Merge

src/include/migraphx/module.hpp

@@ -164,6 +164,10 @@ struct module
 
     instruction_ref replace_return(std::vector<instruction_ref> args);
 
+    instruction_ref insert_literal(instruction_ref ins, literal l);
+
+    instruction_ref insert_parameter(instruction_ref ins, std::string name, shape s);
+
     std::vector<std::string> get_parameter_names() const;
 
     shape get_parameter_shape(std::string name) const;

src/module.cpp

@@ -439,11 +439,7 @@ module::insert_instructions(instruction_ref ins,
     return insert_generic_instructions(*this, ins, iterator_for(r), std::move(map_ins));
 }
 
-instruction_ref module::add_literal(literal l)
-{
-    impl->emplace_front(std::move(l));
-    return impl->instructions.begin();
-}
+instruction_ref module::add_literal(literal l) { return insert_literal(begin(), std::move(l)); }
 
 instruction_ref module::add_outline(const shape& s)
 {
@@ -453,10 +449,7 @@ instruction_ref module::add_outline(const shape& s)
 
 instruction_ref module::add_parameter(std::string name, shape s)
 {
-    assert(get_parameter_shape(name) == shape{});
-    impl->push_front({builtin::param{std::move(name), impl->nparams}, std::move(s), {}});
-    impl->nparams++;
-    return impl->instructions.begin();
+    return insert_parameter(begin(), std::move(name), std::move(s));
 }
 
 instruction_ref module::add_return(std::vector<instruction_ref> args)
@@ -469,6 +462,20 @@ instruction_ref module::add_return(std::vector<instruction_ref> args)
     return result;
 }
 
+instruction_ref module::insert_literal(instruction_ref ins, literal l)
+{
+    impl->emplace(ins, std::move(l));
+    return std::prev(ins);
+}
+
+instruction_ref module::insert_parameter(instruction_ref ins, std::string name, shape s)
+{
+    assert(get_parameter_shape(name) == shape{});
+    impl->insert(ins, {builtin::param{std::move(name), impl->nparams}, std::move(s), {}});
+    impl->nparams++;
+    return std::prev(ins);
+}
+
 instruction_ref module::replace_return(std::vector<instruction_ref> args)
 {
     auto last = std::prev(this->end());

src/program.cpp

@@ -504,12 +504,14 @@ static void mod_from_val(module_ref mod,
 
         if(name == "@param")
         {
-            output = mod->add_parameter(fields["parameter"].to<std::string>(),
+            output = mod->insert_parameter(mod->end(),
+                                           fields["parameter"].to<std::string>(),
                                            migraphx::from_value<shape>(node.at("shape")));
         }
         else if(name == "@literal")
         {
-            output = mod->add_literal(migraphx::from_value<literal>(node.at("literal")));
+            output =
+                mod->insert_literal(mod->end(), migraphx::from_value<literal>(node.at("literal")));
         }
         else
         {
@@ -544,11 +546,11 @@ static void mod_from_val(module_ref mod,
             }
             else if(module_inputs.empty())
             {
-                output = mod->add_instruction(op, inputs);
+                output = mod->insert_instruction(mod->end(), op, inputs);
             }
             else
             {
-                output = mod->add_instruction(op, inputs, module_inputs);
+                output = mod->insert_instruction(mod->end(), op, inputs, module_inputs);
             }
         }
         output->set_normalized(normalized);

src/serialize.cpp

@@ -36,7 +36,7 @@ void raw_data_to_value(value& v, const RawData& rd)
     result["shape"] = migraphx::to_value(rd.get_shape());
     if(rd.get_shape().type() == shape::tuple_type)
         result["sub"] = migraphx::to_value(rd.get_sub_objects());
-    else
+    else if(not rd.empty())
         result["data"] = migraphx::value::binary(rd.data(), rd.get_shape().bytes());
     v = result;
 }
@@ -56,7 +56,7 @@ void migraphx_from_value(const value& v, argument& a)
         literal l = migraphx::from_value<literal>(v);
         a         = l.get_argument();
     }
-    else
+    else if(v.contains("sub"))
     {
         a = migraphx::from_value<std::vector<argument>>(v.at("sub"));
     }

