diff --git a/samples/float_model_embedding/CMakeLists.txt b/samples/float_model_embedding/CMakeLists.txt
index 919aa1b..4cc4955 100644
--- a/samples/float_model_embedding/CMakeLists.txt
+++ b/samples/float_model_embedding/CMakeLists.txt
@@ -18,6 +18,21 @@
   PUBLIC
 )
 
+springbok_bytecode_module(
+  NAME
+    mnist_bytecode_module_dylib
+  SRC
+    "$ENV{ROOTDIR}/toolchain/iree/iree/samples/models/mnist.mlir"
+  C_IDENTIFIER
+    "samples_float_model_embedding_mnist_bytecode_module_dylib"
+  FLAGS
+    "-iree-input-type=mhlo"
+    "-riscv-v-vector-bits-min=512"
+    "-riscv-v-fixed-length-vector-lmul-max=8"
+    "-riscv-v-fixed-length-vector-elen-max=32"
+  PUBLIC
+)
+
 if(${BUILD_INTERNAL_MODELS})
 
 if(NOT ${BUILD_WITH_SPRINGBOK})
@@ -155,6 +170,18 @@
     "LINKER:--defsym=__stack_size__=100k"
 )
 
+iree_cc_binary(
+  NAME
+    mnist_embedded_sync
+  SRCS
+    "mnist.c"
+  DEPS
+    ::mnist_bytecode_module_dylib_c
+    samples::util::util
+  LINKOPTS
+    "LINKER:--defsym=__stack_size__=100k"
+)
+
 if(NOT ${BUILD_INTERNAL_MODELS})
   return()
 endif()
@@ -227,6 +254,8 @@
   DEPS
     ::semantic_lift_bytecode_module_dylib_c
     samples::util::util
+  LINKOPTS
+    "LINKER:--defsym=__stack_size__=100k"
 )
 
 iree_cc_binary(
@@ -237,4 +266,6 @@
   DEPS
     ::voice_commands_bytecode_module_dylib_c
     samples::util::util
+  LINKOPTS
+    "LINKER:--defsym=__stack_size__=100k"
 )
diff --git a/samples/float_model_embedding/barcode.c b/samples/float_model_embedding/barcode.c
index 3d047f5..362e339 100644
--- a/samples/float_model_embedding/barcode.c
+++ b/samples/float_model_embedding/barcode.c
@@ -22,6 +22,7 @@
                       2 * 2 * 72, 2 * 2 * 18, 72, 18},
     .output_size_bytes = sizeof(float),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.main",
     .model_name = "barcode_float",
 };
 
@@ -51,7 +52,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/float_model_embedding/daredevil.c b/samples/float_model_embedding/daredevil.c
index b74e425..488760e 100644
--- a/samples/float_model_embedding/daredevil.c
+++ b/samples/float_model_embedding/daredevil.c
@@ -20,6 +20,7 @@
     .output_length = {527},
     .output_size_bytes = sizeof(float),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.main",
     .model_name = "daredevil_float",
 };
 
@@ -49,7 +50,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/float_model_embedding/fssd_25_8bit_v2.c b/samples/float_model_embedding/fssd_25_8bit_v2.c
index e7f660a..c02fa9a 100644
--- a/samples/float_model_embedding/fssd_25_8bit_v2.c
+++ b/samples/float_model_embedding/fssd_25_8bit_v2.c
@@ -20,6 +20,7 @@
     .output_length = {1602, 1602 * 16},
     .output_size_bytes = sizeof(float),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.main",
     .model_name = "fssd_25_8bit_v2_float",
 };
 
@@ -49,7 +50,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/float_model_embedding/mnist.c b/samples/float_model_embedding/mnist.c
new file mode 100644
index 0000000..1a680b9
--- /dev/null
+++ b/samples/float_model_embedding/mnist.c
@@ -0,0 +1,56 @@
+// mnist float model
+// MlModel struct initialization to include model I/O info.
+// Bytecode loading, input/output processes.
+
+#include <springbok.h>
+
+#include "iree/base/api.h"
+#include "iree/hal/api.h"
+#include "samples/util/util.h"
+
+// Compiled module embedded here to avoid file IO:
+#include "samples/float_model_embedding/mnist_bytecode_module_dylib_c.h"
+
+const MlModel kModel = {
+    .num_input_dim = 4,
+    .input_shape = {1, 28, 28, 1},
+    .input_length = 28 * 28 * 1,
+    .input_size_bytes = sizeof(float),
+    .num_output = 1,
+    .output_length = {10},
+    .output_size_bytes = sizeof(float),
+    .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.predict",
+    .model_name = "mnist",
+};
+
+const iree_const_byte_span_t load_bytecode_module_data() {
+  const struct iree_file_toc_t *module_file_toc =
+      samples_float_model_embedding_mnist_bytecode_module_dylib_create();
+  return iree_make_const_byte_span(module_file_toc->data,
+                                   module_file_toc->size);
+}
+
+iree_status_t load_input_data(const MlModel *model, void **buffer) {
+  // Populate initial value
+  srand(74886738);
+  for (int i = 0; i < model->input_length; ++i) {
+    int x = rand();
+    ((float *)*buffer)[i] = (float)x / (float)RAND_MAX;
+  }
+  return iree_ok_status();
+}
+
+iree_status_t check_output_data(const MlModel *model,
+                                iree_hal_buffer_mapping_t *mapped_memory,
+                                int index_output) {
+  iree_status_t result = iree_ok_status();
+  if (index_output > model->num_output ||
+      mapped_memory->contents.data_length / model->output_size_bytes !=
+          model->output_length[index_output]) {
+    result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
+  }
+  LOG_INFO("Output #%d data length: %d\n", index_output,
+           mapped_memory->contents.data_length / model->output_size_bytes);
+  return result;
+}
diff --git a/samples/float_model_embedding/mobilenet_v1.c b/samples/float_model_embedding/mobilenet_v1.c
index fa15389..c8e83b1 100644
--- a/samples/float_model_embedding/mobilenet_v1.c
+++ b/samples/float_model_embedding/mobilenet_v1.c
@@ -20,6 +20,7 @@
     .output_length = {1001},
     .output_size_bytes = sizeof(float),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.main",
     .model_name = "mobilenet_v1_0.25_224_float",
 };
 
