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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 4ec4c6706d deploying docs
(apache/tvm@6850a94563aece3f3b296f00b6cbb0865cdc54b5)
4ec4c6706d is described below
commit 4ec4c6706d60636f01d46b8bc21ceb2938e7e994
Author: tvm-bot <[email protected]>
AuthorDate: Fri Aug 15 11:55:24 2025 +0000
deploying docs (apache/tvm@6850a94563aece3f3b296f00b6cbb0865cdc54b5)
---
.../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 | 14 +++----
docs/_sources/sg_execution_times.rst.txt | 30 +++++++-------
.../relax/tutorials/sg_execution_times.html | 6 +--
.../tensor_ir/tutorials/sg_execution_times.html | 6 +--
.../tensor_ir/tutorials/tir_creation.html | 44 +++++++++++++++------
.../tensor_ir/tutorials/tir_transformation.html | 23 ++++++++---
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 | 14 +++----
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 30 +++++++-------
35 files changed, 148 insertions(+), 115 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 df99d481f7..24f0917893 100644
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diff --git
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
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index 71470e3ce0..14cbefbbfc 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index 7a4fb1bfa7..830b4dc5e7 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
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index 8bccb66b19..9741e0be66 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 c5eb7ece88..cfe94e5a1c 100644
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diff --git
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
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index fcb439293c..0a155bd302 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 e42e1ba8a6..417cfdc821 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 83fb799c7f..9007281600 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
=================
-**00:00.204** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.218** 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``)
- - 00:00.127
+ - 00:00.135
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.077
+ - 00:00.082
- 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 68b93facb4..e335d51eb1 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
=================
-**00:00.531** total execution time for 2 files **from
deep_dive/tensor_ir/tutorials**:
+**00:00.544** 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``)
- - 00:00.334
+ - 00:00.338
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.197
+ - 00:00.206
- 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 7f2c00241a..35f3492640 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
- [[0.9042014 1.0294753 0.48714185 1.1290406 ]
- [0.4128884 0.79741466 0.37010193 0.87436277]
- [0.60499847 1.1543994 0.37373313 1.1478958 ]
- [0.4621305 0.66353506 0.5094205 0.824476 ]]
- [[35.64761 34.622513 33.340366 ... 40.268177 35.63738 32.314762]
- [33.13905 33.869644 31.897852 ... 36.780403 33.967907 31.801699]
- [32.700916 33.989525 32.626583 ... 37.197315 32.949425 32.0711 ]
+ [[0.605837 0.57582074 0.8733929 0.58874613]
+ [0.7159661 0.76865864 1.1297101 1.0679153 ]
+ [0.512403 0.89332616 0.6938664 0.94951475]
+ [0.53578365 0.8216633 0.8235646 0.91838145]]
+ [[32.856544 32.963997 33.23239 ... 35.345043 31.694164 33.559105]
+ [34.3042 35.955208 35.11184 ... 37.52315 35.966167 35.150368]
+ [31.14359 34.446342 31.59901 ... 33.53765 32.55231 32.387634]
...
- [30.663267 30.770166 29.636053 ... 34.54353 31.511696 28.471815]
- [29.28024 29.802374 27.85486 ... 32.586185 31.496147 28.53542 ]
- [31.88091 33.07869 32.925327 ... 38.462017 33.782448 29.693033]]
+ [28.29073 29.136786 30.92802 ... 30.640749 28.850025 29.171059]
+ [30.569086 33.690647 32.768627 ... 33.871372 33.105495 34.400974]
+ [33.270657 33.178745 33.700665 ... 36.43395 34.328484 35.274063]]
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 75ad2cd3b8..3fbb011efb 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)
- 2.2292 2.2292 2.2292 2.2292 0.0000
+ 2.3082 2.3082 2.3082 2.3082 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)
- 0.8488 0.8488 0.8488 0.8488 0.0000
+ 0.8748 0.8748 0.8748 0.8748 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)
- 0.3200 0.3200 0.3200 0.3200 0.0000
+ 0.3306 0.3306 0.3306 0.3306 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 17cbfc247f..aff8cbcb36 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
- [[-0.14454584 0.10782966 0.0378252 -0.08867443 -0.03176176 -0.15210204
- 0.08518459 -0.13160697 0.10303707 -0.02695633]]
+ [[ 0.09305764 0.02551418 0.13760278 0.02771919 -0.06810343 -0.15518266
+ 0.11465103 -0.02567359 -0.00177857 0.08043189]]
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.14454581 0.10782963 0.03782523 -0.08867437 -0.03176173 -0.15210204
- 0.08518463 -0.1316069 0.10303704 -0.02695631]]
+ [[ 0.09305762 0.02551419 0.1376028 0.02771918 -0.06810343 -0.15518269
+ 0.114651 -0.02567356 -0.00177852 0.08043186]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 6551d77683..cdc3ffabdd 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
- [[23578.61 25347.217 22560.152 24459.61 23347.377 24640.441 24271.975
- 24034.56 23966.334 23773.332]]
+ [[27155.994 24280.408 24248.81 26064.13 23974.951 23753.943 25891.807
+ 23748.273 23384.402 24762.357]]
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 e14b8ef519..f12df17ebc 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
=================
-**00:07.541** total execution time for 2 files **from get_started/tutorials**:
+**00:08.656** 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``)
- - 00:07.333
+ - 00:08.456
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.207
+ - 00:00.199
- 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 cfbed0788d..e71bf3bc3b 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
- 1.208e-07 secs/op
+ 1.241e-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 56970d079e..053aee4e85 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
