diff --git a/src/targets/gpu/fuse_mlir.cpp b/src/targets/gpu/fuse_mlir.cpp
index c33adc560d3..3d297652148 100644
--- a/src/targets/gpu/fuse_mlir.cpp
+++ b/src/targets/gpu/fuse_mlir.cpp
@@ -22,6 +22,7 @@
  * THE SOFTWARE.
  */
 #include <migraphx/gpu/fuse_mlir.hpp>
+#include <migraphx/gpu/standalone_mlir.hpp>
 #include <migraphx/gpu/mlir.hpp>
 #include <migraphx/matcher.hpp>
 #include <migraphx/pass_manager.hpp>
@@ -119,7 +120,36 @@ struct mlir_op
 MIGRAPHX_REGISTER_OP(mlir_op);
 
 namespace {
+std::tuple<instruction_ref, std::vector<instruction_ref>>
+fuse_input_ops_and_gemm_based_op(module_ref mm, instruction_ref gemm_based_op)
+{
+    std::vector<instruction_ref> top_inputs;
+    std::vector<instruction_ref> imm_inputs;
+    size_t input_cnt = 0;
+    for(instruction_ref input : gemm_based_op->inputs())
+    {
+        std::vector<operation> op_stream;
+        while(contains({"slice", "transpose", "contiguous", "reshape"}, input->name()))
+        {
+            op_stream.push_back(input->get_operator());
+            input = input->inputs().at(0);
+        }
+        top_inputs.push_back(input);
+        instruction_ref prev_input =
+            mm->add_parameter("y" + std::to_string(input_cnt++), input->get_shape());
+        for(const auto& op : reverse(op_stream))
+        {
+            prev_input = mm->add_instruction(op, {prev_input});
+        }
+        imm_inputs.push_back(prev_input);
+    }
+    instruction_ref new_gemm_based_op =
+        mm->add_instruction(gemm_based_op->get_operator(), imm_inputs);
+    return {new_gemm_based_op, top_inputs};
+}
+} // namespace
 
+namespace {
 MIGRAPHX_PRED_MATCHER(is_mlir_conv, instruction_ref ins)
 {
     if(ins->name() != "convolution" and ins->name() != "quant_convolution")
@@ -163,34 +193,6 @@ struct find_mlir_op
         return ins_map;
     }
 
-    std::tuple<instruction_ref, std::vector<instruction_ref>>
-    fuse_input_ops_and_gemm_based_op(module_ref mm, instruction_ref gemm_based_op) const
-    {
-        std::vector<instruction_ref> top_inputs;
-        std::vector<instruction_ref> imm_inputs;
-        size_t input_cnt = 0;
-        for(instruction_ref input : gemm_based_op->inputs())
-        {
-            std::vector<operation> op_stream;
-            while(contains({"slice", "transpose", "contiguous", "reshape"}, input->name()))
-            {
-                op_stream.push_back(input->get_operator());
-                input = input->inputs().at(0);
-            }
-            top_inputs.push_back(input);
-            instruction_ref prev_input =
-                mm->add_parameter("y" + std::to_string(input_cnt++), input->get_shape());
-            for(const auto& op : reverse(op_stream))
-            {
-                prev_input = mm->add_instruction(op, {prev_input});
-            }
-            imm_inputs.push_back(prev_input);
-        }
-        instruction_ref new_gemm_based_op =
-            mm->add_instruction(gemm_based_op->get_operator(), imm_inputs);
-        return {new_gemm_based_op, top_inputs};
-    }
-
     // Whitelist supported fusion options, including imposing type constraints
     // for cases where MLIR only supports an operation (usually a pointwise function)
     // on particular types.
@@ -300,10 +302,9 @@ struct find_mlir_op
             ins, mlir_op{gemm_based_op->get_operator()}, inputs, {mm});
     }
 };
-
 } // namespace
 
-#endif
+#endif // MIGRAPHX_MLIR
 
 void fuse_mlir::apply(module_pass_manager& mpm) const
 {
@@ -314,6 +315,58 @@ void fuse_mlir::apply(module_pass_manager& mpm) const
 #endif
 }
 
