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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 2f2725f916 deploying docs
(apache/tvm@efdf2b2dbb674d990e32b881c3de0e62986c9407)
2f2725f916 is described below
commit 2f2725f916b0a388178009807ab542b6b775e82b
Author: tvm-bot <[email protected]>
AuthorDate: Wed Feb 4 02:29:56 2026 +0000
deploying docs (apache/tvm@efdf2b2dbb674d990e32b881c3de0e62986c9407)
---
.../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23904 -> 23904 bytes
.../tir_transformation.zip | Bin 15607 -> 15607 bytes
.../relax_creation.zip | Bin 22398 -> 22398 bytes
.../relax_transformation.zip | Bin 11460 -> 11460 bytes
.../optimize_llm.zip | Bin 54101 -> 54101 bytes
.../e2e_opt_model.zip | Bin 14486 -> 14486 bytes
.../quick_start.zip | Bin 16250 -> 16250 bytes
.../export_and_load_executable.zip | Bin 31428 -> 31428 bytes
.../tir_creation.zip | Bin 24395 -> 24395 bytes
.../cross_compilation_and_rpc.zip | Bin 46607 -> 46607 bytes
.../customize_opt.zip | Bin 19813 -> 19813 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 | 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 | 18 ++++-----
docs/deep_dive/relax/tutorials/relax_creation.html | 16 +++++++-
.../relax/tutorials/relax_transformation.html | 15 ++++++-
.../relax/tutorials/sg_execution_times.html | 4 +-
.../tensor_ir/tutorials/sg_execution_times.html | 4 +-
.../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 | 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 | 18 ++++-----
38 files changed, 159 insertions(+), 102 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 19af72e3e9..02bc30d06b 100644
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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 faa08c53de..1e4f9c1895 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index acd6c60409..405e6d705d 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
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index 85a1ab668d..4f4b3b2ee8 100644
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diff --git
a/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip
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index c9a3fb4c45..d5f345b6d8 100644
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
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index 3b20c4530a..c808c77366 100644
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diff --git
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
index 421d3a7a33..ffef9eb75b 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 d865e931e7..ae26604074 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 b10def962a..9c8bef6a20 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
=================
-**00:00.169** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.166** 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``)
- - 00:00.107
+ - 00:00.104
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- 00:00.062
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 304a4f102b..38dc17adb2 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
=================
-**00:00.459** total execution time for 2 files **from
deep_dive/tensor_ir/tutorials**:
+**00:00.456** 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``)
- - 00:00.291
+ - 00:00.288
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- 00:00.168
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 87a2f12bf3..5173088fa7 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
- [[1.283284 0.5764071 1.038986 1.2722692 ]
- [1.6060636 0.6041434 1.2235143 1.2156149 ]
- [1.3695315 0.49164733 1.2426801 1.3301219 ]
- [1.4233516 0.58203995 1.3419538 1.2892644 ]]
- [[34.122246 31.878885 28.334093 ... 29.35363 29.463213 32.8619 ]
- [37.409477 33.95032 31.488604 ... 33.98875 30.989418 37.078545]
- [34.61859 30.25444 27.737358 ... 29.522179 28.92928 32.167206]
+ [[0.38552648 0.33581328 0.3871007 0.39263284]
+ [0.977505 0.57996744 0.81052583 1.4056233 ]
+ [1.1672918 0.8112856 1.1898583 1.1877823 ]
+ [1.2115393 0.6609837 1.1761876 0.965806 ]]
+ [[29.383812 30.977575 32.478504 ... 33.67447 31.902784 28.072628]
+ [30.479107 32.889854 33.501408 ... 35.17862 34.201935 29.10948 ]
+ [28.87309 28.597345 30.510307 ... 30.676235 30.242079 26.341204]
...
