[Feat] Add tilelang T.assume support and assume injection for buffer shapes (#787)

* Add InjectAssumes pass to speedup tvm prover

* Fix lint errors

* remove debug statements

* [Feat] add assume attr and assume support in tilelang

* Add convertion from tir.assume to tilelang assume

* [Fix] Add missing With constraint in IRMutator

* Fix typo in ir mutator

tvm @ 1fc7578c

-Subproject commit a64a5926a6e59f5417ef2501f9d88b467337cf6a
+Subproject commit 1fc7578cd1ff934455b07597508b5a67d7cb5a73

src/transform/inject_assumes.cc

+
+#include "tvm/arith/analyzer.h"
+#include "tvm/ffi/optional.h"
+#include "tvm/ir/expr.h"
+#include "tvm/ir/transform.h"
+#include "tvm/node/structural_hash.h"
+#include "tvm/tir/builtin.h"
+#include "tvm/tir/expr.h"
+#include "tvm/tir/stmt.h"
+#include "tvm/tir/stmt_functor.h"
+#include "tvm/tir/transform.h"
+#include <sstream>
+
+namespace tvm::tl {
+using namespace tir;
+
+class AssumeInjector : public tvm::tir::StmtExprMutator {
+  using Base = tvm::tir::StmtExprMutator;
+
+public:
+  AssumeInjector(PrimFunc f) : f(f) {}
+  static PrimFunc Substitute(PrimFunc f) {
+    auto injector = AssumeInjector(f);
+    f.CopyOnWrite()->body = injector(f->body);
+    return f;
+  }
+
+private:
+  struct AssertCreator {
+    struct Item {
+      PrimExpr expr;
+      std::vector<Buffer> buffers;
+    };
+    tvm::StructuralHash sh;
+    tvm::StructuralEqual se;
+    // grouped by expr, since the amount of varidic shape symbols is usualy much
+    // smaller than buffer
+    std::vector<Item> items;
+    // hash => index in items
+    std::unordered_map<size_t, std::vector<size_t>> buckets;
+    void addExpr(PrimExpr e, Buffer buffer) {
+      size_t h = sh(e);
+      auto &bucket = buckets[h];
+      auto it = std::find_if(bucket.begin(), bucket.end(), [&](size_t y) {
+        return se(e, items[y].expr, true);
+      });
+      if (it == bucket.end()) {
+        auto index = items.size();
+        items.push_back({e, {buffer}});
+        bucket.push_back(index);
+      } else {
+        items[*it].buffers.push_back(buffer);
+      }
+    }
+    void addBuffer(Buffer buf) {
+      for (auto shape : buf->shape) {
+        if (shape->IsInstance<IntImmNode>())
+          continue;
+        addExpr(shape, buf);
+      }
+    }
+    Stmt build(Stmt body) {
+      auto analyzer = arith::Analyzer{};
+      for (const auto &e : items) {
+        auto simplified = analyzer.Simplify(GT(e.expr, 0));
+        std::stringstream ss;
+        ss << "Buffer shape should be greater than 0: shape `" << e.expr
+           << "` from buffer ";
+        for (size_t i = 0; i < e.buffers.size(); i++) {
+          if (i)
+            ss << ", ";
+          ss << "`" << e.buffers[i]->name << "`";
+        }
+        body = AttrStmt(simplified, tir::attr::tilelang_assume,
+                        StringImm(ss.str()), body);
+      }
+      return body;
+    }
+  };
+  Stmt VisitStmt_(const DeclBufferNode *op) final {
+    auto body = VisitStmt(op->body);
+    AssertCreator c;
+    c.addBuffer(op->buffer);
+    return DeclBuffer(op->buffer, c.build(body), op->span);
+  }
+  std::optional<PrimExpr> getAssumeExpr(Stmt stmt) {
+    auto eval = stmt.as<EvaluateNode>();
+    if (!eval)
+      return std::nullopt;
