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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 5ce9f33647 deploying docs 
(apache/tvm@7e2ebc928fabbd4bfc13d8ee058eb1bb061a9072)
5ce9f33647 is described below

commit 5ce9f3364726b121568de3bf3fcab16b0121c00a
Author: tvm-bot <[email protected]>
AuthorDate: Sun Feb 22 00:01:05 2026 +0000

    deploying docs (apache/tvm@7e2ebc928fabbd4bfc13d8ee058eb1bb061a9072)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip  | Bin 23917 -> 23917 bytes
 .../tir_transformation.zip                          | Bin 15612 -> 15612 bytes
 .../relax_creation.zip                              | Bin 22399 -> 22399 bytes
 .../relax_transformation.zip                        | Bin 11461 -> 11461 bytes
 .../optimize_llm.zip                                | Bin 54145 -> 54145 bytes
 .../e2e_opt_model.zip                               | Bin 14487 -> 14487 bytes
 .../quick_start.zip                                 | Bin 16255 -> 16255 bytes
 .../export_and_load_executable.zip                  | Bin 31473 -> 31473 bytes
 .../tir_creation.zip                                | Bin 24396 -> 24396 bytes
 .../cross_compilation_and_rpc.zip                   | Bin 47248 -> 47248 bytes
 .../customize_opt.zip                               | Bin 20563 -> 20563 bytes
 .../relax/tutorials/sg_execution_times.rst.txt      |   4 ++--
 .../tensor_ir/tutorials/sg_execution_times.rst.txt  |   4 ++--
 .../tensor_ir/tutorials/tir_creation.rst.txt        |  20 ++++++++++----------
 .../tensor_ir/tutorials/tir_transformation.rst.txt  |   6 +++---
 .../get_started/tutorials/ir_module.rst.txt         |   8 ++++----
 .../get_started/tutorials/quick_start.rst.txt       |   4 ++--
 .../tutorials/sg_execution_times.rst.txt            |   4 ++--
 .../tutorials/cross_compilation_and_rpc.rst.txt     |   6 +++---
 .../_sources/how_to/tutorials/customize_opt.rst.txt |   4 ++--
 .../_sources/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            |  16 ++++++++--------
 .../relax/tutorials/sg_execution_times.html         |   4 ++--
 .../tensor_ir/tutorials/sg_execution_times.html     |   4 ++--
 .../deep_dive/tensor_ir/tutorials/tir_creation.html |  20 ++++++++++----------
 .../tensor_ir/tutorials/tir_transformation.html     |   6 +++---
 docs/get_started/tutorials/ir_module.html           |   8 ++++----
 docs/get_started/tutorials/quick_start.html         |   4 ++--
 docs/get_started/tutorials/sg_execution_times.html  |   4 ++--
 .../how_to/tutorials/cross_compilation_and_rpc.html |   6 +++---
 docs/how_to/tutorials/customize_opt.html            |   4 ++--
 docs/how_to/tutorials/e2e_opt_model.html            |   5 ++---
 docs/how_to/tutorials/sg_execution_times.html       |  10 +++++-----
 docs/searchindex.js                                 |   2 +-
 docs/sg_execution_times.html                        |  16 ++++++++--------
 36 files changed, 90 insertions(+), 91 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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diff --git 
a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index 5d659f57e5..0a706506b0 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 32dc101bb5..a0eccf7b60 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index b3a9eb8787..3f45173d7c 100644
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diff --git 
a/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip
 
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index 743880a5d4..3adb9a1248 100644
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 differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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index 6e79bd5079..54af792493 100644
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index 258dfe9cc4..78fb4c5fc5 100644
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index e89f263309..0a53b62dfb 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 b268b6738b..df9c5dc9a2 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
 =================
-**00:00.177** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.176** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``relax_creation.py``)
-     - 00:00.110
+     - 00:00.109
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
      - 00:00.066
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 8daefeaa69..f1d76d49de 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
 =================
-**00:00.463** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.465** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.293
+     - 00:00.294
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
      - 00:00.170
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 be7932fd13..d3bb10893a 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
 
