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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 08b0ffce75 deploying docs
(apache/tvm@61e7c8fb634f5f42ea7f51aa5bd86d509894d327)
08b0ffce75 is described below
commit 08b0ffce75b6baef79c820277f5ac9956a92c602
Author: tvm-bot <[email protected]>
AuthorDate: Sat Jun 7 00:05:59 2025 +0000
deploying docs (apache/tvm@61e7c8fb634f5f42ea7f51aa5bd86d509894d327)
---
.../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 | 4 ++--
.../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 | 24 ++++++++++-----------
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 | 4 ++--
.../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 | 24 ++++++++++-----------
37 files changed, 126 insertions(+), 103 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 e9cb7b905e..0fd8091a83 100644
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diff --git
a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip
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index 4bfb2b6847..8919544265 100644
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
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index e7e2894def..080fe370dd 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index 03d2bfdd45..f6c31dec98 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
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index 41f3320b32..86dadcfab4 100644
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and b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
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index 738ec0aaca..1e31bca7ac 100644
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diff --git
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
index 477ab697c3..cd48811024 100644
Binary files
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
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 b3c136cec4..f477ea7961 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 f148037641..1ded437e2f 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
=================
-**00:00.210** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.208** 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``)
- - 00:00.132
+ - 00:00.129
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.079
+ - 00:00.078
- 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 3456a18b68..f30acc18ae 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
=================
-**00:00.528** total execution time for 2 files **from
deep_dive/tensor_ir/tutorials**:
+**00:00.521** 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``)
- - 00:00.331
+ - 00:00.323
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.197
+ - 00:00.198
- 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 2e9a103b9d..cc3f812dd3 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
- [[1.3330159 1.6546843 1.3645768 1.7713034 ]
- [0.9164221 1.0934207 0.84514236 1.1358228 ]
- [1.1142664 1.3332002 1.0697683 1.2920587 ]
- [0.9164032 1.299509 0.97430724 1.2612743 ]]
- [[30.994173 27.81109 31.221508 ... 29.47412 31.292322 27.504639]
- [35.41575 30.972158 36.036274 ... 32.150734 36.68631 33.343445]
- [31.385563 30.164062 32.571617 ... 29.13304 33.3442 30.521801]
+ [[0.63915044 0.67665535 0.92371315 0.4753188 ]
+ [0.9264741 0.8494928 1.2998464 0.38732547]
+ [1.0414927 1.2660651 1.6978314 0.89771354]
+ [0.53822845 0.63527685 0.92771745 0.44502142]]
+ [[32.265575 28.489511 37.05292 ... 32.653263 32.91917 33.564487]
+ [32.457462 30.570898 36.143646 ... 33.2806 33.033314 35.925224]
+ [30.753885 29.365652 32.282578 ... 30.72409 27.99588 29.755655]
...
- [31.24895 24.85006 29.112251 ... 28.720509 30.17844 28.969446]
- [31.388016 29.304726 31.331312 ... 31.28323 30.971361 31.91007 ]
- [33.428036 29.847902 33.793983 ... 32.908024 33.271175 30.881506]]
+ [27.922148 26.015657 29.314796 ... 25.395401 25.729609 29.335667]
+ [31.161547 29.935713 33.60422 ... 33.34121 32.682884 34.30122 ]
+ [29.856098 28.140408 32.500607 ... 31.14275 31.046076 32.689533]]
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 754704cef6..101769f229 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)
- 2.2303 2.2303 2.2303 2.2303 0.0000
+ 2.2308 2.2308 2.2308 2.2308 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)
- 0.8470 0.8470 0.8470 0.8470 0.0000
+ 0.8479 0.8479 0.8479 0.8479 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)
- 0.3239 0.3239 0.3239 0.3239 0.0000
+ 0.3244 0.3244 0.3244 0.3244 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 453a753bfb..53e86d73d2 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
- [[-0.02767389 -0.01777117 0.1261156 -0.02937697 -0.08085585 -0.00037914
- -0.15143764 0.01478809 0.01694475 -0.13061526]]
+ [[-0.14291388 -0.1334675 -0.0733017 -0.07842613 0.00426657 0.13567889
+ 0.21011263 0.11106214 0.0325331 0.00487605]]
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.0276739 -0.0177712 0.12611564 -0.02937701 -0.08085588 -0.00037915
- -0.15143768 0.01478812 0.01694475 -0.1306153 ]]
+ [[-0.14291383 -0.13346753 -0.07330167 -0.07842613 0.00426657 0.13567892
+ 0.2101126 0.11106221 0.03253312 0.00487608]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index a9e4320358..0bb1871d87 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
- [[24489.646 26021.682 24558.45 25659.297 22913.965 26395.67 26273.477
