From 36a83c7f05a0113e7ba7dfbf829fec01c6b89775 Mon Sep 17 00:00:00 2001
From: Zhi <5145158+zhiics@users.noreply.github.com>
Date: Fri, 20 Mar 2020 19:58:48 -0700
Subject: [PATCH] [docs] Update relay docs (#5112)

* Update relay docs

* any -> py:func

* make clean
---
 docs/api/python/relay/analysis.rst      |  44 +------
 docs/api/python/relay/base.rst          |  26 ----
 docs/api/python/relay/build_module.rst  |  32 -----
 docs/api/python/relay/expr.rst          |  67 ----------
 docs/api/python/relay/image.rst         |   7 +-
 docs/api/python/relay/index.rst         |  16 ++-
 docs/api/python/relay/nn.rst            |   5 +-
 docs/api/python/relay/op.rst            |   2 +-
 docs/api/python/relay/scope_builder.rst |  24 ----
 docs/api/python/relay/transform.rst     |  72 +----------
 docs/api/python/relay/vision.rst        |  10 +-
 docs/conf.py                            |   1 +
 docs/langref/relay_op.rst               | 155 ------------------------
 python/tvm/relay/analysis/__init__.py   |   3 +-
 tests/scripts/task_sphinx_precheck.sh   |   1 +
 tutorials/relay_quick_start.py          |   9 +-
 16 files changed, 34 insertions(+), 440 deletions(-)
 delete mode 100644 docs/api/python/relay/base.rst
 delete mode 100644 docs/api/python/relay/build_module.rst
 delete mode 100644 docs/api/python/relay/expr.rst
 delete mode 100644 docs/api/python/relay/scope_builder.rst

diff --git a/docs/api/python/relay/analysis.rst b/docs/api/python/relay/analysis.rst
index 1fd417b670c6..ee2ae2fe1e7b 100644
--- a/docs/api/python/relay/analysis.rst
+++ b/docs/api/python/relay/analysis.rst
@@ -19,43 +19,7 @@ tvm.relay.analysis
 ----------------------
 
