Format

src/simplify_reshapes.cpp

@@ -128,9 +128,10 @@ struct find_transpose
 {
     auto matcher() const
     {
-        auto output_not_transpose = match::none_of(
-            match::skip_output(match::name("contiguous"))(match::name("transpose")));
-        auto input_has_transpose = match::skip(match::name("contiguous"))(match::args(match::name("transpose")));
+        auto output_not_transpose =
+            match::none_of(match::skip_output(match::name("contiguous"))(match::name("transpose")));
+        auto input_has_transpose =
+            match::skip(match::name("contiguous"))(match::args(match::name("transpose")));
         return match::name("transpose")(output_not_transpose, input_has_transpose);
     }
 
@@ -654,7 +655,8 @@ struct find_transpose_slice
     {
         assert(op.starts.size() == op.ends.size());
         std::vector<int64_t> result(op.starts.size());
-        std::transform(op.ends.begin(), op.ends.end(), op.starts.begin(), result.begin(), std::minus<>{});
+        std::transform(
+            op.ends.begin(), op.ends.end(), op.starts.begin(), result.begin(), std::minus<>{});
         return result;
     }
 
@@ -662,53 +664,64 @@ struct find_transpose_slice
     {
         auto ins    = r.result;
         auto slices = ins->outputs();
-        if (slices.empty())
+        if(slices.empty())
             return;
         auto slice     = any_cast<op::slice>(slices.front()->get_operator());
         auto sdistance = slice_distance(slice);
         // Check all distances and axes are the same
-        if (std::any_of(slices.begin(), slices.end(), [&](auto sins) {
+        if(std::any_of(slices.begin(), slices.end(), [&](auto sins) {
                auto s = any_cast<op::slice>(sins->get_operator());
                return s.axes != slice.axes or slice_distance(s) != sdistance;
            }))
             return;
         // Check distances are divisible by axes
         auto mod_by_distance = [&](const auto& v, auto f) {
-            return std::inner_product(v.begin(), v.end(), sdistance.begin(), 0, std::plus<>{}, [&](auto x, auto d) -> uint64_t {
-                if (d == 0)
+            return std::inner_product(v.begin(),
+                                      v.end(),
+                                      sdistance.begin(),
+                                      0,
+                                      std::plus<>{},
+                                      [&](auto x, auto d) -> uint64_t {
+                                          if(d == 0)
                                               return 1;
                                           return f(x) % d;
                                       });
         };
-        if (mod_by_distance(slice.axes, [&](auto x) { return ins->get_shape().lens()[x]; }) != 0 or mod_by_distance(slice.starts, id{}) != 0 or mod_by_distance(slice.ends, id{}) != 0)
+        if(mod_by_distance(slice.axes, [&](auto x) { return ins->get_shape().lens()[x]; }) != 0 or
+           mod_by_distance(slice.starts, id{}) != 0 or mod_by_distance(slice.ends, id{}) != 0)
             return;
         // TODO: Handle multiple axes
-        if (sdistance.size() != 1)
+        if(sdistance.size() != 1)
             return;
         auto axis = slice.axes.front();
         // Skip if axis would be packed
-        if (std::all_of(ins->get_shape().lens().begin(), ins->get_shape().lens().begin()+axis, [](auto x) { return x == 1; }))
+        if(std::all_of(ins->get_shape().lens().begin(),
+                       ins->get_shape().lens().begin() + axis,
+                       [](auto x) { return x == 1; }))
             return;
         // Make unsqeeze
-        auto unsqueeze = m.insert_instruction(ins, make_op("unsqueeze", {{"axes", slice.axes}, {"steps", sdistance}}), ins->inputs());
+        auto unsqueeze = m.insert_instruction(
+            ins, make_op("unsqueeze", {{"axes", slice.axes}, {"steps", sdistance}}), ins->inputs());
         // Make transpose
         auto perm = ins->get_operator().to_value()["permutation"].to_vector<int64_t>();
         std::transform(perm.begin(), perm.end(), perm.begin(), [&](auto i) {
-            if (i >= axis)
+            if(i >= axis)
                 return i + 1;
             return i;
         });
         perm.insert(perm.begin(), axis);
-        auto transpose = m.insert_instruction(ins, make_op("transpose", {{"permutation", perm}}), unsqueeze);
+        auto transpose =
+            m.insert_instruction(ins, make_op("transpose", {{"permutation", perm}}), unsqueeze);
         // Slice and sqeeze
-        for(auto s:slices)
+        for(auto s : slices)
         {
             auto op        = any_cast<op::slice>(s->get_operator());
             op.axes        = {0};
-            op.starts = {op.starts.front()/sdistance.front()};
-            op.ends = {op.ends.front()/sdistance.front()};
+            op.starts      = {op.starts.front() / sdistance.front()};
+            op.ends        = {op.ends.front() / sdistance.front()};
             auto slice_ins = m.insert_instruction(ins, op, transpose);
-            auto squeeze = m.insert_instruction(ins, make_op("squeeze", {{"axes", {0}}}), slice_ins);
+            auto squeeze =
+                m.insert_instruction(ins, make_op("squeeze", {{"axes", {0}}}), slice_ins);
             m.replace_instruction(s, squeeze);
         }
     }

