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tqchen pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/tvm-site.git
The following commit(s) were added to refs/heads/asf-site by this push:
new 85ff8985e7 deploying docs
(apache/tvm@bd17b10fff1046c03a942a129cb73a2bed53e90b)
85ff8985e7 is described below
commit 85ff8985e7c1ac5f84ef4647ac7df05e44620659
Author: tvm-bot <[email protected]>
AuthorDate: Wed Jul 30 22:08:51 2025 +0000
deploying docs (apache/tvm@bd17b10fff1046c03a942a129cb73a2bed53e90b)
---
.../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23868 -> 23868 bytes
.../tir_transformation.zip | Bin 15563 -> 15563 bytes
.../relax_creation.zip | Bin 22392 -> 22392 bytes
.../relax_transformation.zip | Bin 11460 -> 11460 bytes
.../optimize_llm.zip | Bin 54065 -> 54065 bytes
.../e2e_opt_model.zip | Bin 11213 -> 11213 bytes
.../quick_start.zip | Bin 16274 -> 16274 bytes
.../tir_creation.zip | Bin 24343 -> 24343 bytes
.../cross_compilation_and_rpc.zip | Bin 21652 -> 21652 bytes
.../customize_opt.zip | Bin 19789 -> 19789 bytes
.../relax/tutorials/sg_execution_times.rst.txt | 6 ++---
.../tensor_ir/tutorials/sg_execution_times.rst.txt | 6 ++---
.../tensor_ir/tutorials/tir_creation.rst.txt | 20 ++++++++--------
.../tensor_ir/tutorials/tir_transformation.rst.txt | 6 ++---
.../get_started/tutorials/ir_module.rst.txt | 8 +++----
.../get_started/tutorials/quick_start.rst.txt | 4 ++--
.../tutorials/sg_execution_times.rst.txt | 6 ++---
.../tutorials/cross_compilation_and_rpc.rst.txt | 2 +-
.../how_to/tutorials/customize_opt.rst.txt | 4 ++--
.../how_to/tutorials/e2e_opt_model.rst.txt | 2 +-
.../how_to/tutorials/sg_execution_times.rst.txt | 10 ++++----
docs/_sources/sg_execution_times.rst.txt | 26 ++++++++++-----------
docs/deep_dive/relax/tutorials/relax_creation.html | 16 +++++++++++--
.../relax/tutorials/relax_transformation.html | 15 ++++++++++--
.../relax/tutorials/sg_execution_times.html | 6 ++---
.../tensor_ir/tutorials/sg_execution_times.html | 6 ++---
.../tensor_ir/tutorials/tir_creation.html | 20 ++++++++--------
.../tensor_ir/tutorials/tir_transformation.html | 6 ++---
docs/get_started/tutorials/ir_module.html | 8 +++----
docs/get_started/tutorials/quick_start.html | 4 ++--
docs/get_started/tutorials/sg_execution_times.html | 6 ++---
.../tutorials/cross_compilation_and_rpc.html | 2 +-
docs/how_to/tutorials/customize_opt.html | 4 ++--
docs/how_to/tutorials/e2e_opt_model.html | 6 ++---
docs/how_to/tutorials/sg_execution_times.html | 10 ++++----
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 26 ++++++++++-----------
37 files changed, 130 insertions(+), 107 deletions(-)
diff --git a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip
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diff --git
a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip
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diff --git
a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip
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index 22b5b3704c..5e0ae98ad0 100644
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diff --git
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index a397bab9d1..43cceea7dd 100644
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
index 82a902db9d..c284d2e3e7 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index 233db3f5af..7795934979 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
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index 70e808ab5a..04061af5d4 100644
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
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index 30c9feaf04..6274efa593 100644
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diff --git
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
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index f49ff4172b..ea72f79caa 100644
Binary files
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and
b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 903cdbb244..e7f3bb19c9 100644
Binary files
a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip and
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip differ