- 26738.576 25641.873 24686.77 ]]
+ [[25690.709 25939.29 27337.93 28408.896 24630.58 24816.738 24147.887
+ 24231.29 25600.623 25611.586]]
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 543e01b2c6..573f60610f 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
=================
-**00:08.445** total execution time for 2 files **from get_started/tutorials**:
+**00:08.493** total execution time for 2 files **from get_started/tutorials**:
.. container::
@@ -33,7 +33,7 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
- - 00:08.247
+ - 00:08.296
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- 00:00.197
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 478db2093f..f557f72434 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
- 1.224e-07 secs/op
+ 1.189e-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 6a0872f056..d23726a1ae 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
- [[25142.688 24254.902 24609.793 24273.34 24218.148 24360.27 23946.799
- 24526.725 22512.918 24660.738]]
+ [[24942.36 24782.264 24528.637 26460.43 26495.715 26836.545 25473.227
+ 25798.402 24724.93 25844.568]]
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 1d2495602e..ace585a4bf 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] 34%|███▍ |
15.1M/44.7M [00:00<00:00, 158MB/s] 86%|████████▌ | 38.5M/44.7M
[00:00<00:00, 209MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 206MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 34%|███▎ |
15.0M/44.7M [00:00<00:00, 157MB/s] 86%|████████▌ | 38.2M/44.7M
[00:00<00:00, 208MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 205MB/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 dc3e9660c7..b86f45d562 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
=================
-**00:58.114** total execution time for 4 files **from how_to/tutorials**:
+**00:58.324** 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``)
- - 00:56.238
+ - 00:56.476
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:01.056
+ - 00:01.031
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.613
+ - 00:00.609
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.207
+ - 00:00.208
- 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt
b/docs/_sources/sg_execution_times.rst.txt
index 0328641ca8..181f6be773 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**01:07.297** total execution time for 10 files **from all galleries**:
+**01:07.547** 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``)
- - 00:56.238
+ - 00:56.476
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:08.247
+ - 00:08.296
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:01.056
+ - 00:01.031
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.613
+ - 00:00.609
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.331
+ - 00:00.323
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.207
- - 0.0
- * - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.197
+ - 00:00.208
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
+ - 00:00.198
+ - 0.0
+ * - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- 00:00.197
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.132
+ - 00:00.129
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.079
+ - 00:00.078
- 0.0
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html
b/docs/deep_dive/relax/tutorials/relax_creation.html
index 3d9c8bdac5..ad7b5440ab 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 9dc7302205..a735800898 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 3d06269abc..0bfc133b6c 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>00:00.210</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.208</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>00:00.132</p></td>
+<td><p>00:00.129</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>00:00.079</p></td>
+<td><p>00:00.078</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 0ec237c4db..c146680be2 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>00:00.528</strong> total execution time for 2 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.521</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>00:00.331</p></td>
+<td><p>00:00.323</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>00:00.197</p></td>
+<td><p>00:00.198</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 b4fe6633da..336438c398 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -517,17 +517,17 @@ 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>[[1.3330159 1.6546843 1.3645768
1.7713034 ]
- [0.9164221 1.0934207 0.84514236 1.1358228 ]
- [1.1142664 1.3332002 1.0697683 1.2920587 ]
- [0.9164032 1.299509 0.97430724 1.2612743 ]]
-[[30.994173 27.81109 31.221508 ... 29.47412 31.292322 27.504639]
- [35.41575 30.972158 36.036274 ... 32.150734 36.68631 33.343445]
- [31.385563 30.164062 32.571617 ... 29.13304 33.3442 30.521801]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[0.63915044 0.67665535 0.92371315
0.4753188 ]
+ [0.9264741 0.8494928 1.2998464 0.38732547]
+ [1.0414927 1.2660651 1.6978314 0.89771354]
+ [0.53822845 0.63527685 0.92771745 0.44502142]]
+[[32.265575 28.489511 37.05292 ... 32.653263 32.91917 33.564487]
+ [32.457462 30.570898 36.143646 ... 33.2806 33.033314 35.925224]
+ [30.753885 29.365652 32.282578 ... 30.72409 27.99588 29.755655]
...