 .. automodule:: tvm.relay.analysis
-
-.. autofunction:: tvm.relay.analysis.post_order_visit
-
-.. autofunction:: tvm.relay.analysis.well_formed
-
-.. autofunction:: tvm.relay.analysis.check_kind
-
-.. autofunction:: tvm.relay.analysis.check_constant
-
-.. autofunction:: tvm.relay.analysis.free_vars
-
-.. autofunction:: tvm.relay.analysis.bound_vars
-
-.. autofunction:: tvm.relay.analysis.all_vars
-
-.. autofunction:: tvm.relay.analysis.free_type_vars
-
-.. autofunction:: tvm.relay.analysis.bound_type_vars
-
-.. autofunction:: tvm.relay.analysis.all_type_vars
-
-.. autofunction:: tvm.relay.analysis.alpha_equal
-
-.. autofunction:: tvm.relay.analysis.assert_alpha_equal
-
-.. autofunction:: tvm.relay.analysis.graph_equal
-
-.. autofunction:: tvm.relay.analysis.assert_graph_equal
-
-.. autofunction:: tvm.relay.analysis.collect_device_info
-
-.. autofunction:: tvm.relay.analysis.collect_device_annotation_ops
-
-.. autofunction:: tvm.relay.analysis.get_total_mac_number
-
-.. autofunction:: tvm.relay.analysis.unmatched_cases
-
-.. autofunction:: tvm.relay.analysis.detect_feature
-
-.. autofunction:: tvm.relay.analysis.structural_hash
+    :members:
+    :imported-members:
+    :exclude-members: Object, RelayExpr, IRModule, Type
+    :autosummary:
diff --git a/docs/api/python/relay/base.rst b/docs/api/python/relay/base.rst
deleted file mode 100644
index 8dcab78d3231..000000000000
--- a/docs/api/python/relay/base.rst
+++ /dev/null
@@ -1,26 +0,0 @@
-..  Licensed to the Apache Software Foundation (ASF) under one
-    or more contributor license agreements.  See the NOTICE file
-    distributed with this work for additional information
-    regarding copyright ownership.  The ASF licenses this file
-    to you under the Apache License, Version 2.0 (the
-    "License"); you may not use this file except in compliance
-    with the License.  You may obtain a copy of the License at
-
-..    http://www.apache.org/licenses/LICENSE-2.0
-
-..  Unless required by applicable law or agreed to in writing,
-    software distributed under the License is distributed on an
-    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-    KIND, either express or implied.  See the License for the
-    specific language governing permissions and limitations
-    under the License.
-
-tvm.relay.base
---------------
-.. automodule:: tvm.relay.base
-
-.. autoclass:: tvm.relay.base.RelayNode
-    :members:
-
-.. autoclass:: tvm.relay.base.Id
-    :members:
diff --git a/docs/api/python/relay/build_module.rst b/docs/api/python/relay/build_module.rst
deleted file mode 100644
index f470b9aff80f..000000000000
--- a/docs/api/python/relay/build_module.rst
+++ /dev/null
@@ -1,32 +0,0 @@
-..  Licensed to the Apache Software Foundation (ASF) under one
-    or more contributor license agreements.  See the NOTICE file
-    distributed with this work for additional information
-    regarding copyright ownership.  The ASF licenses this file
-    to you under the Apache License, Version 2.0 (the
-    "License"); you may not use this file except in compliance
-    with the License.  You may obtain a copy of the License at
-
-..    http://www.apache.org/licenses/LICENSE-2.0
-
-..  Unless required by applicable law or agreed to in writing,
-    software distributed under the License is distributed on an
-    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-    KIND, either express or implied.  See the License for the
-    specific language governing permissions and limitations
-    under the License.
-
-tvm.relay.build_module
-----------------------
-
-.. automodule:: tvm.relay.build
-
-.. automodule:: tvm.relay.build_module
-
-.. autofunction:: tvm.relay.build_module.build
-
-.. autofunction:: tvm.relay.build_module.optimize
-
-.. autofunction:: tvm.relay.build_module.create_executor
-
-.. autoclass:: tvm.relay.build_module.GraphExecutor
-    :members:
diff --git a/docs/api/python/relay/expr.rst b/docs/api/python/relay/expr.rst
deleted file mode 100644
index cfb6df0f8e1d..000000000000
--- a/docs/api/python/relay/expr.rst
+++ /dev/null
@@ -1,67 +0,0 @@
-..  Licensed to the Apache Software Foundation (ASF) under one
-    or more contributor license agreements.  See the NOTICE file
-    distributed with this work for additional information
-    regarding copyright ownership.  The ASF licenses this file
-    to you under the Apache License, Version 2.0 (the
-    "License"); you may not use this file except in compliance
-    with the License.  You may obtain a copy of the License at
-
-..    http://www.apache.org/licenses/LICENSE-2.0
-
-..  Unless required by applicable law or agreed to in writing,
-    software distributed under the License is distributed on an
-    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-    KIND, either express or implied.  See the License for the
-    specific language governing permissions and limitations
-    under the License.
-
-tvm.relay.expr
---------------
-
-.. automodule:: tvm.relay.expr
-
-.. autofunction:: tvm.relay.expr.var
-
-.. autofunction:: tvm.relay.expr.const
-
-.. autofunction:: tvm.relay.expr.bind
-
-.. autoclass:: tvm.relay.expr.Expr
-    :members:
-
-.. autoclass:: tvm.relay.expr.Constant
-    :members:
-
-.. autoclass:: tvm.relay.expr.Tuple
-    :members:
-
-.. autoclass:: tvm.relay.expr.Call
-    :members:
-
-.. autoclass:: tvm.relay.expr.Let
-    :members:
-
-.. autoclass:: tvm.relay.expr.If
-    :members:
-
-.. autoclass:: tvm.relay.expr.TupleGetItem
-    :members:
-
-.. autoclass:: tvm.relay.expr.RefCreate
-    :members:
-
-.. autoclass:: tvm.relay.expr.RefRead
-    :members:
-
-.. autoclass:: tvm.relay.expr.RefWrite
-    :members:
-
-.. autoclass:: tvm.relay.expr.TupleGetItem
-    :members:
-
-.. autoclass:: tvm.relay.expr.TempExpr
-    :members:
-
-.. autoclass:: tvm.relay.expr.TupleWrapper
-    :members:
-
diff --git a/docs/api/python/relay/image.rst b/docs/api/python/relay/image.rst
index 075edec202ec..e29cf3009a0b 100644
--- a/docs/api/python/relay/image.rst
+++ b/docs/api/python/relay/image.rst
@@ -19,8 +19,7 @@
 tvm.relay.image
 ---------------
 
