[SW-202943] Merge 1.18.0 and other changes from public github to gerrit

Merged from INC public master branch

Squashed commit of the following:
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Date:   Tue Oct 22 11:51:37 2024 +0800

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Date:   Wed Oct 16 14:02:29 2024 +0800

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Date:   Tue Oct 15 15:28:37 2024 +0800

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Date:   Thu Oct 10 19:27:11 2024 +0800

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Date:   Fri Sep 13 21:35:32 2024 +0800

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Date:   Mon Aug 19 14:50:50 2024 +0800

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Date:   Thu Aug 15 09:57:22 2024 +0800

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Date:   Tue Aug 13 12:09:09 2024 +0800

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Date:   Sat Aug 10 23:28:43 2024 +0800

    Cherry pick v1.17.0 (#1964)

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Date:   Tue Aug 6 16:02:03 2024 +0800

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Date:   Fri Aug 2 09:06:35 2024 +0800

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Date:   Thu Aug 1 10:19:32 2024 +0800

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Date:   Fri Jul 26 15:58:00 2024 +0800

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Date:   Sun Jul 21 21:48:51 2024 +0800

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commit 1ebf6987bd054b926d3cdd5630ae058c8d3a66c2
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Date:   Fri Jul 19 15:56:09 2024 +0800

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Date:   Thu Jul 18 10:00:41 2024 +0800

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Date:   Wed Jul 17 20:35:03 2024 +0800

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Date:   Wed Jul 17 15:31:38 2024 +0800

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Date:   Wed Jul 17 12:12:40 2024 +0800

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Date:   Wed Jul 17 12:05:32 2024 +0800

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Date:   Wed Jul 17 09:33:13 2024 +0800

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commit 5767aed4dbc9a400f65f74bdc9c09209f0a4c145
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Date:   Wed Jul 17 09:16:37 2024 +0800

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commit f909bca86cfe7881119b62c4e75ca1f330718764
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Date:   Tue Jul 16 21:12:54 2024 +0800

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Date:   Tue Jul 16 21:05:55 2024 +0800

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commit de43d851a24a5f4290fe148f7d3607cad6d8433f
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Date:   Tue Jul 16 17:18:12 2024 +0800

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commit e9765955f991e1270e3b65635285f6b6cb8fc38c
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Date:   Tue Jul 16 17:17:56 2024 +0800

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commit d56075c7e9f6e3e85385abbff9f1b0d07d157a04
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Date:   Tue Jul 16 15:21:06 2024 +0800

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commit 0a542397ac1ea8d6fe2edf04565d3cb673001b2c
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Date:   Tue Jul 16 15:12:43 2024 +0800

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commit be42d033b25c6dd3bcac0ead964699f25f939014
Author: xinhe <[email protected]>
Date:   Tue Jul 16 09:48:48 2024 +0800

    implement TorchBaseConfig (#1911)

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commit 7a4715c1d488441e383b7c999fd1b574a3f6ceda
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Date:   Mon Jul 15 14:59:03 2024 +0800

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Date:   Mon Jul 15 09:10:14 2024 +0800

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Date:   Fri Jul 12 14:48:12 2024 +0800

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commit 6c547f7c4cd71342e28a1b23f827a6aa7aa91bb8
Author: chen, suyue <[email protected]>
Date:   Fri Jul 12 14:42:04 2024 +0800

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commit 17036587d84d2b42e0e9eb501d175e78d552c063
Author: chen, suyue <[email protected]>
Date:   Fri Jul 12 11:14:48 2024 +0800

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commit f698c96c817c56292a66aee07b3e1396e074b966
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Date:   Thu Jul 11 18:00:28 2024 +0800

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commit 4a45093c1418f34da2660a54052a2ff5c2b4edff
Author: Yi Liu <[email protected]>
Date:   Thu Jul 11 17:47:47 2024 +0800

    Add export support for TEQ (#1910)

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commit 16a7b11508c008d4d4180a0fe0e31c75b8e5d662
Author: Yi Liu <[email protected]>
Date:   Thu Jul 11 17:13:24 2024 +0800

    Get default config based on the auto-detect CPU type (#1904)

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commit 2fc72555c987dc7bce8476b389720e1a29159a43
Author: xinhe <[email protected]>
Date:   Thu Jul 11 13:22:52 2024 +0800

    implement `incbench` command for ease-of-use benchmark (#1884)
     implement incbench command as entrypoint for ease-of-use benchmark
     automatically check numa/socket info and dump it with table for ease-of-understand
     supports both Linux and Windows platform
     add benchmark documents
     dump benchmark summary
     add benchmark UTs
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    incbench --num_i 2 main.py: run 2 instances on NUMA:0.
    incbench --num_c 2 main.py: run multi-instances with 2 cores per instance on NUMA:0.
    incbench -C 24-47 main.py: run 1 instance on COREs:24-47.
    incbench -C 24-47 --num_c 4 main.py: run multi-instances with 4 COREs per instance on COREs:24-47.