src/targets/cpu/write_literals.cpp

@@ -25,6 +25,7 @@
 #include <migraphx/module.hpp>
 #include <migraphx/instruction.hpp>
 #include <migraphx/iterator_for.hpp>
+#include <migraphx/register_op.hpp>
 
 namespace migraphx {
 inline namespace MIGRAPHX_INLINE_NS {
@@ -52,6 +53,7 @@ struct cpu_literal
         return os;
     }
 };
+MIGRAPHX_REGISTER_OP(cpu_literal);
 
 void write_literals::apply(module& m) const
 {

src/targets/gpu/deconvolution.cpp

@@ -59,31 +59,30 @@ argument miopen_deconvolution::compute(context& ctx,
     auto w_desc = make_tensor(reshape_if_1d(args[1].get_shape()));
     auto y_desc = make_tensor(reshape_if_1d(output_shape));
 
-    float alpha = 1;
-    float beta  = 0;
-    auto status = miopenConvolutionForward(ctx.get_stream().get_miopen(),
-                                           &alpha,
-                                           x_desc.get(),
-                                           args[0].implicit(),
+    if(solution_id == 0)
+        MIGRAPHX_THROW("MIOpen Deconvolution: invalid solution ID");
+
+    auto status = miopenConvolutionForwardImmediate(ctx.get_stream().get_miopen(),
                                                     w_desc.get(),
                                                     args[1].implicit(),
+                                                    x_desc.get(),
+                                                    args[0].implicit(),
                                                     cd.get(),
-                                           algo,
-                                           &beta,
                                                     y_desc.get(),
                                                     args[3].implicit(),
                                                     args[2].implicit(),
-                                           args[2].get_shape().bytes());
+                                                    args[2].get_shape().bytes(),
+                                                    solution_id);
+
     if(status != miopenStatusSuccess)
-        MIGRAPHX_THROW("Running deconvolution failed");
+        MIGRAPHX_THROW("MIOpen Deconvolution: running convolution failed");
     return args[3];
 }
 
-shape miopen_deconvolution::compile(context& ctx,
-                                    const shape& output_shape,
-                                    std::vector<shape> inputs)
+shape miopen_deconvolution::find(context& ctx, const shape& output_shape, std::vector<shape> inputs)
 {
     shape workspace_shape{};
+
     auto x_desc = make_tensor(reshape_if_1d(inputs[0]));
     auto w_desc = make_tensor(reshape_if_1d(inputs[1]));
     auto y_desc = make_tensor(reshape_if_1d(output_shape));
@@ -119,9 +118,35 @@ shape miopen_deconvolution::compile(context& ctx,
                                                         workspace_size,
                                                         false);
     if(status != miopenStatusSuccess)
-        MIGRAPHX_THROW("Find deconvolution failed");
-    handle = ctx.get_stream().get_miopen();
+        MIGRAPHX_THROW("MIOpen Deconvolution: find convolution failed");
     algo = perf.fwd_algo;
+
+    size_t solution_count;
+
+    status = miopenConvolutionForwardGetSolutionCount(ctx.get_stream().get_miopen(),
+                                                      w_desc.get(),
+                                                      x_desc.get(),
+                                                      cd.get(),
+                                                      y_desc.get(),
+                                                      &solution_count);
+    if(status != miopenStatusSuccess)
+        MIGRAPHX_THROW("MIOpen Deconvolution: get solution count failed");
+
+    std::vector<miopenConvSolution_t> solutions(solution_count);
+
+    status = miopenConvolutionForwardGetSolution(ctx.get_stream().get_miopen(),
+                                                 w_desc.get(),
+                                                 x_desc.get(),
+                                                 cd.get(),
+                                                 y_desc.get(),
+                                                 solution_count,
+                                                 &solution_count,
+                                                 solutions.data());
+    if(status != miopenStatusSuccess)
+        MIGRAPHX_THROW("MIOpen Deconvolution: get solution failed");
+
+    solution_id = solutions.front().solution_id;
+
     return shape{shape::int8_type, {perf.memory}};
 }
 