+#ifdef MIGRAPHX_MLIR
+
+namespace {
+MIGRAPHX_PRED_MATCHER(is_supported_arch, instruction_ref)
+{
+    // TODO(ravil): debug
+    static std::unordered_set<std::string> supported_consumer_archs{
+        "gfx900", "gfx906", "gfx908", "gfx1030", "gfx940"};
+
+    // static std::unordered_set<std::string> supported_consumer_archs{"gfx1030"};
+    const auto device_name = trim(split_string(get_device_name(), ':').front());
+    if(contains(supported_consumer_archs, device_name))
+        return true;
+    return false;
+}
+
+struct find_mlir_standalone_convolution
+{
+    auto matcher() const { return match::name("convolution")(is_supported_arch); }
+
+    void apply(module_pass_manager& mpm, const match::matcher_result& r) const
+    {
+        auto conv_based_op = r.result;
+        // Only fuse with fp32/fp16
+        if(std::any_of(conv_based_op->inputs().begin(), conv_based_op->inputs().end(), [&](auto i) {
+               return not contains({shape::type_t::float_type, shape::type_t::half_type},
+                                   i->get_shape().type());
+           }))
+            return;
+
+        static size_t counter = 0;
+        module_ref mm         = mpm.create_module("mlir_" + std::to_string(counter++));
+        mm->set_bypass();
+        auto [anchor_op, top_inputs] = fuse_input_ops_and_gemm_based_op(mm, conv_based_op);
+        mm->add_return({anchor_op});
+        mpm.get_module().replace_instruction(
+            conv_based_op, mlir_op{conv_based_op->get_operator()}, top_inputs, {mm});
+    }
+};
+} // namespace
+
+#endif // MIGRAPHX_MLIR
+
+void standalone_mlir::apply(module_pass_manager& mpm) const
+{
+#ifdef MIGRAPHX_MLIR
+    match::find_matches(mpm, find_mlir_standalone_convolution{});
+#else
+    (void)mpm;
+#endif
+}
+
 } // namespace gpu
 
 } // namespace MIGRAPHX_INLINE_NS
diff --git a/src/targets/gpu/include/migraphx/gpu/standalone_mlir.hpp b/src/targets/gpu/include/migraphx/gpu/standalone_mlir.hpp
new file mode 100644
index 00000000000..430bfcfbd3f
--- /dev/null
+++ b/src/targets/gpu/include/migraphx/gpu/standalone_mlir.hpp
@@ -0,0 +1,47 @@
+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+#ifndef MIGRAPHX_GUARD_GPU_STANDALONE_MLIR_HPP
+#define MIGRAPHX_GUARD_GPU_STANDALONE_MLIR_HPP
+
+#include <migraphx/gpu/context.hpp>
+
+namespace migraphx {
+inline namespace MIGRAPHX_INLINE_NS {
+
+struct module_pass_manager;
+
+namespace gpu {
+
+struct MIGRAPHX_GPU_EXPORT standalone_mlir
+{
+    context* ctx = nullptr;
+    std::string name() const { return "gpu::standalone_mlir"; }
+    void apply(module_pass_manager& mpm) const;
+};
+
+} // namespace gpu
+
+} // namespace MIGRAPHX_INLINE_NS
+} // namespace migraphx
+#endif // MIGRAPHX_GUARD_GPU_STANDALONE_MLIR_HPP
diff --git a/src/targets/gpu/target.cpp b/src/targets/gpu/target.cpp
index 082bc5fa949..9e16bdc87eb 100644
--- a/src/targets/gpu/target.cpp
+++ b/src/targets/gpu/target.cpp
@@ -59,6 +59,7 @@
 #include <migraphx/gpu/device_name.hpp>
 #include <migraphx/gpu/fuse_ck.hpp>
 #include <migraphx/gpu/fuse_mlir.hpp>
+#include <migraphx/gpu/standalone_mlir.hpp>
 #include <migraphx/gpu/fuse_ops.hpp>
 #include <migraphx/gpu/prefuse_ops.hpp>
 #include <migraphx/gpu/lowering.hpp>
@@ -143,6 +144,7 @@ std::vector<pass> target::get_passes(migraphx::context& gctx, const compile_opti
 #endif
         dead_code_elimination{},
         enable_pass(mlir_enabled(), fuse_mlir{&ctx}),
+        enable_pass(mlir_enabled(), standalone_mlir{&ctx}),
         dead_code_elimination{},
         lowering{&ctx, options.offload_copy},
         eliminate_contiguous{"gpu::contiguous"},