From fa38ef078b7d7e67920e9bd7be0d391b3412518e Mon Sep 17 00:00:00 2001
From: "Steven S. Lyubomirsky" <sslyu@cs.washington.edu>
Date: Fri, 10 May 2019 17:25:54 -0700
Subject: [PATCH] Register all operators' Python attributes in Python so they
 can be easily accessed from Python code (#3175)

---
 python/tvm/relay/op/op_attrs.py | 219 +++++++++++++++++++++++++++++++++++++++-
 1 file changed, 214 insertions(+), 5 deletions(-)

diff --git a/python/tvm/relay/op/op_attrs.py b/python/tvm/relay/op/op_attrs.py
index abaa0e4..8f11276 100644
--- a/python/tvm/relay/op/op_attrs.py
+++ b/python/tvm/relay/op/op_attrs.py
@@ -21,24 +21,233 @@ from ..base import register_relay_attr_node
 
 @register_relay_attr_node
 class Conv2DAttrs(Attrs):
-    """Attribute of nn.conv2d"""
+    """Attributes for nn.conv2d"""
 
 
 @register_relay_attr_node
 class Conv2DWinogradAttrs(Attrs):
-    """Attribute of nn.contrib_conv2d_winograd_without_weight_transform"""
+    """Attributes for nn.contrib_conv2d_winograd_without_weight_transform"""
 
 
 @register_relay_attr_node
 class Conv2DWinogradWeightTransformAttrs(Attrs):
-    """Attribute of nn.contrib_conv2d_winograd_weight_transform"""
+    """Attributes for nn.contrib_conv2d_winograd_weight_transform"""
 
 
 @register_relay_attr_node
 class Conv2DWinogradNNPACKWeightTransformAttrs(Attrs):
-    """Attribute of nn.contrib_conv2d_winograd_nnpack_weight_transform"""
+    """Attributes for nn.contrib_conv2d_winograd_nnpack_weight_transform"""
 
 
 @register_relay_attr_node
 class GlobalPool2DAttrs(Attrs):
-    """Attribute of nn.global_pool"""
+    """Attributes for nn.global_pool"""
+
+
+@register_relay_attr_node
+class BiasAddAttrs(Attrs):
+    """Atttribute of nn.bias_add"""
+
+
+@register_relay_attr_node
+class DenseAttrs(Attrs):
+    """Attributes for nn.dense"""
+
+
+@register_relay_attr_node
+class UpSamplingAttrs(Attrs):
+    """Attributes for nn.upsampling"""
+
+@register_relay_attr_node
+class PadAttrs(Attrs):
+    """Attributes for nn.pad"""
+
+
+@register_relay_attr_node
+class LeakyReluAttrs(Attrs):
+    """Attributes for nn.leaky_relu"""
+
+
+@register_relay_attr_node
+class PReluAttrs(Attrs):
+    """Attributes for nn.prelu"""
+
+
+@register_relay_attr_node
+class DropoutAttrs(Attrs):
+    """Attributes for nn.dropout"""
+
+
+@register_relay_attr_node
+class BatchNormAttrs(Attrs):
+    """Attributes for nn.batch_norm"""
+
+
+@register_relay_attr_node
+class LRNAttrs(Attrs):
+    """Attributes for nn.lrn"""
+
+
+@register_relay_attr_node
+class L2NormalizeAttrs(Attrs):
+    """Attributes for nn.l2_normalize"""
+
+
+@register_relay_attr_node
+class DeformableConv2DAttrs(Attrs):
+    """Attributes for nn.deformable_conv2d"""
+
+
+@register_relay_attr_node
+class ResizeAttrs(Attrs):
+    """Attributes for image.resize"""
+
+
+@register_relay_attr_node
+class ArgsortAttrs(Attrs):
+    """Attributes for algorithm.argsort"""
+
+
+@register_relay_attr_node
+class OnDeviceAttrs(Attrs):
+    """Attributes for annotation.on_device"""
+
+
+@register_relay_attr_node
+class DebugAttrs(Attrs):
+    """Attributes for debug"""
+
+
+@register_relay_attr_node
+class DeviceCopyAttrs(Attrs):
+    """Attributes for tensor.device_copy"""
+
+
+@register_relay_attr_node
+class CastAttrs(Attrs):
+    """Attributes for transform.cast"""
+
+
+@register_relay_attr_node
+class ConcatenateAttrs(Attrs):
+    """Attributes for tensor.concatenate"""
+
+
+@register_relay_attr_node
+class TransposeAttrs(Attrs):
+    """Attributes for transform.transpose"""
+
+
+@register_relay_attr_node
+class ReshapeAttrs(Attrs):
+    """Attributes for transform.reshape"""
+
+
+@register_relay_attr_node
+class TakeAttrs(Attrs):
+    """Attributes for transform.take"""
+
+
+@register_relay_attr_node
+class InitOpAttrs(Attrs):
+    """Attributes for ops specifying a tensor"""
+
+
+@register_relay_attr_node
+class ArangeAttrs(Attrs):
+    """Attributes used in arange operators"""
+
+
+@register_relay_attr_node
+class StackAttrs(Attrs):
+    """Attributes used in stack operators"""
+
+
+@register_relay_attr_node
+class RepeatAttrs(Attrs):
+    """Attributes used in repeat operators"""
+
+
+@register_relay_attr_node
+class TileAttrs(Attrs):
+    """Attributes used in tile operators"""
+
+
+@register_relay_attr_node
+class ReverseAttrs(Attrs):
+    """Attributes used in reverse operators"""
+
+
+@register_relay_attr_node
+class SqueezeAttrs(Attrs):
+    """Attributes used in squeeze operators"""
+
+
+@register_relay_attr_node
+class SplitAttrs(Attrs):
+    """Attributes for transform.split"""
+
+
+@register_relay_attr_node
+class StridedSliceAttrs(Attrs):
+    """Attributes for transform.stranded_slice"""
+
+
+@register_relay_attr_node
+class SliceLikeAttrs(Attrs):
+    """Attributes for transform.slice_like"""
+
+
+@register_relay_attr_node
+class ClipAttrs(Attrs):
+    """Attributes for transform.clip"""
+
+
+@register_relay_attr_node
+class LayoutTransformAttrs(Attrs):
+    """Attributes for transform.layout_transform"""
+
+
+@register_relay_attr_node
+class ShapeOfAttrs(Attrs):
+    """Attributes for tensor.shape_of"""
+
+
+@register_relay_attr_node
+class MultiBoxPriorAttrs(Attrs):
+    """Attributes for vision.multibox_prior"""
+
+
+@register_relay_attr_node
+class MultiBoxTransformLocAttrs(Attrs):
+    """Attributes for vision.multibox_transform_loc"""
+
+
+@register_relay_attr_node
+class GetValidCountsAttrs(Attrs):
+    """Attributes for vision.get_valid_counts"""
+
+
+@register_relay_attr_node
+class NonMaximumSuppressionAttrs(Attrs):
+    """Attributes for vision.non_maximum_suppression"""
+
+
+@register_relay_attr_node
+class ROIAlignAttrs(Attrs):
+    """Attributes for vision.roi_align"""
+
+
+@register_relay_attr_node
+class ROIPoolAttrs(Attrs):
+    """Attributes for vision.roi_pool"""
+
+
+@register_relay_attr_node
+class YoloReorgAttrs(Attrs):
+    """Attributes for vision.yolo_reorg"""
+
+
+@register_relay_attr_node
+class ProposalAttrs(Attrs):
+    """Attributes used in proposal operators"""
-- 
2.7.4