Dev Notebook - Experiments.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8ccc48d0-adc9-4b04-809c-a64aa9825652",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2023-02-15 22:32:28--  https://registrationcenter-download.intel.com/akdlm/irc_nas/19202/l_AIKit_p_2023.1.0.31760.sh\n",
      "Resolving registrationcenter-download.intel.com (registrationcenter-download.intel.com)... 104.99.238.82, 104.99.238.80, 104.99.238.114\n",
      "Connecting to registrationcenter-download.intel.com (registrationcenter-download.intel.com)|104.99.238.82|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 18895929 (18M) [application/octet-stream]\n",
      "Saving to: ‘l_AIKit_p_2023.1.0.31760.sh’\n",
      "\n",
      "l_AIKit_p_2023.1.0. 100%[===================>]  18.02M  3.98MB/s    in 4.5s    \n",
      "\n",
      "2023-02-15 22:32:33 (3.98 MB/s) - ‘l_AIKit_p_2023.1.0.31760.sh’ saved [18895929/18895929]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget https://registrationcenter-download.intel.com/akdlm/irc_nas/19202/l_AIKit_p_2023.1.0.31760.sh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "711eeb7b-8626-47dd-a11d-f967468c9bdb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Collecting scikit-learn-intelex\n",
      "  Using cached scikit_learn_intelex-2023.0.1-py39-none-manylinux1_x86_64.whl (83 kB)\n",
      "Requirement already satisfied: scikit-learn>=0.22 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from scikit-learn-intelex) (1.1.1)\n",
      "Collecting daal4py==2023.0.1\n",
      "  Using cached daal4py-2023.0.1-py39-none-manylinux1_x86_64.whl (12.7 MB)\n",
      "Requirement already satisfied: numpy>=1.15 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from daal4py==2023.0.1->scikit-learn-intelex) (1.22.3)\n",
      "Collecting daal==2023.0.1\n",
      "  Downloading daal-2023.0.1-py2.py3-none-manylinux1_x86_64.whl (85.5 MB)\n",
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      "\u001b[?25hCollecting tbb==2021.*\n",
      "  Downloading tbb-2021.8.0-py2.py3-none-manylinux1_x86_64.whl (4.0 MB)\n",
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      "\u001b[?25hRequirement already satisfied: threadpoolctl>=2.0.0 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from scikit-learn>=0.22->scikit-learn-intelex) (2.2.0)\n",
      "Requirement already satisfied: joblib>=1.0.0 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from scikit-learn>=0.22->scikit-learn-intelex) (1.0.1)\n",
      "Requirement already satisfied: scipy>=1.3.2 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from scikit-learn>=0.22->scikit-learn-intelex) (1.7.3)\n",
      "Installing collected packages: tbb, daal, daal4py, scikit-learn-intelex\n",
      "Successfully installed daal-2023.0.1 daal4py-2023.0.1 scikit-learn-intelex-2023.0.1 tbb-2021.8.0\n"
     ]
    }
   ],
   "source": [
    "!pip install scikit-learn-intelex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5434f193-005d-41c3-a868-fd3e3cee2a0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Collecting intel-extension-for-transformers\n",
      "  Downloading intel_extension_for_transformers-1.0b0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (50.1 MB)\n",
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      "\u001b[?25hRequirement already satisfied: numpy in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from intel-extension-for-transformers) (1.22.3)\n",
      "Requirement already satisfied: packaging in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from intel-extension-for-transformers) (21.3)\n",
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      "Requirement already satisfied: pyyaml>=5.1 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from transformers>=4.12.0->intel-extension-for-transformers) (6.0)\n",
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      "Requirement already satisfied: requests in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from transformers>=4.12.0->intel-extension-for-transformers) (2.28.1)\n",
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      "Requirement already satisfied: certifi>=2017.4.17 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from requests->transformers>=4.12.0->intel-extension-for-transformers) (2022.9.24)\n",
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      "Installing collected packages: tokenizers, typing-extensions, regex, filelock, huggingface-hub, transformers, intel-extension-for-transformers\n",
      "Successfully installed filelock-3.9.0 huggingface-hub-0.12.0 intel-extension-for-transformers-1.0b0 regex-2022.10.31 tokenizers-0.13.2 transformers-4.26.1 typing-extensions-4.5.0\n"
