tma_barrier_rewriter.cc 7.93 KB
Newer Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
/*
 * 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.
 */

/*!
 * \file tma_barrier_rewriter.cc
 * \brief Rewrite TMA barriers for cuda GPU (sm90+)
 */

#include <tvm/arith/analyzer.h>
#include <tvm/tir/analysis.h>
#include <tvm/tir/builtin.h>
#include <tvm/tir/expr.h>
#include <tvm/tir/op.h>
#include <tvm/tir/stmt.h>
#include <tvm/tir/stmt_functor.h>
#include <tvm/tir/transform.h>

#include "../op/builtin.h"
#include "arith/ir_mutator_with_analyzer.h"
#include "arith/ir_visitor_with_analyzer.h"

namespace tvm {
namespace tl {

using namespace tir;
using namespace tir::transform;
using arith::IRMutatorWithAnalyzer;

class TmaTraitsCollector : public StmtExprVisitor {
public:
  TmaTraitsCollector() { Initialize(); }

  void Initialize() {
    bulk_copy_bytes = 0;
    loop_extents = 1;
  }

  void Collect(Stmt stmt) { VisitStmt(stmt); }

  PrimExpr BulkCopyBytes() { return bulk_copy_bytes; }

private:
  void VisitExpr_(const CallNode *call) final {
    if (call->op.same_as(tma_load()) || call->op.same_as(tma_load_im2col())) {
      Call access_ptr = Downcast<Call>(call->args[2]);
      ICHECK(access_ptr->op.same_as(builtin::tvm_access_ptr()));
      int type_bytes = access_ptr->args[0]->dtype.bytes();
      bulk_copy_bytes += access_ptr->args[3] * loop_extents * type_bytes;
    }
    StmtExprVisitor::VisitExpr_(call);
  }

  void VisitStmt_(const ForNode *op) final {
    PrimExpr old_loop_evtents = loop_extents;
    loop_extents *= op->extent;
    StmtExprVisitor::VisitStmt_(op);
    loop_extents = old_loop_evtents;
  }

  PrimExpr bulk_copy_bytes = 0;
  PrimExpr loop_extents = 1;
};

class TmaExpectTxRewriter : public IRMutatorWithAnalyzer {
public:
  static PrimFunc Rewrite(PrimFunc f, arith::Analyzer *analyzer) {
    TmaExpectTxRewriter rewriter(analyzer);
    f.CopyOnWrite()->body = rewriter(f->body);
    return f;
  }

private:
  bool inside_tma_block_{false};
  bool visited_tma_load_{false};
  IterVar thread_var_ = IterVar(Range::FromMinExtent(0, 1), Var("v_thread"),
                                IterVarType::kDataPar);

  PrimExpr GetBarrierId(const PrimExpr &ko) {
    // FloorMod(ko, 1)
    return FloorMod(ko, IntImm(DataType::Int(32), 1));
  }

  PrimExpr GetBarrierParity(const PrimExpr &ko) {
    // FloorDiv(ko, 1) % 2
    return FloorMod(FloorDiv(ko, IntImm(DataType::Int(32), 1)),
                    IntImm(DataType::Int(32), 2));
  }

  PrimExpr makeGetBarrier(PrimExpr barrier_id) {
    return Call(DataType::Handle(), get_mbarrier(), {barrier_id});
  }

  Stmt makeExpectTX(PrimExpr barrier_id, PrimExpr bytes) {
    auto call = Call(DataType::Handle(), mbarrier_expect_tx(),
                     {makeGetBarrier(barrier_id), bytes});
    return Evaluate(call);
  }

  TmaExpectTxRewriter(arith::Analyzer *analyzer)
      : IRMutatorWithAnalyzer(analyzer) {}

  Stmt VisitStmt_(const AttrStmtNode *op) final {
    if (op->attr_key == tir::attr::thread_extent) {
      IterVar iv = Downcast<IterVar>(op->node);
      if (iv->thread_tag == "threadIdx.x") {
        ICHECK(iv->dom->extent.as<IntImmNode>());
        thread_var_ = iv;
      }
    }
    return IRMutatorWithAnalyzer::VisitStmt_(op);
  }

  Stmt VisitStmt_(const IfThenElseNode *op) {
    // Check if this is the TMA block
    const EQNode *eq = op->condition.as<EQNode>();
    if (eq != nullptr) {
      Stmt ret = IRMutatorWithAnalyzer::VisitStmt_(op);

      if (visited_tma_load_) {
        auto then_case = op->then_case;
        TmaTraitsCollector collector;
        collector.Collect(then_case);

