[TOPI] bitserial_conv2d move to autotvm template and updates (apache#…

…2819)
wweic · Apr 7, 2019 · ce7094f · ce7094f
1 parent af17a02
commit ce7094f
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Showing 7 changed files with 609 additions and 572 deletions.
diff --git a/python/tvm/autotvm/task/task.py b/python/tvm/autotvm/task/task.py
@@ -205,7 +205,7 @@ def args_to_workload(x, topi_compute_func=None):
         workload = tuple([args_to_workload(a) for a in x])
     elif isinstance(x, (str, int, float, np.int, np.float)):
         workload = x
-    elif isinstance(x, (expr.StringImm, expr.IntImm, expr.FloatImm)):
+    elif isinstance(x, (expr.StringImm, expr.UIntImm, expr.IntImm, expr.FloatImm)):
         workload = x.value
     elif x is None:
         workload = 0

diff --git a/python/tvm/autotvm/task/topi_integration.py b/python/tvm/autotvm/task/topi_integration.py
@@ -68,6 +68,8 @@ def __init__(self):
             topi.nn.group_conv2d_nchw: "topi_nn_group_conv2d_nchw",
             topi.nn.conv2d_transpose_nchw: "topi_nn_conv2d_transpose_nchw",
             topi.nn.dense: "topi_nn_dense",
+            topi.nn.bitserial_conv2d_nchw: "topi_nn_bitserial_conv2d_nchw",
+            topi.nn.bitserial_conv2d_nhwc: "topi_nn_bitserial_conv2d_nhwc",
             topi.nn.deformable_conv2d_nchw: "topi_nn_deformable_conv2d_nchw",
         }
 
@@ -79,6 +81,8 @@ def __init__(self):
             topi.nn.group_conv2d_nchw: [topi.generic.schedule_group_conv2d_nchw],
             topi.nn.conv2d_transpose_nchw: [topi.generic.schedule_conv2d_transpose_nchw],
             topi.nn.dense: [topi.generic.schedule_dense],
+            topi.nn.bitserial_conv2d_nchw: [topi.generic.schedule_bitserial_conv2d_nchw],
+            topi.nn.bitserial_conv2d_nhwc: [topi.generic.schedule_bitserial_conv2d_nhwc],
             topi.nn.deformable_conv2d_nchw: [topi.generic.schedule_deformable_conv2d_nchw],
         }
 
@@ -174,6 +178,24 @@ def _topi_nn_dense(*args, **kwargs):
                 return s, [data, weight, bias, C]
             return s, [data, weight, C]
 
+        @register("topi_nn_bitserial_conv2d_nhwc")
+        def _topi_bitserial_conv2d_nhwc(*args, **kwargs):
+            args = deserialize_args(args)
+            C = topi.nn.bitserial_conv2d_nhwc(*args, **kwargs)
+            s = topi.generic.nn.schedule_bitserial_conv2d_nhwc([C])
+            data = args[0]
+            kernel = args[1]
+            return s, [data, kernel, C]
+
+        @register("topi_nn_bitserial_conv2d_nchw")
+        def _topi_bitserial_conv2d_nchw(*args, **kwargs):
+            args = deserialize_args(args)
+            C = topi.nn.bitserial_conv2d_nchw(*args, **kwargs)
+            s = topi.generic.nn.schedule_bitserial_conv2d_nchw([C])
+            data = args[0]
+            kernel = args[1]
+            return s, [data, kernel, C]
+
         @register("topi_nn_deformable_conv2d_nchw")
         def _topi_nn_deformable_conv2d_nchw(*args, **kwargs):
             assert not kwargs, "Do not support kwargs in template function call"