     ]
    }
   ],
   "source": [
    "!pip install intel-extension-for-transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "90dde705-df84-471f-a38b-5dab430160dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
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      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
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      "Requirement already satisfied: tqdm in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from sentence-transformers) (4.64.0)\n",
      "Collecting torch>=1.6.0\n",
      "  Downloading torch-1.13.1-cp39-cp39-manylinux1_x86_64.whl (887.4 MB)\n",
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      "\u001b[?25hCollecting torchvision\n",
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      "Collecting click\n",
      "  Downloading click-8.1.3-py3-none-any.whl (96 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m96.6/96.6 kB\u001b[0m \u001b[31m2.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: threadpoolctl>=2.0.0 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from scikit-learn->sentence-transformers) (2.2.0)\n",
      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from torchvision->sentence-transformers) (9.4.0)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from packaging>=20.9->huggingface-hub>=0.4.0->sentence-transformers) (3.0.9)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers) (3.4)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers) (1.26.12)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers) (2.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers) (2022.9.24)\n",
      "Building wheels for collected packages: sentence-transformers\n",
      "  Building wheel for sentence-transformers (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for sentence-transformers: filename=sentence_transformers-2.2.2-py3-none-any.whl size=125925 sha256=d37c34804c7fd1f941eab76af12fb43eae10bbcfb1b45ce45d6a27e23ef3b87f\n",
      "  Stored in directory: /home/u185998/.cache/pip/wheels/71/67/06/162a3760c40d74dd40bc855d527008d26341c2b0ecf3e8e11f\n",
      "Successfully built sentence-transformers\n",
      "Installing collected packages: sentencepiece, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, nvidia-cublas-cu11, click, nvidia-cudnn-cu11, nltk, torch, torchvision, sentence-transformers\n",
      "Successfully installed click-8.1.3 nltk-3.8.1 nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 sentence-transformers-2.2.2 sentencepiece-0.1.97 torch-1.13.1 torchvision-0.14.1\n"
     ]
    }
   ],
   "source": [
    "!pip install -U sentence-transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "82a4dd10-0bc2-4cae-856b-79267139242a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sentence_transformers import SentenceTransformer\n",
    "\n",
    "model = SentenceTransformer('sentence-transformers/LaBSE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6bccd048-5fc9-46d3-a44b-e67ff525cd1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a4caa081-a6ca-46aa-93e4-79f491c6e4e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data_csv = pd.read_csv('UpdatedResumeDataSet.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "55989a69-883b-4c2c-b29a-dfe08d55efeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>Resume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Data Science</td>\n",
       "      <td>Skills * Programming Languages: Python (pandas...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Science</td>\n",
       "      <td>Education Details \\r\\nMay 2013 to May 2017 B.E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Science</td>\n",
       "      <td>Areas of Interest Deep Learning, Control Syste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Data Science</td>\n",
       "      <td>Skills â¢ R â¢ Python â¢ SAP HANA â¢ Table...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Data Science</td>\n",
       "      <td>Education Details \\r\\n MCA   YMCAUST,  Faridab...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Category                                             Resume\n",
       "0  Data Science  Skills * Programming Languages: Python (pandas...\n",
       "1  Data Science  Education Details \\r\\nMay 2013 to May 2017 B.E...\n",
       "2  Data Science  Areas of Interest Deep Learning, Control Syste...\n",
       "3  Data Science  Skills â¢ R â¢ Python â¢ SAP HANA â¢ Table...\n",
       "4  Data Science  Education Details \\r\\n MCA   YMCAUST,  Faridab..."