diff --git a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
index 024ee06e8e..795737d435 100644
--- a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:00.199** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.217** total execution time for 2 files **from
deep_dive/relax/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``relax_creation.py``)
- - 00:00.123
+ - 00:00.136
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.076
+ - 00:00.081
- 0.0
diff --git
a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
index 89f86a99a4..2d8f779a59 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:00.505** total execution time for 2 files **from
deep_dive/tensor_ir/tutorials**:
+**00:00.533** total execution time for 2 files **from
deep_dive/tensor_ir/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``tir_transformation.py``)
- - 00:00.316
+ - 00:00.331
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.190
+ - 00:00.202
- 0.0
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
index cae6e634b7..b1ce94a8d0 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
@@ -325,17 +325,17 @@ Now let's check the runtime dynamic shape inference:
.. code-block:: none
- [[1.664865 1.4481466 0.51542616 1.4280108 ]
- [1.5351522 1.3961657 0.8353206 1.2900527 ]
- [1.3911856 1.2149884 0.5540426 1.1427151 ]
- [1.446173 1.4525938 0.8088956 1.2672153 ]]
- [[32.275116 35.509064 31.357058 ... 33.262653 33.378983 31.623817]
- [34.075256 38.190155 34.95883 ... 35.828197 37.087917 34.15484 ]
- [30.075907 31.810896 30.103256 ... 32.044548 33.19556 29.279911]
+ [[0.38633388 0.9617201 1.1138065 0.34632272]
+ [0.7355708 1.2709609 1.3037629 0.55732787]
+ [0.976824 1.6810492 1.7050982 0.8132814 ]
+ [0.8516751 1.5783278 1.7177336 0.68679935]]
+ [[34.800014 33.40264 36.310196 ... 33.37453 33.71998 30.387878]
+ [30.61077 31.913906 31.680002 ... 29.124226 29.868366 29.13477 ]
+ [36.48036 35.9849 38.195454 ... 33.893284 33.763416 32.88005 ]
...
- [31.750143 35.009354 33.318874 ... 32.76275 35.97749 31.78026 ]
- [30.097725 33.30469 31.21053 ... 31.460812 34.204243 32.191223]
- [35.12846 34.477962 33.98556 ... 35.621597 37.323193 32.054043]]
+ [36.637863 35.506588 36.000916 ... 33.854618 33.135696 32.157616]
+ [34.369892 34.68576 34.29518 ... 33.630627 33.71903 30.608482]
+ [33.981064 31.803905 33.508766 ... 32.067783 31.231716 30.058176]]
diff --git
a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
index 7218c255a6..9af5be0993 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
@@ -123,7 +123,7 @@ original implementation.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.2453 2.2453 2.2453 2.2453 0.0000
+ 2.3045 2.3045 2.3045 2.3045 0.0000
@@ -295,7 +295,7 @@ action involves reordering these two loops.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8923 0.8923 0.8923 0.8923 0.0000
+ 0.8751 0.8751 0.8751 0.8751 0.0000
@@ -423,7 +423,7 @@ from the reduction update via the **decompose_reduction**
primitive.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3193 0.3193 0.3193 0.3193 0.0000
+ 0.3285 0.3285 0.3285 0.3285 0.0000
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst.txt
b/docs/_sources/get_started/tutorials/ir_module.rst.txt
index be3d19257c..efa37e552c 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -698,8 +698,8 @@ We can deploy the IRModule on CPU by specifying the target
as ``llvm``.
.. code-block:: none
- [[-0.29279873 -0.116105 0.18390132 -0.22860616 0.04066307 0.05745085
- -0.09809061 0.07982752 0.0988701 0.0929191 ]]
+ [[ 0.01111377 0.13406608 -0.12561241 0.22018105 0.02794851 0.02635293
+ -0.02058836 -0.06865391 -0.16734523 0.0010401 ]]
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.2927988 -0.116105 0.18390132 -0.22860616 0.04066312 0.05745081
- -0.09809059 0.07982758 0.09887009 0.09291907]]
+ [[ 0.01111376 0.1340661 -0.12561244 0.22018105 0.02794847 0.02635293
+ -0.02058838 -0.06865392 -0.16734529 0.0010401 ]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 0aa03e10c9..8f93096d6d 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst.txt
+++ b/docs/_sources/get_started/tutorials/quick_start.rst.txt
@@ -230,8 +230,8 @@ different devices.
