Merge branch 'develop' into jit-layernorm-merge

cppcheck.rules

@@ -107,7 +107,7 @@
         <summary>Use make_shared or make_unique instead of new</summary>
     </message>
 </rule>
-<!-- <rule>
+<rule>
     <tokenlist>raw</tokenlist>
     <pattern><![CDATA[ \|\| ]]></pattern>
     <message>
@@ -124,7 +124,7 @@
         <severity>style</severity>
         <summary>Use 'not' instead of !</summary>
     </message>
-</rule> -->
+</rule>
 <!-- <rule>
     <tokenlist>raw</tokenlist>
     <pattern><![CDATA[] (__device__ |__host__ )+(\(|{)]]></pattern>

examples/migraphx/cpp_parse_load_save/parse_load_save.cpp

@@ -53,8 +53,8 @@ int main(int argc, char** argv)
 
     migraphx::program p;
 
-    if(cmdOptionExists(argv + 2, argv + argc, "--parse") ||
-       !cmdOptionExists(argv + 2, argv + argc, "--load"))
+    if(cmdOptionExists(argv + 2, argv + argc, "--parse") or
+       not cmdOptionExists(argv + 2, argv + argc, "--load"))
     {
         std::cout << "Parsing ONNX File" << std::endl;
         migraphx::onnx_options options;

examples/migraphx/custom_op_rocblas_kernel/custom_op_rocblas_kernel.cpp

@@ -72,7 +72,7 @@ struct sscal_custom_op final : migraphx::experimental_custom_op_base
         {
             throw std::runtime_error("sscal_custom_op must have 2 input arguments");
         }
-        if(inputs[0].lengths().size() != 1 || inputs[0].lengths()[0] != 1)
+        if(inputs[0].lengths().size() != 1 or inputs[0].lengths()[0] != 1)
         {
             throw std::runtime_error("first input argument to sscal_custom_op must be a scalar");
         }

examples/vision/cpp_mnist/mnist_inference.cpp

@@ -51,16 +51,16 @@ int main(int argc, char** argv)
 
     char** begin   = argv + 1;
     char** end     = argv + argc;
-    const bool CPU = (std::find(begin, end, std::string("-c")) != end) ||
+    const bool CPU = (std::find(begin, end, std::string("-c")) != end) or
                      std::find(begin, end, std::string("--cpu")) != end;
-    const bool GPU = std::find(begin, end, std::string("-g")) != end ||
+    const bool GPU = std::find(begin, end, std::string("-g")) != end or
                      std::find(begin, end, std::string("--gpu")) != end;
-    const bool FP16 = std::find(begin, end, std::string("-f")) != end ||
+    const bool FP16 = std::find(begin, end, std::string("-f")) != end or
                       std::find(begin, end, std::string("--fp16")) != end;
-    const bool INT8 = std::find(begin, end, std::string("-i")) != end ||
+    const bool INT8 = std::find(begin, end, std::string("-i")) != end or
                       std::find(begin, end, std::string("--int8")) != end;
     const bool CALIB = std::find(begin, end, std::string("--cal")) != end;
-    const bool PRINT = std::find(begin, end, std::string("-p")) != end ||
+    const bool PRINT = std::find(begin, end, std::string("-p")) != end or
                        std::find(begin, end, std::string("--print")) != end;
 
     migraphx::program prog;
@@ -182,7 +182,7 @@ void read_nth_digit(const int n, std::vector<float>& digit)
     const int HEIGHT = 28;
     const int WIDTH  = 28;
 
-    if(!file.is_open())
+    if(not file.is_open())
     {
         return;
     }

src/CMakeLists.txt

@@ -82,6 +82,7 @@ add_library(migraphx
     simplify_qdq.cpp
     sqlite.cpp
     rewrite_batchnorm.cpp
+    rewrite_gelu.cpp
     rewrite_pooling.cpp
     rewrite_quantization.cpp
     rewrite_rnn.cpp

src/api/include/migraphx/migraphx.hpp

@@ -588,7 +588,7 @@ struct shape : MIGRAPHX_CONST_HANDLE_BASE(shape)
         return pout;
     }
 