- [37.781666 32.207054 29.835476 ... 32.794724 32.65754 34.948093]
- [35.09368 30.488098 28.243963 ... 29.979837 31.019611 33.04112 ]
- [37.539093 34.39446 29.965181 ... 33.46115 32.880707 37.88117 ]]
+ [33.74776 32.233086 34.614338 ... 36.40531 33.232395 30.255785]
+ [33.760246 34.682495 37.519554 ... 36.254883 34.769314 30.772688]
+ [28.653088 29.006968 31.337795 ... 31.380644 32.440968 28.047651]]
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 b023801519..030370c045 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)
- 2.7320 2.7320 2.7320 2.7320 0.0000
+ 2.7311 2.7311 2.7311 2.7311 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)
- 0.8593 0.8593 0.8593 0.8593 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)
- 0.3374 0.3374 0.3374 0.3374 0.0000
+ 0.3391 0.3391 0.3391 0.3391 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 8e766e247e..52d7120d0b 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
- [[-0.2198917 -0.07005009 -0.14947233 -0.0766062 -0.11506198 -0.19624665
- -0.04778313 0.07792596 0.25254533 0.04402253]]
+ [[-0.02337905 0.20133111 0.25224388 -0.10658425 0.01436572 0.065006
+ 0.11357843 -0.30431235 0.02466759 0.04653464]]
@@ -759,8 +759,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.21989162 -0.07005012 -0.14947224 -0.07660618 -0.11506198 -0.19624662
- -0.04778307 0.07792587 0.2525453 0.04402252]]
+ [[-0.0233791 0.20133108 0.25224382 -0.10658428 0.01436573 0.06500597
+ 0.11357845 -0.30431235 0.02466762 0.04653459]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 7e0e7242b9..8cad60c5be 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
- [[24340.922 24475.895 24510.662 22810.904 23573.092 24423.363 24012.604
- 23979.234 22967.24 24610.229]]
+ [[26010.742 25643.629 24622.992 23738.9 25572.104 24975.31 26131.736
+ 25774.893 25509.707 24556.795]]
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 9f022c22be..366c3c12cb 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
=================
-**00:07.708** total execution time for 2 files **from get_started/tutorials**:
+**00:06.728** 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``)
- - 00:07.536
+ - 00:06.558
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.172
+ - 00:00.171
- 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 fcb7781c4f..a6ed2d7c8c 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
- 1.26e-07 secs/op
+ 1.17e-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/tmpcjpuq7ic/model_deployed.so
- Saved parameters to: /tmp/tmpcjpuq7ic/model_params.npz
+ Exported library to: /tmp/tmph0ryrbz0/model_deployed.so
+ Saved parameters to: /tmp/tmph0ryrbz0/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 581d0dd462..894623aa5b 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
- [[24444.889 26612.14 27475.062 25252.121 24265.297 25723.895 24024.896
- 24221.893 24327.453 25029.781]]
+ [[24852.668 26088.828 26855.303 25723.027 24575.148 24670.055 26203.
+ 25914.469 25649.125 25089.113]]
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 5a4c2ea698..598e7f78ca 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] 50%|█████ |
22.4M/44.7M [00:00<00:00, 234MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 269MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 43%|████▎ |
19.1M/44.7M [00:00<00:00, 198MB/s] 91%|█████████ | 40.8M/44.7M
[00:00<00:00, 215MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 190MB/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 dd1363d379..b46fed0153 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
=================
-**00:32.371** total execution time for 5 files **from how_to/tutorials**:
+**00:32.156** 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``)
- - 00:30.171
+ - 00:29.890
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.795
+ - 00:00.821
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.728
+ - 00:00.739
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.675
+ - 00:00.703
- 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 63a3dc7302..f95ca2a21c 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:40.708** total execution time for 11 files **from all galleries**:
+**00:39.506** 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``)
- - 00:30.171
+ - 00:29.890
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:07.536
+ - 00:06.558
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.795
+ - 00:00.821
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.728
+ - 00:00.739
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.675
+ - 00:00.703
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.291
+ - 00:00.288
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.172
+ - 00:00.171
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- 00:00.168
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.107
+ - 00:00.104
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- 00:00.062
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html
b/docs/deep_dive/relax/tutorials/relax_creation.html
index ac36c4c44f..760c654e87 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -192,10 +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="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1"><a class="reference internal"
href="../index.html">Relax</a></li>
+<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">Relax</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Graph Abstraction for ML Models</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand Relax Abstraction</a></li>
+<li class="toctree-l2 current"><a class="current reference internal"