@@ -49,7 +50,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/float_model_embedding/person_detection.c b/samples/float_model_embedding/person_detection.c
index ad945e1..c4c8430 100644
--- a/samples/float_model_embedding/person_detection.c
+++ b/samples/float_model_embedding/person_detection.c
@@ -20,6 +20,7 @@
     .output_length = {2},
     .output_size_bytes = sizeof(float),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.main",
     .model_name = "person_detection_float",
 };
 
@@ -49,7 +50,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/float_model_embedding/scenenet_v2.c b/samples/float_model_embedding/scenenet_v2.c
index 1d6662d..e820152 100644
--- a/samples/float_model_embedding/scenenet_v2.c
+++ b/samples/float_model_embedding/scenenet_v2.c
@@ -20,6 +20,7 @@
     .output_length = {170},
     .output_size_bytes = sizeof(float),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.main",
     .model_name = "scenenet_v2_float",
 };
 
@@ -49,7 +50,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/float_model_embedding/semantic_lift.c b/samples/float_model_embedding/semantic_lift.c
index c037f24..8bf1744 100644
--- a/samples/float_model_embedding/semantic_lift.c
+++ b/samples/float_model_embedding/semantic_lift.c
@@ -20,6 +20,7 @@
     .output_length = {2, 2},
     .output_size_bytes = sizeof(float),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.main",
     .model_name = "semantic_lift_float",
 };
 
@@ -49,7 +50,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/float_model_embedding/voice_commands.c b/samples/float_model_embedding/voice_commands.c
index 29aa61e..d2b587b 100644
--- a/samples/float_model_embedding/voice_commands.c
+++ b/samples/float_model_embedding/voice_commands.c
@@ -20,6 +20,7 @@
     .output_length = {63},
     .output_size_bytes = sizeof(float),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_FLOAT_32,
+    .entry_func = "module.main",
     .model_name = "voice_commands_float",
 };
 
@@ -49,7 +50,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/barcode.c b/samples/quant_model_embedding/barcode.c
index 60b3e01..a8119cb 100644
--- a/samples/quant_model_embedding/barcode.c
+++ b/samples/quant_model_embedding/barcode.c
@@ -22,6 +22,7 @@
                       2 * 2 * 72, 2 * 2 * 18, 72, 18},
     .output_size_bytes = sizeof(uint8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_UINT_8,
+    .entry_func = "module.main",
     .model_name = "barcode_quant",
 };
 
@@ -50,7 +51,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/daredevil.c b/samples/quant_model_embedding/daredevil.c
index 63aea14..97cc434 100644
--- a/samples/quant_model_embedding/daredevil.c
+++ b/samples/quant_model_embedding/daredevil.c
@@ -20,6 +20,7 @@
     .output_length = {527},
     .output_size_bytes = sizeof(uint8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_UINT_8,
+    .entry_func = "module.main",
     .model_name = "daredevil_quant",
 };
 
@@ -48,7 +49,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/fssd_25_8bit_v2.c b/samples/quant_model_embedding/fssd_25_8bit_v2.c
index 3631f90..3b38938 100644
--- a/samples/quant_model_embedding/fssd_25_8bit_v2.c
+++ b/samples/quant_model_embedding/fssd_25_8bit_v2.c
@@ -21,6 +21,7 @@
                       5 * 5 * 48, 5 * 5 * 3, 3 * 3 * 48, 3 * 3 * 3},
     .output_size_bytes = sizeof(uint8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_UINT_8,
+    .entry_func = "module.main",
     .model_name = "fssd_25_8bit_v2_quant",
 };
 