test/simplify_reshapes_test.cpp

@@ -1237,12 +1237,12 @@ TEST_CASE(transpose_slice_non_packed_axis)
     migraphx::module m2;
     {
         auto x = m2.add_parameter("x", {migraphx::shape::float_type, {2, 384, 36, 64}});
-        auto unsqueeze = m2.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1}}, {"steps", {12}}}), x);
-        auto transpose =
-            m2.add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 0, 3, 2, 4}}}), unsqueeze);
+        auto unsqueeze =
+            m2.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1}}, {"steps", {12}}}), x);
+        auto transpose = m2.add_instruction(
+            migraphx::make_op("transpose", {{"permutation", {1, 0, 3, 2, 4}}}), unsqueeze);
         auto slice = m2.add_instruction(
-            migraphx::make_op("slice", {{"axes", {0}}, {"starts", {0}}, {"ends", {1}}}),
-            transpose);
+            migraphx::make_op("slice", {{"axes", {0}}, {"starts", {0}}, {"ends", {1}}}), transpose);
         auto squeeze = m2.add_instruction(migraphx::make_op("squeeze", {{"axes", {0}}}), slice);
         auto sqrt    = m2.add_instruction(migraphx::make_op("sqrt"), squeeze);
         m2.add_return({sqrt});
@@ -1274,22 +1274,20 @@ TEST_CASE(transpose_slice_non_packed_multi_axis)
     migraphx::module m2;
     {
         auto x = m2.add_parameter("x", {migraphx::shape::float_type, {2, 384, 36, 64}});
-        auto unsqueeze = m2.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1}}, {"steps", {12}}}), x);
-        auto transpose =
-            m2.add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 0, 3, 2, 4}}}), unsqueeze);
+        auto unsqueeze =
+            m2.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1}}, {"steps", {12}}}), x);
+        auto transpose = m2.add_instruction(
+            migraphx::make_op("transpose", {{"permutation", {1, 0, 3, 2, 4}}}), unsqueeze);
         auto slice1 = m2.add_instruction(
-            migraphx::make_op("slice", {{"axes", {0}}, {"starts", {0}}, {"ends", {1}}}),
-            transpose);
+            migraphx::make_op("slice", {{"axes", {0}}, {"starts", {0}}, {"ends", {1}}}), transpose);
         auto squeeze1 = m2.add_instruction(migraphx::make_op("squeeze", {{"axes", {0}}}), slice1);
         auto slice2   = m2.add_instruction(
-            migraphx::make_op("slice", {{"axes", {0}}, {"starts", {1}}, {"ends", {2}}}),
-            transpose);
+            migraphx::make_op("slice", {{"axes", {0}}, {"starts", {1}}, {"ends", {2}}}), transpose);
         auto squeeze2   = m2.add_instruction(migraphx::make_op("squeeze", {{"axes", {0}}}), slice2);
         auto transpose2 = m2.add_instruction(
             migraphx::make_op("transpose", {{"permutation", {0, 1, 3, 2}}}), squeeze2);
         auto slice3 = m2.add_instruction(
-            migraphx::make_op("slice", {{"axes", {0}}, {"starts", {2}}, {"ends", {3}}}),
-            transpose);
+            migraphx::make_op("slice", {{"axes", {0}}, {"starts", {2}}, {"ends", {3}}}), transpose);
         auto squeeze3 = m2.add_instruction(migraphx::make_op("squeeze", {{"axes", {0}}}), slice3);
         m2.add_return({squeeze1, transpose2, squeeze3});
     }