-.. automodule:: tvm.relay.image
-    :members:
-
 .. automodule:: tvm.relay.op.image
-    :members:
+   :members:
+   :imported-members:
+   :exclude-members:
diff --git a/docs/api/python/relay/index.rst b/docs/api/python/relay/index.rst
index 03c8a37c9c5a..49bb4ab22ad5 100644
--- a/docs/api/python/relay/index.rst
+++ b/docs/api/python/relay/index.rst
@@ -27,16 +27,22 @@ compiler stack.
 .. toctree::
    :maxdepth: 2
 
+   analysis
    backend
-   base
-   build_module
-   expr
    frontend
    image
-   analysis
    transform
    nn
    op
-   scope_builder
    vision
    testing
+
+.. automodule:: tvm.relay
+    :members:
+    :imported-members:
+    :exclude-members: RelayExpr, Pass, PassInfo, function_pass, PassContext,
+      ModulePass, FunctionPass, Sequential, module_pass, Type, TypeKind,
+      TypeVar, GlobalTypeVar, TypeConstraint, FuncType, TupleType, IncompleteType,
+      TypeCall, TypeRelation, TensorType, RelayRefType, GlobalVar, SourceName,
+      Span, Var, Op, Constructor
+    :autosummary:
diff --git a/docs/api/python/relay/nn.rst b/docs/api/python/relay/nn.rst
index 39a1f78592d1..c67c932006d5 100644
--- a/docs/api/python/relay/nn.rst
+++ b/docs/api/python/relay/nn.rst
@@ -17,8 +17,7 @@
 
 tvm.relay.nn
 ------------
-.. automodule:: tvm.relay.nn
-    :members:
-
 .. automodule:: tvm.relay.op.nn.nn
     :members:
+    :imported-members:
+    :exclude-members:
diff --git a/docs/api/python/relay/op.rst b/docs/api/python/relay/op.rst
index 898f103e89bf..8843b28be930 100644
--- a/docs/api/python/relay/op.rst
+++ b/docs/api/python/relay/op.rst
@@ -20,5 +20,5 @@ tvm.relay.op
 .. automodule:: tvm.relay.op
    :members:
    :imported-members:
-   :exclude-members: Tuple
+   :exclude-members: Tuple, TupleWrapper
    :autosummary:
diff --git a/docs/api/python/relay/scope_builder.rst b/docs/api/python/relay/scope_builder.rst
deleted file mode 100644
index 6d8e01428e31..000000000000
--- a/docs/api/python/relay/scope_builder.rst
+++ /dev/null
@@ -1,24 +0,0 @@
-..  Licensed to the Apache Software Foundation (ASF) under one
-    or more contributor license agreements.  See the NOTICE file
-    distributed with this work for additional information
-    regarding copyright ownership.  The ASF licenses this file
-    to you under the Apache License, Version 2.0 (the
-    "License"); you may not use this file except in compliance
-    with the License.  You may obtain a copy of the License at
-
-..    http://www.apache.org/licenses/LICENSE-2.0
-
-..  Unless required by applicable law or agreed to in writing,
-    software distributed under the License is distributed on an
-    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-    KIND, either express or implied.  See the License for the
-    specific language governing permissions and limitations
-    under the License.
-
-tvm.relay.scope_builder
------------------------
-
-.. automodule:: tvm.relay.scope_builder
-
-.. autoclass:: tvm.relay.scope_builder.ScopeBuilder
-    :members:
diff --git a/docs/api/python/relay/transform.rst b/docs/api/python/relay/transform.rst
index 346152b9c769..b5040a0d0c68 100644
--- a/docs/api/python/relay/transform.rst
+++ b/docs/api/python/relay/transform.rst
@@ -19,73 +19,7 @@ tvm.relay.transform
 ----------------------
 