@@ -129,13 +154,29 @@ void miopen_deconvolution::finalize(context& ctx,
                                     const shape& output_shape,
                                     std::vector<shape> inputs)
 {
-    if(handle == ctx.get_stream().get_miopen())
-        return;
+    if(cd == nullptr)
+        cd = make_deconv(op);
+    if(solution_id == 0)
+    {
         // Check that workspace hasn't changed
         auto size = inputs.at(2).bytes();
-    auto ws   = compile(ctx, output_shape, std::move(inputs));
+        auto ws   = find(ctx, output_shape, inputs);
         if(ws.bytes() > size)
-        MIGRAPHX_THROW("Workspace has changed during finalization.");
+            MIGRAPHX_THROW("MIOpen Deconvolution: workspace has changed during finalization.");
+    }
+
+    auto x_desc = make_tensor(reshape_if_1d(inputs[0]));
+    auto w_desc = make_tensor(reshape_if_1d(inputs[1]));
+    auto y_desc = make_tensor(reshape_if_1d(output_shape));
+
+    auto status = miopenConvolutionForwardCompileSolution(ctx.get_stream().get_miopen(),
+                                                          w_desc.get(),
+                                                          x_desc.get(),
+                                                          cd.get(),
+                                                          y_desc.get(),
+                                                          solution_id);
+    if(status != miopenStatusSuccess)
+        MIGRAPHX_THROW("MIOpen Deconvolution: compile solution failed");
 }
 
 } // namespace gpu

src/targets/gpu/include/migraphx/gpu/deconvolution.hpp

@@ -39,20 +39,20 @@ struct miopen_deconvolution
     op::deconvolution op;
     shared<convolution_descriptor> cd;
     miopenConvFwdAlgorithm_t algo{};
-    miopenHandle_t handle = nullptr;
+    uint64_t solution_id = 0;
 
     template <class Self, class F>
     static auto reflect(Self& self, F f)
     {
-        // TODO: Add algo
-        return op::convolution::reflect(self.op, f);
+        return pack_join(op::deconvolution::reflect(self.op, f),
+                         pack(f(self.solution_id, "solution_id")));
     }
 
     std::string name() const { return "gpu::deconv"; }
     shape compute_shape(const std::vector<shape>& inputs) const;
     argument
     compute(context& ctx, const shape& output_shape, const std::vector<argument>& args) const;
-    shape compile(context& ctx, const shape& output_shape, std::vector<shape> inputs);
+    shape find(context& ctx, const shape& output_shape, std::vector<shape> inputs);
     void finalize(context& ctx, const shape& output_shape, std::vector<shape> inputs);
     std::ptrdiff_t output_alias(const std::vector<shape>& shapes) const
     {

src/targets/gpu/include/migraphx/gpu/quant_convolution.hpp

@@ -41,7 +41,7 @@ struct miopen_quant_convolution
     bool int8_x4_format = false;
     shared<convolution_descriptor> cd;
     miopenConvFwdAlgorithm_t algo{};
-    miopenHandle_t handle = nullptr;
+    uint64_t solution_id = 0;
 
     template <class Self, class F>
     static auto reflect(Self& self, F f)
@@ -55,7 +55,7 @@ struct miopen_quant_convolution
     shape compute_shape(const std::vector<shape>& inputs) const;
     argument
     compute(context& ctx, const shape& output_shape, const std::vector<argument>& args) const;
-    shape compile(context& ctx, const shape& output_shape, std::vector<shape> inputs);
+    shape find(context& ctx, const shape& output_shape, std::vector<shape> inputs);
     void finalize(context& ctx, const shape& output_shape, std::vector<shape> inputs);
     std::ptrdiff_t output_alias(const std::vector<shape>& shapes) const
     {

src/targets/gpu/lowering.cpp

@@ -300,7 +300,7 @@ struct miopen_apply
             auto&& op = any_cast<op::deconvolution>(ins->get_operator());
 
             auto conv = miopen_deconvolution{op, make_deconv(op)};
-            auto ws   = conv.compile(get_context(), ins->get_shape(), to_shapes(ins->inputs()));
+            auto ws   = conv.find(get_context(), ins->get_shape(), to_shapes(ins->inputs()));
 
             auto workspace = insert_allocation(ins, ws);
             auto output    = insert_allocation(ins, ins->get_shape());
@@ -331,7 +331,7 @@ struct miopen_apply
             miopen_quant_convolution conv;
             auto compile_quant_conv_with_format = [&](bool format) {
                 conv = miopen_quant_convolution{op, format, make_conv(op)};
-                ws   = conv.compile(get_context(), ins->get_shape(), to_shapes(ins->inputs()));
+                ws   = conv.find(get_context(), ins->get_shape(), to_shapes(ins->inputs()));
             };
 
             try

src/targets/gpu/quant_convolution.cpp

@@ -67,7 +67,7 @@ argument miopen_quant_convolution::compute(context& ctx,
     return args[3];
 }
 
