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needs-triagePRs or issues that need to be investigated by maintainers to find the right assignees to address itPRs or issues that need to be investigated by maintainers to find the right assignees to address ittype: bug
Description
The provided TIR module can be successfully compiled using tvm.build with target='llvm'. However, when using ms.tir_integration.tune_tir for Meta-Schedule tuning, the script crashes unexpectedly with a tvm.tir.schedule.ScheduleError.
It seems a bug in the Meta-Schedule component.
Actual behavior
Traceback (most recent call last):
File "/share_container/LLMFuzz/TirFuzz/bug_tp/topi.max_0_M2.py", line 29, in <module>
database = ms.tir_integration.tune_tir(mod=mod, target='llvm --num-cores=16', work_dir='./tune_tmp', max_trials_global=1, num_trials_per_iter=1)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/software/tvm-latest/python/tvm/meta_schedule/tir_integration.py", line 146, in tune_tir
return tune_tasks(
^^^^^^^^^^^
File "/software/tvm-latest/python/tvm/meta_schedule/tune.py", line 122, in tune_tasks
task_scheduler.tune(
File "/software/tvm-latest/python/tvm/meta_schedule/task_scheduler/task_scheduler.py", line 132, in tune
_ffi_api.TaskSchedulerTune( # type: ignore # pylint: disable=no-member
File "python/tvm_ffi/cython/function.pxi", line 758, in core.Function.__call__
File "<unknown>", line 0, in tvm::meta_schedule::GradientBasedNode::Tune(tvm::ffi::Array<tvm::meta_schedule::TuneContext, void>, tvm::ffi::Array<tvm::FloatImm, void>, int, int, int, tvm::meta_schedule::Builder, tvm::meta_schedule::Runner, tvm::ffi::Array<tvm::meta_schedule::MeasureCallback, void>, tvm::ffi::Optional<tvm::meta_schedule::Database, void>, tvm::ffi::Optional<tvm::meta_schedule::CostModel, void>)
File "<unknown>", line 0, in tvm::meta_schedule::TaskSchedulerNode::Tune(tvm::ffi::Array<tvm::meta_schedule::TuneContext, void>, tvm::ffi::Array<tvm::FloatImm, void>, int, int, int, tvm::meta_schedule::Builder, tvm::meta_schedule::Runner, tvm::ffi::Array<tvm::meta_schedule::MeasureCallback, void>, tvm::ffi::Optional<tvm::meta_schedule::Database, void>, tvm::ffi::Optional<tvm::meta_schedule::CostModel, void>)
File "<unknown>", line 0, in tvm::meta_schedule::PostOrderApplyNode::GenerateDesignSpace(tvm::IRModule const&)
File "<unknown>", line 0, in tvm::meta_schedule::AutoInlineNode::Apply(tvm::tir::Schedule const&, tvm::tir::BlockRV const&)
File "<unknown>", line 0, in tvm::meta_schedule::AutoInlineNode::CheckInline(tvm::tir::Schedule const&, tvm::tir::BlockRV const&)
File "<unknown>", line 0, in tvm::tir::GetScopeRoot(tvm::tir::ScheduleState const&, tvm::tir::StmtSRef const&, bool) [clone .cold]
File "<unknown>", line 0, in tvm::tir::ScheduleError::ScheduleError()
tvm.tir.schedule.schedule.ScheduleError
Environment
tvm-0.22.dev0
Steps to reproduce
import tvm
from tvm import meta_schedule as ms
tir_str = """# from tvm.script import ir as I
# from tvm.script import tir as T
@I.ir_module
class Module:
@T.prim_func
def main(data: T.Buffer((8, 8), "float32"), data_red: T.Buffer((), "float32")):
T.func_attr({"target": T.target({"keys": ["cpu"], "kind": "llvm", "mtriple": "x86_64-unknown-linux-gnu", "tag": ""}), "tir.noalias": T.bool(True)})
with T.block("data_red"):
T.reads(data[0:8, 0:8])
T.writes(data_red[()])
with T.init():
data_red[()] = T.float32(-3400000.0)
for i, j in T.grid(8, 8):
with T.block("update"):
T.reads(data_red[()], data[i, j])
T.writes(data_red[()])
data_red[()] = T.max(data_red[()], data[i, j])
"""
mod = tvm.script.from_source(tir_str)
mod.show()
#with tvm.transform.PassContext(0):
# tvm.build(mod, target='llvm')
database = ms.tir_integration.tune_tir(mod=mod, target='llvm --num-cores=16', work_dir='./tune_tmp', max_trials_global=1, num_trials_per_iter=1)
Triage
- needs-triage
- tune:meta_schedule
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needs-triagePRs or issues that need to be investigated by maintainers to find the right assignees to address itPRs or issues that need to be investigated by maintainers to find the right assignees to address ittype: bug