-    friend bool operator!=(const shape& px, const shape& py) { return !(px == py); }
+    friend bool operator!=(const shape& px, const shape& py) { return not(px == py); }
 };
 
 /**
@@ -647,7 +647,7 @@ struct argument : MIGRAPHX_CONST_HANDLE_BASE(argument)
         return pout;
     }
 
-    friend bool operator!=(const argument& px, const argument& py) { return !(px == py); }
+    friend bool operator!=(const argument& px, const argument& py) { return not(px == py); }
 };
 
 /// A target for compilation
@@ -684,7 +684,7 @@ struct program_parameter_shapes : MIGRAPHX_HANDLE_BASE(program_parameter_shapes)
     std::vector<const char*> names() const
     {
         std::vector<const char*> result(this->size());
-        if(!result.empty())
+        if(not result.empty())
         {
             call(&migraphx_program_parameter_shapes_names, result.data(), this->get_handle_ptr());
         }
@@ -1015,7 +1015,7 @@ struct program : MIGRAPHX_HANDLE_BASE(program)
         return module{p_modu, this->share_handle()};
     }
 
-    friend bool operator!=(const program& px, const program& py) { return !(px == py); }
+    friend bool operator!=(const program& px, const program& py) { return not(px == py); }
 };
 
 // options for migraphx file format options

src/apply_alpha_beta.cpp

@@ -39,7 +39,7 @@ instruction_ref insert_apply_alpha_beta(module& m,
     auto a          = args[0];
     auto b          = args[1];
     auto input_type = a->get_shape().type();
-    if(!float_equal(alpha.at<float>(0), 1.0))
+    if(not float_equal(alpha.at<float>(0), 1.0))
     {
         auto alpha_literal = m.add_literal(alpha);
         a                  = insert_common_op(m, pos, migraphx::make_op("mul"), {alpha_literal, a});

src/eliminate_concat.cpp

@@ -60,7 +60,7 @@ void eliminate_concat::apply(module& m) const
         auto lens              = ins->inputs().front()->get_shape().lens();
         auto concat_op         = concat_opt.get_concat(ins->get_operator());
         std::size_t axis_index = tune_axis(lens.size(), concat_op.axis, concat_op.name());
-        if(axis_index == 0 ||
+        if(axis_index == 0 or
            std::all_of(lens.begin(), lens.begin() + axis_index, [](auto x) { return x == 1; }))
         {
             // Last input should be an allocation

src/eliminate_contiguous.cpp

@@ -71,7 +71,7 @@ static bool try_compute_shape(instruction_ref ins,
                 return (arg == ins) ? new_shape : arg->get_shape();
             });
 
-            if(!try_compute_shape(output, input_shapes, mods))
+            if(not try_compute_shape(output, input_shapes, mods))
             {
                 return false;
             }

src/file_buffer.cpp

@@ -39,7 +39,7 @@ T generic_read_file(const std::string& filename)
     is.seekg(0, std::ios::beg);
 
     T buffer(size, 0);
-    if(!is.read(&buffer[0], size))
+    if(not is.read(&buffer[0], size))
         MIGRAPHX_THROW("Error reading file: " + filename);
     return buffer;
 }

src/include/migraphx/allocation_model.hpp

@@ -205,7 +205,7 @@ struct allocation_model
         template <typename PrivateDetailTypeErasedU = PrivateDetailTypeErasedT>
         private_detail_te_handle_type(
             PrivateDetailTypeErasedT value,
-            typename std::enable_if<!std::is_reference<PrivateDetailTypeErasedU>::value,
+            typename std::enable_if<not std::is_reference<PrivateDetailTypeErasedU>::value,
                                     int>::type* = nullptr) noexcept
             : private_detail_te_value(std::move(value))
         {
@@ -267,7 +267,7 @@ struct allocation_model
     private_detail_te_handle_base_type& private_detail_te_get_handle()
     {
         assert(private_detail_te_handle_mem_var != nullptr);
-        if(!private_detail_te_handle_mem_var.unique())
+        if(not private_detail_te_handle_mem_var.unique())
             private_detail_te_handle_mem_var = private_detail_te_handle_mem_var->clone();
         return *private_detail_te_handle_mem_var;
     }

