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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 7b11f062a5 deploying docs 
(apache/tvm@a747614a83ee665a4b0765953b0e5ff098063d5b)
7b11f062a5 is described below

commit 7b11f062a537d0a74aad90a37e95f293ac6a0172
Author: tvm-bot <[email protected]>
AuthorDate: Fri Dec 5 19:57:55 2025 +0000

    deploying docs (apache/tvm@a747614a83ee665a4b0765953b0e5ff098063d5b)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23904 -> 23904 bytes
 .../tir_transformation.zip                         | Bin 15599 -> 15599 bytes
 .../relax_creation.zip                             | Bin 22392 -> 22392 bytes
 .../relax_transformation.zip                       | Bin 11460 -> 11460 bytes
 .../optimize_llm.zip                               | Bin 54101 -> 54101 bytes
 .../e2e_opt_model.zip                              | Bin 11393 -> 11393 bytes
 .../quick_start.zip                                | Bin 16250 -> 16250 bytes
 .../export_and_load_executable.zip                 | Bin 31428 -> 31428 bytes
 .../tir_creation.zip                               | Bin 24379 -> 24379 bytes
 .../cross_compilation_and_rpc.zip                  | Bin 46605 -> 46605 bytes
 .../customize_opt.zip                              | Bin 19813 -> 19813 bytes
 .../relax/tutorials/sg_execution_times.rst.txt     |   6 +--
 .../tensor_ir/tutorials/sg_execution_times.rst.txt |   4 +-
 .../tensor_ir/tutorials/tir_creation.rst.txt       |  20 +++++-----
 .../tensor_ir/tutorials/tir_transformation.rst.txt |   4 +-
 .../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    |   6 +--
 .../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           |  20 +++++-----
 .../relax/tutorials/sg_execution_times.html        |   6 +--
 .../tensor_ir/tutorials/sg_execution_times.html    |   4 +-
 .../tensor_ir/tutorials/tir_creation.html          |  44 +++++++++++++++------
 .../tensor_ir/tutorials/tir_transformation.html    |  21 ++++++++--
 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       |   6 +--
 docs/how_to/tutorials/customize_opt.html           |   4 +-
 docs/how_to/tutorials/e2e_opt_model.html           |   4 +-
 docs/how_to/tutorials/sg_execution_times.html      |  10 ++---
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  20 +++++-----
 36 files changed, 133 insertions(+), 100 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 1a37597685..9f56e2217e 100644
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index 846ae26da9..0ac619d8d7 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 05b8a31509..479a6e6384 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index 0d203e636b..6fcc88a80e 100644
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diff --git 
a/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip
 
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index c740a8b1b2..1cdf297e68 100644
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 differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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index 5642e3dabb..e8109b216f 100644
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index 2ba879d750..620a128ba5 100644
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 4b04c36f1b..737fd59473 100644
Binary files 
a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip and 
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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 5c2e76a126..b865a813d4 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
 =================
-**00:00.180** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.167** 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``)
-     - 00:00.115
+     - 00:00.105
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.065
+     - 00:00.062
      - 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 9875c821bc..6e2ebe1b86 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
 =================
-**00:00.462** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.461** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
 
 .. container::
 
@@ -36,5 +36,5 @@ Computation times
      - 00:00.291
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.171
+     - 00:00.170
      - 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 00d34c86b7..6c80c1ecb2 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
@@ -319,17 +319,17 @@ Now let's check the runtime dynamic shape inference:
 
  .. code-block:: none
 
-    [[0.60942096 0.84645516 0.98756164 0.6153981 ]
-     [0.83415186 0.8584021  1.199376   0.7547234 ]
-     [0.54945505 0.7756574  1.1819091  0.76428306]
-     [0.5031448  1.1994404  1.5541149  1.4473587 ]]
-    [[35.87     33.1763   32.258026 ... 29.796896 34.933445 31.59055 ]
-     [32.094505 29.830654 28.23065  ... 31.534777 32.793255 30.201036]
-     [34.88196  32.92945  32.47066  ... 30.598057 32.35482  30.26512 ]
+    [[0.6715474  1.2280267  0.533652   1.3504729 ]
+     [0.8833955  1.2727956  0.3632774  1.5700781 ]
+     [0.6421578  1.1969383  0.49743363 1.4358609 ]
+     [1.4869148  1.8466927  0.9389133  2.6984706 ]]
+    [[31.492493 32.394226 33.458717 ... 34.2546   35.790073 30.697979]
+     [30.437286 31.249807 31.459671 ... 32.490974 32.251194 28.063501]
+     [31.26686  31.786808 31.861473 ... 34.80189  34.963436 28.80181 ]
      ...
-     [34.32596  33.67481  33.259254 ... 31.59299  32.011272 31.463223]
-     [37.913113 35.970654 31.56241  ... 34.850117 36.345303 32.10645 ]
-     [35.055473 34.27681  31.525208 ... 33.549297 34.217407 29.75633 ]]
+     [28.179085 29.402023 30.498251 ... 32.09526  32.405636 27.452908]
+     [29.047987 30.449211 29.639091 ... 33.977142 33.76336  29.087673]
+     [30.042614 30.737194 32.14147  ... 33.822216 32.783665 27.774841]]
 