        Array<Stmt> stmts;
        if (!is_zero(collector.BulkCopyBytes())) {
          auto expect_tx = makeExpectTX(0, collector.BulkCopyBytes());
          stmts.push_back(expect_tx);
        }
        stmts.push_back(then_case);
        if (stmts.size() == 1) {
          return IfThenElse(op->condition, stmts[0], op->else_case);
        } else {
          auto seq_stmt = SeqStmt(stmts);
          return IfThenElse(op->condition, seq_stmt, op->else_case);
        }
      }
      visited_tma_load_ = false;
      return ret;
    }
    return IRMutatorWithAnalyzer::VisitStmt_(op);
  }

  PrimExpr VisitExpr_(const CallNode *op) {
    if (op->op.same_as(tma_load())) {
      visited_tma_load_ = true;
      Array<PrimExpr> new_args = op->args;
      new_args.Set(1, Call(DataType::Handle(), get_mbarrier(),
                           {IntImm(DataType::Int(32), 0)}));
      return Call(op->dtype, op->op, new_args);
    }
    return IRMutatorWithAnalyzer::VisitExpr_(op);
  }
};

class TmaBarrierCollector : public StmtExprVisitor {
public:
  Map<ObjectRef, PrimExpr> tma_op_to_barrier_id() {
    return tma_op_to_barrier_id_;
  }

private:
  void VisitStmt_(const EvaluateNode *op) final {
    if (const auto *call = op->value.as<CallNode>()) {
      if (call->op.same_as(tma_load())) {
        pending_tma_ops_.push_back(GetRef<Call>(call));
      } else if (call->op.same_as(mbarrier_expect_tx())) {
        pending_tma_ops_.push_back(GetRef<Call>(call));
      } else if (call->op.same_as(builtin::ptx_arrive_barrier())) {
        PrimExpr barrier_id = call->args[0];
        for (auto tma_call : pending_tma_ops_) {
          tma_op_to_barrier_id_.Set(tma_call, barrier_id);
        }
        pending_tma_ops_.clear();
      }
    }
    StmtExprVisitor::VisitStmt_(op);
  }

  std::vector<Call> pending_tma_ops_;
  Map<ObjectRef, PrimExpr> tma_op_to_barrier_id_;
};
// we trust mbarrier_wait_parity to be correct
class TmaBarrierRewriter : public IRMutatorWithAnalyzer {
public:
  TmaBarrierRewriter(arith::Analyzer *analyzer,
                     Map<ObjectRef, PrimExpr> tma_op_to_barrier_id)
      : IRMutatorWithAnalyzer(analyzer),
        tma_op_to_barrier_id_(tma_op_to_barrier_id) {}

  static PrimFunc Rewrite(PrimFunc f, arith::Analyzer *analyzer) {
    f = TmaExpectTxRewriter::Rewrite(f, analyzer);
    TmaBarrierCollector collector;
    collector(f->body);
    TmaBarrierRewriter rewriter(analyzer, collector.tma_op_to_barrier_id());
    f.CopyOnWrite()->body = rewriter(f->body);
    return f;
  }

private:
  PrimExpr VisitExpr_(const CallNode *op) {
    if (op->op.same_as(tma_load())) {
      // check this must be in the tma_op_to_barrier_id_
      ICHECK(tma_op_to_barrier_id_.count(GetRef<Call>(op)))
          << "tma_load must be in the tma_op_to_barrier_id_";
      auto barrier_id = tma_op_to_barrier_id_[GetRef<Call>(op)];
      auto new_args = op->args;
      new_args.Set(1, barrier_id);
      return Call(op->dtype, op->op, new_args);
    } else if (op->op.same_as(mbarrier_expect_tx())) {
      ICHECK(tma_op_to_barrier_id_.count(GetRef<Call>(op)))
          << "mbarrier_expect_tx must be in the tma_op_to_barrier_id_";
      auto barrier_id = tma_op_to_barrier_id_[GetRef<Call>(op)];
      auto new_args = op->args;
      new_args.Set(0, barrier_id);
      return Call(op->dtype, op->op, new_args);
    }
    return IRMutatorWithAnalyzer::VisitExpr_(op);
  }
  Map<ObjectRef, PrimExpr> tma_op_to_barrier_id_;
};

tvm::transform::Pass InjectTmaBarrier() {
  auto pass_func = [=](PrimFunc f, IRModule m, PassContext ctx) {
    arith::Analyzer analyzer;
    return TmaBarrierRewriter::Rewrite(f, &analyzer);
  };
  return CreatePrimFuncPass(pass_func, 0, "tl.InjectTmaBarrier", {});
}

TVM_REGISTER_GLOBAL("tl.transform.InjectTmaBarrier")
    .set_body_typed(InjectTmaBarrier);

} // namespace tl
} // namespace tvm