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tqchen pushed a commit to branch asf-site
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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 
a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
index 71470e3ce0..14cbefbbfc 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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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
Binary files a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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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 
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 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">&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>[[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">&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>1.208e-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: 
&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]
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 </pre></div>
 </div>
 </section>
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