+    auto call = eval->value.as<CallNode>();
+    if (!call)
+      return std::nullopt;
+    if (!call->op.same_as(builtin::assume()))
+      return std::nullopt;
+    return call->args[0];
+  }
+  Stmt VisitStmt_(const SeqStmtNode *op) final {
+    struct AssumeGroup {
+      std::optional<PrimExpr> e;
+      std::vector<Stmt> stmts;
+    };
+    std::vector<AssumeGroup> groups = {AssumeGroup{std::nullopt, {}}};
+    for (auto i = 0; i < op->seq.size(); i++) {
+      auto stmt = VisitStmt(op->seq[i]);
+      if (auto e = getAssumeExpr(stmt)) {
+        groups.push_back(AssumeGroup{*e, {}});
+      } else {
+        groups.back().stmts.push_back(stmt);
+      }
+    }
+    for (size_t i = groups.size(); i--;) {
+      auto &g = groups[i];
+      if (g.e) {
+        Stmt body = g.stmts.size() == 1 ? g.stmts[0] : SeqStmt(g.stmts);
+        std::stringstream ss;
+        ss << "Assume: " << *(g.e);
+        AttrStmt attr = AttrStmt(*g.e, tir::attr::tilelang_assume,
+                                 StringImm(ss.str()), body);
+        groups[i - 1].stmts.push_back(attr);
+      } else {
+        ICHECK(i == 0) << "only the first group can have no assume";
+      }
+    }
+    return groups[0].stmts.size() == 1 ? groups[0].stmts[0]
+                                       : SeqStmt(groups[0].stmts);
+    // return SeqStmt(groups[0].stmts);
+  }
+  Stmt VisitStmt_(const BlockNode *op) final {
+    auto body = VisitStmt(op->body);
+    AssertCreator c;
+    if (root_node) {
+      for (auto item : f->buffer_map) {
+        c.addBuffer(item.second);
+      }
+    }
+    for (auto item : op->alloc_buffers) {
+      c.addBuffer(item);
+    }
+    for (auto item : op->match_buffers) {
+      c.addBuffer(item->buffer);
+    }
+    return Block(op->iter_vars, op->reads, op->writes, op->name_hint,
+                 c.build(body), op->init, op->alloc_buffers, op->match_buffers,
+                 op->annotations, op->span);
+  }
+  PrimFunc f;
+  bool root_node{true};
+};
+
+using namespace tir::transform;
+
+tvm::transform::Pass InjectAssumes() {
+  auto pass_func = [=](PrimFunc f, IRModule m, PassContext ctx) {
+    return AssumeInjector::Substitute(f);
+  };
+  return CreatePrimFuncPass(pass_func, 0, "tl.InjectAssumes", {});
+}
+
+TVM_FFI_STATIC_INIT_BLOCK({
+  namespace refl = tvm::ffi::reflection;
+  refl::GlobalDef().def("tl.transform.InjectAssumes", InjectAssumes);
+});
+
+} // namespace tvm::tl

tilelang/engine/phase.py

@@ -87,6 +87,8 @@ def LowerAndLegalize(mod: IRModule, target: Target) -> IRModule:
 
     # Legalize the frontend IR to make it compatible with TVM
     mod = tilelang.transform.FrontendLegalize()(mod)
+    # Inject assumes to speedup tvm prover
+    mod = tilelang.transform.InjectAssumes()(mod)
     # Simplify the IR expressions
     mod = tir.transform.Simplify()(mod)
     # Set layouts for reducers

tilelang/transform/__init__.py

@@ -79,6 +79,17 @@ def FrontendLegalize():
     return _ffi_api.FrontendLegalize()  # type: ignore
 
 
+def InjectAssumes():
+    """Inject Assumes
+    
+    Returns:
+    -------
+    fpass : tvm.transform.Pass
+        The result pass
+    """
+    return _ffi_api.InjectAssumes()
+
+
 def LowerHopperIntrin():
     """LowerHopperIntrin