    ---------

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commit de8577ef5874f85d39c3b08f63c98f22c3ce25c6
Author: chen, suyue <[email protected]>
Date:   Wed Jul 10 17:21:45 2024 +0800

    bump version into 3.0 (#1908)

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Date:   Wed Jul 10 17:19:57 2024 +0800

    support habana fp8 UT test in CI (#1909)

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Date:   Wed Jul 10 13:19:27 2024 +0800

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commit 5fde50f2c0476dbc08d59481b742515f5a210de1
Author: Wang, Chang <[email protected]>
Date:   Wed Jul 10 10:34:46 2024 +0800

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commit 3fe2fd9aadda4991552d65fef09a75ba5127b5db
Author: xinhe <[email protected]>
Date:   Tue Jul 9 15:01:25 2024 +0800

    fix bf16 symbolic_trace bug (#1892)

    Description: fix bf16 symbolic_trace bug,

    - cause abnormal recursive calling.
    - missing necessary attributes
    - By moving BF16 fallback ahead of quantization and removing bf16_symbolic_trace, we fix it.

    ---------

    Signed-off-by: xin3he <[email protected]>
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commit e080e06d38447d2ab869fe8265a04e464a732057
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Date:   Tue Jul 9 11:04:30 2024 +0800

    remove neural insight CI (#1903)

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commit f28fcee6cc7bd6b3e1642157744f38686b1b9a91
Author: Yi Liu <[email protected]>
Date:   Fri Jul 5 15:47:37 2024 +0800

    Remove 1x API (#1865)

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commit 1386ac5ec7be40608dfac082d2275307b8e4d14e
Author: Yi Liu <[email protected]>
Date:   Thu Jul 4 12:18:03 2024 +0800

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commit 856118e36f7670136c8d83dfbc232010d13d72a6
Author: Wang, Chang <[email protected]>
Date:   Wed Jul 3 13:50:00 2024 +0800

    remove import pdb (#1897)

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commit f75ff4082bc7a22d9367d3e91a3ea2c7aaec2bd2
Author: xinhe <[email protected]>
Date:   Wed Jul 3 13:07:48 2024 +0800

    support auto_host2device on RTN and GPTQ(#1894)

    Signed-off-by: He, Xin3 <[email protected]>

commit b9e73f5cf34f824a9b84d74f725c6157dc6430a2
Author: chen, suyue <[email protected]>
Date:   Wed Jul 3 11:10:45 2024 +0800

    tmp fix nas deps issue (#1896)

    Signed-off-by: chensuyue <[email protected]>

commit 63b29126b7c1958939af388d48e56fcceb85db6f
Author: Yi Liu <[email protected]>
Date:   Tue Jul 2 14:46:02 2024 +0800

    Refine HQQ UTs (#1888)

    Signed-off-by: yiliu30 <[email protected]>

commit 5592acc60562b7fccb308af0eaaba9cad53004a5
Author: zehao-intel <[email protected]>
Date:   Tue Jul 2 14:18:51 2024 +0800

    Remove Gelu Fusion for TF Newapi (#1886)

    Signed-off-by: zehao-intel <[email protected]>

commit 4372a762585189accc65196e081a0a7a85f5af9e
Author: Kaihui-intel <[email protected]>
Date:   Fri Jun 28 14:55:10 2024 +0800

    Fix sql injection for Neural Solution gRPC (#1879)

    Signed-off-by: Kaihui-intel <[email protected]>

commit 4ae2e87d2f98eb34c2e523a76ffa6ff77bf767e1
Author: xinhe <[email protected]>
Date:   Thu Jun 27 09:56:52 2024 +0800

    support quant_lm_head arg in all WOQ configs (#1881)

    Signed-off-by: xin3he <[email protected]>

commit cc763f5134f5f84b3020a8ea1bee409a60d15218
Author: Dina Suehiro Jones <[email protected]>
Date:   Wed Jun 26 18:29:06 2024 -0700

    Update the Gaudi container example in the README (#1885)

commit 1f58f024d812b6c1f7f3430b62e61051599cd1b2
Author: Yi Liu <[email protected]>
Date:   Thu Jun 20 22:03:45 2024 +0800

    Add `set_local` support for static quant with pt2e (#1870)

    Signed-off-by: yiliu30 <[email protected]>

commit 0341295de95dce5d5c775fdba78de85e3d3a041d
Author: Yi Liu <[email protected]>
Date:   Wed Jun 19 09:40:11 2024 +0800

    rm cov (#1878)

    Signed-off-by: yiliu30 <[email protected]>

commit 503d9ef4136023f1952e397a2ab0f7f476040901
Author: Kaihui-intel <[email protected]>
Date:   Tue Jun 18 17:12:12 2024 +0800