src/include/migraphx/check_shapes.hpp

@@ -101,7 +101,7 @@ struct check_shapes
 
     const check_shapes& nelements(std::size_t n) const
     {
-        if(!this->all_of([&](const shape& s) { return s.elements() == n; }))
+        if(not this->all_of([&](const shape& s) { return s.elements() == n; }))
             MIGRAPHX_THROW(prefix() + "Shapes must have only " + std::to_string(n) + " elements");
         return *this;
     }
@@ -164,7 +164,7 @@ struct check_shapes
      */
     const check_shapes& same_shape() const
     {
-        if(!this->same([](const shape& s) { return s; }))
+        if(not this->same([](const shape& s) { return s; }))
             MIGRAPHX_THROW(prefix() + "Shapes do not match");
         return *this;
     }
@@ -174,7 +174,7 @@ struct check_shapes
      */
     const check_shapes& same_type() const
     {
-        if(!this->same([](const shape& s) { return s.type(); }))
+        if(not this->same([](const shape& s) { return s.type(); }))
             MIGRAPHX_THROW(prefix() + "Types do not match");
         return *this;
     }
@@ -184,10 +184,10 @@ struct check_shapes
      */
     const check_shapes& same_dims() const
     {
-        if(!this->same([](const shape& s) { return s.max_lens(); }))
+        if(not this->same([](const shape& s) { return s.max_lens(); }))
             MIGRAPHX_THROW(prefix() + "Dimensions do not match");
         if(this->any_of([&](const shape& s) { return s.dynamic(); }))
-            if(!this->same([](const shape& s) { return s.min_lens(); }))
+            if(not this->same([](const shape& s) { return s.min_lens(); }))
                 MIGRAPHX_THROW(prefix() + "Min dynamic dimensions do not match");
         return *this;
     }
@@ -197,7 +197,7 @@ struct check_shapes
      */
     const check_shapes& same_ndims() const
     {
-        if(!this->same([](const shape& s) { return s.max_lens().size(); }))
+        if(not this->same([](const shape& s) { return s.max_lens().size(); }))
             MIGRAPHX_THROW(prefix() + "Number of dimensions do not match");
         return *this;
     }
@@ -207,7 +207,7 @@ struct check_shapes
      */
     const check_shapes& standard() const
     {
-        if(!this->all_of([](const shape& s) { return s.standard(); }))
+        if(not this->all_of([](const shape& s) { return s.standard(); }))
             MIGRAPHX_THROW(prefix() + "Shapes are not in standard layout");
         return *this;
     }
@@ -217,7 +217,7 @@ struct check_shapes
      */
     const check_shapes& standard_or_scalar() const
     {
-        if(!this->all_of([](const shape& s) { return s.standard() or s.scalar(); }))
+        if(not this->all_of([](const shape& s) { return s.standard() or s.scalar(); }))
             MIGRAPHX_THROW(prefix() + "Shapes are not a scalar or in standard layout");
         return *this;
     }
@@ -227,7 +227,7 @@ struct check_shapes
      */
     const check_shapes& packed() const
     {
-        if(!this->all_of([](const shape& s) { return s.packed(); }))
+        if(not this->all_of([](const shape& s) { return s.packed(); }))
             MIGRAPHX_THROW(prefix() + "Shapes are not packed");
         return *this;
     }
@@ -237,7 +237,7 @@ struct check_shapes
      */
     const check_shapes& packed_or_broadcasted() const
     {
-        if(!this->all_of([](const shape& s) { return s.packed() or s.broadcasted(); }))
+        if(not this->all_of([](const shape& s) { return s.packed() or s.broadcasted(); }))
             MIGRAPHX_THROW(prefix() + "Shapes are not packed nor broadcasted");
         return *this;
     }
@@ -247,7 +247,7 @@ struct check_shapes
      */
     const check_shapes& tuple_type() const
     {
-        if(!this->all_of([](const shape& s) { return s.type() == shape::tuple_type; }))
+        if(not this->all_of([](const shape& s) { return s.type() == shape::tuple_type; }))
             MIGRAPHX_THROW(prefix() + "Shapes are not tuple!");
         return *this;
     }
@@ -257,7 +257,7 @@ struct check_shapes
      */
     const check_shapes& not_transposed() const
     {
-        if(!this->all_of([](const shape& s) { return not s.transposed(); }))
+        if(not this->all_of([](const shape& s) { return not s.transposed(); }))
             MIGRAPHX_THROW(prefix() + "Shapes are transposed");
         return *this;
     }
@@ -267,7 +267,7 @@ struct check_shapes
      */
     const check_shapes& not_broadcasted() const
     {
-        if(!this->all_of([](const shape& s) { return not s.broadcasted(); }))
+        if(not this->all_of([](const shape& s) { return not s.broadcasted(); }))
             MIGRAPHX_THROW(prefix() + "Shapes are broadcasted");
         return *this;
     }
@@ -278,7 +278,7 @@ struct check_shapes
      */
     const check_shapes& elements(std::size_t n) const
     {
-        if(!this->all_of([&](const shape& s) { return s.elements() == n; }))
+        if(not this->all_of([&](const shape& s) { return s.elements() == n; }))
             MIGRAPHX_THROW(prefix() + "Wrong number of elements");
         return *this;
     }
@@ -288,7 +288,8 @@ struct check_shapes
      */
     const check_shapes& batch_not_transposed() const
     {
-        if(!this->all_of([&](const shape& s) { return batch_not_transposed_strides(s.strides()); }))
+        if(not this->all_of(
+               [&](const shape& s) { return batch_not_transposed_strides(s.strides()); }))
             MIGRAPHX_THROW(prefix() + "Batch size is transposed");
         return *this;
     }

