[Hexagon] Add support for linked-in model parameters

python/tvm/target/target.py

@@ -483,6 +483,8 @@ def hexagon(cpu_ver="v66", **kwargs):
         error if invalid. Does not affect codegen.
     llvm_options : str or list of str (default: None)
         User defined compiler arguments.
+    link_params : bool (default: False)
+        Whether to link graph parameters into the LLVM module.
     """
 
     # Some of the target parameters correspond to target kind attributes
@@ -507,6 +509,7 @@ def hexagon(cpu_ver="v66", **kwargs):
         "hvx": 128,
         "sim_options": None,
         "llvm_options": None,
+        "link_params": False,
     }
     config.update(kwargs)
 
@@ -615,12 +618,27 @@ def create_llvm_options(cpu_ver, config):  # pylint: disable=unused-argument
         args = [s.replace("=", "@") for s in llvm_options.split()]
         return "--llvm-options=" + ",".join(args)
 
+    # TVM target attributes string
+    def create_tvm_options(cpu_ver, config):  # pylint: disable=unused-argument
+        """ Create TVM target features string. """
+
+        features = {
+            "link_params": "link-params",
+        }
+        opts = ""
+        for k in config:
+            if k in features:
+                opts += " --" + features[k] + "=" + str(config[k])
+        return opts
+
     # Sim args
     os.environ["HEXAGON_SIM_ARGS"] = create_sim_options(cpu_ver, config)
 
     target_str = create_llvm_target(cpu_ver, config)
     llvm_str = create_llvm_options(cpu_ver, config)
-    args_list = target_str.split() + llvm_str.split()
+    tvm_str = create_tvm_options(cpu_ver, config)
+
+    args_list = target_str.split() + llvm_str.split() + tvm_str.split()
 
     return Target(" ".join(["hexagon"] + args_list))
 

src/target/llvm/codegen_hexagon.cc

@@ -706,12 +706,38 @@ runtime::Module BuildHexagon(IRModule mod, Target target) {
   std::unique_ptr<llvm::TargetMachine> tm = GetLLVMTargetMachine(target);
   std::unique_ptr<llvm::LLVMContext> ctx(new llvm::LLVMContext());
   std::unique_ptr<CodeGenHexagon> cg(new CodeGenHexagon());
-  cg->Init("TVMHexagonModule", tm.get(), ctx.get(), false, false, false);
+
+  std::vector<PrimFunc> funcs;
+  Map<String, LinkedParam> linked_params;
+  bool could_have_linked_params = target->GetAttr<Bool>("link-params").value_or(Bool(false));
+
   for (auto kv : mod->functions) {
     ICHECK(kv.second->IsInstance<PrimFuncNode>()) << "Can only lower IR Module with PrimFuncs";
+    if (could_have_linked_params &&
+        kv.first->name_hint == ::tvm::runtime::symbol::tvm_lookup_linked_param) {
+      // If `f` is the linked-params function, extract the parameters from the
+      // attribute dictionary, and skip the codegen.
+      auto attrs_dict = Downcast<Map<String, ObjectRef>>(kv.second->attrs->dict);
+      CHECK(attrs_dict.find(::tvm::tir::attr::kLinkedParams) != attrs_dict.end())
+          << "no " << ::tvm::tir::attr::kLinkedParams << " attribute found!";
+
+      CHECK(linked_params.empty()) << "Multiple linked-param functions";
+      linked_params =
+          Downcast<Map<String, LinkedParam>>(attrs_dict[::tvm::tir::attr::kLinkedParams]);
+      continue;
+    }
     auto f = Downcast<PrimFunc>(kv.second);
+    funcs.emplace_back(f);
+  }
+
+  cg->Init("TVMHexagonModule", tm.get(), ctx.get(), false, false, false);
+  for (const PrimFunc& f : funcs) {
     cg->AddFunction(f);
   }
+  if (!linked_params.empty()) {
+    cg->LinkParameters(linked_params);
+  }
+
   // Uncomment to get the LLVM module right out of codegen, before optimizations.
   // std::cerr << "HexagonModule.0 {\n" << *cg->GetModulePtr() << "}\n";
   std::unique_ptr<llvm::Module> module = cg->Finish();

src/target/target_kind.cc

@@ -341,6 +341,7 @@ TVM_REGISTER_TARGET_KIND("hexagon", kDLHexagon)
     .add_attr_option<String>("mcpu")
     .add_attr_option<String>("mtriple")
     .add_attr_option<Bool>("system-lib")
+    .add_attr_option<Bool>("link-params", Bool(false))
     .add_attr_option<Array<String>>("llvm-options")
     .set_default_keys({"hexagon"});
 

tests/python/unittest/test_target_codegen_hexagon.py

@@ -15,9 +15,11 @@
 # specific language governing permissions and limitations
 # under the License.
 
