & 15 deletions
Original file line numberDiff line numberDiff line change
@@ -16,12 +16,13 @@
1616
# under the License.
1717
# pylint: disable=missing-docstring
1818

19+
import functools
1920
import numbers
2021
from typing import Any, Optional, Tuple, Union
2122

2223
from tvm import relax, tir
23-
from tvm.ir import Type
24-
from tvm.relax import StructInfo, Expr
24+
from tvm.ir import Type, structural_equal
25+
from tvm.relax import Expr, StructInfo
2526
from tvm.relax.utils import convert_to_expr
2627
from tvm.script.ir_builder.relax.frame import BlockFrame
2728

@@ -32,7 +33,13 @@
3233
from .entry import MatchCastPair
3334

3435

35-
def bind_assign_value(self: Parser, node: doc.expr, var_name: str, value: Any) -> Any:
36+
def bind_assign_value(
37+
self: Parser,
38+
node: doc.expr,
39+
var_name: str,
40+
value: Any,
41+
anno_sinfo: Optional[StructInfo] = None,
42+
) -> Any:
3643
var_table = self.var_table.get()
3744

3845
if isinstance(value, tir.Var):
@@ -64,19 +71,21 @@ def bind_assign_value(self: Parser, node: doc.expr, var_name: str, value: Any) -
6471
value = convert_to_expr(value)
6572
if isinstance(value, numbers.Number):
6673
value = R.const(value)
74+
6775
if isinstance(value, relax.Expr):
68-
var = R.emit(value)
69-
# It's an internal check, so directly use assert here.
70-
assert var is not None
71-
IRBuilder.name(var_name, var)
72-
return var
76+
var = R.emit(value, anno_sinfo)
7377
elif isinstance(value, MatchCastPair):
78+
if anno_sinfo is not None and not structural_equal(anno_sinfo, value.struct_info):
79+
self.report_error(
80+
node, "Cannot specify inconsistent annotation for a match cast pair. "
81+
)
7482
var = R.emit_match_cast(value.value, value.struct_info)
75-
IRBuilder.name(var_name, var)
76-
return var
7783
else:
7884
raise TypeError(f"Unsupported type {type(value)} in assignment")
7985

86+
IRBuilder.name(var_name, var)
87+
return var
88+
8089

8190
# pylint: disable=inconsistent-return-statements
8291
def eval_type_annotation(
@@ -213,16 +222,13 @@ def visit_assign(self: Parser, node: doc.Assign) -> None:
213222
def visit_ann_assign(self: Parser, node: doc.AnnAssign) -> None:
214223
lhs = node.target
215224
rhs = self.eval_expr(node.value)
216-
ann_sinfo = self.visit_tvm_annotation(node.annotation)
225+
anno_sinfo = self.visit_tvm_annotation(node.annotation)
217226
self.eval_assign(
218227
target=lhs,
219228
source=rhs,
220-
bind_value=bind_assign_value,
229+
bind_value=functools.partial(bind_assign_value, anno_sinfo=anno_sinfo),
221230
allow_shadowing=True,
222231
)
223-
var = self.var_table.get().get(lhs.id)
224-
assert isinstance(var, relax.Var)
225-
R.ir.annotate_struct_info(var, ann_sinfo)
226232

227233

228234
@dispatch.register(token="relax", type_name="Return")

src/script/ir_builder/relax/ir.cc

Lines changed: 15 additions & 14 deletions
Original file line numberDiff line numberDiff line change
@@ -17,6 +17,7 @@
1717
* under the License.
1818
*/
1919
#include <tvm/relax/analysis.h>
20+
#include <tvm/relax/struct_info.h>
2021
#include <tvm/relax/type_analysis.h>
2122
#include <tvm/script/ir_builder/relax/ir.h>
2223
#include <tvm/tir/op.h>
@@ -195,11 +196,22 @@ TVM_REGISTER_GLOBAL("script.ir_builder.relax.DataflowBlockOutput")
195196

196197
/////////////////////////////// Bindings ///////////////////////////////
197198

