add the function to quantize one instruction

src/CMakeLists.txt

@@ -19,6 +19,7 @@ add_library(migraphx
     instruction.cpp
     program.cpp
     quantization.cpp
+    quantize_ins.cpp
     shape.cpp
     schedule.cpp
     simplify_algebra.cpp

src/quantize_ins.cpp

@@ -2,6 +2,7 @@
 #include <migraphx/program.hpp>
 #include <migraphx/instruction.hpp>
 #include <migraphx/iterator_for.hpp>
+#include <migraphx/op/fp_conversion.hpp>
 #include <migraphx/stringutils.hpp>
 #include <utility>
 
@@ -11,7 +12,8 @@ inline namespace MIGRAPHX_INLINE_NS {
 instruction_ref
 insert_fp16(program& prog,
             instruction_ref& ins,
-            shape::type_t type std::unordered_map<instruction_ref, instruction_ref>& map_fp16)
+            shape::type_t type, 
+            std::unordered_map<instruction_ref, instruction_ref>& map_fp16)
 {
     if(map_fp16.count(ins) > 0)
     {
@@ -23,7 +25,7 @@ insert_fp16(program& prog,
     instruction_ref ins_fp16{};
     if(ins == std::prev(prog.end()))
     {
-        ins_fp16 = prog.add_instruction(op::fp_conversion{}, ins);
+        ins_fp16 = prog.add_instruction(op::fp_conversion{type}, ins);
     }
     else
     {
@@ -39,26 +41,53 @@ void quantize_ins(program& prog, const std::vector<std::string>& ins_names)
     std::unordered_map<instruction_ref, instruction_ref> map_fp16;
     for(auto ins : iterator_for(prog))
     {
-        auto name_it = std::find(ins_name.begin(), ins_name.end(), ins->name());
-        if(name_it == ins_name.end())
+        auto name_it = std::find(ins_names.begin(), ins_names.end(), ins->name());
+        if(name_it == ins_names.end())
         {
             continue;
         }
 
+        shape::type_t orig_type = ins->get_shape().type();
+        // process all inputs, if input is a fp32 or fp64, convert it 
+        // to a fp16 by adding a fp_conversion operator. 
         auto inputs = ins->inputs();
         for(auto input : inputs)
         {
             auto s = input->get_shape();
             if(s.type() == shape::float_type || s.type() == shape::double_type)
             {
-                auto input_fp16 = insert_fp16(prog, input, s.type(), map_fp16);
+                // if the input is a fp_conversion operator, uses its input
+                // as its current input
+                instruction_ref input_fp16{};
+                if (input->name() == "fp_conversion")
+                {
+                    input_fp16 = input->inputs().front();
+                }
+                else
+                {
+                    input_fp16 = insert_fp16(prog, input, shape::half_type, map_fp16);
+                }
                 instruction::replace_argument(ins, input, input_fp16, false);
             }
         }
+        // recompute the output shape
         ins->recompute_ins_shape();
 
-        if(ins->get_shape().type() == shape::half_type)
+        // If output is not the original type, add another instruction
+        // to convert it back to the original type
+        if(ins->get_shape().type() != orig_type)
         {
+            instruction_ref ins_orig_type{};
+            if (ins == std::prev(prog.end()))
+            {
+                ins_orig_type = prog.add_instruction(op::fp_conversion{orig_type}, ins);
+            }
+            else
+            {
+                ins_orig_type = prog.insert_instruction(std::next(ins), op::fp_conversion{orig_type}, ins);
+            }
+            
+            prog.replace_instruction(ins, ins_orig_type);
         }
     }
 }