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The following commit(s) were added to refs/heads/asf-site by this push:
new eaa06c5868 deploying docs
(apache/tvm@ba994d32f948da730ab888232bcf74d85a15c2ab)
eaa06c5868 is described below
commit eaa06c5868b43217ccb06b751081fa8db6553d9c
Author: tvm-bot <[email protected]>
AuthorDate: Tue Aug 5 21:44:10 2025 +0000
deploying docs (apache/tvm@ba994d32f948da730ab888232bcf74d85a15c2ab)
---
.../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 | 10 +++----
docs/_sources/sg_execution_times.rst.txt | 22 +++++++-------
.../relax/tutorials/sg_execution_times.html | 6 ++--
.../tensor_ir/tutorials/sg_execution_times.html | 6 ++--
.../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 | 6 ++--
.../tutorials/cross_compilation_and_rpc.html | 2 +-
docs/how_to/tutorials/customize_opt.html | 4 +--
docs/how_to/tutorials/e2e_opt_model.html | 32 ++++++++++++++-------
docs/how_to/tutorials/sg_execution_times.html | 10 +++----
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 22 +++++++-------
35 files changed, 118 insertions(+), 106 deletions(-)
diff --git a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip
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diff --git
a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
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index 16b29fee11..0fcdc84340 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
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index 89bf0dbee3..49b2d5d650 100644
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diff --git 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 cf21edf681..fc7f3d8c93 100644
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diff --git
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
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index c486295dfd..22149637d7 100644
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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 5c28e4f52e..ae997c9636 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 236f14d01c..a54e4c8a4f 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
=================
-**00:00.214** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.209** 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``)
- - 00:00.136
+ - 00:00.131
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.078
+ - 00:00.077
- 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 3ae64ed30c..d659b877d9 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
=================
-**00:00.536** total execution time for 2 files **from
deep_dive/tensor_ir/tutorials**:
+**00:00.526** 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``)
- - 00:00.333
+ - 00:00.328
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.203
+ - 00:00.197
- 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 ca5c222617..e504bf2cb0 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
- [[0.32671613 0.32736188 1.0018439 0.6718396 ]
- [0.46138263 0.44091845 1.5809445 0.692118 ]
- [0.39174387 0.44732332 1.4100838 0.86992925]
- [0.3414217 0.49822152 1.1697304 0.87742287]]
- [[34.124443 32.630806 32.869053 ... 31.109587 31.603403 32.207493]
- [33.72138 31.812807 34.165234 ... 32.098454 31.812172 33.68493 ]
- [32.68544 31.636568 31.693363 ... 32.26503 30.930511 31.96551 ]
+ [[1.345627 0.89526796 0.80795324 0.79119337]
+ [1.2856622 1.031598 1.002378 1.0981145 ]
+ [0.84432745 0.7193743 0.41624817 0.49140313]
+ [2.0116355 1.382612 1.0915828 1.0408342 ]]
+ [[34.46376 37.51714 34.679386 ... 32.897743 30.900995 35.362827]
+ [31.894001 32.956886 31.343605 ... 32.97379 30.005169 33.78615 ]
+ [34.049847 34.344437 33.046467 ... 32.84595 29.858877 34.07438 ]
...
- [34.21293 33.147434 36.146523 ... 35.33916 32.555668 34.110996]
- [32.67767 30.313433 29.60554 ... 32.112095 31.727552 30.25321 ]
- [36.23512 33.365658 36.201244 ... 35.55464 33.9631 34.598206]]