 
 
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 b3c7127b03..fb91c2d808 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
@@ -117,7 +117,7 @@ original implementation.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       2.7375       2.7375       2.7375       2.7375       0.0000              
    
+       2.7248       2.7248       2.7248       2.7248       0.0000              
    
 
 
 
@@ -289,7 +289,7 @@ action involves reordering these two loops.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.8583       0.8583       0.8583       0.8583       0.0000              
    
+       0.8596       0.8596       0.8596       0.8596       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 0b9b4dc139..c8ca8d5043 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -692,8 +692,8 @@ We can deploy the IRModule on CPU by specifying the target 
as ``llvm``.
 
  .. code-block:: none
 
-    [[-0.14535214  0.05790894  0.1591861  -0.23873328 -0.00541973 -0.00175765
-       0.01360592 -0.01787736  0.00648485  0.05541257]]
+    [[ 0.35909423  0.1845519  -0.14698339  0.28689134  0.2006289  -0.00813779
+      -0.12674879 -0.22740412  0.08092326  0.26749495]]
 
 
 
@@ -759,8 +759,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.14535208  0.05790879  0.15918612 -0.23873325 -0.0054197  -0.00175767
-       0.0136059  -0.01787737  0.00648483  0.05541249]]
+    [[ 0.35909423  0.1845519  -0.14698336  0.2868914   0.2006289  -0.00813778
+      -0.12674883 -0.22740407  0.08092327  0.26749504]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 4552fc673c..c3a5b7ce97 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst.txt
+++ b/docs/_sources/get_started/tutorials/quick_start.rst.txt
@@ -224,8 +224,8 @@ different devices.
 
  .. code-block:: none
 
-    [[24940.93  24456.674 25620.928 23883.645 24478.639 24230.86  24397.389
-      25640.564 25027.283 24390.143]]
+    [[26668.648 24990.863 26625.012 27740.188 25823.64  25976.72  25123.438
+      24192.576 26949.75  25755.33 ]]
 
 
 
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 e6f33886ee..1d3a373c76 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
 =================
-**00:08.003** total execution time for 2 files **from get_started/tutorials**:
+**00:07.752** 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``)
-     - 00:07.832
+     - 00:07.521
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.171
+     - 00:00.231
      - 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 b183a07061..901e7f9b0f 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
@@ -268,7 +268,7 @@ device and returns the measured cost. Network overhead is 
excluded.
 
  .. code-block:: none
 
-    1.15e-07 secs/op
+    1.16e-07 secs/op
 
 
 
@@ -651,8 +651,8 @@ This workflow is applicable to various deployment scenarios:
     Converted PyTorch model to Relax:
       - Number of parameters: 4
     Using local target for demonstration
-    Exported library to: /tmp/tmpjkippjy6/model_deployed.so
-    Saved parameters to: /tmp/tmpjkippjy6/model_params.npz
+    Exported library to: /tmp/tmpgdlq0tk5/model_deployed.so
+    Saved parameters to: /tmp/tmpgdlq0tk5/model_params.npz
 
     RPC workflow (works for any remote device):
     ==================================================
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt 
b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index 22d4775496..6249a751ed 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -414,8 +414,8 @@ We can build and deploy the optimized model to the TVM 
runtime.
 