href="#">Relax Creation</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-tvmscript">Create Relax programs using
TVMScript</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-nnmodule-api">Create Relax programs using
NNModule API</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#create-relax-programs-using-block-builder-api">Create Relax programs
using Block Builder API</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#summary">Summary</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal"
href="relax_transformation.html">Transformation</a></li>
+</ul>
+</li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
<ul>
diff --git a/docs/deep_dive/relax/tutorials/relax_transformation.html
b/docs/deep_dive/relax/tutorials/relax_transformation.html
index d1eff89b89..dbe7e49e7b 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -192,10 +192,21 @@
<li class="toctree-l1"><a class="reference internal"
href="../../../how_to/dev/index.html">Development Guides</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Deep
Dive</span></p>
-<ul>
+<ul class="current">
<li class="toctree-l1"><a class="reference internal"
href="../../../arch/index.html">Design and Architecture</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../../tensor_ir/index.html">TensorIR</a></li>
-<li class="toctree-l1"><a class="reference internal"
href="../index.html">Relax</a></li>
+<li class="toctree-l1 current"><a class="reference internal"
href="../index.html">Relax</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal"
href="../abstraction.html">Graph Abstraction for ML Models</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="../learning.html">Understand Relax Abstraction</a></li>
+<li class="toctree-l2"><a class="reference internal"
href="relax_creation.html">Relax Creation</a></li>
+<li class="toctree-l2 current"><a class="current reference internal"
href="#">Transformation</a><ul>
+<li class="toctree-l3"><a class="reference internal"
href="#apply-transformations">Apply transformations</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#custom-passes">Custom Passes</a></li>
+<li class="toctree-l3"><a class="reference internal"
href="#summary">Summary</a></li>
+</ul>
+</li>
+</ul>
+</li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API
Reference</span></p>
<ul>
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 46493a28e3..27ceea16d5 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>00:00.169</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.166</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>00:00.107</p></td>
+<td><p>00:00.104</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 24f37efcdf..e77cce57a5 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>00:00.459</strong> total execution time for 2 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.456</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>00:00.291</p></td>
+<td><p>00:00.288</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 89d6dad39b..752456f810 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>[[1.283284 0.5764071 1.038986
1.2722692 ]
- [1.6060636 0.6041434 1.2235143 1.2156149 ]
- [1.3695315 0.49164733 1.2426801 1.3301219 ]
- [1.4233516 0.58203995 1.3419538 1.2892644 ]]
-[[34.122246 31.878885 28.334093 ... 29.35363 29.463213 32.8619 ]
- [37.409477 33.95032 31.488604 ... 33.98875 30.989418 37.078545]
- [34.61859 30.25444 27.737358 ... 29.522179 28.92928 32.167206]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[0.38552648 0.33581328 0.3871007
0.39263284]
+ [0.977505 0.57996744 0.81052583 1.4056233 ]
+ [1.1672918 0.8112856 1.1898583 1.1877823 ]
+ [1.2115393 0.6609837 1.1761876 0.965806 ]]
+[[29.383812 30.977575 32.478504 ... 33.67447 31.902784 28.072628]
+ [30.479107 32.889854 33.501408 ... 35.17862 34.201935 29.10948 ]
+ [28.87309 28.597345 30.510307 ... 30.676235 30.242079 26.341204]
...
- [37.781666 32.207054 29.835476 ... 32.794724 32.65754 34.948093]
- [35.09368 30.488098 28.243963 ... 29.979837 31.019611 33.04112 ]
- [37.539093 34.39446 29.965181 ... 33.46115 32.880707 37.88117 ]]
+ [33.74776 32.233086 34.614338 ... 36.40531 33.232395 30.255785]
+ [33.760246 34.682495 37.519554 ... 36.254883 34.769314 30.772688]
+ [28.653088 29.006968 31.337795 ... 31.380644 32.440968 28.047651]]
</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 90ad8b668b..d48fb7a194 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)
- 2.7320 2.7320 2.7320 2.7320 0.0000
+ 2.7311 2.7311 2.7311 2.7311 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)
- 0.8593 0.8593 0.8593 0.8593 0.0000
+ 0.8589 0.8589 0.8589 0.8589 0.0000
</pre></div>
</div>
</section>
@@ -558,7 +571,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3374 0.3374 0.3374 0.3374 0.0000
+ 0.3391 0.3391 0.3391 0.3391 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 a1ed1d0144..a81351ac9f 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>[[-0.2198917 -0.07005009 -0.14947233
-0.0766062 -0.11506198 -0.19624665
- -0.04778313 0.07792596 0.25254533 0.04402253]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.02337905 0.20133111 0.25224388
-0.10658425 0.01436572 0.065006
+ 0.11357843 -0.30431235 0.02466759 0.04653464]]
</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>[[-0.21989162 -0.07005012 -0.14947224
-0.07660618 -0.11506198 -0.19624662
- -0.04778307 0.07792587 0.2525453 0.04402252]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.0233791 0.20133108 0.25224382
-0.10658428 0.01436573 0.06500597
+ 0.11357845 -0.30431235 0.02466762 0.04653459]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 589b7ee8a8..ce1d365f3d 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">"forward"</span><span