    Add op statistics dump for woq (#1876)

    Signed-off-by: Kaihui-intel <[email protected]>

commit 5a0374e7db23cac209af78f1ace9b38d23bebbb0
Author: Yi Liu <[email protected]>
Date:   Tue Jun 18 16:21:05 2024 +0800

    Enhance autotune to return the best `q_model` directly (#1875)

    Signed-off-by: yiliu30 <[email protected]>

commit 90fb43135397a035968b5334eba21931c18a83c0
Author: Kaihui-intel <[email protected]>
Date:   Tue Jun 18 16:06:04 2024 +0800

    fix layer match (#1873)

    Signed-off-by: Kaihui-intel <[email protected]>
    Co-authored-by: Sun, Xuehao <[email protected]>

commit f4eb66073fc2c3f13d624c31056d94f2b6735076
Author: Sun, Xuehao <[email protected]>
Date:   Mon Jun 17 16:12:06 2024 +0800

    Limit numpy versions (#1874)

    Signed-off-by: Sun, Xuehao <[email protected]>

commit 2928d856336d3cd2db9068950e054ce4f7c7bbe0
Author: chen, suyue <[email protected]>
Date:   Fri Jun 14 21:51:13 2024 +0800

    update v2.6 release readme (#1871)

    Signed-off-by: chensuyue <[email protected]>

commit 48c5e3a9c22b8f16446a6849d63fed0cdf4a0a7a
Author: Kaihui-intel <[email protected]>
Date:   Fri Jun 14 21:10:14 2024 +0800

    Modify WOQ examples structure (#1866)

    Signed-off-by: Kaihui-intel <[email protected]>
    Signed-off-by: chensuyue <[email protected]>

commit 498af747839af0f54e8b1e946ac20fb52b0fbb89
Author: Sun, Xuehao <[email protected]>
Date:   Fri Jun 14 21:09:36 2024 +0800

    Update SQ/WOQ status (#1869)

    Signed-off-by: Sun, Xuehao <[email protected]>
    Co-authored-by: chen, suyue <[email protected]>

commit b401b02db2cc7d7f4f8412a815fa435e66e330a0
Author: Kaihui-intel <[email protected]>
Date:   Fri Jun 14 17:48:03 2024 +0800

    Add PT2E cv&llm example (#1853)

    Signed-off-by: Kaihui-intel <[email protected]>

commit e470f6cdfbbad32fcf17be56903e649a05059780
Author: xinhe <[email protected]>
Date:   Fri Jun 14 17:34:26 2024 +0800

    [3x] add recommendation examples (#1844)

    Signed-off-by: xin3he <[email protected]>

commit a1415128a8d63af7e1d2798521f11b137eccec81
Author: zehao-intel <[email protected]>
Date:   Fri Jun 14 14:56:30 2024 +0800

    Improve UT Branch Coverage for TF 3x (#1867)

    Signed-off-by: zehao-intel <[email protected]>

commit b99a79d029e8010d234d3b4259994e598bec1a06
Author: Zixuan Cheng <[email protected]>
Date:   Fri Jun 14 14:10:49 2024 +0800

    modify 3.x ipex example structure (#1858)

    * modify 3.x ipex example structure

    Signed-off-by: Cheng, Zixuan <[email protected]>

    * add json path

    Signed-off-by: Cheng, Zixuan <[email protected]>

    * fix for sq

    Signed-off-by: Cheng, Zixuan <[email protected]>

    * minor fix

    Signed-off-by: Cheng, Zixuan <[email protected]>

    * Update run_clm_no_trainer.py

    * Update run_clm_no_trainer.py

    * Update run_clm_no_trainer.py

    * minor fix

    Signed-off-by: Cheng, Zixuan <[email protected]>

    * remove old files

    Signed-off-by: Cheng, Zixuan <[email protected]>

    * fix act_algo

    Signed-off-by: Cheng, Zixuan <[email protected]>

    ---------

    Signed-off-by: Cheng, Zixuan <[email protected]>
    Co-authored-by: xinhe <[email protected]>

commit 922b2471e617cc4c56376866e991302d0beb0640
Author: zehao-intel <[email protected]>
Date:   Fri Jun 14 12:33:39 2024 +0800

    Add TF 3x Examples (#1839)

    Signed-off-by: zehao-intel <[email protected]>

commit 70a1d501fdfee16a10e34385bca9f15eba4366b4
Author: Zixuan Cheng <[email protected]>
Date:   Fri Jun 14 10:17:33 2024 +0800

    fix 3x ipex static quant regression (#1864)

    Description
    fix 3x ipex static quant regression
    cannot fallback with op type name ('linear')
    dump wrong op stats (no 'Linear&relu' op type)
    ---------

