ZhennanQin commented on a change in pull request #13697: [MKLDNN] Enable signed 
int8 support for convolution.
URL: https://github.com/apache/incubator-mxnet/pull/13697#discussion_r244627275
 
 

 ##########
 File path: example/quantization/imagenet_gen_qsym_mkldnn.py
 ##########
 @@ -140,8 +140,8 @@ def save_params(fname, arg_params, aux_params, 
logger=None):
                              ' thresholds. This mode is expected to produce 
the best inference accuracy of all three'
                              ' kinds of quantized models if the calibration 
dataset is representative enough of the'
                              ' inference dataset.')
-    parser.add_argument('--quantized-dtype', type=str, default='uint8',
-                        choices=['int8', 'uint8'],
+    parser.add_argument('--quantized-dtype', type=str, default='auto',
+                        choices=['auto', 'int8', 'uint8'],
 
 Review comment:
   Comment is added in quantization.py:
   ```
   'auto' means automatically select output type according to calibration 
result.
   ```

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