- [[26260.355 25188.688 24659.695 24712.523 23388.047 25319.74 24794.81
- 24211.2 23101.541 25990.824]]
+ [[23015.285 25630.113 24297.734 23944.71 24783.385 23551.547 24337.172
+ 23403.133 25082.973 24772.363]]
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 a8feb37fcc..6a5b87b90a 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] 39%|███▉ |
17.5M/44.7M [00:00<00:00, 183MB/s] 91%|█████████ | 40.5M/44.7M
[00:00<00:00, 217MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 215MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 41%|████▏ |
18.5M/44.7M [00:00<00:00, 194MB/s] 93%|█████████▎| 41.5M/44.7M
[00:00<00:00, 221MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 218MB/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 4005b91303..372de144c3 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
=================
-**00:40.420** total execution time for 4 files **from how_to/tutorials**:
+**00:40.428** 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``)
- - 00:38.890
- - 0.0
- * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.687
+ - 00:38.784
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.629
+ - 00:00.736
+ - 0.0
+ * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
+ - 00:00.690
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.214
+ - 00:00.218
- 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt
b/docs/_sources/sg_execution_times.rst.txt
index fe7ee2204b..630f80f877 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:48.696** total execution time for 10 files **from all galleries**:
+**00:49.846** 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``)
- - 00:38.890
+ - 00:38.784
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:07.333
- - 0.0
- * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.687
+ - 00:08.456
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.629
+ - 00:00.736
+ - 0.0
+ * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
+ - 00:00.690
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.334
+ - 00:00.338
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.214
- - 0.0
- * - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.207
+ - 00:00.218
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.197
+ - 00:00.206
+ - 0.0
+ * - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
+ - 00:00.199
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.127
+ - 00:00.135
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.077
+ - 00:00.082
- 0.0
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index e83c3abd8d..04dcc74abd 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>00:00.204</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.218</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>00:00.127</p></td>
+<td><p>00:00.135</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>00:00.077</p></td>
+<td><p>00:00.082</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 216e456d09..f71f2739ac 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>00:00.531</strong> total execution time for 2 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.544</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>00:00.334</p></td>
+<td><p>00:00.338</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>00:00.206</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 bb394f5b02..16db16bc15 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -198,9 +198,29 @@
<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="../index.html">TensorIR</a></li>
+<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">TensorIR</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Tensor Program Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand TensorIR Abstraction</a></li>
+<li class="toctree-l2 current"><a class="current reference internal"
href="#">TensorIR Creation</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="#create-tensorir-using-tvmscript">Create TensorIR using TVMScript</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="#standard-format">Standard Format</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="#concise-with-syntactic-sugar">Concise with Syntactic Sugar</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="#interactive-with-python-variables">Interactive with Python
Variables</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="#tensorir-function-with-dynamic-shapes">TensorIR Function with Dynamic
Shapes</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal"
href="#create-tensorir-using-tensor-expression">Create TensorIR using Tensor
Expression</a><ul>
+<li class="toctree-l4"><a class="reference internal"
href="#create-static-shape-functions">Create Static-Shape Functions</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="#create-dynamic-shape-functions">Create Dynamic-Shape Functions</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal"
href="tir_transformation.html">Transformation</a></li>
+</ul>
+</li>
<li class="toctree-l1"><a class="reference internal"
href="../../relax/index.html">Relax</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
@@ -497,17 +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>[[0.9042014 1.0294753 0.48714185
1.1290406 ]
- [0.4128884 0.79741466 0.37010193 0.87436277]
- [0.60499847 1.1543994 0.37373313 1.1478958 ]
- [0.4621305 0.66353506 0.5094205 0.824476 ]]
-[[35.64761 34.622513 33.340366 ... 40.268177 35.63738 32.314762]
- [33.13905 33.869644 31.897852 ... 36.780403 33.967907 31.801699]
- [32.700916 33.989525 32.626583 ... 37.197315 32.949425 32.0711 ]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[0.605837 0.57582074 0.8733929
0.58874613]
+ [0.7159661 0.76865864 1.1297101 1.0679153 ]
+ [0.512403 0.89332616 0.6938664 0.94951475]
+ [0.53578365 0.8216633 0.8235646 0.91838145]]
+[[32.856544 32.963997 33.23239 ... 35.345043 31.694164 33.559105]
+ [34.3042 35.955208 35.11184 ... 37.52315 35.966167 35.150368]
+ [31.14359 34.446342 31.59901 ... 33.53765 32.55231 32.387634]
...