    Signed-off-by: Cheng, Zixuan <[email protected]>

commit 4e45f8f68bf126ca0c9dd655fce03b21a93ec151
Author: zehao-intel <[email protected]>
Date:   Fri Jun 14 10:04:11 2024 +0800

    Improve UT Coverage for TF 3x  (#1852)

    Signed-off-by: zehao-intel <[email protected]>
    Signed-off-by: chensuyue <[email protected]>

commit 794b2762c0bb2f076973e1fca5fdecd23efec774
Author: xinhe <[email protected]>
Date:   Thu Jun 13 18:02:04 2024 +0800

    migrate export to 2x and 3x from deprecated (#1845)

    Signed-off-by: xin3he <[email protected]>

commit 0eced1478c6796a5e2dcb254a65bbc96af4d1b8b
Author: yuwenzho <[email protected]>
Date:   Wed Jun 12 18:49:17 2024 -0700

    Enhance INC WOQ model loading & support Huggingface WOQ model loading (#1826)

    Signed-off-by: yuwenzho <[email protected]>

commit 6733dabc4d48a6625e184e4a29a754949f415097
Author: Wang, Mengni <[email protected]>
Date:   Wed Jun 12 17:08:31 2024 +0800

    update mx script (#1838)

    Signed-off-by: Mengni Wang <[email protected]>

commit a0dee94dab0920ba30de049e871b19a72ddb8996
Author: Wang, Chang <[email protected]>
Date:   Wed Jun 12 15:01:25 2024 +0800

    Remove export_compressed_model in AWQConfig (#1831)

commit 2c3556d441de2f0963167db71ecdee7353bd76bb
Author: Huang, Tai <[email protected]>
Date:   Wed Jun 12 14:46:14 2024 +0800

    Add 3x architecture diagram (#1849)

    Signed-off-by: Huang, Tai <[email protected]>

commit 0e2cade66f8c3951e6ce7de226421f6700d2ad85
Author: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Date:   Wed Jun 12 14:20:06 2024 +0800

    Bump braces from 3.0.2 to 3.0.3 in /neural_insights/gui (#1862)

    Signed-off-by: dependabot[bot] <[email protected]>

commit 5b5579bf953cb24607dc18b3a01ffe1071c3b604
Author: Kaihui-intel <[email protected]>
Date:   Wed Jun 12 14:12:00 2024 +0800

    Fix Neural Solution security issue (#1856)

    Signed-off-by: Kaihui-intel <[email protected]>

commit e9cb48c9462fdc671c523f93611b30b41b6cff98
Author: xinhe <[email protected]>
Date:   Wed Jun 12 11:19:47 2024 +0800

    improve UT coverage of PT Utils and Quantization (#1842)

    * update UTs

    ---------

    Signed-off-by: xin3he <[email protected]>
    Signed-off-by: xinhe3 <[email protected]>

commit 6b2738390dfdab543de1ccd9242fe541c78b6a2e
Author: Yi Liu <[email protected]>
Date:   Wed Jun 12 11:11:50 2024 +0800

    Fix config expansion with empty options (#1861)

    Signed-off-by: yiliu30 <[email protected]>

commit 25c71aad5a55210d87d371257344f21762e3bb0e
Author: WenjiaoYue <[email protected]>
Date:   Tue Jun 11 17:54:31 2024 +0800

    Delete the static resources of the JupyterLab extension after packaging (#1860)

    Signed-off-by: Yue, Wenjiao <[email protected]>

commit 455f1e1f0f0284e87b46d257b6d126ca76fe1748
Author: Wang, Mengni <[email protected]>
Date:   Tue Jun 11 15:28:40 2024 +0800

    Add UT and remove unused code for torch MX quant (#1854)

    * Add UT and remove unused code for torch MX quant
    ---------

    Signed-off-by: Mengni Wang <[email protected]>

Change-Id: I543550ffcc16143d3e612fac2f9ea3a31a1143e1

.azure-pipelines/scripts/fwk_version.sh

@@ -2,9 +2,9 @@
 
 echo "export FWs version..."
 export tensorflow_version='2.15.0-official'
-export pytorch_version='2.3.0+cpu'
-export torchvision_version='0.18.0+cpu'
-export ipex_version='2.3.0+cpu'
+export pytorch_version='2.4.0+cpu'
+export torchvision_version='0.19.0'
+export ipex_version='2.4.0+cpu'
 export onnx_version='1.16.0'
 export onnxruntime_version='1.18.0'
 export mxnet_version='1.9.1'