- [31.24895 24.85006 29.112251 ... 28.720509 30.17844 28.969446]
- [31.388016 29.304726 31.331312 ... 31.28323 30.971361 31.91007 ]
- [33.428036 29.847902 33.793983 ... 32.908024 33.271175 30.881506]]
+ [27.922148 26.015657 29.314796 ... 25.395401 25.729609 29.335667]
+ [31.161547 29.935713 33.60422 ... 33.34121 32.682884 34.30122 ]
+ [29.856098 28.140408 32.500607 ... 31.14275 31.046076 32.689533]]
</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 b556e9b818..bdf0286dca 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -389,7 +389,7 @@ 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)
- 2.2303 2.2303 2.2303 2.2303 0.0000
+ 2.2308 2.2308 2.2308 2.2308 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -485,7 +485,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8470 0.8470 0.8470 0.8470 0.0000
+ 0.8479 0.8479 0.8479 0.8479 0.0000
</pre></div>
</div>
</section>
@@ -579,7 +579,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3239 0.3239 0.3239 0.3239 0.0000
+ 0.3244 0.3244 0.3244 0.3244 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 e5f32bfbf0..fc6db96fd6 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>[[-0.02767389 -0.01777117 0.1261156
-0.02937697 -0.08085585 -0.00037914
- -0.15143764 0.01478809 0.01694475 -0.13061526]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.14291388 -0.1334675 -0.0733017
-0.07842613 0.00426657 0.13567889
+ 0.21011263 0.11106214 0.0325331 0.00487605]]
</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>[[-0.0276739 -0.0177712 0.12611564
-0.02937701 -0.08085588 -0.00037915
- -0.15143768 0.01478812 0.01694475 -0.1306153 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.14291383 -0.13346753 -0.07330167
-0.07842613 0.00426657 0.13567892
+ 0.2101126 0.11106221 0.03253312 0.00487608]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 03943c90c5..98f796bc8d 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>[[24489.646 26021.682 24558.45 25659.297
22913.965 26395.67 26273.477
- 26738.576 25641.873 24686.77 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[25690.709 25939.29 27337.93 28408.896
24630.58 24816.738 24147.887
+ 24231.29 25600.623 25611.586]]
</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 213feb8768..b622096268 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>00:08.445</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:08.493</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" />
@@ -321,7 +321,7 @@ $(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>00:08.247</p></td>
+<td><p>00:08.296</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>
diff --git a/docs/how_to/tutorials/cross_compilation_and_rpc.html
b/docs/how_to/tutorials/cross_compilation_and_rpc.html
index 70a8c45792..8f9135e1d4 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>1.224e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.189e-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 6305e47e9f..3867ffe5f2 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>[[25142.688 24254.902 24609.793 24273.34
24218.148 24360.27 23946.799
- 24526.725 22512.918 24660.738]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[24942.36 24782.264 24528.637 26460.43
26495.715 26836.545 25473.227
+ 25798.402 24724.93 25844.568]]
</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 3a0094ecb2..76419d9d50 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]
- 34%|███▍ | 15.1M/44.7M [00:00<00:00, 158MB/s]
- 86%|████████▌ | 38.5M/44.7M [00:00<00:00, 209MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 206MB/s]
+ 34%|███▎ | 15.0M/44.7M [00:00<00:00, 157MB/s]
+ 86%|████████▌ | 38.2M/44.7M [00:00<00:00, 208MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 205MB/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 688161dca9..3492970af2 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>00:58.114</strong> total execution time for 4 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:58.324</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"
href="optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
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