storage_access.cc 11.7 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
/*
 * 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 storage_access.cc
 */
#include "storage_access.h"

25
#include <tvm/arith/analyzer.h>
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
#include <tvm/target/target_info.h>
#include <tvm/tir/op.h>

#include <string>
#include <utility>

#include "tir/transforms/ir_utils.h"

namespace tvm {
namespace tl {

using namespace tir;

void TileLangStorageAccessVisitor::VisitExpr_(const BufferLoadNode *op) {
  Var buf = op->buffer->data;
  StorageScope scope = GetScope(buf);
  if (Enabled(buf.get(), scope)) {
43
    ICHECK(allow_append_) << GetRef<BufferLoad>(op) << " " << scope.to_string();
44
45
    AccessEntry e;
    e.threads = env_threads();
46
    e.thread_range = this->ComputeThreadRange(e.threads);
47
    e.buffer = buf;
48
    e.buffer_indices = op->indices;
49
50
51
52
53
54
55
56
57
    e.dtype = op->dtype.element_of();
    for (const auto &index : op->indices) {
      e.touched.push_back(arith::IntSet::Vector(index));
    }
    e.type = kRead;
    e.scope = scope;
    curr_stmt_.access.emplace_back(std::move(e));
  }
  // traverse child
58
  IRVisitorWithAnalyzer::VisitExpr_(op);
59
60
61
62
63
64
65
66
67
68
69
70
}

void TileLangStorageAccessVisitor::VisitStmt_(const BufferStoreNode *op) {
  allow_append_ = true;
  ICHECK_EQ(curr_stmt_.access.size(), 0U);
  curr_stmt_.stmt = op;

  Var buf = op->buffer->data;
  StorageScope scope = GetScope(buf);
  if (Enabled(buf.get(), scope)) {
    AccessEntry e;
    e.threads = env_threads();
71
    e.thread_range = this->ComputeThreadRange(e.threads);
72
    e.buffer = buf;
73
    e.buffer_indices = op->indices;
74
75
76
77
78
79
80
81
82
    e.dtype = op->value.dtype().element_of();
    for (const auto &index : op->indices) {
      e.touched.push_back(arith::IntSet::Vector(index));
    }
    e.type = kWrite;
    e.scope = scope;
    curr_stmt_.access.emplace_back(std::move(e));
  }
  // traverse child
83
  IRVisitorWithAnalyzer::VisitStmt_(op);
84
85
86
87
88
89
90
91
92
93
94
  // push to the scope
  scope_.back().push_back(curr_stmt_);
  // clear access entry.
  curr_stmt_.access.clear();
  allow_append_ = false;
}

void TileLangStorageAccessVisitor::VisitStmt_(const EvaluateNode *op) {
  allow_append_ = true;
  ICHECK_EQ(curr_stmt_.access.size(), 0U);
  curr_stmt_.stmt = op;
95
  IRVisitorWithAnalyzer::VisitStmt_(op);
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
  // push to the scope
  if (curr_stmt_.access.size() != 0) {
    scope_.back().push_back(curr_stmt_);
    curr_stmt_.access.clear();
  }
  allow_append_ = false;
}

void TileLangStorageAccessVisitor::VisitStmt_(const LetStmtNode *op) {
  allow_append_ = true;
  ICHECK_EQ(curr_stmt_.access.size(), 0U);
  curr_stmt_.stmt = op;
  this->VisitExpr(op->value);
  // push to the scope
  scope_.back().push_back(curr_stmt_);
  // clear access entry.
  curr_stmt_.access.clear();
  allow_append_ = false;
  // traverse body block
  this->VisitStmt(op->body);
}

void TileLangStorageAccessVisitor::VisitStmt_(const AttrStmtNode *op) {
  if (op->attr_key == tvm::tir::attr::double_buffer_write) {
    ICHECK(double_buffer_write_ == nullptr);
    double_buffer_write_ = op->node.as<VarNode>();
    scope_.push_back(std::vector<StmtEntry>());
123
    IRVisitorWithAnalyzer::VisitStmt_(op);
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
    StmtEntry s;
    s.stmt = op;
    s.access = Summarize(std::move(scope_.back()), nullptr);
    scope_.pop_back();
    if (!s.access.empty()) {
      for (AccessEntry &e : s.access) {
        if (e.type == kWrite && e.buffer.get() == double_buffer_write_) {
          e.double_buffer_write = true;
        }
      }
      scope_.back().emplace_back(std::move(s));
    }
    double_buffer_write_ = nullptr;
  } else if (op->attr_key == tvm::tir::attr::coproc_scope) {
    IterVar iv = Downcast<IterVar>(op->node);
    env_threads_.push_back(iv);
140
    IRVisitorWithAnalyzer::VisitStmt_(op);
141
142
143
144
    env_threads_.pop_back();
  } else if (op->attr_key == tvm::tir::attr::thread_extent) {
    IterVar iv = Downcast<IterVar>(op->node);
    env_threads_.push_back(iv);
145
146
147
148
    ICHECK_NE(iv->thread_tag.length(), 0U);
    analyzer_.Bind(
        iv->var, Range::FromMinExtent(IntImm(op->value->dtype, 0), op->value));