.azure-pipelines/scripts/install_nc.sh

@@ -3,16 +3,21 @@
 echo -e "\n Install Neural Compressor ... "
 cd /neural-compressor
 if [[ $1 = *"3x_pt"* ]]; then
-    if [[ $1 != *"3x_pt_fp8"* ]]; then
+    python -m pip install --no-cache-dir -r requirements_pt.txt
+    if [[ $1 = *"3x_pt_fp8"* ]]; then
+        pip uninstall neural_compressor_3x_pt -y || true
+        python setup.py pt bdist_wheel
+    else
         echo -e "\n Install torch CPU ... "
-        pip install torch==2.3.0 --index-url https://download.pytorch.org/whl/cpu
+        pip install torch==2.4.0 --index-url https://download.pytorch.org/whl/cpu
+        python -m pip install --no-cache-dir -r requirements.txt
+        python setup.py bdist_wheel
     fi
-    python -m pip install --no-cache-dir -r requirements_pt.txt
-    python setup.py pt bdist_wheel
     pip install --no-deps dist/neural_compressor*.whl --force-reinstall
 elif [[ $1 = *"3x_tf"* ]]; then
+    python -m pip install --no-cache-dir -r requirements.txt
     python -m pip install --no-cache-dir -r requirements_tf.txt
-    python setup.py tf bdist_wheel
+    python setup.py bdist_wheel
     pip install dist/neural_compressor*.whl --force-reinstall
 else
     python -m pip install --no-cache-dir -r requirements.txt

.azure-pipelines/scripts/models/env_setup.sh

@@ -51,6 +51,10 @@ SCRIPTS_PATH="/neural-compressor/.azure-pipelines/scripts/models"
 log_dir="/neural-compressor/.azure-pipelines/scripts/models"
 if [[ "${inc_new_api}" == "3x"* ]]; then
     WORK_SOURCE_DIR="/neural-compressor/examples/3.x_api/${framework}"
+    git clone https://github.com/intel/intel-extension-for-transformers.git /itrex
+    cd /itrex
+    pip install -r requirements.txt
+    pip install -v .
 else
     WORK_SOURCE_DIR="/neural-compressor/examples/${framework}"
 fi
@@ -95,8 +99,8 @@ if [[ "${fwk_ver}" != "latest" ]]; then
             pip install intel-tensorflow==${fwk_ver}
         fi
     elif [[ "${framework}" == "pytorch" ]]; then
-        pip install torch==${fwk_ver} -f https://download.pytorch.org/whl/torch_stable.html
-        pip install torchvision==${torch_vision_ver} -f https://download.pytorch.org/whl/torch_stable.html
+        pip install torch==${fwk_ver} --index-url https://download.pytorch.org/whl/cpu
+        pip install torchvision==${torch_vision_ver} --index-url https://download.pytorch.org/whl/cpu
     elif [[ "${framework}" == "onnxrt" ]]; then
         pip install onnx==1.15.0
         pip install onnxruntime==${fwk_ver}

.azure-pipelines/scripts/models/run_model_trigger_common.sh

@@ -88,7 +88,7 @@ elif [ "${mode}" == "tuning" ]; then
     cd ${WORK_SOURCE_DIR}/${model_src_dir}
     # for int4 models add "--accuracy" to run tuning after quantize
     if [[ "${model}" == *"int4"* ]]; then
-        sed -i "s|--quantize|--quantize --accuracy --int8|g" run_quant.sh
+        sed -i "s|--quantize|--quantize --accuracy --load|g" run_quant.sh
     fi
 
     $BOLD_YELLOW && echo "workspace ${WORK_SOURCE_DIR}/${model_src_dir}" && $RESET

.azure-pipelines/scripts/ut/3x/coverage.3x_pt

@@ -7,6 +7,7 @@ include =
  */neural_compressor/torch/*
 omit =
  */neural_compressor/torch/algorithms/fp8_quant/*
+ */neural_compressor/torch/algorithms/mixed_low_precision/*
  */neural_compressor/torch/amp/*
 exclude_lines =
  pragma: no cover

.azure-pipelines/scripts/ut/3x/coverage.3x_pt_fp8

@@ -4,6 +4,7 @@ branch = True
 [report]
 include =
  */neural_compressor/torch/algorithms/fp8_quant/*
+ */neural_compressor/torch/algorithms/mixed_low_precision/*
 exclude_lines =
  pragma: no cover
  raise NotImplementedError

.azure-pipelines/scripts/ut/3x/run_3x_pt.sh

@@ -21,7 +21,10 @@ rm -rf torch/quantization/fp8_quant
 LOG_DIR=/neural-compressor/log_dir
 mkdir -p ${LOG_DIR}
 ut_log_name=${LOG_DIR}/ut_3x_pt.log
-pytest --cov="${inc_path}" -vs --disable-warnings --html=report.html --self-contained-html . 2>&1 | tee -a ${ut_log_name}
+
+find . -name "test*.py" | sed "s,\.\/,python -m pytest --cov=\"${inc_path}\" --cov-report term --html=report.html --self-contained-html  --cov-report xml:coverage.xml --cov-append -vs --disable-warnings ,g" > run.sh
+cat run.sh
+bash run.sh 2>&1 | tee ${ut_log_name}
 