198-
tvm::relax::Var Emit(const tvm::relax::Expr& expr) {
199+
tvm::relax::Var Emit(const tvm::relax::Expr& expr,
200+
const Optional<tvm::relax::StructInfo>& annotate_struct_info) {
201+
using tvm::relax::GetStructInfo;
199202
BlockFrame block_frame = CheckBlockFrameExistAndUnended();
200203
const tvm::relax::BlockBuilder& block_builder = GetBlockBuilder();
201-
tvm::relax::Var var{nullptr};
202-
var = block_builder->Emit(expr);
204+
if (annotate_struct_info.defined()) {
205+
const auto& sinfo = annotate_struct_info.value();
206+
if (!expr->struct_info_.defined()) {
207+
UpdateStructInfo(expr, sinfo);
208+
} else {
209+
CHECK(StructInfoBaseCheck(sinfo, GetStructInfo(expr)) != tvm::relax::BaseCheckResult::kFailL0)
210+
<< "Invalid annotation. Got rhs value struct info: " << GetStructInfo(expr)
211+
<< ", given struct info: " << sinfo;
212+
}
213+
}
214+
tvm::relax::Var var = block_builder->Emit(expr);
203215
block_frame->emitted_vars.push_back(var);
204216
return var;
205217
}
@@ -217,17 +229,6 @@ tvm::relax::Var EmitMatchCast(const tvm::relax::Expr& value,
217229
TVM_REGISTER_GLOBAL("script.ir_builder.relax.Emit").set_body_typed(Emit);
218230
TVM_REGISTER_GLOBAL("script.ir_builder.relax.EmitMatchCast").set_body_typed(EmitMatchCast);
219231

220-
///////////////////////////// Type Deduce //////////////////////////////
221-
222-
void AnnotateStructInfo(const tvm::relax::Var& var,
223-
const tvm::relax::StructInfo& anno_struct_info) {
224-
var->checked_type_ = GetStaticType(anno_struct_info);
225-
var->struct_info_ = anno_struct_info;
226-
}
227-
228-
TVM_REGISTER_GLOBAL("script.ir_builder.relax.AnnotateStructInfo")
229-
.set_body_typed(AnnotateStructInfo);
230-
231232
///////////////////////////// If Then Else /////////////////////////////
232233

233234
IfFrame If(tvm::relax::Expr condition) {

tests/python/relax/test_transform_canonicalize_bindings.py

Lines changed: 1 addition & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -112,6 +112,7 @@ def main(x: R.Tensor, y: R.Tensor):
112112
assert_structural_equal(new_mod, Expected)
113113

114114

115+
@pytest.mark.xfail(reason="The lhs and rhs of an assignment should have the same struct info.")
115116
def test_casting():
116117
@tvm.script.ir_module
117118
class TestCasting:

tests/python/relax/test_tvmscript_parser.py

Lines changed: 22 additions & 3 deletions
Original file line numberDiff line numberDiff line change
@@ -484,6 +484,7 @@ def foo(
484484

485485
def _check_struct_info(binding, expected_sinfo):
486486
tvm.ir.assert_structural_equal(binding.var.struct_info, expected_sinfo)
487+
tvm.ir.assert_structural_equal(binding.value.struct_info, expected_sinfo)
487488

488489
# Cannot use block builder here because we need to check the annotated type,
489490
# which may be inconsistent with deduced type.
@@ -505,13 +506,31 @@ def test_annotate_override():
505506
def foo(x: R.Tensor):
506507
y = x
507508
# z will be treated as object type even though it's a tensor
508-
z: R.Object = y
509+
z: R.Object = R.add(x, y)
509510
return z
510511

511512
assert isinstance(foo.ret_struct_info, relax.ObjectStructInfo)
512513
y_bind, z_bind = foo.body.blocks[0].bindings
513-
assert isinstance(y_bind.var.checked_type, relax.DynTensorType)
514-
assert isinstance(z_bind.var.checked_type, relax.ObjectType)
514+
assert isinstance(y_bind.var.struct_info, relax.TensorStructInfo)
515+
assert isinstance(z_bind.var.struct_info, relax.ObjectStructInfo)
516+
517+
with pytest.raises(tvm.error.DiagnosticError):
518+
519+
@R.function
520+
def test(x: R.Tensor):
521+
# Error: x is of Tensor StructInfo, which can not annotate to R.Shape.
522+
z: R.Shape = x
523+
return z
524+
525+
@R.function
526+
def bar(x: R.Tensor):
527+
# x is of Tensor StructInfo, the annotation of `z` is ignored.
528+
z: R.Object = x
529+
return z
530+
531+
assert isinstance(bar.ret_struct_info, relax.TensorStructInfo)
532+
(z_bind,) = bar.body.blocks[0].bindings
533+
assert isinstance(z_bind.var.struct_info, relax.TensorStructInfo)
515534

516535

517536
def test_empty_shape():

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