-    [[1.043384   0.9999138  0.78789574 0.8876337 ]
-     [1.1628908  1.5861392  0.80437964 0.8699633 ]
-     [1.1109937  1.0462672  0.85521656 0.7101768 ]
-     [0.7132396  0.76446295 0.52179766 0.45576227]]
-    [[33.060085 37.369183 34.44806  ... 35.575058 35.20353  34.24729 ]
-     [30.523066 31.268148 29.327932 ... 28.65641  30.062433 29.956575]
-     [32.32059  32.633    30.717638 ... 33.226837 31.726437 29.528452]
+    [[1.17292    0.91648346 0.8262524  0.95658004]
+     [1.1076857  0.7199864  0.8206666  1.0773479 ]
+     [0.8831259  0.42021015 0.67485064 0.7370396 ]
+     [1.8370686  1.4668531  1.2945741  1.5032382 ]]
+    [[32.24929  31.45768  34.10012  ... 32.800087 31.199478 32.272354]
+     [35.193714 36.632385 36.67746  ... 35.324963 34.911297 36.7689  ]
+     [32.05966  35.05092  32.203987 ... 31.471924 33.26763  32.820522]
      ...
-     [32.66213  34.527878 31.192915 ... 33.97715  32.543552 32.134163]
-     [33.93848  34.609097 32.432255 ... 34.902252 33.054115 31.940563]
-     [35.216145 35.81963  33.349606 ... 34.09603  32.36342  31.524366]]
+     [32.590965 34.08703  34.747597 ... 31.897593 32.083057 33.46628 ]
+     [33.758244 34.524887 35.77564  ... 35.521263 32.502956 33.75785 ]
+     [35.354668 34.58142  35.81939  ... 34.284603 34.813335 34.535015]]
 
 
 
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 1e597aea21..5deec32ace 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)  
-       2.7241       2.7241       2.7241       2.7241       0.0000              
    
+       2.7380       2.7380       2.7380       2.7380       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)  
-       0.8574       0.8574       0.8574       0.8574       0.0000              
    
+       0.8589       0.8589       0.8589       0.8589       0.0000              
    
 
 
 
@@ -417,7 +417,7 @@ from the reduction update via the **decompose_reduction** 
primitive.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.3356       0.3356       0.3356       0.3356       0.0000              
    
+       0.3375       0.3375       0.3375       0.3375       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 6300e5569b..a5de8f6cfe 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -694,8 +694,8 @@ We can deploy the IRModule on CPU by specifying the target 
as ``llvm``.
 
  .. code-block:: none
 
-    [[ 0.02217221 -0.16720816 -0.05909692  0.01835591  0.06379086  0.1631485
-       0.1794787   0.10909051  0.21087581  0.04859555]]
+    [[-0.28404564  0.00272181 -0.22782186  0.0821941  -0.1720191  -0.01127899
+      -0.00954434 -0.03731813 -0.05076554  0.0535505 ]]
 
 
 
@@ -761,8 +761,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[ 0.02217225 -0.16720814 -0.05909691  0.01835592  0.06379092  0.16314855
-       0.1794787   0.10909049  0.21087584  0.04859558]]
+    [[-0.28404567  0.00272181 -0.22782183  0.08219418 -0.17201914 -0.01127904
+      -0.00954432 -0.03731816 -0.05076549  0.05355055]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 40d8f39926..24f6960705 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
 
-    [[26589.236 24810.525 25876.775 25246.2   26419.906 26457.672 25252.975
-      25495.879 25769.824 24098.123]]
+    [[26859.39  25046.855 24402.248 24327.256 26169.174 25289.156 25831.693
+      25583.24  25896.07  24637.238]]
 
 
 
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 cf822a6cc4..6339913351 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
 =================
-**00:06.508** total execution time for 2 files **from get_started/tutorials**:
+**00:06.506** total execution time for 2 files **from get_started/tutorials**:
 
 .. container::
 