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_csv.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c2c2aecb-bb5d-46e6-b993-704ecd222e3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Java Developer               84\n",
       "Testing                      70\n",
       "DevOps Engineer              55\n",
       "Python Developer             48\n",
       "Web Designing                45\n",
       "HR                           44\n",
       "Hadoop                       42\n",
       "Blockchain                   40\n",
       "ETL Developer                40\n",
       "Operations Manager           40\n",
       "Data Science                 40\n",
       "Sales                        40\n",
       "Mechanical Engineer          40\n",
       "Arts                         36\n",
       "Database                     33\n",
       "Electrical Engineering       30\n",
       "Health and fitness           30\n",
       "PMO                          30\n",
       "Business Analyst             28\n",
       "DotNet Developer             28\n",
       "Automation Testing           26\n",
       "Network Security Engineer    25\n",
       "SAP Developer                24\n",
       "Civil Engineer               24\n",
       "Advocate                     20\n",
       "Name: Category, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_csv['Category'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5a13a119-3c5f-4949-8bb0-1c972d24d8ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Resume_str</th>\n",
       "      <th>Resume_html</th>\n",
       "      <th>Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16852973</td>\n",
       "      <td>HR ADMINISTRATOR/MARKETING ASSOCIATE\\...</td>\n",
       "      <td>&lt;div class=\"fontsize fontface vmargins hmargin...</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22323967</td>\n",
       "      <td>HR SPECIALIST, US HR OPERATIONS      ...</td>\n",
       "      <td>&lt;div class=\"fontsize fontface vmargins hmargin...</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33176873</td>\n",
       "      <td>HR DIRECTOR       Summary      Over 2...</td>\n",
       "      <td>&lt;div class=\"fontsize fontface vmargins hmargin...</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>27018550</td>\n",
       "      <td>HR SPECIALIST       Summary    Dedica...</td>\n",
       "      <td>&lt;div class=\"fontsize fontface vmargins hmargin...</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17812897</td>\n",
       "      <td>HR MANAGER         Skill Highlights  ...</td>\n",
       "      <td>&lt;div class=\"fontsize fontface vmargins hmargin...</td>\n",
       "      <td>HR</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                         Resume_str  \\\n",
       "0  16852973           HR ADMINISTRATOR/MARKETING ASSOCIATE\\...   \n",
       "1  22323967           HR SPECIALIST, US HR OPERATIONS      ...   \n",
       "2  33176873           HR DIRECTOR       Summary      Over 2...   \n",
       "3  27018550           HR SPECIALIST       Summary    Dedica...   \n",
       "4  17812897           HR MANAGER         Skill Highlights  ...   \n",
       "\n",
       "                                         Resume_html Category  \n",
       "0  <div class=\"fontsize fontface vmargins hmargin...       HR  \n",
       "1  <div class=\"fontsize fontface vmargins hmargin...       HR  \n",
       "2  <div class=\"fontsize fontface vmargins hmargin...       HR  \n",
       "3  <div class=\"fontsize fontface vmargins hmargin...       HR  \n",
       "4  <div class=\"fontsize fontface vmargins hmargin...       HR  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resume_csv = pd.read_csv('Resume.csv')\n",
    "\n",
    "resume_csv.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fafe34e8-dd43-4986-9f68-0a5da96eefce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INFORMATION-TECHNOLOGY    120\n",
       "BUSINESS-DEVELOPMENT      120\n",
       "FINANCE                   118\n",
       "ADVOCATE                  118\n",
       "ACCOUNTANT                118\n",
       "ENGINEERING               118\n",
       "CHEF                      118\n",
       "AVIATION                  117\n",
       "FITNESS                   117\n",
       "SALES                     116\n",
       "BANKING                   115\n",
       "HEALTHCARE                115\n",
       "CONSULTANT                115\n",
       "CONSTRUCTION              112\n",
       "PUBLIC-RELATIONS          111\n",
       "HR                        110\n",
       "DESIGNER                  107\n",
       "ARTS                      103\n",
       "TEACHER                   102\n",
       "APPAREL                    97\n",
       "DIGITAL-MEDIA              96\n",
       "AGRICULTURE                63\n",
       "AUTOMOBILE                 36\n",
       "BPO                        22\n",
       "Name: Category, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resume_csv['Category'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7fac9165-9569-458f-a134-91a3ab6121dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Intel(R) Extension for Scikit-learn* enabled (https://github.com/intel/scikit-learn-intelex)\n"
     ]
    }
   ],
   "source": [
    "from sklearnex import patch_sklearn\n",
    "patch_sklearn()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "04bbf5d1-065f-48f5-8e2e-a2440a3479ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c7239312-4465-4e84-8d86-21ad22819402",
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets import Dataset\n",