-shape miopen_quant_convolution::compile(context& ctx,
+shape miopen_quant_convolution::find(context& ctx,
                                      const shape& output_shape,
                                      std::vector<shape> inputs)
 {
@@ -92,8 +92,8 @@ shape miopen_quant_convolution::compile(context& ctx,
         x_shape = pack_int8_shape(x_shape);
         w_shape = pack_int8_shape(w_shape);
     }
-    auto arg_vec4_x = to_gpu(generate_argument(x_shape));
-    auto arg_vec4_w = to_gpu(generate_argument(w_shape));
+    auto x         = to_gpu(generate_argument(x_shape));
+    auto w         = to_gpu(generate_argument(w_shape));
     auto y         = allocate_gpu(output_shape);
     auto workspace = allocate_gpu(workspace_shape);
 
@@ -101,9 +101,9 @@ shape miopen_quant_convolution::compile(context& ctx,
     miopenConvAlgoPerf_t perf;
     auto status = miopenFindConvolutionForwardAlgorithm(ctx.get_stream().get_miopen(),
                                                         x_desc.get(),
-                                                        arg_vec4_x.implicit(),
+                                                        x.implicit(),
                                                         w_desc.get(),
-                                                        arg_vec4_w.implicit(),
+                                                        w.implicit(),
                                                         cd.get(),
                                                         y_desc.get(),
                                                         y.implicit(),
@@ -114,11 +114,35 @@ shape miopen_quant_convolution::compile(context& ctx,
                                                         workspace_size,
                                                         false);
     if(status != miopenStatusSuccess)
-    {
-        MIGRAPHX_THROW("QUANT_CONVOLUTION: find convolution failed");
-    }
-    handle = ctx.get_stream().get_miopen();
+        MIGRAPHX_THROW("MIOpen Quant Convolution: find convolution failed");
     algo = perf.fwd_algo;
+
+    size_t solution_count;
+
+    status = miopenConvolutionForwardGetSolutionCount(ctx.get_stream().get_miopen(),
+                                                      w_desc.get(),
+                                                      x_desc.get(),
+                                                      cd.get(),
+                                                      y_desc.get(),
+                                                      &solution_count);
+    if(status != miopenStatusSuccess)
+        MIGRAPHX_THROW("MIOpen Quant Convolution: get solution count failed");
+
+    std::vector<miopenConvSolution_t> solutions(solution_count);
+
+    status = miopenConvolutionForwardGetSolution(ctx.get_stream().get_miopen(),
+                                                 w_desc.get(),
+                                                 x_desc.get(),
+                                                 cd.get(),
+                                                 y_desc.get(),
+                                                 solution_count,
+                                                 &solution_count,
+                                                 solutions.data());
+    if(status != miopenStatusSuccess)
+        MIGRAPHX_THROW("MIOpen Quant Convolution: get solution failed");
+
+    solution_id = solutions.front().solution_id;
+
     return shape{shape::int8_type, {perf.memory}};
 }
 
@@ -126,13 +150,29 @@ void miopen_quant_convolution::finalize(context& ctx,
                                         const shape& output_shape,
                                         std::vector<shape> inputs)
 {
-    if(handle == ctx.get_stream().get_miopen())
-        return;
+    if(cd == nullptr)
+        cd = make_conv(op);
+    if(solution_id == 0)
+    {
         // Check that workspace hasn't changed
         auto size = inputs.at(2).bytes();
-    auto ws   = compile(ctx, output_shape, std::move(inputs));
+        auto ws   = find(ctx, output_shape, inputs);
         if(ws.bytes() > size)
-        MIGRAPHX_THROW("Workspace has changed during finalization.");
+            MIGRAPHX_THROW("MIOpen Quant Convolution: workspace has changed during finalization.");
+    }
+
+    auto x_desc = make_tensor(inputs[0], int8_x4_format);
+    auto w_desc = make_tensor(inputs[1], int8_x4_format);
+    auto y_desc = make_tensor(output_shape);
+
+    auto status = miopenConvolutionForwardCompileSolution(ctx.get_stream().get_miopen(),
+                                                          w_desc.get(),
+                                                          x_desc.get(),
+                                                          cd.get(),
+                                                          y_desc.get(),
+                                                          solution_id);
+    if(status != miopenStatusSuccess)
+        MIGRAPHX_THROW("MIOpen Quant Convolution: compile solution failed");
 }
 