.. code-block:: none
- [[23326.605 24990.338 27033.256 24239.543 23132.465 25435.543 23882.645
- 23622.934 26411.86 26355.518]]
+ [[25306.97 26058.54 25119.248 25236.07 23543.922 26605.209 24350.904
+ 25181.434 25046.127 23628.117]]
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
index 017ca67db9..22ae3b3cac 100644
--- a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:08.221** total execution time for 2 files **from get_started/tutorials**:
+**00:06.021** total execution time for 2 files **from get_started/tutorials**:
.. container::
@@ -33,8 +33,8 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
- - 00:08.031
+ - 00:05.821
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.190
+ - 00:00.200
- 0.0
diff --git a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
index e71bf3bc3b..fde1a8c585 100644
--- a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
+++ b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
@@ -274,7 +274,7 @@ device and returns the measured cost. Network overhead is
excluded.
.. code-block:: none
- 1.241e-07 secs/op
+ 1.212e-07 secs/op
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index 2fa031e840..8647dac006 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -420,8 +420,8 @@ We can build and deploy the optimized model to the TVM
runtime.
.. code-block:: none
- [[26705.73 24982.064 25474.012 26600.969 24772.182 26889.395 25590.057
- 26946.62 24275.44 25244.102]]
+ [[26740.383 26647.027 25570.68 25618.277 26183.955 25118.008 25020.385
+ 25070.844 23854.172 26031.418]]
diff --git a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
index 5aa23e95d2..41c03524f9 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
@@ -59,7 +59,7 @@ PyTorch.
.. code-block:: none
Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth";
to /workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
- 0%| | 0.00/44.7M [00:00<?, ?B/s] 38%|███▊ |
17.0M/44.7M [00:00<00:00, 178MB/s] 90%|█████████ | 40.4M/44.7M
[00:00<00:00, 217MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 214MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 34%|███▍ |
15.2M/44.7M [00:00<00:00, 160MB/s] 84%|████████▎ | 37.4M/44.7M
[00:00<00:00, 202MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 200MB/s]
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
index b877eacba2..cc79ae6dc2 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:38.743** total execution time for 4 files **from how_to/tutorials**:
+**00:40.227** total execution time for 4 files **from how_to/tutorials**:
.. container::
@@ -33,14 +33,14 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
- - 00:37.290
+ - 00:38.683
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.661
+ - 00:00.653
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.584
+ - 00:00.614
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.208
+ - 00:00.277
- 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt
b/docs/_sources/sg_execution_times.rst.txt
index 55a84364cd..3a92d9e037 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:47.668** total execution time for 10 files **from all galleries**:
+**00:46.998** total execution time for 10 files **from all galleries**:
.. container::
@@ -33,32 +33,32 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py`
(``../how_to/tutorials/optimize_llm.py``)
- - 00:37.290
+ - 00:38.683
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:08.031
+ - 00:05.821
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.661
+ - 00:00.653
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.584
+ - 00:00.614
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.316
+ - 00:00.331
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.208
- - 0.0
- * - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.190
+ - 00:00.277
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.190
+ - 00:00.202
+ - 0.0
+ * - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
+ - 00:00.200
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.123
+ - 00:00.136
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.076
+ - 00:00.081
- 0.0
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html
b/docs/deep_dive/relax/tutorials/relax_creation.html
index 7a25ed77d7..881e20d549 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -197,10 +197,22 @@
<li class="toctree-l1"><a class="reference internal"
href="../../../how_to/dev/index.html">Development Guides</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Deep
Dive</span></p>
-<ul>
+<ul class="current">
<li class="toctree-l1"><a class="reference internal"
href="../../../arch/index.html">Design and Architecture</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1"><a class="reference internal"
href="../index.html">Relax</a></li>
+<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">Relax</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Graph Abstraction for ML Models</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand Relax Abstraction</a></li>
+<li class="toctree-l2 current"><a class="current reference internal"
href="#">Relax Creation</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-tvmscript">Create Relax programs using
TVMScript</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-nnmodule-api">Create Relax programs using
NNModule API</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-block-builder-api">Create Relax programs
