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tqchen pushed a commit to branch asf-site
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The following commit(s) were added to refs/heads/asf-site by this push:
new 2519d4ea83 deploying docs
(apache/tvm@ea4369c221a26875c63d29aab435fc453d25b953)
2519d4ea83 is described below
commit 2519d4ea83374e4ea13455d8c0bec973cea4d1a8
Author: tvm-bot <[email protected]>
AuthorDate: Mon Jul 14 15:22:01 2025 +0000
deploying docs (apache/tvm@ea4369c221a26875c63d29aab435fc453d25b953)
---
.../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 | 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 | 2 +-
.../_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 | 20 ++++++++++----------
docs/deep_dive/relax/tutorials/relax_creation.html | 16 ++++++++++++++--
.../relax/tutorials/relax_transformation.html | 15 +++++++++++++--
.../relax/tutorials/sg_execution_times.html | 6 +++---
.../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 | 6 +++---
.../how_to/tutorials/cross_compilation_and_rpc.html | 2 +-
docs/how_to/tutorials/customize_opt.html | 4 ++--
docs/how_to/tutorials/e2e_opt_model.html | 16 ++++++++--------
docs/how_to/tutorials/sg_execution_times.html | 10 +++++-----
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 20 ++++++++++----------
37 files changed, 127 insertions(+), 104 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 d45c9d3304..906fc0b0b8 100644
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diff --git
a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip
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index 91cc3d7c1a..2dd5124e02 100644
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
index 62a570fe06..abb29d1eef 100644
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b/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip differ
diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
b/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip
index 2c067faa48..93d5fb145f 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip
index 27c3ec5867..9239865645 100644
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and b/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
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index 98a7aa0ae3..f83bfad3e1 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 37a5822159..001d1964f0 100644
Binary files
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
and
b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index e164a1c3dc..7b0026fc72 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 416aae9d93..5d00736e64 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
=================
-**00:00.216** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.224** 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``)
- - 00:00.137
+ - 00:00.141
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.080
+ - 00:00.083
- 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 0d7dece406..ebe48aa807 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
=================
-**00:00.552** total execution time for 2 files **from
deep_dive/tensor_ir/tutorials**:
+**00:00.557** 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``)
- - 00:00.343
+ - 00:00.349
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- 00:00.208
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 cb0e7221f9..4927515caf 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
- [[0.9101809 0.46270162 0.53634864 0.68823 ]
- [0.85234547 0.46007532 0.41424254 0.605968 ]
- [1.431482 0.75561774 0.84511316 1.2300022 ]
- [1.6324289 0.74931383 0.8104578 1.0435617 ]]
- [[31.763298 31.918377 29.527271 ... 35.597008 35.493114 34.35572 ]
- [31.393488 34.546803 29.291986 ... 36.762455 33.553497 32.507977]
- [34.53615 35.408443 30.941975 ... 38.65301 33.750824 35.48566 ]
+ [[1.632022 2.0125673 1.1710514 2.1681416 ]
+ [1.2731602 1.9005842 1.0715809 1.7472737 ]
+ [1.3153384 1.5484438 1.0931879 1.5183461 ]
+ [0.7880947 1.1792083 0.8470608 0.87174904]]
+ [[30.212511 30.97434 33.687756 ... 31.990791 31.026075 30.122314]
+ [25.77971 28.4932 29.200584 ... 29.420822 28.312326 28.256512]
+ [31.055094 33.507416 35.533768 ... 34.311424 31.572163 32.157597]
...