src/include/migraphx/concat_opt.hpp

@@ -183,7 +183,7 @@ struct concat_optimization
         template <typename PrivateDetailTypeErasedU = PrivateDetailTypeErasedT>
         private_detail_te_handle_type(
             PrivateDetailTypeErasedT value,
-            typename std::enable_if<!std::is_reference<PrivateDetailTypeErasedU>::value,
+            typename std::enable_if<not std::is_reference<PrivateDetailTypeErasedU>::value,
                                     int>::type* = nullptr) noexcept
             : private_detail_te_value(std::move(value))
         {
@@ -233,7 +233,7 @@ struct concat_optimization
     private_detail_te_handle_base_type& private_detail_te_get_handle()
     {
         assert(private_detail_te_handle_mem_var != nullptr);
-        if(!private_detail_te_handle_mem_var.unique())
+        if(not private_detail_te_handle_mem_var.unique())
             private_detail_te_handle_mem_var = private_detail_te_handle_mem_var->clone();
         return *private_detail_te_handle_mem_var;
     }

src/include/migraphx/context.hpp

@@ -246,7 +246,7 @@ struct context
         template <typename PrivateDetailTypeErasedU = PrivateDetailTypeErasedT>
         private_detail_te_handle_type(
             PrivateDetailTypeErasedT value,
-            typename std::enable_if<!std::is_reference<PrivateDetailTypeErasedU>::value,
+            typename std::enable_if<not std::is_reference<PrivateDetailTypeErasedU>::value,
                                     int>::type* = nullptr) noexcept
             : private_detail_te_value(std::move(value))
         {
@@ -306,7 +306,7 @@ struct context
     private_detail_te_handle_base_type& private_detail_te_get_handle()
     {
         assert(private_detail_te_handle_mem_var != nullptr);
-        if(!private_detail_te_handle_mem_var.unique())
+        if(not private_detail_te_handle_mem_var.unique())
             private_detail_te_handle_mem_var = private_detail_te_handle_mem_var->clone();
         return *private_detail_te_handle_mem_var;
     }

src/include/migraphx/iterator.hpp

@@ -31,9 +31,9 @@ namespace migraphx {
 inline namespace MIGRAPHX_INLINE_NS {
 
 template <class Iterator, class EndIterator>
-auto is_end(rank<2>, Iterator it, EndIterator) -> decltype(!it._M_dereferenceable())
+auto is_end(rank<2>, Iterator it, EndIterator) -> decltype(not it._M_dereferenceable())
 {
-    return !it._M_dereferenceable();
+    return not it._M_dereferenceable();
 }
 