+ [36.41106 35.249355 34.3631 ... 32.43858 29.222254 34.970177]
+ [37.426056 36.145264 35.27084 ... 35.593693 32.5726 34.215534]
+ [35.238937 34.95094 33.035244 ... 35.376568 30.392385 36.06906 ]]
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 ac672d6273..42056d7259 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)
- 2.2335 2.2335 2.2335 2.2335 0.0000
+ 2.2330 2.2330 2.2330 2.2330 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)
- 0.8474 0.8474 0.8474 0.8474 0.0000
+ 0.8522 0.8522 0.8522 0.8522 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)
- 0.3189 0.3189 0.3189 0.3189 0.0000
+ 0.3219 0.3219 0.3219 0.3219 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 5502b0b33f..27e977949c 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
- [[ 0.08544147 -0.14935377 -0.16675413 0.09250072 -0.04356732 0.06060828
- 0.12576494 -0.16802642 -0.03592716 -0.09967224]]
+ [[ 0.12599042 -0.03935746 -0.00093568 -0.00129543 0.00027371 0.2208699
+ 0.27030063 0.13537233 -0.11395246 -0.01344908]]
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[ 0.08544146 -0.14935374 -0.16675416 0.09250074 -0.04356728 0.06060824
- 0.12576494 -0.16802646 -0.03592718 -0.09967224]]
+ [[ 0.12599045 -0.03935747 -0.00093566 -0.0012954 0.00027366 0.22086988
+ 0.27030063 0.13537231 -0.11395249 -0.01344909]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 6b89c93658..d30378b187 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
- [[24987.48 26654.514 26253.65 24497.143 25693.29 26234.607 26394.016
- 24306.217 25093.781 25771.543]]
+ [[23708.174 24485.24 24551.25 24269.562 23294.908 24147.846 26247.49
+ 24946.018 24914.008 23682.648]]
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 964791268f..79476401cb 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
=================
-**00:07.168** total execution time for 2 files **from get_started/tutorials**:
+**00:05.852** 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``)
- - 00:06.972
+ - 00:05.662
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.196
+ - 00:00.190
- 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 46f689f131..f14519931c 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
- 1.332e-07 secs/op
+ 1.172e-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 b82eddcf2d..24a1d0b60f 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
- [[24913.805 25473.38 23805.473 24261.473 24016.643 23974.564 22290.346
- 24197.55 23558.14 23493.396]]
+ [[24235.559 23136.172 26101.324 25081.146 24789.688 25041.402 25307.455
+ 24473.033 25886.71 25421.627]]
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 8abf497d45..a9b9aa6430 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] 11%|█ |
5.00M/44.7M [00:00<00:00, 52.0MB/s] 22%|██▏ | 10.0M/44.7M
[00:00<00:00, 45.6MB/s] 32%|███▏ | 14.5M/44.7M [00:00<00:00,
41.4MB/s] 41%|████▏ | 18.5M/44.7M [00:00<00:00, 38.6MB/s]
51%|█████▏ | 23.0M/44.7M [00:00<00:00, 40.6MB/s] 61%|██████ |
27.2M/44.7M [00:00<00:00, 41.4MB/s] 73%|███████▎ | 32.5M/44.7M
[00:00<00:00, 44.5MB/s] 83%|████████▎ | 37.2M/44.7M [00:00<00:00,
45.6MB/s] 95%|█████████▍| 42.2M/44.7M [00:00<00:00, 47.6MB/s]
100%|██████████| 44.7M/44.7M [00:01<00:00, 45.1MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 4%|▍ |
2.00M/44.7M [00:00<00:02, 19.7MB/s] 9%|▉ | 4.00M/44.7M
[00:00<00:02, 15.3MB/s] 13%|█▎ | 6.00M/44.7M [00:00<00:02,
16.0MB/s] 18%|█▊ | 8.00M/44.7M [00:00<00:02, 17.2MB/s] 22%|██▏
| 10.0M/44.7M [00:00<00:02, 18.1MB/s] 27%|██▋ | 12.0M/44.7M
[00:00<00:01, 18.8MB/s] 31%|███▏ | 14.0M/44.7M [00:00<00:01,
18.6MB/s] 37%|███▋ | 16.5M/44.7M [00:00<00:01, 18.5MB/s]
41%|████ | 18.4M/44.7M [00:01<00:01, 17.4MB/s] 45%|████▌ |
20.1M/44.7M [00:01<00:01, 15.7MB/s] 49%|████▉ | 22.0M/44.7M
[00:01<00:01, 16.2MB/s] 53%|█████▎ | 23.8M/44.7M [00:01<00:01,
15.8MB/s] 57%|█████▋ | 25.5M/44.7M [00:01<00:01, 16.3MB/s]
62%|██████▏ | 27.8M/44.7M [00:01<00:00, 18.0MB/s] 67%|██████▋ |
30.0M/44.