+import numpy as np
 import os
 import re
 import tvm
+import tvm.relay
 import tvm.contrib.hexagon as hexagon
 
 
@@ -107,7 +109,71 @@ def test_alloc_vtcm():
     assert "HexagonBackendFreeVTCM" in calls
 
 
+def test_linked_params_codegen():
+    if not check_prereq_and_setup():
+        return
+
+    # A simple model (a single conv2d) to trigger parameter separation:
+    mod_lines = [
+        '#[version = "0.0.5"]',
+        "def @main(%input: Tensor[(1, 16, 16, 3), uint8], %weights: Tensor[(3, 3, 3, 3), uint8])"
+        " -> Tensor[(1, 14, 14, 3), uint8] {",
+        '  nn.conv2d(%input, %weights, data_layout="NHWC", kernel_layout="HWIO", '
+        'kernel_size=[3, 3], out_dtype="uint8")',
+        "}",
+    ]
+    mod = tvm.parser.fromtext("\n".join(mod_lines))
+    # Make the params be 81 x 'T':
+    params = {"weights": np.full([3, 3, 3, 3], fill_value=ord("T"), dtype=np.uint8)}
+
+    target = tvm.target.hexagon("v68", link_params=True)
+
+    with tvm.transform.PassContext(opt_level=3):
+        lib = tvm.relay.build(mod, target=target, target_host=target, params=params)
+        llvm_ir = lib.get_lib().get_source("ll")
+
+    # The definition of the parameter:
+    p0_def_re = r"@__tvm_param__p0 = internal constant \[81 x i8\] c\"T{81}\", align 128"
+    assert re.search(p0_def_re, llvm_ir)
+
+    # The body of the _lookup_linked_param function:
+    linked_param_re = r"(define.*@_lookup_linked_param\(.*\).* {[^}]*})"
+    linked_param_body = re.search(linked_param_re, llvm_ir, flags=re.MULTILINE)
+    assert linked_param_body and linked_param_body.groups()
+
+    # Reference to the parameter:
+    p0_use_re = r"\[81 x i8\]\* @__tvm_param__p0"
+    assert re.search(p0_use_re, linked_param_body.groups()[0])
+
+    """
+    A snippet of actual LLVM IR containing the definition of the linked
+    parameter, and the the body of the _lookup_linked_param function.
+
+
+    @__tvm_param__p0 = internal constant [81 x i8] c"TTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTT", align 128
+
+    define dllexport i32 @_lookup_linked_param(i8* nocapture readonly %0, i32* nocapture readnone %1, i32 %2, i8* nocapture %3, i32* nocapture %4, i8* nocapture readnone %5) local_unnamed_addr #2 {
+    entry:
+      %6 = bitcast i8* %0 to i64*
+      %7 = load i64, i64* %6, align 8
+      %cond = icmp eq i64 %7, 1
+      br i1 %cond, label %case___tvm_param__p0, label %common.ret
+
+    common.ret:                                       ; preds = %entry, %case___tvm_param__p0
+      %storemerge = phi i32 [ 3, %case___tvm_param__p0 ], [ 4, %entry ]
+      store i32 %storemerge, i32* %4, align 4
+      ret i32 0
+
+    case___tvm_param__p0:                             ; preds = %entry
+      %8 = bitcast i8* %3 to i8**
+      store i8* getelementptr inbounds ([81 x i8], [81 x i8]* @__tvm_param__p0, i32 0, i32 0), i8** %8, align 4
+      br label %common.ret
+    }
+    """
+
+
 if __name__ == "__main__":
     test_basic()
     test_llvm_target_features()
     test_alloc_vtcm()
+    test_linked_params_codegen()