 shape miopen_quant_convolution::pack_int8_shape(const shape& s) const

test/simplify_reshapes_test.cpp

@@ -1231,12 +1231,12 @@ TEST_CASE(transpose_slice_single_transpose)
         auto sqrt1  = m1.add_instruction(migraphx::make_op("sqrt"), slice1);
         auto slice2 = m1.add_instruction(
             migraphx::make_op("slice", {{"axes", {2}}, {"starts", {12}}, {"ends", {24}}}), x);
-        auto transpose2 = m1.add_instruction(
+        auto transpose = m1.add_instruction(
             migraphx::make_op("transpose", {{"permutation", {0, 2, 1, 3}}}), slice2);
         auto slice3 = m1.add_instruction(
             migraphx::make_op("slice", {{"axes", {2}}, {"starts", {24}}, {"ends", {36}}}), x);
         auto sqrt3 = m1.add_instruction(migraphx::make_op("sqrt"), slice3);
-        m1.add_return({sqrt1, transpose2, sqrt3});
+        m1.add_return({sqrt1, transpose, sqrt3});
     }
     migraphx::module m2 = m1;
     run_pass(m1);

test/verify/run_verify.cpp

@@ -30,6 +30,7 @@
 #include <migraphx/ranges.hpp>
 #include <migraphx/generate.hpp>
 #include <migraphx/load_save.hpp>
+#include <migraphx/tmp_dir.hpp>
 #include <migraphx/verify_args.hpp>
 #include <set>
 
@@ -57,6 +58,15 @@ std::future<typename std::result_of<Function()>::type> detach_async(Function&& f
     return std::async(std::launch::deferred, std::forward<Function>(f));
 }
 
+inline void verify_load_save(const migraphx::program& p)
+{
+    migraphx::tmp_dir td{"migraphx_test"};
+    auto path = td.path / "test.mxr";
+    migraphx::save(p, path.string());
+    auto loaded = migraphx::load(path.string());
+    EXPECT(p == loaded);
+}
+
 inline void compile_check(migraphx::program& p, const migraphx::target& t, bool show_trace = false)
 {
     auto name   = t.name();
@@ -82,6 +92,8 @@ inline void compile_check(migraphx::program& p, const migraphx::target& t, bool
             throw std::runtime_error("Compiling program with " + name + " alters its shape");
         }
     }
+    if(t.name() != "ref")
+        verify_load_save(p);
 }
 
 target_info run_verify::get_target_info(const std::string& name) const
@@ -152,6 +164,7 @@ void run_verify::verify(const std::string& name, const migraphx::program& p) con
     auto_print::set_terminate_handler(name);
     if(migraphx::enabled(MIGRAPHX_DUMP_TEST{}))
         migraphx::save(p, name + ".mxr");
+    verify_load_save(p);
     std::vector<std::string> target_names;
     for(const auto& tname : migraphx::get_targets())
     {

test/verify/test_conv_add_relu.cpp

+/*
+ * 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.
+ */
+
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/make_op.hpp>
+#include <migraphx/instruction.hpp>
+
+struct test_conv_add_relu : verify_program<test_conv_add_relu>
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        auto input =
+            mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
+        auto weights =
+            mm->add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
+        auto bias_literal = migraphx::literal{migraphx::shape{migraphx::shape::float_type, {4}},
+                                              {2.0f, 2.0f, 2.0f, 2.0f}};
+        auto bias         = mm->add_literal(bias_literal);
+        auto conv         = mm->add_instruction(migraphx::make_op("convolution"), input, weights);
+        auto bcast_bias   = mm->add_instruction(
+            migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", conv->get_shape().lens()}}),
+            bias);
+        auto bias_add = mm->add_instruction(migraphx::make_op("add"), conv, bcast_bias);
+        mm->add_instruction(migraphx::make_op("relu"), bias_add);
+        return p;
+    }
+};