using Block Builder API</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#summary">Summary</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal"
href="relax_transformation.html">Transformation</a></li>
+</ul>
+</li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
<ul>
diff --git a/docs/deep_dive/relax/tutorials/relax_transformation.html
b/docs/deep_dive/relax/tutorials/relax_transformation.html
index 85a28348b0..4c3decbee2 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -197,10 +197,21 @@
<li class="toctree-l1"><a class="reference internal"
href="../../../how_to/dev/index.html">Development Guides</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Deep
Dive</span></p>
-<ul>
+<ul class="current">
<li class="toctree-l1"><a class="reference internal"
href="../../../arch/index.html">Design and Architecture</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1"><a class="reference internal"
href="../index.html">Relax</a></li>
+<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">Relax</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Graph Abstraction for ML Models</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand Relax Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="relax_creation.html">Relax Creation</a></li>
+<li class="toctree-l2 current"><a class="current reference internal"
href="#">Transformation</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="#apply-transformations">Apply transformations</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#custom-passes">Custom Passes</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#summary">Summary</a></li>
+</ul>
+</li>
+</ul>
+</li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
<ul>
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 47adaef702..0120732e16 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
<section id="computation-times">
<span
id="sphx-glr-deep-dive-relax-tutorials-sg-execution-times"></span><h1>Computation
times<a class="headerlink" href="#computation-times" title="Link to this
heading"></a></h1>
-<p><strong>00:00.199</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.217</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
rel="stylesheet" />
@@ -321,11 +321,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
class="std std-ref">Relax Creation</span></a> (<code class="docutils literal
notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.123</p></td>
+<td><p>00:00.136</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
class="std std-ref">Transformation</span></a> (<code class="docutils literal
notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.076</p></td>
+<td><p>00:00.081</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
index bb75b1af21..7c19ec3028 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
<section id="computation-times">
<span
id="sphx-glr-deep-dive-tensor-ir-tutorials-sg-execution-times"></span><h1>Computation
times<a class="headerlink" href="#computation-times" title="Link to this
heading"></a></h1>
-<p><strong>00:00.505</strong> total execution time for 2 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.533</strong> total execution time for 2 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
rel="stylesheet" />
@@ -321,11 +321,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
class="std std-ref">Transformation</span></a> (<code class="docutils literal
notranslate"><span class="pre">tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.316</p></td>
+<td><p>00:00.331</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span
class="std std-ref">TensorIR Creation</span></a> (<code class="docutils
literal notranslate"><span class="pre">tir_creation.py</span></code>)</p></td>
-<td><p>00:00.190</p></td>
+<td><p>00:00.202</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
index 8cc1c5b911..d188738012 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -497,17 +497,17 @@ be used to ascertain the shape and data type of a
TensorIR.</p>
<span class="nb">print</span><span class="p">(</span><span
class="n">evaluate_dynamic_shape</span><span class="p">(</span><span
class="n">dyn_shape_lib</span><span class="p">,</span> <span
class="n">m</span><span class="o">=</span><span class="mi">64</span><span
class="p">,</span> <span class="n">n</span><span class="o">=</span><span
class="mi">64</span><span class="p">,</span> <a
href="../../../reference/api/python/tir/tir.html#tvm.tir.IterVar"
title="tvm.tir.IterVar" class="sphx-glr-ba [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[1.664865 1.4481466 0.51542616
1.4280108 ]
- [1.5351522 1.3961657 0.8353206 1.2900527 ]
- [1.3911856 1.2149884 0.5540426 1.1427151 ]
- [1.446173 1.4525938 0.8088956 1.2672153 ]]
-[[32.275116 35.509064 31.357058 ... 33.262653 33.378983 31.623817]
- [34.075256 38.190155 34.95883 ... 35.828197 37.087917 34.15484 ]
- [30.075907 31.810896 30.103256 ... 32.044548 33.19556 29.279911]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[0.38633388 0.9617201 1.1138065
0.34632272]
+ [0.7355708 1.2709609 1.3037629 0.55732787]
+ [0.976824 1.6810492 1.7050982 0.8132814 ]
+ [0.8516751 1.5783278 1.7177336 0.68679935]]
+[[34.800014 33.40264 36.310196 ... 33.37453 33.71998 30.387878]
+ [30.61077 31.913906 31.680002 ... 29.124226 29.868366 29.13477 ]
+ [36.48036 35.9849 38.195454 ... 33.893284 33.763416 32.88005 ]
...