  .. code-block:: none
 
-    [[26639.32  26895.412 25552.377 26685.7   25390.91  25575.209 27813.89
-      25089.691 26380.965 26125.473]]
+    [[23224.793 25862.617 23891.225 25146.738 25119.922 23992.895 25569.398
+      26528.234 25065.777 25130.27 ]]
 
 
 
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 753293e617..ce358773da 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
@@ -53,7 +53,7 @@ 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]      58%|█████▊    | 
26.0M/44.7M [00:00<00:00, 272MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 300MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      57%|█████▋    | 
25.4M/44.7M [00:00<00:00, 265MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 292MB/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 86bae12522..f87fd1ddd3 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
 =================
-**00:32.650** total execution time for 5 files **from how_to/tutorials**:
+**00:31.939** total execution time for 5 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,16 +33,16 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:30.485
+     - 00:29.749
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.796
+     - 00:00.802
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.730
+     - 00:00.739
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.637
+     - 00:00.647
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py` 
(``export_and_load_executable.py``)
      - 00:00.002
diff --git a/docs/_sources/sg_execution_times.rst.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 99dfca4c04..584acb56cb 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:41.296** total execution time for 11 files **from all galleries**:
+**00:40.319** total execution time for 11 files **from all galleries**:
 
 .. container::
 
@@ -33,34 +33,34 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:30.485
+     - 00:29.749
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:07.832
+     - 00:07.521
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.796
+     - 00:00.802
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.730
+     - 00:00.739
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.637
+     - 00:00.647
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
      - 00:00.291
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.171
+     - 00:00.231
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.171
+     - 00:00.170
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.115
+     - 00:00.105
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.065
+     - 00:00.062
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py` 
(``../how_to/tutorials/export_and_load_executable.py``)
      - 00:00.002
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index bbb1e53240..6051f8733f 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>00:00.180</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.167</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" />
@@ -316,11 +316,11 @@ $(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>00:00.115</p></td>
+<td><p>00:00.105</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>00:00.065</p></td>
+<td><p>00:00.062</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 37ad61cba3..f99da1f674 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>00:00.462</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.461</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" />
@@ -320,7 +320,7 @@ $(document).ready( function () {
 <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>00:00.171</p></td>
+<td><p>00:00.170</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 ccda7bdb9b..25048784aa 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -193,9 +193,29 @@
 <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>
@@ -489,17 +509,17 @@ 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>[[0.60942096 0.84645516 0.98756164 
0.6153981 ]
- [0.83415186 0.8584021  1.199376   0.7547234 ]
- [0.54945505 0.7756574  1.1819091  0.76428306]
- [0.5031448  1.1994404  1.5541149  1.4473587 ]]
-[[35.87     33.1763   32.258026 ... 29.796896 34.933445 31.59055 ]
- [32.094505 29.830654 28.23065  ... 31.534777 32.793255 30.201036]
- [34.88196  32.92945  32.47066  ... 30.598057 32.35482  30.26512 ]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.6715474  1.2280267  0.533652   
1.3504729 ]
+ [0.8833955  1.2727956  0.3632774  1.5700781 ]
+ [0.6421578  1.1969383  0.49743363 1.4358609 ]
+ [1.4869148  1.8466927  0.9389133  2.6984706 ]]
+[[31.492493 32.394226 33.458717 ... 34.2546   35.790073 30.697979]
+ [30.437286 31.249807 31.459671 ... 32.490974 32.251194 28.063501]
+ [31.26686  31.786808 31.861473 ... 34.80189  34.963436 28.80181 ]
  ...
- [34.32596  33.67481  33.259254 ... 31.59299  32.011272 31.463223]
- [37.913113 35.970654 31.56241  ... 34.850117 36.345303 32.10645 ]
- [35.055473 34.27681  31.525208 ... 33.549297 34.217407 29.75633 ]]
+ [28.179085 29.402023 30.498251 ... 32.09526  32.405636 27.452908]
+ [29.047987 30.449211 29.639091 ... 33.977142 33.76336  29.087673]
+ [30.042614 30.737194 32.14147  ... 33.822216 32.783665 27.774841]]
 </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 905f784e8f..de469fb9a9 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -192,9 +192,22 @@
 <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>
@@ -368,7 +381,7 @@ 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)
-   2.7375       2.7375       2.7375       2.7375       0.0000
+   2.7248       2.7248       2.7248       2.7248       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -464,7 +477,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8583       0.8583       0.8583       0.8583       0.0000
+   0.8596       0.8596       0.8596       0.8596       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 e2c1eeec46..a7ef1de235 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -811,8 +811,8 @@ 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>[[-0.14535214  0.05790894  0.1591861  
-0.23873328 -0.00541973 -0.00175765
-   0.01360592 -0.01787736  0.00648485  0.05541257]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.35909423  0.1845519  -0.14698339  
0.28689134  0.2006289  -0.00813779
+  -0.12674879 -0.22740412  0.08092326  0.26749495]]
 </pre></div>
 </div>
 </section>
@@ -846,8 +846,8 @@ 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>[[-0.14535208  0.05790879  0.15918612 
-0.23873325 -0.0054197  -0.00175767
-   0.0136059  -0.01787737  0.00648483  0.05541249]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.35909423  0.1845519  -0.14698336  
0.2868914   0.2006289  -0.00813778
+  -0.12674883 -0.22740407  0.08092327  0.26749504]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index e900bb81cb..22bcf3294e 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -457,8 +457,8 @@ 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">&quot;forward&quot;</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>[[24940.93  24456.674 25620.928 23883.645 
24478.639 24230.86  24397.389
-  25640.564 25027.283 24390.143]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26668.648 24990.863 26625.012 27740.188 
25823.64  25976.72  25123.438
+  24192.576 26949.75  25755.33 ]]
 </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 10a316c38c..8849acc480 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>00:08.003</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:07.752</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" />
@@ -316,11 +316,11 @@ $(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>00:07.832</p></td>
+<td><p>00:07.521</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>00:00.171</p></td>
+<td><p>00:00.231</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 657bf0c437..a507da63e8 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -473,7 +473,7 @@ device and returns the measured cost. Network overhead is 
excluded.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="s2">&quot;</span><span class="si">%g</span><span class="s2"> 
secs/op&quot;</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>1.15e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.16e-07 secs/op
 </pre></div>
 </div>
 </section>
@@ -822,8 +822,8 @@ for ONNX models. Simply replace <code class="docutils 
literal notranslate"><span
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Converted PyTorch model to Relax:
   - Number of parameters: 4
 Using local target for demonstration
-Exported library to: /tmp/tmpjkippjy6/model_deployed.so
-Saved parameters to: /tmp/tmpjkippjy6/model_params.npz
+Exported library to: /tmp/tmpgdlq0tk5/model_deployed.so
+Saved parameters to: /tmp/tmpgdlq0tk5/model_params.npz
 