149
150
151
    if (!in_device_env_) {
      in_device_env_ = true;
      scope_.push_back(std::vector<StmtEntry>());
152
      IRVisitorWithAnalyzer::VisitStmt_(op);
153
154
155
156
157
      // no need to take the result as the thread barrier automatically syncs.
      Summarize(std::move(scope_.back()), nullptr);
      in_device_env_ = false;
      scope_.pop_back();
    } else {
158
      IRVisitorWithAnalyzer::VisitStmt_(op);
159
160
161
162
163
164
165
    }
    env_threads_.pop_back();
  } else if (op->attr_key == tvm::tir::attr::hand_threaded) {
    // skip this pass on blocks that were hand_threaded
    // this avoids control flow and read/write conflicts
    // between hand-threaded kernels and automatic threading
  } else {
166
    IRVisitorWithAnalyzer::VisitStmt_(op);
167
168
169
170
171
  }
}

void TileLangStorageAccessVisitor::VisitStmt_(const ForNode *op) {
  scope_.push_back(std::vector<StmtEntry>());
172
  IRVisitorWithAnalyzer::VisitStmt_(op);
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
  StmtEntry s;
  s.stmt = op;
  s.access = Summarize(std::move(scope_.back()), op);
  scope_.pop_back();
  if (s.access.size() != 0) {
    // relax the touched set to contain all ranges in the loop.
    std::unordered_map<const VarNode *, arith::IntSet> relax_map;
    relax_map[op->loop_var.get()] =
        arith::IntSet::FromRange(Range::FromMinExtent(op->min, op->extent));
    for (AccessEntry &e : s.access) {
      if (e.buffer.defined()) {
        ICHECK(e.touched.size());
        Array<arith::IntSet> new_touched;
        for (const auto &touched : e.touched) {
          new_touched.push_back(arith::EvalSet(touched, relax_map));
        }
        e.touched = std::move(new_touched);
      }
    }
  }
  if (!s.access.empty()) {
    scope_.back().emplace_back(std::move(s));
  }
}

bool IsThreadInvariant(const PrimExpr &cond) {
  if (auto call = cond.as<CallNode>()) {
    if (auto opt_call_op = call->op.as<Op>()) {
      auto call_op = opt_call_op.value();
      if (call_op.same_as(builtin::tvm_thread_invariant())) {
        return true;
      }
    }
  }
  return false;
}

void TileLangStorageAccessVisitor::VisitStmt_(const IfThenElseNode *op) {
  bool is_thread_invariant = IsThreadInvariant(op->condition);
  if (!is_thread_invariant) {
    ++condition_counter_;
  }
215
216

  allow_append_ = true;
217
  this->VisitExpr(op->condition);
218
219
  PrimExpr real_condition = ExtractRealCondition(op->condition);

220
221
222
  curr_stmt_.access.clear();
  allow_append_ = false;

223
  scope_.push_back(std::vector<StmtEntry>());
224
225
226
227
228
  {
    With<arith::ConstraintContext> constraint(&analyzer_, real_condition);
    this->VisitStmt(op->then_case);
  }

229
230
231
232
233
234
  StmtEntry s;
  s.stmt = op;
  s.access = Summarize(std::move(scope_.back()), nullptr);
  scope_.pop_back();
  if (op->else_case) {
    scope_.push_back(std::vector<StmtEntry>());
235
236
237
238
    {
      With<arith::ConstraintContext> constraint(&analyzer_, real_condition);
      this->VisitStmt(op->else_case.value());
    }
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
    auto v = Summarize(std::move(scope_.back()), nullptr);
    scope_.pop_back();
    s.access.insert(s.access.end(), v.begin(), v.end());
  }
  scope_.back().emplace_back(std::move(s));
  if (!is_thread_invariant) {
    --condition_counter_;
  }
}

void TileLangStorageAccessVisitor::VisitStmt_(const WhileNode *op) {
  bool is_thread_invariant = IsThreadInvariant(op->condition);
  if (!is_thread_invariant) {
    ++condition_counter_;
  }
  this->VisitExpr(op->condition);
  scope_.push_back(std::vector<StmtEntry>());
  this->VisitStmt(op->body);
  StmtEntry s;
  s.stmt = op;
  s.access = Summarize(std::move(scope_.back()), nullptr);
  scope_.pop_back();
  scope_.back().emplace_back(std::move(s));
  if (!is_thread_invariant) {
    --condition_counter_;
  }
}