 .. automodule:: tvm.relay.transform
-
-.. autofunction:: tvm.relay.transform.build_config
-
-.. autofunction:: tvm.relay.transform.module_pass
-
-.. autofunction:: tvm.relay.transform.function_pass
-
-.. autofunction:: tvm.relay.transform.InferType
-
-.. autofunction:: tvm.relay.transform.FoldScaleAxis
-
-.. autofunction:: tvm.relay.transform.BackwardFoldScaleAxis
-
-.. autofunction:: tvm.relay.transform.ForwardFoldScaleAxis
-
-.. autofunction:: tvm.relay.transform.SimplifyInference
-
-.. autofunction:: tvm.relay.transform.CanonicalizeOps
-
-.. autofunction:: tvm.relay.transform.DeadCodeElimination
-
-.. autofunction:: tvm.relay.transform.FoldConstant
-
-.. autofunction:: tvm.relay.transform.FuseOps
-
-.. autofunction:: tvm.relay.transform.CombineParallelConv2D
-
-.. autofunction:: tvm.relay.transform.CombineParallelDense
-
-.. autofunction:: tvm.relay.transform.AlterOpLayout
-
-.. autofunction:: tvm.relay.transform.Legalize
-
-.. autofunction:: tvm.relay.transform.RewriteAnnotatedOps
-
-.. autofunction:: tvm.relay.transform.ToANormalForm
-
-.. autofunction:: tvm.relay.transform.ToCPS
-
-.. autofunction:: tvm.relay.transform.EtaExpand
-
-.. autofunction:: tvm.relay.transform.ToGraphNormalForm
-
-.. autofunction:: tvm.relay.transform.EliminateCommonSubexpr
-
-.. autofunction:: tvm.relay.transform.PartialEvaluate
-
-.. autofunction:: tvm.relay.transform.CanonicalizeCast
-
-.. autofunction:: tvm.relay.transform.LambdaLift
-
-.. autofunction:: tvm.relay.transform.PrintIR
-
-.. autoclass:: tvm.relay.transform.Pass
-    :members:
-
-.. autoclass:: tvm.relay.transform.PassInfo
-    :members:
-
-.. autoclass:: tvm.relay.transform.PassContext
-    :members:
-
-.. autoclass:: tvm.relay.transform.ModulePass
-    :members:
-
-.. autoclass:: tvm.relay.transform.FunctionPass
-    :members:
-
-.. autoclass:: tvm.relay.transform.Sequential
     :members:
+    :imported-members:
+    :exclude-members: Object
+    :autosummary:
diff --git a/docs/api/python/relay/vision.rst b/docs/api/python/relay/vision.rst
index 624c6f177966..1b5ca7444ae0 100644
--- a/docs/api/python/relay/vision.rst
+++ b/docs/api/python/relay/vision.rst
@@ -19,11 +19,7 @@
 tvm.relay.vision
 ----------------
 