 RPC workflow (works for any remote device):
 ==================================================
diff --git a/docs/how_to/tutorials/customize_opt.html 
b/docs/how_to/tutorials/customize_opt.html
index 5e7c956efd..017614ca05 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -606,8 +606,8 @@ 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>[[26639.32  26895.412 25552.377 26685.7   
25390.91  25575.209 27813.89
-  25089.691 26380.965 26125.473]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[23224.793 25862.617 23891.225 25146.738 
25119.922 23992.895 25569.398
+  26528.234 25065.777 25130.27 ]]
 </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 5ebe956483..41da02706d 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -328,8 +328,8 @@ PyTorch.</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Downloading: 
&quot;https://download.pytorch.org/models/resnet18-f37072fd.pth&quot; to 
/workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
 
   0%|          | 0.00/44.7M [00:00&lt;?, ?B/s]
- 58%|█████▊    | 26.0M/44.7M [00:00&lt;00:00, 272MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 300MB/s]
+ 57%|█████▋    | 25.4M/44.7M [00:00&lt;00:00, 265MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 292MB/s]
 </pre></div>
 </div>
 </section>
diff --git a/docs/how_to/tutorials/sg_execution_times.html 
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href="e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span 
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href="export_and_load_executable.html#sphx-glr-how-to-tutorials-export-and-load-executable-py"><span
 class="std std-ref">Export and Load Relax Executables</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">export_and_load_executable.py</span></code>)</p></td>
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 34c6dde856..225a18c47d 100644
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@@ -294,7 +294,7 @@
             
   <section id="computation-times">
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heading"></a></h1>
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href="how_to/tutorials/optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
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class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
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class="pre">../get_started/tutorials/ir_module.py</span></code>)</p></td>
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href="how_to/tutorials/cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
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class="pre">../how_to/tutorials/cross_compilation_and_rpc.py</span></code>)</p></td>
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href="how_to/tutorials/customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span
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class="pre">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
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href="deep_dive/relax/tutorials/relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
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href="how_to/tutorials/export_and_load_executable.html#sphx-glr-how-to-tutorials-export-and-load-executable-py"><span
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