From 849bf110b566e083f459088e4412cecefd4fd22d Mon Sep 17 00:00:00 2001
From: Mark Shields <mbs@octoml.ai>
Date: Tue, 9 Nov 2021 09:58:08 -0800
Subject: [PATCH] [checkpoint] Revert emitter.py, must have run 'black .' by
 mistake.

---
 python/tvm/micro/contrib/stm32/emitter.py | 32 +++++++++++------------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/python/tvm/micro/contrib/stm32/emitter.py b/python/tvm/micro/contrib/stm32/emitter.py
index aec5912871fd..8453ea78e012 100644
--- a/python/tvm/micro/contrib/stm32/emitter.py
+++ b/python/tvm/micro/contrib/stm32/emitter.py
@@ -44,7 +44,7 @@
 
 
 def _fix_name(node_name):
-    """Replace ':' with '_' in names like 'InputImg:0'"""
+    """ Replace ':' with '_' in names like 'InputImg:0' """
     return node_name.replace(":", "_")
 
 
@@ -116,7 +116,7 @@ def _get_tensor_size_bytes(dims, dltype):
 
 
 def _preprocess_code(src):
-    """Hack the C code implementing the model."""
+    """ Hack the C code implementing the model. """
     dst = "#include <stdio.h>\n" "#include <math.h>\n\n"
     dst = dst + src
     return dst
@@ -193,7 +193,7 @@ def __init__(self, include_activations=True, include_inputs=True, include_output
         self._quantization = {}
 
     def _extract_quantization_info(self, quantization):
-        """Build dictionary with quantization infos."""
+        """ Build dictionary with quantization infos."""
 
         for dl_tensor_name in self._input_data:
             if dl_tensor_name in quantization:
@@ -258,7 +258,7 @@ def _get_tensor_from_node(self, nid, idx):
         return tensor
 
     def _compute_data_placement(self):
-        """Compute inputs, outputs, weight, activation sizes"""
+        """ Compute inputs, outputs, weight, activation sizes"""
 
         self._inputs = self._arg_nodes.copy()
 
@@ -548,7 +548,7 @@ def parse_module(self, module, quantization=None):
         self._parse_model(quantization)
 
     def _emit_params_data(self, name, out_h, out_c):
-        """Emits the network_data[c,h] files with parameters."""
+        """ Emits the network_data[c,h] files with parameters."""
 
         name_upper = name.upper()
 
@@ -674,7 +674,7 @@ def _emit_open(self, name, out_h, out_c):
         )
 
     def _emit_close(self, name, out_h, out_c):
-        """Emits the ai_model_info structure."""
+        """ Emits the ai_model_info structure. """
 
         name_upper = name.upper()
 
@@ -794,7 +794,7 @@ def _emit_tensor_quant(self, dl_tensor_name, out_c):
         return None
 
     def _emit_tensor_init(self, dl_tensor_name, tensor, out_c):
-        """Emits the tensor instantiation code."""
+        """ Emits the tensor instantiation code. """
 
         dltype = tensor["dltype"]
         dims = tensor["dims"]
@@ -838,7 +838,7 @@ def _emit_tensor_init(self, dl_tensor_name, tensor, out_c):
 
     def _emit_activation_buffers(self, name, out_c):
         # pylint: disable=unused-argument
-        """Emits activation tensors, including inputs/outputs."""
+        """ Emits activation tensors, including inputs/outputs."""
 
         out_c.write(
             textwrap.dedent(
@@ -905,7 +905,7 @@ def _emit_activation_buffers(self, name, out_c):
         out_c.write(f"\n")
 
     def _emit_params_buffers(self, name, out_c):
-        """Emits all parameter tensors."""
+        """ Emits all parameter tensors."""
 
         out_c.write(
             textwrap.dedent(
@@ -922,7 +922,7 @@ def _emit_params_buffers(self, name, out_c):
         out_c.write(f"\n")
 
     def _emit_network(self, name, out_c):
-        """Emits prototypes for the network operator functions."""
+        """ Emits prototypes for the network operator functions."""
 
         out_c.write(
             textwrap.dedent(
@@ -967,7 +967,7 @@ def _emit_tensor_activation(self, dl_tensor_name, tensor, out_c):
         )
 
     def _emit_activation_init(self, name, out_c):
-        """Emits buffer initialization code for activation tensors."""
+        """ Emits buffer initialization code for activation tensors."""
 
         out_c.write(
             textwrap.dedent(
@@ -1015,7 +1015,7 @@ def _emit_activation_init(self, name, out_c):
         )
 
     def _emit_params_init(self, name, out_c):
-        """Emits buffer initialization code for params tensors."""
+        """ Emits buffer initialization code for params tensors."""
 
         out_c.write(
             textwrap.dedent(
@@ -1063,13 +1063,13 @@ def _emit_params_init(self, name, out_c):
         )
 
     def _emit_init(self, name, out_c):
-        """Emits buffer initialization code."""
+        """ Emits buffer initialization code."""
 
         self._emit_activation_init(name, out_c)
         self._emit_params_init(name, out_c)
 
     def _emit_run(self, name, out_h, out_c):
-        """Emits the run function code."""
+        """ Emits the run function code."""
 
         out_h.write(
             textwrap.dedent(
@@ -1230,7 +1230,7 @@ def _emit_run(self, name, out_h, out_c):
         out_c.write(f"\n")
 
     def _emit_create_destroy(self, name, out_h, out_c):
-        """Emits the create/destroy functions."""
+        """ Emits the create/destroy functions."""
 
         out_h.write(
             textwrap.dedent(
@@ -1296,7 +1296,7 @@ def _emit_create_destroy(self, name, out_h, out_c):
         )
 
     def emit_code(self, dest_dir, model_name):
-        """Emits the C code implementing the model."""
+        """ Emits the C code implementing the model. """
 
         # Build the directory structure
         if os.path.exists(dest_dir):