- [33.109856 33.756645 31.754288 ... 37.97465 34.473648 36.914818]
- [30.595694 32.317436 29.030294 ... 35.640293 31.848242 33.287453]
- [27.964115 31.070423 29.043749 ... 35.552444 32.14565 31.858904]]
+ [28.873302 31.759073 33.65132 ... 33.611225 30.644016 29.127153]
+ [33.63079 33.286663 34.730865 ... 37.00726 33.25037 31.841602]
+ [33.215527 35.359577 35.36558 ... 34.71569 33.29279 33.72665 ]]
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 586fa10951..0f25c8e726 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)
- 2.3025 2.3025 2.3025 2.3025 0.0000
+ 2.3047 2.3047 2.3047 2.3047 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)
- 0.8753 0.8753 0.8753 0.8753 0.0000
+ 0.8738 0.8738 0.8738 0.8738 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)
- 0.3296 0.3296 0.3296 0.3296 0.0000
+ 0.3434 0.3434 0.3434 0.3434 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 8891f66d40..124461d677 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
- [[-0.07427545 -0.00369248 0.08367111 0.2664126 -0.15359405 0.12543017
- -0.03416116 0.04268795 0.0919414 -0.07441565]]
+ [[ 0.14618944 0.22460723 -0.00767007 0.01997544 0.2316742 0.12376989
+ -0.05203119 -0.30180234 0.14119211 -0.05892803]]
@@ -765,8 +765,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.07427548 -0.00369247 0.08367105 0.26641262 -0.15359408 0.12543018
- -0.03416116 0.04268793 0.09194142 -0.07441568]]
+ [[ 0.14618948 0.22460721 -0.00767003 0.01997546 0.2316742 0.12376997
+ -0.05203124 -0.3018024 0.14119206 -0.05892804]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 72e3213102..78ab47c494 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
- [[23559.629 24817.738 24927.926 26265.947 25387.803 25394.135 23213.385
- 25409.709 26334.785 24205.207]]
+ [[25896.986 25589.977 26196.377 26019.746 27104.096 26132.17 25551.525
+ 25468.523 26220.139 26791.262]]
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 fc9a7e1903..104f71e24f 100644
--- a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:08.540** total execution time for 2 files **from get_started/tutorials**:
+**00:08.615** 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``)
- - 00:08.336
+ - 00:08.410
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.204
+ - 00:00.205
- 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 a310902174..520f4f39f2 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
- 1.192e-07 secs/op
+ 1.231e-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 8a2553a666..0a9629598a 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
- [[25307.238 23839.338 24040.047 25734.7 24151.672 25750.824 24438.957
- 25116.225 23275.467 25486.965]]
+ [[27796.05 25314.375 25907.277 26156.625 25932.834 24525.188 26786.184
+ 26146.855 24177.578 24963.918]]
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 cae2881e16..675584d800 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] 13%|█▎ |
5.88M/44.7M [00:00<00:00, 61.3MB/s] 26%|██▋ | 11.8M/44.7M
[00:00<00:00, 61.1MB/s] 41%|████ | 18.2M/44.7M [00:00<00:00,
64.1MB/s] 56%|█████▌ | 25.0M/44.7M [00:00<00:00, 66.1MB/s]
70%|███████ | 31.4M/44.7M [00:00<00:00, 63.6MB/s] 84%|████████▍ |
37.5M/44.7M [00:00<00:00, 59.5MB/s] 97%|█████████▋| 43.2M/44.7M
[00:00<00:00, 56.9MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 60.7MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 13%|█▎ |
6.00M/44.7M [00:00<00:00, 61.2MB/s] 27%|██▋ | 11.9M/44.7M
[00:00<00:00, 57.1MB/s] 39%|███▉ | 17.4M/44.7M [00:00<00:00,
57.4MB/s] 51%|█████▏ | 23.0M/44.7M [00:00<00:00, 57.5MB/s]
65%|██████▍ | 28.9M/44.7M [00:00<00:00, 58.9MB/s] 79%|███████▉ |
35.2M/44.7M [00:00<00:00, 60.4MB/s] 92%|█████████▏| 41.2M/44.7M
[00:00<00:00, 60.9MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 58.4MB/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 9edf279fb2..aceed63cb7 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
=================
-**00:41.691** total execution time for 4 files **from how_to/tutorials**:
+**00:42.184** 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``)
- - 00:39.475
+ - 00:39.862
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:01.297
+ - 00:01.386
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.698
+ - 00:00.711
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.221
+ - 00:00.226
- 0.0
diff --git a/docs/_sources/sg_execution_times.rst.txt
b/docs/_sources/sg_execution_times.rst.txt
index f4e53c7913..f722dad3bc 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:50.999** total execution time for 10 files **from all galleries**:
+**00:51.580** 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``)
- - 00:39.475
+ - 00:39.862
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:08.336
+ - 00:08.410
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:01.297
+ - 00:01.386
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.698
+ - 00:00.711
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.343
+ - 00:00.349
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.221
+ - 00:00.226
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- 00:00.208
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.204
+ - 00:00.205
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.137
+ - 00:00.141
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.080
+ - 00:00.083
- 0.0
diff --git a/docs/deep_dive/relax/tutorials/relax_creation.html