void TileLangStorageAccessVisitor::VisitExpr_(const CallNode *op) {
  if (op->op.same_as(builtin::address_of())) {
    ICHECK_EQ(op->args.size(), 1U);
270
271
272
273
274
275
276
277
278
    if (auto load = op->args[0].as<BufferLoadNode>()) {
      Buffer buffer = load->buffer;
      DataType dtype = buffer->dtype;
      const VarNode *buffer_var = buffer->data.as<VarNode>();
      StorageScope scope = GetScope(GetRef<Var>(buffer_var));
      if (Enabled(buffer_var, scope)) {
        ICHECK(allow_append_);
        AccessEntry e;
        e.threads = env_threads();
279
        e.thread_range = this->ComputeThreadRange(e.threads);
280
281
        e.dtype = dtype;
        e.buffer = Downcast<Var>(buffer->data);
282
        e.buffer_indices = load->indices;
283
284
285
286
287
288
        for (const auto &index : load->indices) {
          e.touched.push_back(arith::IntSet::Vector(index));
        }
        e.type = kRead;
        e.scope = scope;
        curr_stmt_.access.emplace_back(e);
289
      }
290
      IRVisitorWithAnalyzer::VisitExpr_(load);
291
    } else {
292
      IRVisitorWithAnalyzer::VisitExpr_(op);
293
294
295
296
297
298
299
300
301
302
303
304
305
306
    }
  } else if (op->op.same_as(builtin::tvm_access_ptr())) {
    ICHECK_EQ(op->args.size(), 5U);
    DataType dtype = op->args[0].dtype();
    const VarNode *buffer = op->args[1].as<VarNode>();
    PrimExpr offset = op->args[2];
    PrimExpr extent = op->args[3];
    const IntImmNode *flag = op->args[4].as<IntImmNode>();
    StorageScope scope = GetScope(GetRef<Var>(buffer));
    // The buffer scope.
    if (Enabled(buffer, scope)) {
      ICHECK(allow_append_);
      AccessEntry e;
      e.threads = env_threads();
307
      e.thread_range = this->ComputeThreadRange(e.threads);
308
309
      e.dtype = dtype;
      e.buffer = Downcast<Var>(op->args[1]);
310
      e.buffer_indices = {offset, extent};
311
312
313
314
315
316
317
318
319
320
321
322
      e.touched = {
          arith::IntSet::FromRange(Range::FromMinExtent(offset, extent))};
      e.scope = scope;
      if (flag->value & 1) {
        e.type = kRead;
        curr_stmt_.access.emplace_back(e);
      }
      if (flag->value & 2) {
        e.type = kWrite;
        curr_stmt_.access.emplace_back(e);
      }
    }
323
    IRVisitorWithAnalyzer::VisitExpr_(op);
324
325
326
327
328
329
330
  } else if (op->op.same_as(builtin::tvm_storage_sync())) {
    ICHECK(allow_append_);
    const std::string &s = op->args[0].as<StringImmNode>()->value;
    if (s != "warp") {
      StorageScope scope = StorageScope::Create(s);
      AccessEntry e;
      e.threads = env_threads();
331
      e.thread_range = this->ComputeThreadRange(e.threads);
332
333
334
335
336
      e.type = kSync;
      e.scope = StorageScope::Create(s);
      curr_stmt_.access.emplace_back(std::move(e));
    }
  } else {
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
    IRVisitorWithAnalyzer::VisitExpr_(op);
  }
}

Map<Var, Range>
TileLangStorageAccessVisitor::ComputeThreadRange(Array<IterVar> threads) {
  Map<Var, Range> thread_range;
  for (const auto &th : threads) {
    auto thread_tag = th->thread_tag;
    if (thread_tag == "threadIdx.x" || thread_tag == "threadIdx.y" ||
        thread_tag == "threadIdx.z") {
      auto const_int_bound = analyzer_.const_int_bound(th->var);
      auto min_value = const_int_bound->min_value;
      auto max_value = const_int_bound->max_value;
      auto extent = max_value - min_value + 1;
      auto dtype = th->var.dtype();
      thread_range.Set(th->var, Range::FromMinExtent(IntImm(dtype, min_value),
                                                     IntImm(dtype, extent)));
    }
356
  }
357
  return thread_range;
358
359
360
361
362
363
364
365
366
367
368
}

StorageScope TileLangStorageAccessVisitor::GetScope(Var buffer_var) const {
  if (buffer_var->type_annotation.as<PointerTypeNode>()) {
    return StorageScope::Create(GetPtrStorageScope(buffer_var));
  }
  return StorageScope(); // global by default
}

} // namespace tl
} // namespace tvm