7M [00:01<00:00, 19.1MB/s] 73%|███████▎ | 32.8M/44.7M [00:01<00:00,
21.3MB/s] 78%|███████▊ | 34.9M/44.7M [00:02<00:00, 20.7MB/s]
83%|████████▎ | 37.0M/44.7M [00:02<00:00, 20.7MB/s] 89%|████████▉ |
39.8M/44.7M [00:02<00:00, 22.8MB/s] 94%|█████████▍| 42.0M/44.7M
[00:02<00:00, 22.7MB/s] 99%|█████████▉| 44.4M/44.7M [00:02<00:00,
23.3MB/s] 100%|██████████| 44.7M/44.7M [00:02<00:00, 19.2MB/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 1ec6a25bae..11e3f5315b 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
=================
-**00:41.198** total execution time for 4 files **from how_to/tutorials**:
+**00:42.124** 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``)
- - 00:38.785
+ - 00:38.445
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:01.523
+ - 00:02.795
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.679
+ - 00:00.632
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.212
+ - 00:00.252
- 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt
b/docs/_sources/sg_execution_times.rst.txt
index 34909150e8..407b2a1c2d 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:49.116** total execution time for 10 files **from all galleries**:
+**00:48.711** 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``)
- - 00:38.785
+ - 00:38.445
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:06.972
+ - 00:05.662
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:01.523
+ - 00:02.795
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.679
+ - 00:00.632
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.333
+ - 00:00.328
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.212
+ - 00:00.252
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.203
+ - 00:00.197
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.196
+ - 00:00.190
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.136
+ - 00:00.131
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.078
+ - 00:00.077
- 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 f3a67210c6..fc96e97109 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>00:00.214</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.209</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>00:00.136</p></td>
+<td><p>00:00.131</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>00:00.078</p></td>
+<td><p>00:00.077</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 fdf24718f5..f53e25e14b 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>00:00.536</strong> total execution time for 2 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.526</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>00:00.333</p></td>
+<td><p>00:00.328</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>00:00.203</p></td>
+<td><p>00:00.197</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 c09d7f1700..e19f6de3f6 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -497,17 +497,17 @@ 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>[[0.32671613 0.32736188 1.0018439
0.6718396 ]
- [0.46138263 0.44091845 1.5809445 0.692118 ]
- [0.39174387 0.44732332 1.4100838 0.86992925]
- [0.3414217 0.49822152 1.1697304 0.87742287]]
-[[34.124443 32.630806 32.869053 ... 31.109587 31.603403 32.207493]
- [33.72138 31.812807 34.165234 ... 32.098454 31.812172 33.68493 ]
- [32.68544 31.636568 31.693363 ... 32.26503 30.930511 31.96551 ]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[1.345627 0.89526796 0.80795324
0.79119337]
+ [1.2856622 1.031598 1.002378 1.0981145 ]
+ [0.84432745 0.7193743 0.41624817 0.49140313]
+ [2.0116355 1.382612 1.0915828 1.0408342 ]]
+[[34.46376 37.51714 34.679386 ... 32.897743 30.900995 35.362827]
+ [31.894001 32.956886 31.343605 ... 32.97379 30.005169 33.78615 ]
+ [34.049847 34.344437 33.046467 ... 32.84595 29.858877 34.07438 ]
...
- [34.21293 33.147434 36.146523 ... 35.33916 32.555668 34.110996]
- [32.67767 30.313433 29.60554 ... 32.112095 31.727552 30.25321 ]
- [36.23512 33.365658 36.201244 ... 35.55464 33.9631 34.598206]]
+ [36.41106 35.249355 34.3631 ... 32.43858 29.222254 34.970177]
+ [37.426056 36.145264 35.27084 ... 35.593693 32.5726 34.215534]
+ [35.238937 34.95094 33.035244 ... 35.376568 30.392385 36.06906 ]]
</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 9331d41d2b..0c288aa34b 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -376,7 +376,7 @@ 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)
- 2.2335 2.2335 2.2335 2.2335 0.0000
+ 2.2330 2.2330 2.2330 2.2330 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -472,7 +472,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8474 0.8474 0.8474 0.8474 0.0000
+ 0.8522 0.8522 0.8522 0.8522 0.0000
</pre></div>
</div>
</section>
@@ -566,7 +566,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3189 0.3189 0.3189 0.3189 0.0000
+ 0.3219 0.3219 0.3219 0.3219 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 fa54df5eb8..ce84861a41 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>[[ 0.08544147 -0.14935377 -0.16675413