 cp report.html ${LOG_DIR}/
 

.azure-pipelines/scripts/ut/3x/run_3x_pt_fp8.sh

@@ -7,8 +7,9 @@ echo "${test_case}"
 echo "set up UT env..."
 export LD_LIBRARY_PATH=/usr/local/lib/:$LD_LIBRARY_PATH
 sed -i '/^intel_extension_for_pytorch/d' /neural-compressor/test/3x/torch/requirements.txt
+sed -i '/^auto_round/d' /neural-compressor/test/3x/torch/requirements.txt
+cat /neural-compressor/test/3x/torch/requirements.txt
 pip install -r /neural-compressor/test/3x/torch/requirements.txt
-pip install git+https://github.com/HabanaAI/[email protected]
 pip install pytest-cov
 pip install pytest-html
 pip install pytest-html-merger
@@ -25,6 +26,7 @@ pytest --cov="${inc_path}" -vs --disable-warnings --html=report_1.html --self-co
 pytest --cov="${inc_path}" -vs --disable-warnings --html=report_2.html --self-contained-html torch/quantization/weight_only/test_rtn.py 2>&1 | tee -a ${ut_log_name}
 # pytest --cov="${inc_path}" -vs --disable-warnings --html=report_3.html --self-contained-html torch/quantization/weight_only/test_autoround.py 2>&1 | tee -a ${ut_log_name}
 pytest --cov="${inc_path}" -vs --disable-warnings --html=report_4.html --self-contained-html torch/quantization/fp8_quant 2>&1 | tee -a ${ut_log_name}
+pytest --cov="${inc_path}" -vs --disable-warnings --html=report_5.html --self-contained-html torch/algorithms/fp8_quant 2>&1 | tee -a ${ut_log_name}
 
 mkdir -p report && mv *.html report
 pytest_html_merger -i ./report -o ./report.html

.azure-pipelines/scripts/ut/run_basic_pt_pruning.sh

@@ -4,9 +4,9 @@ test_case="run basic pt pruning"
 echo "${test_case}"
 
 echo "specify fwk version..."
-export pytorch_version='2.3.0+cpu'
+export pytorch_version='2.4.0+cpu'
 export torchvision_version='0.18.0+cpu'
-export ipex_version='2.3.0+cpu'
+export ipex_version='2.4.0+cpu'
 
 echo "set up UT env..."
 bash /neural-compressor/.azure-pipelines/scripts/ut/env_setup.sh "${test_case}"

.azure-pipelines/template/docker-template.yml

@@ -36,19 +36,18 @@ steps:
   - ${{ if eq(parameters.dockerConfigName, 'commonDockerConfig') }}:
       - script: |
           rm -fr ${BUILD_SOURCESDIRECTORY} || sudo rm -fr ${BUILD_SOURCESDIRECTORY} || true
-          echo y | docker image prune -a
         displayName: "Clean workspace"
 
       - checkout: self
         clean: true
         displayName: "Checkout out Repo"
+        fetchDepth: 0
 
   - ${{ if eq(parameters.dockerConfigName, 'gitCloneDockerConfig') }}:
       - script: |
           rm -fr ${BUILD_SOURCESDIRECTORY} || sudo rm -fr ${BUILD_SOURCESDIRECTORY} || true
           mkdir ${BUILD_SOURCESDIRECTORY}
           chmod 777 ${BUILD_SOURCESDIRECTORY}
-          echo y | docker image prune -a
         displayName: "Clean workspace"
 
       - checkout: none
@@ -62,6 +61,7 @@ steps:
 
   - ${{ if eq(parameters.imageSource, 'build') }}:
       - script: |
+          docker image prune -a -f
           if [[ ! $(docker images | grep -i ${{ parameters.repoName }}:${{ parameters.repoTag }}) ]]; then
             docker build -f ${BUILD_SOURCESDIRECTORY}/.azure-pipelines/docker/${{parameters.dockerFileName}}.devel -t ${{ parameters.repoName }}:${{ parameters.repoTag }} .
           fi
@@ -74,7 +74,7 @@ steps:
 
   - ${{ if eq(parameters.imageSource, 'pull') }}:
       - script: |
-            docker pull vault.habana.ai/gaudi-docker/1.17.0/ubuntu22.04/habanalabs/pytorch-installer-2.3.1:latest
+            docker pull vault.habana.ai/gaudi-docker/1.18.0/ubuntu22.04/habanalabs/pytorch-installer-2.4.0:latest
         displayName: "Pull habana docker image"
 