- [30.663267 30.770166 29.636053 ... 34.54353 31.511696 28.471815]
- [29.28024 29.802374 27.85486 ... 32.586185 31.496147 28.53542 ]
- [31.88091 33.07869 32.925327 ... 38.462017 33.782448 29.693033]]
+ [28.29073 29.136786 30.92802 ... 30.640749 28.850025 29.171059]
+ [30.569086 33.690647 32.768627 ... 33.871372 33.105495 34.400974]
+ [33.270657 33.178745 33.700665 ... 36.43395 34.328484 35.274063]]
</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 1e1294f076..be6058867c 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -197,9 +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="../index.html">TensorIR</a></li>
+<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">TensorIR</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Tensor Program Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand TensorIR Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="tir_creation.html">TensorIR 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="#initialization-schedule">Initialization Schedule</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#loop-tiling">Loop
Tiling</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#leverage-localities">Leverage Localities</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#rewrite-reduction">Rewrite Reduction</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#trace-the-transformation">Trace the Transformation</a></li>
+</ul>
+</li>
+</ul>
+</li>
<li class="toctree-l1"><a class="reference internal"
href="../../relax/index.html">Relax</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
@@ -376,7 +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)
- 2.2292 2.2292 2.2292 2.2292 0.0000
+ 2.3082 2.3082 2.3082 2.3082 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -472,7 +485,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8488 0.8488 0.8488 0.8488 0.0000
+ 0.8748 0.8748 0.8748 0.8748 0.0000
</pre></div>
</div>
</section>
@@ -566,7 +579,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3200 0.3200 0.3200 0.3200 0.0000
+ 0.3306 0.3306 0.3306 0.3306 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 a605c23fcd..43acfa2ca3 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>[[-0.14454584 0.10782966 0.0378252
-0.08867443 -0.03176176 -0.15210204
- 0.08518459 -0.13160697 0.10303707 -0.02695633]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.09305764 0.02551418 0.13760278
0.02771919 -0.06810343 -0.15518266
+ 0.11465103 -0.02567359 -0.00177857 0.08043189]]
</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>[[-0.14454581 0.10782963 0.03782523
-0.08867437 -0.03176173 -0.15210204
- 0.08518463 -0.1316069 0.10303704 -0.02695631]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.09305762 0.02551419 0.1376028
0.02771918 -0.06810343 -0.15518269
+ 0.114651 -0.02567356 -0.00177852 0.08043186]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 4c2c942091..8e06e67a54 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>[[23578.61 25347.217 22560.152 24459.61
23347.377 24640.441 24271.975
- 24034.56 23966.334 23773.332]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[27155.994 24280.408 24248.81 26064.13
23974.951 23753.943 25891.807
+ 23748.273 23384.402 24762.357]]
</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 c1470cb12a..eb3942461d 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>00:07.541</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:08.656</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>00:07.333</p></td>
+<td><p>00:08.456</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>00:00.207</p></td>
+<td><p>00:00.199</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 d5e50c2d66..7eed05e5f6 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>1.208e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.241e-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 4c8e6a4098..5133b025cd 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>[[26260.355 25188.688 24659.695 24712.523
23388.047 25319.74 24794.81
- 24211.2 23101.541 25990.824]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[23015.285 25630.113 24297.734 23944.71
24783.385 23551.547 24337.172
+ 23403.133 25082.973 24772.363]]
</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 b684bc5dfc..ac87ab1419 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]
- 39%|███▉ | 17.5M/44.7M [00:00<00:00, 183MB/s]
- 91%|█████████ | 40.5M/44.7M [00:00<00:00, 217MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 215MB/s]
+ 41%|████▏ | 18.5M/44.7M [00:00<00:00, 194MB/s]
+ 93%|█████████▎| 41.5M/44.7M [00:00<00:00, 221MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 218MB/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 f86eb46059..7490c0c972 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>00:40.420</strong> total execution time for 4 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:40.428</strong> total execution time for 4 files <strong>from
how_to/tutorials</strong>:</p>
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