[MetaSchedule] Mutator: Mutate compute location

Co-authored-by: Junru Shao <[email protected]>
Co-authored-by: Xiyou Zhou <[email protected]>
Co-authored-by: Bohan Hou <[email protected]>
Co-authored-by: Ruihang Lai <[email protected]>
Co-authored-by: Hongyi Jin <[email protected]>
Co-authored-by: Wuwei Lin <[email protected]>

Author: 7 people

python/tvm/meta_schedule/mutator/__init__.py

@@ -20,3 +20,4 @@
 design space.
 """
 from .mutator import Mutator, PyMutator
+from .mutate_compute_location import MutateComputeLocation

python/tvm/meta_schedule/mutator/mutate_compute_location.py

@@ -0,0 +1,31 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+"""A mutator that mutates the compute-at location decision of SampleComputeLocation"""
+from tvm._ffi.registry import register_object
+
+from .. import _ffi_api
+from .mutator import Mutator
+
+
+@register_object("meta_schedule.MutateComputeLocation")
+class MutateComputeLocation(Mutator):
+    """A mutator that mutates the compute-at location decision of SampleComputeLocation"""
+
+    def __init__(self) -> None:
+        self.__init_handle_by_constructor__(
+            _ffi_api.MutatorMutateComputeLocation,  # type: ignore # pylint: disable=no-member
+        )

src/meta_schedule/mutator/mutate_compute_location.cc

@@ -0,0 +1,131 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+#include "../utils.h"
+
+namespace tvm {
+namespace meta_schedule {
+
+using tir::Instruction;
+using tir::InstructionKind;
+using tir::Trace;
+
+/*! \brief A mutator that mutates the compute-at location decision of SampleComputeLocation */
+class MutateComputeLocationNode : public MutatorNode {
+ public:
+  /*! \brief JSON representation of the workload */
+  std::string json_mod_;
+
+  void VisitAttrs(tvm::AttrVisitor* v) {}
+  static constexpr const char* _type_key = "meta_schedule.MutateComputeLocation";
+  TVM_DECLARE_FINAL_OBJECT_INFO(MutateComputeLocationNode, MutatorNode);
+
+ public:
+  // Inherit from `MutatorNode`
+  void InitializeWithTuneContext(const TuneContext& context) final {
+    this->json_mod_ = SaveJSON(context->mod.value());
+  }
+  // Inherit from `MutatorNode`
+  Optional<Trace> Apply(const Trace& trace, TRandState* rand_state) final;
+
+ private:
+  struct Candidate {
+    /*! \brief The SampleComputeLocation instruction */
+    Instruction inst;
+    /*! \brief The candidate compute-at locations */
+    std::vector<int> locs;
+
+    explicit Candidate(Instruction inst, std::vector<int> locs)
+        : inst(std::move(inst)), locs(std::move(locs)) {}
+  };
+
+  std::vector<Candidate> FindCandidates(const Trace& trace, TRandState* rand_state);
+};
+
+/*!
+ * \brief Find all appearances of instruction `SampleComputeLocation` whose decision can be mutated
+ *        to at lease one other value
+ * \param trace The trace from which to find the instructions
+ * \return All the candidate instructions together with the candidate compute-at locations
+ */
+std::vector<MutateComputeLocationNode::Candidate> MutateComputeLocationNode::FindCandidates(
+    const Trace& trace, TRandState* rand_state) {
+  tir::Schedule sch = tir::Schedule::Traced(                  //
+      /*mod=*/Downcast<IRModule>(LoadJSON(this->json_mod_)),  //
+      /*rand_state=*/ForkSeed(rand_state),                    //
+      /*debug_mode=*/0,                                       //
+      /*error_render_level=*/tir::ScheduleErrorRenderLevel::kNone);
+
+  static InstructionKind inst_sample_compute_location =
+      InstructionKind::Get("SampleComputeLocation");
+  std::vector<MutateComputeLocationNode::Candidate> candidates;
+
+  auto f_decision_provider = [&](const tir::Instruction& inst,    //
+                                 const Array<ObjectRef>& inputs,  //
+                                 const Array<ObjectRef>& attrs,   //
+                                 const ObjectRef& decision) -> ObjectRef {
+    if (inst->kind.same_as(inst_sample_compute_location)) {
+      // Step 1. Extract the instruction input and the old decision.
+      ICHECK_EQ(inputs.size(), 1);
+      tir::StmtSRef block_sref = sch->GetSRef(Downcast<tir::BlockRV>(inputs[0]));
+      int old_decision = Downcast<Integer>(decision)->value;
+
+      // Step 2. Collect all the compute_at locations.
+      Array<tir::StmtSRef> location_srefs;
+      std::vector<int> location_indices;
+      std::tie(location_srefs, location_indices) = CollectComputeLocation(sch->state(), block_sref);
+      // Step 3. Remove the old decision.
+      auto it = std::find(location_indices.begin(), location_indices.end(), old_decision);
+      if (it != location_indices.end()) {
+        location_srefs.erase(location_srefs.begin() + (it - location_indices.begin()));
+        location_indices.erase(it);
+      }
+      ICHECK_EQ(location_srefs.size(), location_indices.size());
+      // Step 4. Add a new candidate if there are at least one remaining compute-at position.
+      if (!location_srefs.empty()) {
+        candidates.emplace_back(inst, std::move(location_indices));
+      }
+    }
+    return decision;
+  };
+  trace->ApplyToSchedule(sch,                       //
+                         /*remove_postproc=*/true,  //
+                         /*decision_provider=*/f_decision_provider);
+  return candidates;
+}
+
+Optional<Trace> MutateComputeLocationNode::Apply(const Trace& trace, TRandState* rand_state) {
+  std::vector<Candidate> candidates = FindCandidates(trace, rand_state);
+  if (candidates.empty()) {
+    return NullOpt;
+  }
+  const Candidate& candidate = candidates[tir::SampleInt(rand_state, 0, candidates.size())];
+  int loc = candidate.locs[tir::SampleInt(rand_state, 0, candidate.locs.size())];
+  return trace->WithDecision(candidate.inst, Integer(loc), /*remove_postproc=*/true);
+}
+
+Mutator Mutator::MutateComputeLocation() {
+  return Mutator(make_object<MutateComputeLocationNode>());
+}
+
+TVM_REGISTER_NODE_TYPE(MutateComputeLocationNode);
+TVM_REGISTER_GLOBAL("meta_schedule.MutatorMutateComputeLocation")
+    .set_body_typed(Mutator::MutateComputeLocation);
+
+}  // namespace meta_schedule
+}  // namespace tvm