class="p">](</span><span class="n">tvm_data</span><span class="p">,</span>
<span class="o">*</span><a href="http [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[24340.922 24475.895 24510.662 22810.904
23573.092 24423.363 24012.604
- 23979.234 22967.24 24610.229]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[26010.742 25643.629 24622.992 23738.9
25572.104 24975.31 26131.736
+ 25774.893 25509.707 24556.795]]
</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 c58ed5831b..dcee34514f 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>00:07.708</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:06.728</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>00:07.536</p></td>
+<td><p>00:06.558</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>00:00.172</p></td>
+<td><p>00:00.171</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 8d2a70ec2f..cff970a009 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">"</span><span class="si">%g</span><span class="s2">
secs/op"</span> <span class="o">%</span> <span class="n">cost</span><span
class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.26e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.17e-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/tmpcjpuq7ic/model_deployed.so
-Saved parameters to: /tmp/tmpcjpuq7ic/model_params.npz
+Exported library to: /tmp/tmph0ryrbz0/model_deployed.so
+Saved parameters to: /tmp/tmph0ryrbz0/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 280cad1caa..2893e50330 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>[[24444.889 26612.14 27475.062 25252.121
24265.297 25723.895 24024.896
- 24221.893 24327.453 25029.781]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[24852.668 26088.828 26855.303 25723.027
24575.148 24670.055 26203.
+ 25914.469 25649.125 25089.113]]
</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 4916addfc7..4796fddbe2 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -328,8 +328,9 @@ PyTorch.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>Downloading:
"https://download.pytorch.org/models/resnet18-f37072fd.pth" to
/workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
0%| | 0.00/44.7M [00:00<?, ?B/s]
- 50%|█████ | 22.4M/44.7M [00:00<00:00, 234MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 269MB/s]
+ 43%|████▎ | 19.1M/44.7M [00:00<00:00, 198MB/s]
+ 91%|█████████ | 40.8M/44.7M [00:00<00:00, 215MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 190MB/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 472bc7ade7..bac3016d14 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>00:32.371</strong> total execution time for 5 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:32.156</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>00:30.171</p></td>
+<td><p>00:29.890</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><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>00:00.795</p></td>
+<td><p>00:00.821</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-even"><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>00:00.728</p></td>
+<td><p>00:00.739</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>00:00.675</p></td>
+<td><p>00:00.703</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 94523f5397..9997cfafbd 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-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,
"the-lack-of-numpy-on-device-machine-caused-the-rpc-server-can-t-be-launched"]],
"2. Pack and Deploy to Device Machine": [[40,
"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,
"the-lack-of-numpy-on-device-machine-caused-the-rpc-server-can-t-be-launched"]],
"2. Pack and Deploy to Device Machine": [[40,
"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
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index b41f1798e7..726e2093a3 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>00:40.708</strong> total execution time for 11 files <strong>from
all galleries</strong>:</p>
+<p><strong>00:39.506</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" />
@@ -316,31 +316,31 @@ $(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>00:30.171</p></td>
+<td><p>00:29.890</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>
-<td><p>00:07.536</p></td>
+<td><p>00:06.558</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-even"><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>00:00.795</p></td>
+<td><p>00:00.821</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><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>00:00.728</p></td>
+<td><p>00:00.739</p></td>
<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>
-<td><p>00:00.675</p></td>
+<td><p>00:00.703</p></td>
<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
class="std std-ref">Transformation</span></a> (<code class="docutils literal
notranslate"><span
class="pre">../deep_dive/tensor_ir/tutorials/tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.291</p></td>
+<td><p>00:00.288</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
class="std std-ref">Quick Start</span></a> (<code class="docutils literal
notranslate"><span
class="pre">../get_started/tutorials/quick_start.py</span></code>)</p></td>
-<td><p>00:00.172</p></td>
+<td><p>00:00.171</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
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 () {
<td><p>0.0</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal"
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>00:00.107</p></td>
+<td><p>00:00.104</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>