b/docs/deep_dive/relax/tutorials/relax_creation.html
index 7a25ed77d7..881e20d549 100644
--- a/docs/deep_dive/relax/tutorials/relax_creation.html
+++ b/docs/deep_dive/relax/tutorials/relax_creation.html
@@ -197,10 +197,22 @@
<li class="toctree-l1"><a class="reference internal"
href="../../../how_to/dev/index.html">Development Guides</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Deep
Dive</span></p>
-<ul>
+<ul class="current">
<li class="toctree-l1"><a class="reference internal"
href="../../../arch/index.html">Design and Architecture</a></li>
<li class="toctree-l1"><a class="reference internal"
href="../../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 85a28348b0..4c3decbee2 100644
--- a/docs/deep_dive/relax/tutorials/relax_transformation.html
+++ b/docs/deep_dive/relax/tutorials/relax_transformation.html
@@ -197,10 +197,21 @@
<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 03311667de..1257555c10 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>00:00.216</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.224</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>00:00.137</p></td>
+<td><p>00:00.141</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>00:00.080</p></td>
+<td><p>00:00.083</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 8f93cb4257..3acde3fcfe 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>00:00.552</strong> total execution time for 2 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.557</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" />
@@ -321,7 +321,7 @@ $(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>00:00.343</p></td>
+<td><p>00:00.349</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 63d68657b4..e3b815927f 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -517,17 +517,17 @@ be used to ascertain the shape and data type of a
TensorIR.</p>
<span class="nb">print</span><span class="p">(</span><span
class="n">evaluate_dynamic_shape</span><span class="p">(</span><span
class="n">dyn_shape_lib</span><span class="p">,</span> <span
class="n">m</span><span class="o">=</span><span class="mi">64</span><span
class="p">,</span> <span class="n">n</span><span class="o">=</span><span
class="mi">64</span><span class="p">,</span> <a
href="../../../reference/api/python/tir/tir.html#tvm.tir.IterVar"
title="tvm.tir.IterVar" class="sphx-glr-ba [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[0.9101809 0.46270162 0.53634864 0.68823
]
- [0.85234547 0.46007532 0.41424254 0.605968 ]
- [1.431482 0.75561774 0.84511316 1.2300022 ]
- [1.6324289 0.74931383 0.8104578 1.0435617 ]]
-[[31.763298 31.918377 29.527271 ... 35.597008 35.493114 34.35572 ]
- [31.393488 34.546803 29.291986 ... 36.762455 33.553497 32.507977]
- [34.53615 35.408443 30.941975 ... 38.65301 33.750824 35.48566 ]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[1.632022 2.0125673 1.1710514
2.1681416 ]
+ [1.2731602 1.9005842 1.0715809 1.7472737 ]
+ [1.3153384 1.5484438 1.0931879 1.5183461 ]
+ [0.7880947 1.1792083 0.8470608 0.87174904]]
+[[30.212511 30.97434 33.687756 ... 31.990791 31.026075 30.122314]
+ [25.77971 28.4932 29.200584 ... 29.420822 28.312326 28.256512]
+ [31.055094 33.507416 35.533768 ... 34.311424 31.572163 32.157597]
...
- [33.109856 33.756645 31.754288 ... 37.97465 34.473648 36.914818]
- [30.595694 32.317436 29.030294 ... 35.640293 31.848242 33.287453]
- [27.964115 31.070423 29.043749 ... 35.552444 32.14565 31.858904]]
+ [28.873302 31.759073 33.65132 ... 33.611225 30.644016 29.127153]
+ [33.63079 33.286663 34.730865 ... 37.00726 33.25037 31.841602]
+ [33.215527 35.359577 35.36558 ... 34.71569 33.29279 33.72665 ]]
</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 5441a03f54..9c6871dc91 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -389,7 +389,7 @@ original implementation.</p>
</div>
<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.3025 2.3025 2.3025 2.3025 0.0000
+ 2.3047 2.3047 2.3047 2.3047 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -485,7 +485,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8753 0.8753 0.8753 0.8753 0.0000
+ 0.8738 0.8738 0.8738 0.8738 0.0000
</pre></div>
</div>
</section>
@@ -579,7 +579,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3296 0.3296 0.3296 0.3296 0.0000
+ 0.3434 0.3434 0.3434 0.3434 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 af19ba204c..fd09882245 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>[[-0.07427545 -0.00369248 0.08367111
0.2664126 -0.15359405 0.12543017
- -0.03416116 0.04268795 0.0919414 -0.07441565]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.14618944 0.22460723 -0.00767007
0.01997544 0.2316742 0.12376989
+ -0.05203119 -0.30180234 0.14119211 -0.05892803]]
</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>[[-0.07427548 -0.00369247 0.08367105
0.26641262 -0.15359408 0.12543018
- -0.03416116 0.04268793 0.09194142 -0.07441568]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.14618948 0.22460721 -0.00767003
0.01997546 0.2316742 0.12376997
+ -0.05203124 -0.3018024 0.14119206 -0.05892804]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index b8eecb7519..7f8b5e71d9 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>[[23559.629 24817.738 24927.926 26265.947
25387.803 25394.135 23213.385
- 25409.709 26334.785 24205.207]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[25896.986 25589.977 26196.377 26019.746