-.. automodule:: tvm.relay.vision
-    :members:
-
-.. automodule:: tvm.relay.op.vision.multibox
-    :members:
-
-.. automodule:: tvm.relay.op.vision.nms
+.. automodule:: tvm.relay.op.vision
     :members:
+    :imported-members:
+    :autosummary:
diff --git a/docs/conf.py b/docs/conf.py
index 95fd1c3c0467..db067098f5c2 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -250,6 +250,7 @@ def run_doxygen(folder):
 tvm_alias_check_map = {
     "tvm.te": ["tvm.tir"],
     "tvm.tir": ["tvm.ir", "tvm.runtime"],
+    "tvm.relay": ["tvm.ir", "tvm.tir"],
 }
 
 def update_alias_docstring(name, obj, lines):
diff --git a/docs/langref/relay_op.rst b/docs/langref/relay_op.rst
index 00c7ab9641e7..35f9eeb64063 100644
--- a/docs/langref/relay_op.rst
+++ b/docs/langref/relay_op.rst
@@ -218,158 +218,3 @@ This level supports dialect operators.
 
    tvm.relay.qnn.op.requantize
    tvm.relay.qnn.op.conv2d
-
-
-Level 1 Definitions
--------------------
-.. autofunction:: tvm.relay.log
-.. autofunction:: tvm.relay.sqrt
-.. autofunction:: tvm.relay.rsqrt
-.. autofunction:: tvm.relay.exp
-.. autofunction:: tvm.relay.sigmoid
-.. autofunction:: tvm.relay.add
-.. autofunction:: tvm.relay.subtract
-.. autofunction:: tvm.relay.multiply
-.. autofunction:: tvm.relay.divide
-.. autofunction:: tvm.relay.floor_divide
-.. autofunction:: tvm.relay.mod
-.. autofunction:: tvm.relay.floor_mod
-.. autofunction:: tvm.relay.tanh
-.. autofunction:: tvm.relay.concatenate
-.. autofunction:: tvm.relay.expand_dims
-.. autofunction:: tvm.relay.nn.softmax
-.. autofunction:: tvm.relay.nn.log_softmax
-.. autofunction:: tvm.relay.nn.relu
-.. autofunction:: tvm.relay.nn.dropout
-.. autofunction:: tvm.relay.nn.batch_norm
-.. autofunction:: tvm.relay.nn.bias_add
-
-
-Level 2 Definitions
--------------------
-.. autofunction:: tvm.relay.nn.conv2d
-.. autofunction:: tvm.relay.nn.conv2d_transpose
-.. autofunction:: tvm.relay.nn.dense
-.. autofunction:: tvm.relay.nn.max_pool2d
-.. autofunction:: tvm.relay.nn.max_pool3d
-.. autofunction:: tvm.relay.nn.avg_pool2d
-.. autofunction:: tvm.relay.nn.avg_pool3d
-.. autofunction:: tvm.relay.nn.global_max_pool2d
-.. autofunction:: tvm.relay.nn.global_avg_pool2d
-.. autofunction:: tvm.relay.nn.upsampling
-.. autofunction:: tvm.relay.nn.upsampling3d
-.. autofunction:: tvm.relay.nn.batch_flatten
-.. autofunction:: tvm.relay.nn.pad
-.. autofunction:: tvm.relay.nn.lrn
-.. autofunction:: tvm.relay.nn.l2_normalize
-.. autofunction:: tvm.relay.nn.contrib_conv2d_winograd_without_weight_transform
-.. autofunction:: tvm.relay.nn.contrib_conv2d_winograd_weight_transform
-
-Level 3 Definitions
--------------------
-.. autofunction:: tvm.relay.nn.leaky_relu
-.. autofunction:: tvm.relay.nn.prelu
-.. autofunction:: tvm.relay.reshape
-.. autofunction:: tvm.relay.reshape_like
-.. autofunction:: tvm.relay.copy
-.. autofunction:: tvm.relay.transpose
-.. autofunction:: tvm.relay.squeeze
-.. autofunction:: tvm.relay.floor
-.. autofunction:: tvm.relay.ceil
-.. autofunction:: tvm.relay.sign
-.. autofunction:: tvm.relay.trunc
-.. autofunction:: tvm.relay.clip
-.. autofunction:: tvm.relay.round
-.. autofunction:: tvm.relay.abs
-.. autofunction:: tvm.relay.negative
-.. autofunction:: tvm.relay.take
-.. autofunction:: tvm.relay.zeros