   - script: |
@@ -95,7 +95,7 @@ steps:
             else
                 docker run -dit --disable-content-trust --privileged --name=${{ parameters.containerName }} --shm-size="2g" \
                 --runtime=habana -e HABANA_VISIBLE_DEVICES=all -e OMPI_MCA_btl_vader_single_copy_mechanism=none --cap-add=sys_nice --net=host --ipc=host \
-                -v ${BUILD_SOURCESDIRECTORY}:/neural-compressor vault.habana.ai/gaudi-docker/1.17.0/ubuntu22.04/habanalabs/pytorch-installer-2.3.1:latest
+                -v ${BUILD_SOURCESDIRECTORY}:/neural-compressor vault.habana.ai/gaudi-docker/1.18.0/ubuntu22.04/habanalabs/pytorch-installer-2.4.0:latest
             fi
             echo "Show the container list after docker run ... "
             docker ps -a

.azure-pipelines/ut-basic.yml

@@ -19,6 +19,8 @@ pr:
       - neural_compressor/torch
       - neural_compressor/tensorflow
       - neural_compressor/onnxrt
+      - neural_compressor/transformers
+      - neural_compressor/evaluation
       - .azure-pipelines/scripts/ut/3x
 
 pool: ICX-16C

.github/checkgroup.yml

@@ -78,19 +78,6 @@ subprojects:
       - "UT-Basic (Unit Test other basic case Test other basic case)"
       - "UT-Basic (Unit Test other cases baseline Test other cases baseline)"
 
-  - id: "Unit Tests ITREX workflow"
-    paths:
-      - "neural_compressor/**"
-      - "setup.py"
-      - "requirements.txt"
-      - ".azure-pipelines/scripts/ut/run_itrex.sh"
-      - ".azure-pipelines/ut-itrex.yml"
-      - "!neural_compressor/common/**"
-      - "!neural_compressor/torch/**"
-      - "!neural_compressor/tensorflow/**"
-    checks:
-      - "UT-ITREX"
-
   - id: "Unit Tests 3x-TensorFlow workflow"
     paths:
       - "neural_compressor/common/**"

.pre-commit-config.yaml

@@ -76,7 +76,7 @@ repos:
           )$
 
   - repo: https://github.com/PyCQA/docformatter
-    rev: v1.7.5
+    rev: 06907d0
     hooks:
       - id: docformatter
         args: [
@@ -129,7 +129,8 @@ repos:
               examples/onnxrt/nlp/huggingface_model/text_generation/llama/quantization/ptq_static/prompt.json|
               examples/notebook/dynas/ResNet50_Quantiation_Search_Supernet_NAS.ipynb|
               examples/notebook/dynas/Transformer_LT_Supernet_NAS.ipynb|
-              neural_compressor/torch/algorithms/fp8_quant/internal/diffusion_evaluation/SR_evaluation/imagenet1000_clsidx_to_labels.txt
+              neural_compressor/torch/algorithms/fp8_quant/internal/diffusion_evaluation/SR_evaluation/imagenet1000_clsidx_to_labels.txt|
+              neural_compressor/evaluation/hf_eval/datasets/cnn_validation.json
           )$
 
   - repo: https://github.com/astral-sh/ruff-pre-commit

README.md

@@ -27,6 +27,7 @@ support AMD CPU, ARM CPU, and NVidia GPU through ONNX Runtime with limited testi
 * Collaborate with cloud marketplaces such as [Google Cloud Platform](https://console.cloud.google.com/marketplace/product/bitnami-launchpad/inc-tensorflow-intel?project=verdant-sensor-286207), [Amazon Web Services](https://aws.amazon.com/marketplace/pp/prodview-yjyh2xmggbmga#pdp-support), and [Azure](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/bitnami.inc-tensorflow-intel), software platforms such as [Alibaba Cloud](https://www.intel.com/content/www/us/en/developer/articles/technical/quantize-ai-by-oneapi-analytics-on-alibaba-cloud.html), [Tencent TACO](https://new.qq.com/rain/a/20221202A00B9S00) and [Microsoft Olive](https://github.com/microsoft/Olive), and open AI ecosystem such as [Hugging Face](https://huggingface.co/blog/intel), [PyTorch](https://pytorch.org/tutorials/recipes/intel_neural_compressor_for_pytorch.html), [ONNX](https://github.com/onnx/models#models), [ONNX Runtime](https://github.com/microsoft/onnxruntime), and [Lightning AI](https://github.com/Lightning-AI/lightning/blob/master/docs/source-pytorch/advanced/post_training_quantization.rst)
 
 ## What's New
+* [2024/10] [Transformers-like API](./docs/source/3x/transformers_like_api.md) for INT4 inference on Intel CPU and GPU.
 * [2024/07] From 3.0 release, framework extension API is recommended to be used for quantization.
 * [2024/07] Performance optimizations and usability improvements on [client-side](./docs/source/3x/client_quant.md).
 