 template <class Iterator, class EndIterator>

src/include/migraphx/marker.hpp

@@ -181,7 +181,7 @@ struct marker
         template <typename PrivateDetailTypeErasedU = PrivateDetailTypeErasedT>
         private_detail_te_handle_type(
             PrivateDetailTypeErasedT value,
-            typename std::enable_if<!std::is_reference<PrivateDetailTypeErasedU>::value,
+            typename std::enable_if<not std::is_reference<PrivateDetailTypeErasedU>::value,
                                     int>::type* = nullptr) noexcept
             : private_detail_te_value(std::move(value))
         {
@@ -233,7 +233,7 @@ struct marker
     private_detail_te_handle_base_type& private_detail_te_get_handle()
     {
         assert(private_detail_te_handle_mem_var != nullptr);
-        if(!private_detail_te_handle_mem_var.unique())
+        if(not private_detail_te_handle_mem_var.unique())
             private_detail_te_handle_mem_var = private_detail_te_handle_mem_var->clone();
         return *private_detail_te_handle_mem_var;
     }

src/include/migraphx/match/gelu_erf.hpp

@@ -38,11 +38,11 @@ struct gelu_erf_matcher
     F f;
     auto erf_fn() const
     {
-        return f("erf")(
-            used_once(),
-            arg(0)(used_once(),
-                   f("mul")(either_arg(0, 1)(none_of(has_value(M_SQRT1_2, 1e-3)).bind("x"),
-                                             has_value(M_SQRT1_2, 1e-3)))));
+        auto mul_1_sqrt_2 = f("mul")(either_arg(0, 1)(none_of(has_value(M_SQRT1_2, 1e-3)).bind("x"),
+                                                      has_value(M_SQRT1_2, 1e-3)));
+        auto div_sqrt_2 =
+            f("div")(args(none_of(has_value(M_SQRT2, 1e-3)).bind("x"), has_value(M_SQRT2, 1e-3)));
+        return f("erf")(used_once(), arg(0)(used_once(), any_of(mul_1_sqrt_2, div_sqrt_2)));
     }
 
     auto add_erf() const

src/include/migraphx/matcher.hpp

@@ -564,6 +564,11 @@ MIGRAPHX_BASIC_MATCHER(is_unused, const matcher_context& ctx, instruction_ref in
     return nullopt;
 }
 
+MIGRAPHX_PRED_MATCHER(broadcast, instruction_ref ins)
+{
+    return contains({"broadcast", "multibroadcast"}, ins->name());
+}
+
 template <class... Ms>
 auto skip(Ms... ms)
 {
@@ -813,8 +818,7 @@ inline auto has_attribute(const std::string& name)
 template <class... Ms>
 auto pointwise(Ms... ms)
 {
-    return match::has_attribute("pointwise")(match::any_of(match::nargs(1), match::nargs(2)),
-                                             ms...);
+    return match::has_attribute("pointwise")(ms...);
 }
 
 } // namespace match

src/include/migraphx/module.hpp

@@ -219,7 +219,7 @@ struct module
 
     friend std::ostream& operator<<(std::ostream& os, const module& m);
     friend bool operator==(const module& x, const module& y);
-    friend bool operator!=(const module& x, const module& y) { return !(x == y); }
+    friend bool operator!=(const module& x, const module& y) { return not(x == y); }
 
     private:
     void assign(const module& m);

src/include/migraphx/op/broadcast.hpp

@@ -70,7 +70,7 @@ struct broadcast
             MIGRAPHX_THROW("BROADCAST: (broadcast ndims - axis) is less than input ndims");
         }
 
-        if(!std::equal(input.lens().begin(), input.lens().end(), broadcast_lens.begin() + axis))
+        if(not std::equal(input.lens().begin(), input.lens().end(), broadcast_lens.begin() + axis))
         {
             MIGRAPHX_THROW("BROADCAST: when broadcasting, succeeding sizes must match");
         }