-.. autofunction:: tvm.relay.zeros_like
-.. autofunction:: tvm.relay.ones
-.. autofunction:: tvm.relay.ones_like
-.. autofunction:: tvm.relay.gather_nd
-.. autofunction:: tvm.relay.full
-.. autofunction:: tvm.relay.full_like
-.. autofunction:: tvm.relay.cast
-.. autofunction:: tvm.relay.reinterpret
-.. autofunction:: tvm.relay.split
-.. autofunction:: tvm.relay.arange
-.. autofunction:: tvm.relay.stack
-.. autofunction:: tvm.relay.repeat
-.. autofunction:: tvm.relay.tile
-.. autofunction:: tvm.relay.reverse
-
-
-Level 4 Definitions
--------------------
-.. autofunction:: tvm.relay.right_shift
-.. autofunction:: tvm.relay.left_shift
-.. autofunction:: tvm.relay.equal
-.. autofunction:: tvm.relay.not_equal
-.. autofunction:: tvm.relay.greater
-.. autofunction:: tvm.relay.greater_equal
-.. autofunction:: tvm.relay.less
-.. autofunction:: tvm.relay.less_equal
-.. autofunction:: tvm.relay.all
-.. autofunction:: tvm.relay.any
-.. autofunction:: tvm.relay.logical_and
-.. autofunction:: tvm.relay.logical_or
-.. autofunction:: tvm.relay.logical_not
-.. autofunction:: tvm.relay.maximum
-.. autofunction:: tvm.relay.minimum
-.. autofunction:: tvm.relay.power
-.. autofunction:: tvm.relay.where
-.. autofunction:: tvm.relay.argmax
-.. autofunction:: tvm.relay.argmin
-.. autofunction:: tvm.relay.sum
-.. autofunction:: tvm.relay.max
-.. autofunction:: tvm.relay.min
-.. autofunction:: tvm.relay.mean
-.. autofunction:: tvm.relay.variance
-.. autofunction:: tvm.relay.std
-.. autofunction:: tvm.relay.mean_variance
-.. autofunction:: tvm.relay.mean_std
-.. autofunction:: tvm.relay.prod
-.. autofunction:: tvm.relay.strided_slice
-.. autofunction:: tvm.relay.broadcast_to
-
-
-Level 5 Definitions
--------------------
-.. autofunction:: tvm.relay.image.resize
-.. autofunction:: tvm.relay.image.crop_and_resize
-.. autofunction:: tvm.relay.image.dilation2d
-.. autofunction:: tvm.relay.vision.multibox_prior
-.. autofunction:: tvm.relay.vision.multibox_transform_loc
-.. autofunction:: tvm.relay.vision.nms
-.. autofunction:: tvm.relay.vision.yolo_reorg
-
-
-Level 6 Definitions
--------------------
-.. autofunction:: tvm.relay.argsort
-.. autofunction:: tvm.relay.topk
-
-
-Level 10 Definitions
---------------------
-.. autofunction:: tvm.relay.broadcast_to_like
-.. autofunction:: tvm.relay.collapse_sum_like
-.. autofunction:: tvm.relay.slice_like
-.. autofunction:: tvm.relay.shape_of
-.. autofunction:: tvm.relay.ndarray_size
-.. autofunction:: tvm.relay.layout_transform
-.. autofunction:: tvm.relay.device_copy
-.. autofunction:: tvm.relay.annotation.on_device
-.. autofunction:: tvm.relay.reverse_reshape
-.. autofunction:: tvm.relay.sequence_mask
-.. autofunction:: tvm.relay.nn.batch_matmul
-.. autofunction:: tvm.relay.nn.adaptive_max_pool2d
-.. autofunction:: tvm.relay.nn.adaptive_avg_pool2d
-.. autofunction:: tvm.relay.one_hot
-
-
-Level 11 Definitions
---------------------
-.. autofunction:: tvm.relay.qnn.op.requantize
-.. autofunction:: tvm.relay.qnn.op.conv2d
diff --git a/python/tvm/relay/analysis/__init__.py b/python/tvm/relay/analysis/__init__.py
index 957f5a3dcd94..e5185eaf42b4 100644
--- a/python/tvm/relay/analysis/__init__.py
+++ b/python/tvm/relay/analysis/__init__.py
@@ -21,8 +21,7 @@
 