- [31.750143 35.009354 33.318874 ... 32.76275 35.97749 31.78026 ]
- [30.097725 33.30469 31.21053 ... 31.460812 34.204243 32.191223]
- [35.12846 34.477962 33.98556 ... 35.621597 37.323193 32.054043]]
+ [36.637863 35.506588 36.000916 ... 33.854618 33.135696 32.157616]
+ [34.369892 34.68576 34.29518 ... 33.630627 33.71903 30.608482]
+ [33.981064 31.803905 33.508766 ... 32.067783 31.231716 30.058176]]
</pre></div>
</div>
</section>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index d344c99f84..12e2451dab 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -376,7 +376,7 @@ original implementation.</p>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.2453 2.2453 2.2453 2.2453 0.0000
+ 2.3045 2.3045 2.3045 2.3045 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -472,7 +472,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8923 0.8923 0.8923 0.8923 0.0000
+ 0.8751 0.8751 0.8751 0.8751 0.0000
</pre></div>
</div>
</section>
@@ -566,7 +566,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3193 0.3193 0.3193 0.3193 0.0000
+ 0.3285 0.3285 0.3285 0.3285 0.0000
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/ir_module.html
b/docs/get_started/tutorials/ir_module.html
index 60ebde6b99..bce7aedf4c 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -819,8 +819,8 @@ backends.</p>
<span class="nb">print</span><span class="p">(</span><span
class="n">cpu_out</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.29279873 -0.116105 0.18390132
-0.22860616 0.04066307 0.05745085
- -0.09809061 0.07982752 0.0988701 0.0929191 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.01111377 0.13406608 -0.12561241
0.22018105 0.02794851 0.02635293
+ -0.02058836 -0.06865391 -0.16734523 0.0010401 ]]
</pre></div>
</div>
</section>
@@ -854,8 +854,8 @@ the details of <code class="docutils literal
notranslate"><span class="pre">DLig
<span class="k">assert</span> <span class="n">np</span><span
class="o">.</span><span class="n">allclose</span><span class="p">(</span><span
class="n">cpu_out</span><span class="p">,</span> <span
class="n">gpu_out</span><span class="p">,</span> <span
class="n">atol</span><span class="o">=</span><span class="mf">1e-3</span><span
class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.2927988 -0.116105 0.18390132
-0.22860616 0.04066312 0.05745081
- -0.09809059 0.07982758 0.09887009 0.09291907]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.01111376 0.1340661 -0.12561244
0.22018105 0.02794847 0.02635293
+ -0.02058838 -0.06865392 -0.16734529 0.0010401 ]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 36010bfb33..c863772899 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -465,8 +465,8 @@ different devices.</p>
<span class="nb">print</span><span class="p">(</span><a
href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine"
title="tvm.runtime.vm.VirtualMachine"
class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class
sphx-glr-backref-instance"><span class="n">vm</span></a><span
class="p">[</span><span class="s2">"forward"</span><span
class="p">](</span><span class="n">tvm_data</span><span class="p">,</span>
<span class="o">*</span><a href="http [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[23326.605 24990.338 27033.256 24239.543
23132.465 25435.543 23882.645
- 23622.934 26411.86 26355.518]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[25306.97 26058.54 25119.248 25236.07
23543.922 26605.209 24350.904
+ 25181.434 25046.127 23628.117]]
</pre></div>
</div>
<p>Our goal is to bring machine learning to the application with any language
of interest,
diff --git a/docs/get_started/tutorials/sg_execution_times.html
b/docs/get_started/tutorials/sg_execution_times.html
index 023fae5180..6ac57724f4 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