@@ -36,5 +36,5 @@ Computation times
      - 00:06.333
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.175
+     - 00:00.173
      - 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 749ec90324..8ee4123cfc 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
 
-    1.13e-07 secs/op
+    1.12e-07 secs/op
 
 
 
@@ -653,8 +653,8 @@ 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/tmprza98vqd/model_deployed.so
-    Saved parameters to: /tmp/tmprza98vqd/model_params.npz
+    Exported library to: /tmp/tmpx8qco4z5/model_deployed.so
+    Saved parameters to: /tmp/tmpx8qco4z5/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 9a7138410d..7bb98acf7e 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -423,8 +423,8 @@ We can build and deploy the optimized model to the TVM 
runtime.
 
  .. code-block:: none
 
-    [[23634.07  24744.12  23651.22  24416.582 24549.852 25890.049 23867.902
-      24776.584 24266.387 23444.715]]
+    [[24874.906 24102.477 27086.707 27581.41  25157.516 25905.383 25222.834
+      25831.816 24765.482 25702.902]]
 
 
 
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 c3f54571d4..9bbc4733e6 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]      41%|████      | 
18.4M/44.7M [00:00<00:00, 193MB/s]      95%|█████████▍| 42.4M/44.7M 
[00:00<00:00, 226MB/s]     100%|██████████| 44.7M/44.7M [00:00<00:00, 223MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      50%|████▉     | 
22.1M/44.7M [00:00<00:00, 232MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 267MB/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 01bfbf0ea5..094f40a9bc 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
 =================
-**00:34.030** total execution time for 5 files **from how_to/tutorials**:
+**00:34.197** 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``)
-     - 00:32.247
+     - 00:32.400
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.690
+     - 00:00.699
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.578
+     - 00:00.574
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.513
+     - 00:00.523
      - 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 0890461f91..887682092a 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:41.177** total execution time for 11 files **from all galleries**:
+**00:41.344** total execution time for 11 files **from all galleries**:
 
 .. container::
 