@@ -49,7 +50,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/mobilenet_v1.c b/samples/quant_model_embedding/mobilenet_v1.c
index 780d143..778781e 100644
--- a/samples/quant_model_embedding/mobilenet_v1.c
+++ b/samples/quant_model_embedding/mobilenet_v1.c
@@ -20,6 +20,7 @@
     .output_length = {1001},
     .output_size_bytes = sizeof(uint8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_UINT_8,
+    .entry_func = "module.main",
     .model_name = "mobilenet_v1_0.25_224_quant",
 };
 
@@ -48,7 +49,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/mobilenet_v2.c b/samples/quant_model_embedding/mobilenet_v2.c
index ec733e8..0f0f63c 100644
--- a/samples/quant_model_embedding/mobilenet_v2.c
+++ b/samples/quant_model_embedding/mobilenet_v2.c
@@ -20,6 +20,7 @@
     .output_length = {1001},
     .output_size_bytes = sizeof(uint8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_UINT_8,
+    .entry_func = "module.main",
     .model_name = "mobilenet_v2_1.0_224_quant",
 };
 
@@ -48,7 +49,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/person_detection.c b/samples/quant_model_embedding/person_detection.c
index a1ae000..1a7d4b2 100644
--- a/samples/quant_model_embedding/person_detection.c
+++ b/samples/quant_model_embedding/person_detection.c
@@ -20,6 +20,7 @@
     .output_length = {2},
     .output_size_bytes = sizeof(int8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_SINT_8,
+    .entry_func = "module.main",
     .model_name = "person_detection_quant",
 };
 
@@ -48,7 +49,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/scenenet_v2.c b/samples/quant_model_embedding/scenenet_v2.c
index 0e7edc7..ddc5a73 100644
--- a/samples/quant_model_embedding/scenenet_v2.c
+++ b/samples/quant_model_embedding/scenenet_v2.c
@@ -18,8 +18,9 @@
     .input_size_bytes = sizeof(uint8_t),
     .num_output = 1,
     .output_length = {170},
-    .output_size_bytes = sizeof(float),
+    .output_size_bytes = sizeof(uint8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_UINT_8,
+    .entry_func = "module.main",
     .model_name = "scenenet_v2_quant",
 };
 
@@ -48,7 +49,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/semantic_lift.c b/samples/quant_model_embedding/semantic_lift.c
index eb29774..727fcf0 100644
--- a/samples/quant_model_embedding/semantic_lift.c
+++ b/samples/quant_model_embedding/semantic_lift.c
@@ -20,6 +20,7 @@
     .output_length = {2, 2, 2},
     .output_size_bytes = sizeof(uint8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_UINT_8,
+    .entry_func = "module.main",
     .model_name = "semantic_lift_quant",
 };
 
@@ -48,7 +49,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/quant_model_embedding/voice_commands.c b/samples/quant_model_embedding/voice_commands.c
index da4a9e8..dab6188 100644
--- a/samples/quant_model_embedding/voice_commands.c
+++ b/samples/quant_model_embedding/voice_commands.c
@@ -18,8 +18,9 @@
     .input_size_bytes = sizeof(uint8_t),
     .num_output = 1,
     .output_length = {63},
-    .output_size_bytes = sizeof(float),
+    .output_size_bytes = sizeof(uint8_t),
     .hal_element_type = IREE_HAL_ELEMENT_TYPE_UINT_8,
+    .entry_func = "module.main",
     .model_name = "voice_commands_quant",
 };
 
@@ -48,7 +49,7 @@
           model->output_length[index_output]) {
     result = iree_make_status(IREE_STATUS_UNKNOWN, "output length mismatches");
   }
-  LOG_INFO("Output #%d data length: %d \n", index_output,
+  LOG_INFO("Output #%d data length: %d\n", index_output,
            mapped_memory->contents.data_length / model->output_size_bytes);
   return result;
 }
diff --git a/samples/util/util.c b/samples/util/util.c
index d618534..655289a 100644
--- a/samples/util/util.c
+++ b/samples/util/util.c
@@ -98,11 +98,10 @@
   // Lookup the entry point function.
   // Note that we use the synchronous variant which operates on pure type/shape
   // erased buffers.
-  const char kMainFunctionName[] = "module.main";
   iree_vm_function_t main_function;
   if (iree_status_is_ok(result)) {
     result = (iree_vm_context_resolve_function(
-        context, iree_make_cstring_view(kMainFunctionName), &main_function));
+        context, iree_make_cstring_view(model->entry_func), &main_function));
   }
 
   // Prepare the input buffers.
diff --git a/samples/util/util.h b/samples/util/util.h
index 6cd2e38..6ad7e66 100644
--- a/samples/util/util.h
+++ b/samples/util/util.h
@@ -9,6 +9,8 @@
 
 #define MAX_MODEL_INPUT_DIM 4
 #define MAX_MODEL_OUTPUTS 12
+#define MAX_ENTRY_FUNC_NAME 20
+
 
 typedef struct {
   int num_input_dim;
@@ -19,6 +21,7 @@
   int output_length[MAX_MODEL_OUTPUTS];
   int output_size_bytes;
   enum iree_hal_element_types_t hal_element_type;
+  char entry_func[MAX_ENTRY_FUNC_NAME];
   char model_name[];
 } MlModel;