27104.096 26132.17 25551.525
+ 25468.523 26220.139 26791.262]]
</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 893c2fb483..692f441ff5 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>00:08.540</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:08.615</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>00:08.336</p></td>
+<td><p>00:08.410</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>00:00.204</p></td>
+<td><p>00:00.205</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 7da2919770..4b83ceaef9 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>1.192e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.231e-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 9106944c86..8a33e7a164 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>[[25307.238 23839.338 24040.047 25734.7
24151.672 25750.824 24438.957
- 25116.225 23275.467 25486.965]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[27796.05 25314.375 25907.277 26156.625
25932.834 24525.188 26786.184
+ 26146.855 24177.578 24963.918]]
</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 f9f186061b..83f8e5fd4d 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -336,14 +336,14 @@ 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]
- 13%|█▎ | 5.88M/44.7M [00:00<00:00, 61.3MB/s]
- 26%|██▋ | 11.8M/44.7M [00:00<00:00, 61.1MB/s]
- 41%|████ | 18.2M/44.7M [00:00<00:00, 64.1MB/s]
- 56%|█████▌ | 25.0M/44.7M [00:00<00:00, 66.1MB/s]
- 70%|███████ | 31.4M/44.7M [00:00<00:00, 63.6MB/s]
- 84%|████████▍ | 37.5M/44.7M [00:00<00:00, 59.5MB/s]
- 97%|█████████▋| 43.2M/44.7M [00:00<00:00, 56.9MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 60.7MB/s]
+ 13%|█▎ | 6.00M/44.7M [00:00<00:00, 61.2MB/s]
+ 27%|██▋ | 11.9M/44.7M [00:00<00:00, 57.1MB/s]
+ 39%|███▉ | 17.4M/44.7M [00:00<00:00, 57.4MB/s]
+ 51%|█████▏ | 23.0M/44.7M [00:00<00:00, 57.5MB/s]
+ 65%|██████▍ | 28.9M/44.7M [00:00<00:00, 58.9MB/s]
+ 79%|███████▉ | 35.2M/44.7M [00:00<00:00, 60.4MB/s]
+ 92%|█████████▏| 41.2M/44.7M [00:00<00:00, 60.9MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 58.4MB/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 7322f9f4c3..ecd115e367 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -299,7 +299,7 @@
<section id="computation-times">
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heading"></a></h1>
-<p><strong>00:41.691</strong> total execution time for 4 files <strong>from
how_to/tutorials</strong>:</p>
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<div class="docutils container">
<style scoped>
<link
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class="docutils literal notranslate"><span
class="pre">optimize_llm.py</span></code>)</p></td>
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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>
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<tr class="row-even"><td><p><a class="reference internal"
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literal notranslate"><span class="pre">customize_opt.py</span></code>)</p></td>
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+<td><p>00:00.711</p></td>
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<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>00:00.221</p></td>
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<td><p>0.0</p></td>
</tr>
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diff --git a/docs/searchindex.js b/docs/searchindex.js
index d620302fa6..da9aedf8c4 100644
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+++ b/docs/searchindex.js
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"the-lack-of-cloudpickle-on-devi [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"1. Cross Compile TVM Runtime": [[40,
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\ No newline at end of file
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 2de37204d6..4595a6be91 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -299,7 +299,7 @@
<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>00:50.999</strong> total execution time for 10 files <strong>from
all galleries</strong>:</p>
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<div class="docutils container">
<style scoped>
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<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>
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<tr class="row-odd"><td><p><a class="reference internal"
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notranslate"><span
class="pre">../get_started/tutorials/ir_module.py</span></code>)</p></td>
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<tr class="row-even"><td><p><a class="reference internal"
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class="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
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class="std std-ref">Customize Optimization</span></a> (<code class="docutils
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class="pre">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
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notranslate"><span
class="pre">../deep_dive/tensor_ir/tutorials/tir_transformation.py</span></code>)</p></td>
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<td><p>0.0</p></td>
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