 # Call graph
 from . import call_graph
+from .call_graph import CallGraph
 
 # Feature
 from . import feature
-
-CallGraph = call_graph.CallGraph
diff --git a/tests/scripts/task_sphinx_precheck.sh b/tests/scripts/task_sphinx_precheck.sh
index 1f4288632b9d..2179cb0cfedf 100755
--- a/tests/scripts/task_sphinx_precheck.sh
+++ b/tests/scripts/task_sphinx_precheck.sh
@@ -34,6 +34,7 @@ find . -type f -path "*.pyc" | xargs rm -f
 
 echo "PreCheck sphinx doc generation WARNINGS.."
 cd docs
+make clean
 TVM_TUTORIAL_EXEC_PATTERN=none make html 2>/tmp/$$.log.txt
 
 grep -v -E "__mro__|RemovedInSphinx|UserWarning|FutureWarning|Keras" < /tmp/$$.log.txt > /tmp/$$.logclean.txt || true
diff --git a/tutorials/relay_quick_start.py b/tutorials/relay_quick_start.py
index b258d1bf3338..b2174a048035 100644
--- a/tutorials/relay_quick_start.py
+++ b/tutorials/relay_quick_start.py
@@ -56,7 +56,7 @@
 #
 # In this tutorial, we assume we will do inference on our device
 # and the batch size is set to be 1. Input images are RGB color
-# images of size 224 * 224. We can call the :any:`tvm.relay.expr.TupleWrapper.astext()`
+# images of size 224 * 224. We can call the :any:`tvm.relay.TupleWrapper.astext()`
 # to show the network structure.
 
 batch_size = 1
@@ -79,14 +79,14 @@
 # Currently this value can be 0 to 3. The optimization passes include
 # operator fusion, pre-computation, layout transformation and so on.
 #
-# :any:`relay.build_module.build` returns three components: the execution graph in
+# :py:func:`relay.build` returns three components: the execution graph in
 # json format, the TVM module library of compiled functions specifically
 # for this graph on the target hardware, and the parameter blobs of
 # the model. During the compilation, Relay does the graph-level
 # optimization while TVM does the tensor-level optimization, resulting
 # in an optimized runtime module for model serving.
 #
-# We'll first compile for Nvidia GPU. Behind the scene, `relay.build_module.build`
+# We'll first compile for Nvidia GPU. Behind the scene, :py:func:`relay.build`
 # first does a number of graph-level optimizations, e.g. pruning, fusing, etc.,
 # then registers the operators (i.e. the nodes of the optimized graphs) to
 # TVM implementations to generate a `tvm.module`.
@@ -97,8 +97,7 @@
 opt_level = 3
 target = tvm.target.cuda()
 with relay.build_config(opt_level=opt_level):
-    graph, lib, params = relay.build_module.build(
-        mod, target, params=params)
+    graph, lib, params = relay.build(mod, target, params=params)
 
 #####################################################################
 # Run the generate library