0.09250072 -0.04356732 0.06060828
- 0.12576494 -0.16802642 -0.03592716 -0.09967224]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.12599042 -0.03935746 -0.00093568
-0.00129543 0.00027371 0.2208699
+ 0.27030063 0.13537233 -0.11395246 -0.01344908]]
</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>[[ 0.08544146 -0.14935374 -0.16675416
0.09250074 -0.04356728 0.06060824
- 0.12576494 -0.16802646 -0.03592718 -0.09967224]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.12599045 -0.03935747 -0.00093566
-0.0012954 0.00027366 0.22086988
+ 0.27030063 0.13537231 -0.11395249 -0.01344909]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index c437b80c60..9952b92006 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -465,8 +465,8 @@ different devices.</p>
<span class="nb">print</span><span class="p">(</span><a
href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine"
title="tvm.runtime.vm.VirtualMachine"
class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class
sphx-glr-backref-instance"><span class="n">vm</span></a><span
class="p">[</span><span class="s2">"forward"</span><span
class="p">](</span><span class="n">tvm_data</span><span class="p">,</span>
<span class="o">*</span><a href="http [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[24987.48 26654.514 26253.65 24497.143
25693.29 26234.607 26394.016
- 24306.217 25093.781 25771.543]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[23708.174 24485.24 24551.25 24269.562
23294.908 24147.846 26247.49
+ 24946.018 24914.008 23682.648]]
</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 0463a8b348..16fe3f6dc2 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>00:07.168</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:05.852</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>00:06.972</p></td>
+<td><p>00:05.662</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>00:00.196</p></td>
+<td><p>00:00.190</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 88b3cd0186..73a5c16a30 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -480,7 +480,7 @@ device and returns the measured cost. Network overhead is
excluded.</p>
<span class="nb">print</span><span class="p">(</span><span
class="s2">"</span><span class="si">%g</span><span class="s2">
secs/op"</span> <span class="o">%</span> <span class="n">cost</span><span
class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.332e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.172e-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 50ff012214..17b62fd77d 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>[[24913.805 25473.38 23805.473 24261.473
24016.643 23974.564 22290.346
- 24197.55 23558.14 23493.396]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[24235.559 23136.172 26101.324 25081.146
24789.688 25041.402 25307.455
+ 24473.033 25886.71 25421.627]]
</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 9208d7d99a..1a4f5354a4 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -336,16 +336,28 @@ 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]
- 11%|█ | 5.00M/44.7M [00:00<00:00, 52.0MB/s]
- 22%|██▏ | 10.0M/44.7M [00:00<00:00, 45.6MB/s]
- 32%|███▏ | 14.5M/44.7M [00:00<00:00, 41.4MB/s]
- 41%|████▏ | 18.5M/44.7M [00:00<00:00, 38.6MB/s]
- 51%|█████▏ | 23.0M/44.7M [00:00<00:00, 40.6MB/s]
- 61%|██████ | 27.2M/44.7M [00:00<00:00, 41.4MB/s]
- 73%|███████▎ | 32.5M/44.7M [00:00<00:00, 44.5MB/s]
- 83%|████████▎ | 37.2M/44.7M [00:00<00:00, 45.6MB/s]
- 95%|█████████▍| 42.2M/44.7M [00:00<00:00, 47.6MB/s]
-100%|██████████| 44.7M/44.7M [00:01<00:00, 45.1MB/s]
+ 4%|▍ | 2.00M/44.7M [00:00<00:02, 19.7MB/s]
+ 9%|▉ | 4.00M/44.7M [00:00<00:02, 15.3MB/s]
+ 13%|█▎ | 6.00M/44.7M [00:00<00:02, 16.0MB/s]
+ 18%|█▊ | 8.00M/44.7M [00:00<00:02, 17.2MB/s]
+ 22%|██▏ | 10.0M/44.7M [00:00<00:02, 18.1MB/s]
+ 27%|██▋ | 12.0M/44.7M [00:00<00:01, 18.8MB/s]
+ 31%|███▏ | 14.0M/44.7M [00:00<00:01, 18.6MB/s]
+ 37%|███▋ | 16.5M/44.7M [00:00<00:01, 18.5MB/s]
+ 41%|████ | 18.4M/44.7M [00:01<00:01, 17.4MB/s]
+ 45%|████▌ | 20.1M/44.7M [00:01<00:01, 15.7MB/s]
+ 49%|████▉ | 22.0M/44.7M [00:01<00:01, 16.2MB/s]
+ 53%|█████▎ | 23.8M/44.7M [00:01<00:01, 15.8MB/s]
+ 57%|█████▋ | 25.5M/44.7M [00:01<00:01, 16.3MB/s]
+ 62%|██████▏ | 27.8M/44.7M [00:01<00:00, 18.0MB/s]
+ 67%|██████▋ | 30.0M/44.7M [00:01<00:00, 19.1MB/s]
+ 73%|███████▎ | 32.8M/44.7M [00:01<00:00, 21.3MB/s]
+ 78%|███████▊ | 34.9M/44.7M [00:02<00:00, 20.7MB/s]
+ 83%|████████▎ | 37.0M/44.7M [00:02<00:00, 20.7MB/s]
+ 89%|████████▉ | 39.8M/44.7M [00:02<00:00, 22.8MB/s]
+ 94%|█████████▍| 42.0M/44.7M [00:02<00:00, 22.7MB/s]
+ 99%|█████████▉| 44.4M/44.7M [00:02<00:00, 23.3MB/s]
+100%|██████████| 44.7M/44.7M [00:02<00:00, 19.2MB/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 e34c8743c4..9b36b75b8e 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
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<section id="computation-times">
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