tests/python/unittest/test_meta_schedule_mutator_mutate_compute_location.py

@@ -0,0 +1,85 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+# pylint: disable=missing-module-docstring,missing-function-docstring,missing-class-docstring
+from tvm.meta_schedule import TuneContext
+from tvm.meta_schedule.mutator import MutateComputeLocation, Mutator
+from tvm.script import tir as T
+from tvm.target import Target
+from tvm.tir import Schedule
+
+# pylint: disable=invalid-name, no-member
+
+
+@T.prim_func
+def add(a: T.handle, b: T.handle) -> None:
+    # function attr dict
+    T.func_attr({"global_symbol": "main"})
+    A = T.match_buffer(a, [2048, 2048, 2048], dtype="float32")
+    B = T.match_buffer(b, [2048, 2048, 2048], dtype="float32")
+    A_cached = T.alloc_buffer([2048, 2048, 2048], dtype="float32")
+    # body
+    for i, j, k in T.grid(2048, 2048, 2048):
+        with T.block("move"):
+            vi, vj, vk = T.axis.remap("SSS", [i, j, k])
+            T.reads([A[vi, vj, vk]])
+            T.writes([A_cached[vi, vj, vk]])
+            A_cached[vi, vj, vk] = A[vi, vj, vk]
+    for i0, j0, i1, j1, k0, i2, j2, k1 in T.grid(128, 64, 4, 4, 64, 4, 8, 32):
+        with T.block("add"):
+            vi = T.axis.spatial(2048, i0 * 16 + i1 * 4 + i2)
+            vj = T.axis.spatial(2048, j0 * 32 + j1 * 8 + j2)
+            vk = T.axis.spatial(2048, k0 * 32 + k1)
+            T.reads([A_cached[vi, vj, vk]])
+            T.writes([B[vi, vj, vk]])
+            B[vi, vj, vk] = A_cached[vi, vj, vk] + T.float32(1)
+
+
+# pylint: enable=invalid-name, no-member
+
+
+def _sch(decision: int) -> Schedule:
+    sch = Schedule(add, debug_mask="all")
+    # pylint: disable=invalid-name
+    b0 = sch.get_block(name="move", func_name="main")
+    l1 = sch.sample_compute_location(block=b0, decision=decision)
+    sch.compute_at(block=b0, loop=l1, preserve_unit_loops=True)
+    # pylint: enable=invalid-name
+    return sch
+
+
+def _make_mutator(target: Target) -> Mutator:
+    mutator = MutateComputeLocation()
+    mutator.initialize_with_tune_context(TuneContext(mod=add, target=target))
+    return mutator
+
+
+def test_mutate_compute_location_add():
+    mutator = _make_mutator(
+        target=Target("llvm"),
+    )
+    sch = _sch(decision=4)
+    results = set()
+    for _ in range(100):
+        trace = mutator.apply(sch.trace)
+        decision = trace.decisions[trace.insts[-2]]
+        assert not decision == 4
+        results.add(decision)
+    assert len(results) == 9
+
+
+if __name__ == "__main__":
+    test_mutate_compute_location_add()