@@ -33,31 +33,31 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:32.247
+     - 00:32.400
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
      - 00:06.333
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.690
+     - 00:00.699
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.578
+     - 00:00.574
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.513
+     - 00:00.523
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.293
+     - 00:00.294
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.175
+     - 00:00.173
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
      - 00:00.170
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.110
+     - 00:00.109
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
      - 00:00.066
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 19f17ba3d1..71e46f8d9f 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>00:00.177</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.176</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" />
@@ -316,7 +316,7 @@ $(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>00:00.110</p></td>
+<td><p>00:00.109</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>
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 0dfa5e085d..a80215f760 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>00:00.463</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.465</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" />
@@ -316,7 +316,7 @@ $(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>00:00.293</p></td>
+<td><p>00:00.294</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>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
index 7cad454c64..9526286c71 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -489,17 +489,17 @@ be used to ascertain the shape and data type of a 
TensorIR.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="n">evaluate_dynamic_shape</span><span class="p">(</span><span 
class="n">dyn_shape_lib</span><span class="p">,</span> <span 
class="n">m</span><span class="o">=</span><span class="mi">64</span><span 
class="p">,</span> <span class="n">n</span><span class="o">=</span><span 
class="mi">64</span><span class="p">,</span> <a 
href="../../../reference/api/python/tir/tir.html#tvm.tir.IterVar" 
title="tvm.tir.IterVar" class="sphx-glr-ba [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.043384   0.9999138  0.78789574 
0.8876337 ]
- [1.1628908  1.5861392  0.80437964 0.8699633 ]
- [1.1109937  1.0462672  0.85521656 0.7101768 ]
- [0.7132396  0.76446295 0.52179766 0.45576227]]
-[[33.060085 37.369183 34.44806  ... 35.575058 35.20353  34.24729 ]
- [30.523066 31.268148 29.327932 ... 28.65641  30.062433 29.956575]
- [32.32059  32.633    30.717638 ... 33.226837 31.726437 29.528452]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[1.17292    0.91648346 0.8262524  
0.95658004]
+ [1.1076857  0.7199864  0.8206666  1.0773479 ]
+ [0.8831259  0.42021015 0.67485064 0.7370396 ]
+ [1.8370686  1.4668531  1.2945741  1.5032382 ]]
+[[32.24929  31.45768  34.10012  ... 32.800087 31.199478 32.272354]
+ [35.193714 36.632385 36.67746  ... 35.324963 34.911297 36.7689  ]
+ [32.05966  35.05092  32.203987 ... 31.471924 33.26763  32.820522]
  ...
- [32.66213  34.527878 31.192915 ... 33.97715  32.543552 32.134163]
- [33.93848  34.609097 32.432255 ... 34.902252 33.054115 31.940563]
- [35.216145 35.81963  33.349606 ... 34.09603  32.36342  31.524366]]
+ [32.590965 34.08703  34.747597 ... 31.897593 32.083057 33.46628 ]
+ [33.758244 34.524887 35.77564  ... 35.521263 32.502956 33.75785 ]
+ [35.354668 34.58142  35.81939  ... 34.284603 34.813335 34.535015]]
 </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 0e00cacd46..2683521e89 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -368,7 +368,7 @@ 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)
-   2.7241       2.7241       2.7241       2.7241       0.0000
+   2.7380       2.7380       2.7380       2.7380       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -464,7 +464,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8574       0.8574       0.8574       0.8574       0.0000
+   0.8589       0.8589       0.8589       0.8589       0.0000
 </pre></div>
 </div>
 </section>
@@ -558,7 +558,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3356       0.3356       0.3356       0.3356       0.0000
+   0.3375       0.3375       0.3375       0.3375       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 d4c3f66985..0638901a9d 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -813,8 +813,8 @@ 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>[[ 0.02217221 -0.16720816 -0.05909692  
0.01835591  0.06379086  0.1631485
-   0.1794787   0.10909051  0.21087581  0.04859555]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.28404564  0.00272181 -0.22782186  
0.0821941  -0.1720191  -0.01127899
+  -0.00954434 -0.03731813 -0.05076554  0.0535505 ]]
 </pre></div>
 </div>
 </section>
@@ -848,8 +848,8 @@ 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>[[ 0.02217225 -0.16720814 -0.05909691  
0.01835592  0.06379092  0.16314855
-   0.1794787   0.10909049  0.21087584  0.04859558]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.28404567  0.00272181 -0.22782183  
0.08219418 -0.17201914 -0.01127904
+  -0.00954432 -0.03731816 -0.05076549  0.05355055]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 4e23ada0f6..cceb164cc1 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>[[26589.236 24810.525 25876.775 25246.2   
26419.906 26457.672 25252.975
-  25495.879 25769.824 24098.123]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26859.39  25046.855 24402.248 24327.256 
26169.174 25289.156 25831.693
+  25583.24  25896.07  24637.238]]
 </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 495f6c949a..abceaab4cd 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>00:06.508</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:06.506</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" />
@@ -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="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>00:00.175</p></td>
+<td><p>00:00.173</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 4ccaa48f73..ceaf1868d7 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>1.13e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.12e-07 secs/op
 </pre></div>
 </div>
 </section>
@@ -824,8 +824,8 @@ for ONNX models. Simply replace <code class="docutils 
literal notranslate"><span
 Converted PyTorch model to Relax:
   - Number of parameters: 4
 Using local target for demonstration
-Exported library to: /tmp/tmprza98vqd/model_deployed.so
-Saved parameters to: /tmp/tmprza98vqd/model_params.npz
+Exported library to: /tmp/tmpx8qco4z5/model_deployed.so
+Saved parameters to: /tmp/tmpx8qco4z5/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 64d87c910d..ccc85ca681 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -615,8 +615,8 @@ 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>[[23634.07  24744.12  23651.22  24416.582 
24549.852 25890.049 23867.902
-  24776.584 24266.387 23444.715]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24874.906 24102.477 27086.707 27581.41  
25157.516 25905.383 25222.834
+  25831.816 24765.482 25702.902]]
 </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 b3ad87858f..fa2395f9fd 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -328,9 +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]
- 41%|████      | 18.4M/44.7M [00:00&lt;00:00, 193MB/s]
- 95%|█████████▍| 42.4M/44.7M [00:00&lt;00:00, 226MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 223MB/s]
+ 50%|████▉     | 22.1M/44.7M [00:00&lt;00:00, 232MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 267MB/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 ce1ca68188..ef3f71fdad 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>00:34.030</strong> total execution time for 5 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:34.197</strong> total execution time for 5 files <strong>from 
how_to/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -316,19 +316,19 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span 
class="std std-ref">Optimize Large Language Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">optimize_llm.py</span></code>)</p></td>
-<td><p>00:32.247</p></td>
+<td><p>00:32.400</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span 
class="std std-ref">Customize Optimization</span></a> (<code class="docutils 
literal notranslate"><span class="pre">customize_opt.py</span></code>)</p></td>
-<td><p>00:00.690</p></td>
+<td><p>00:00.699</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
 class="std std-ref">Cross Compilation and RPC</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.578</p></td>
+<td><p>00:00.574</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span 
class="std std-ref">End-to-End Optimize Model</span></a> (<code class="docutils 
literal notranslate"><span class="pre">e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.513</p></td>
+<td><p>00:00.523</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
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>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index ab3bd65775..3eeaa42a8a 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
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"cross-compile-tvm-runtime"]], "1. The lack of numpy on device machine caused 
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"pack-and-deploy-to-device-machine"]], "2. The lack of cloudpickle on device 
machine caused the RPC server can\u2019t be launched.": [[40, 
"the-lack-of-cloudpickle-on-devi [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"1. Cross Compile TVM Runtime": [[40, 
"cross-compile-tvm-runtime"]], "1. The lack of numpy on device machine caused 
the RPC server can\u2019t be launched.": [[40, 
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"pack-and-deploy-to-device-machine"]], "2. The lack of cloudpickle on device 
machine caused the RPC server can\u2019t be launched.": [[40, 
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 993772540c..819d038a9f 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
class="headerlink" href="#computation-times" title="Link to this 
heading"></a></h1>
-<p><strong>00:41.177</strong> total execution time for 11 files <strong>from 
all galleries</strong>:</p>
+<p><strong>00:41.344</strong> total execution time for 11 files <strong>from 
all galleries</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" />
@@ -316,7 +316,7 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
 class="std std-ref">Optimize Large Language Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
-<td><p>00:32.247</p></td>
+<td><p>00:32.400</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="get_started/tutorials/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">../get_started/tutorials/ir_module.py</span></code>)</p></td>
@@ -324,23 +324,23 @@ $(document).ready( function () {
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span
 class="std std-ref">Customize Optimization</span></a> (<code class="docutils 
literal notranslate"><span 
class="pre">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
-<td><p>00:00.690</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="how_to/tutorials/cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
 class="std std-ref">Cross Compilation and RPC</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.578</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span
 class="std std-ref">End-to-End Optimize Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/tensor_ir/tutorials/tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
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notranslate"><span 
class="pre">../deep_dive/tensor_ir/tutorials/tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.293</p></td>
+<td><p>00:00.294</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="get_started/tutorials/quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span
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notranslate"><span 
class="pre">../get_started/tutorials/quick_start.py</span></code>)</p></td>
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href="deep_dive/tensor_ir/tutorials/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">../deep_dive/tensor_ir/tutorials/tir_creation.py</span></code>)</p></td>
@@ -348,7 +348,7 @@ $(document).ready( function () {
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href="deep_dive/relax/tutorials/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">../deep_dive/relax/tutorials/relax_creation.py</span></code>)</p></td>
-<td><p>00:00.110</p></td>
+<td><p>00:00.109</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/relax/tutorials/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">../deep_dive/relax/tutorials/relax_transformation.py</span></code>)</p></td>


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