<section id="computation-times">
<span
id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation
times<a class="headerlink" href="#computation-times" title="Link to this
heading"></a></h1>
-<p><strong>00:08.221</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:06.021</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
rel="stylesheet" />
@@ -321,11 +321,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span
class="std std-ref">IRModule</span></a> (<code class="docutils literal
notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:08.031</p></td>
+<td><p>00:05.821</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span
class="std std-ref">Quick Start</span></a> (<code class="docutils literal
notranslate"><span class="pre">quick_start.py</span></code>)</p></td>
-<td><p>00:00.190</p></td>
+<td><p>00:00.200</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/how_to/tutorials/cross_compilation_and_rpc.html
b/docs/how_to/tutorials/cross_compilation_and_rpc.html
index 7eed05e5f6..2a03860c1b 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -480,7 +480,7 @@ device and returns the measured cost. Network overhead is
excluded.</p>
<span class="nb">print</span><span class="p">(</span><span
class="s2">"</span><span class="si">%g</span><span class="s2">
secs/op"</span> <span class="o">%</span> <span class="n">cost</span><span
class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.241e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.212e-07 secs/op
</pre></div>
</div>
</section>
diff --git a/docs/how_to/tutorials/customize_opt.html
b/docs/how_to/tutorials/customize_opt.html
index 2becca8d68..e4caba47bd 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -614,8 +614,8 @@ pushing the performance to the limit. The current
optimization may not be the be
<span class="nb">print</span><span class="p">(</span><span
class="n">gpu_out</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[26705.73 24982.064 25474.012 26600.969
24772.182 26889.395 25590.057
- 26946.62 24275.44 25244.102]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[26740.383 26647.027 25570.68 25618.277
26183.955 25118.008 25020.385
+ 25070.844 23854.172 26031.418]]
</pre></div>
</div>
</section>
diff --git a/docs/how_to/tutorials/e2e_opt_model.html
b/docs/how_to/tutorials/e2e_opt_model.html
index 2f711985c4..bbd6a48c77 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -336,9 +336,9 @@ PyTorch.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>Downloading:
"https://download.pytorch.org/models/resnet18-f37072fd.pth" to
/workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
0%| | 0.00/44.7M [00:00<?, ?B/s]
- 38%|███▊ | 17.0M/44.7M [00:00<00:00, 178MB/s]
- 90%|█████████ | 40.4M/44.7M [00:00<00:00, 217MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 214MB/s]
+ 34%|███▍ | 15.2M/44.7M [00:00<00:00, 160MB/s]
+ 84%|████████▎ | 37.4M/44.7M [00:00<00:00, 202MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 200MB/s]
</pre></div>
</div>
</section>
diff --git a/docs/how_to/tutorials/sg_execution_times.html
b/docs/how_to/tutorials/sg_execution_times.html
index 90d082889f..84b99a8ffb 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
<section id="computation-times">
<span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation
times<a class="headerlink" href="#computation-times" title="Link to this
heading"></a></h1>
-<p><strong>00:38.743</strong> total execution time for 4 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:40.227</strong> total execution time for 4 files <strong>from
how_to/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
rel="stylesheet" />
@@ -321,19 +321,19 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
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