@@ -71,7 +72,7 @@ pip install "neural-compressor>=2.3" "transformers>=4.34.0" torch torchvision
 ```
 After successfully installing these packages, try your first quantization program.
 
-### [FP8 Quantization](./examples/3.x_api/pytorch/cv/fp8_quant/)
+### [FP8 Quantization](./docs/source/3x/PT_FP8Quant.md)
 Following example code demonstrates FP8 Quantization, it is supported by Intel Gaudi2 AI Accelerator. 
 
 To try on Intel Gaudi2, docker image with Gaudi Software Stack is recommended, please refer to following script for environment setup. More details can be found in [Gaudi Guide](https://docs.habana.ai/en/latest/Installation_Guide/Bare_Metal_Fresh_OS.html#launch-docker-image-that-was-built).
@@ -147,7 +148,7 @@ Intel Neural Compressor will convert the model format from auto-gptq to hpu form
     </tr>
     <tr>
         <td colspan="2" align="center"><a href="./docs/source/3x/PT_WeightOnlyQuant.md">Weight-Only Quantization</a></td>
-        <td colspan="2" align="center"><a href="./docs/3x/PT_FP8Quant.md">FP8 Quantization</a></td>
+        <td colspan="2" align="center"><a href="./docs/source/3x/PT_FP8Quant.md">FP8 Quantization</a></td>
         <td colspan="2" align="center"><a href="./docs/source/3x/PT_MXQuant.md">MX Quantization</a></td>
         <td colspan="2" align="center"><a href="./docs/source/3x/PT_MixedPrecision.md">Mixed Precision</a></td>
     </tr>
@@ -164,6 +165,16 @@ Intel Neural Compressor will convert the model format from auto-gptq to hpu form
           <td colspan="2" align="center"><a href="./docs/source/3x/TF_SQ.md">Smooth Quantization</a></td>
       </tr>
   </tbody>
+  <thead>
+      <tr>
+        <th colspan="8">Transformers-like APIs</th>
+      </tr>
+  </thead>
+  <tbody>
+      <tr>
+          <td colspan="8" align="center"><a href="./docs/source/3x/transformers_like_api.md">Overview</a></td>
+      </tr>
+  </tbody>
   <thead>
       <tr>
         <th colspan="8">Other Modules</th>
@@ -181,6 +192,9 @@ Intel Neural Compressor will convert the model format from auto-gptq to hpu form
 > From 3.0 release, we recommend to use 3.X API. Compression techniques during training such as QAT, Pruning, Distillation only available in [2.X API](https://github.com/intel/neural-compressor/blob/master/docs/source/2x_user_guide.md) currently.
 
 ## Selected Publications/Events
+
+* EMNLP'2024: [Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs](https://arxiv.org/abs/2309.05516) (Sep 2024)
+* Blog on Medium: [Quantization on Intel Gaudi Series AI Accelerators](https://medium.com/intel-analytics-software/intel-neural-compressor-v3-0-a-quantization-tool-across-intel-hardware-9856adee6f11) (Aug 2024)
 * Blog by Intel: [Neural Compressor: Boosting AI Model Efficiency](https://community.intel.com/t5/Blogs/Tech-Innovation/Artificial-Intelligence-AI/Neural-Compressor-Boosting-AI-Model-Efficiency/post/1604740) (June 2024)
 * Blog by Intel: [Optimization of Intel AI Solutions for Alibaba Cloud’s Qwen2 Large Language Models](https://www.intel.com/content/www/us/en/developer/articles/technical/intel-ai-solutions-accelerate-alibaba-qwen2-llms.html) (June 2024)
 * Blog by Intel: [Accelerate Meta* Llama 3 with Intel AI Solutions](https://www.intel.com/content/www/us/en/developer/articles/technical/accelerate-meta-llama3-with-intel-ai-solutions.html) (Apr 2024)

docs/build_docs/source/conf.py

@@ -34,10 +34,12 @@
     "sphinx.ext.coverage",
     "sphinx.ext.autosummary",
     "sphinx_md",
+    "sphinx_rtd_theme",
     "autoapi.extension",
     "sphinx.ext.napoleon",
     "sphinx.ext.githubpages",
     "sphinx.ext.linkcode",
+    "sphinxcontrib.jquery",
 ]
 
 autoapi_dirs = ["../../neural_compressor"]

docs/build_docs/sphinx-requirements.txt

@@ -1,6 +1,10 @@
-recommonmark
-sphinx==6.1.1
-sphinx-autoapi
-sphinx-markdown-tables
-sphinx-md
-sphinx_rtd_theme
+recommonmark==0.7.1
+setuptools_scm[toml]==8.1.0
+sphinx==7.3.7
+sphinx-autoapi==3.1.0
+sphinx-autobuild==2024.4.16
+sphinx-markdown-tables==0.0.17
+sphinx-md==0.0.4
+sphinx_rtd_theme==2.0.0
+sphinxcontrib-jquery==4.1
+sphinxemoji==0.3.1