    "\n",
    "res_dict = Dataset.from_pandas(resume_csv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ac0118c0-14d5-4f10-a623-5d6fbda6fafe",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sent_check(example):\n",
    "    \n",
    "    example['embed'] = model.encode(example['Resume_str'])\n",
    "    \n",
    "    return example\n",
    "\n",
    "#res_dict = res_dict.map(sent_check, batched=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6987267a-a699-4908-851b-692573725d00",
   "metadata": {},
   "outputs": [],
   "source": [
    "res_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fda28393-0a72-45a6-a05e-2400f82b57b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dict = Dataset.from_pandas(data_csv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "dccbfd2b-d11c-484d-9b00-38c780f12bf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dict = data_dict.rename_column('Resume', 'Resume_str')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ecea3d2-8619-482a-aa29-fa0741980be8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dict = data_dict.map(sent_check, batched=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2177309b-9436-4449-91a4-bb9358d0f8e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.005996227264404297,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": null,
       "postfix": null,
       "prefix": "Saving the dataset (0/1 shards)",
       "rate": null,
       "total": 2484,
       "unit": " examples",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ff40caacd4f5420d8c1c56ab869bb42d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Saving the dataset (0/1 shards):   0%|          | 0/2484 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_dict.save_to_disk('resume_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "eccf3962-74e0-4d0b-af69-3c3942f2f86d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.010809659957885742,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": null,
       "postfix": null,
       "prefix": "Saving the dataset (0/1 shards)",
       "rate": null,
       "total": 962,
       "unit": " examples",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "969ea6b2f9f5419993c6f81499171d05",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Saving the dataset (0/1 shards):   0%|          | 0/962 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_dict.save_to_disk('resume_data2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "63706a62-7b93-4cc8-b3ea-1582a746a529",
   "metadata": {},
   "outputs": [],
   "source": [
    "res_dict = res_dict.remove_columns(['Resume_html', 'ID'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5c3363ff-8edc-4d44-8a4d-21dc9aff34fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset({\n",
       "    features: ['Category', 'Resume_str'],\n",
       "    num_rows: 962\n",
       "})"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "89cef8b9-bbab-4b2a-a48c-477b5f60ab4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset({\n",
       "    features: ['Resume_str', 'Category'],\n",
       "    num_rows: 2484\n",
       "})"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a843bf11-dcca-43af-a382-8e7625fcdf48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset({\n",
       "    features: ['Resume_str', 'Category'],\n",
       "    num_rows: 3446\n",
       "})"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datasets import concatenate_datasets\n",
    "all_data = concatenate_datasets([res_dict, data_dict])\n",
    "\n",
    "all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "49f2211f-4458-4107-abc0-afb1fd8c8f39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset({\n",
       "    features: ['Resume_str', 'Category'],\n",
       "    num_rows: 3446\n",
       "})"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "df5baf24-3aa1-4571-a707-468529f4c433",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import pandas as pd\n",
    "import emoji\n",
    "def get_re_compiler_list_words(words_list):\n",
    "    compiled_str = r''\n",
    "    for i, word in enumerate(words_list):\n",
    "        if i == len(words_list) - 1:\n",
    "            compiled_str = compiled_str + r'\\b' + word + r'\\b'\n",
    "        else:\n",
    "            compiled_str = compiled_str + r'\\b' + word + r'\\b | '\n",
    "    r = re.compile(compiled_str, flags=re.I | re.X)\n",
    "\n",
    "    return r\n",
    "\n",
    "\n",
    "def get_compiler_removed_stopwords():\n",
    "    stopword_list = ['follow', 'channel', 'news', 'source', 'breaking', 'tv', 'watch', 'video', 'support', 'subscribe',\n",
    "                     'share', 'link', 'comment', 'download', 'free', 'post', 'click', 'online', 'tube', 'call', 'plz',\n",
    "                     'donate', 'help', 'shared', 'pls', 'sms', 'likes', 'copy', 'following', 'retweet', 'website',\n",
    "                     'comments', 'notification', 'updates', 'play', 'pay', 'msg', 'quotes', 'block', 'posts', 'rekoooo',\n",
    "                     'sent', 'from', 'here', 'android']\n",
    "    r = get_re_compiler_list_words(stopword_list)\n",
    "\n",
    "    return r\n",
    "\n",
    "stop_words_regex = get_compiler_removed_stopwords()\n",
    "url_pattern = re.compile(r'(https?://[^\\s]+)')\n",
    "text_compile1 = re.compile(\"&#39;\")\n",
    "text_compile2 = re.compile('[-_[\\]{}~\\':;\"’‘()–\\n\\r<>@&*+!?•°.,\\\\\\/%=^$|#“”]+')\n",
    "ptrn = re.compile('[^a-z ]')\n",
    "\n",
    "\n",
    "def get_emoji_regexp():\n",
    "    # Sort emoji by length to make sure multi-character emojis are\n",
    "    # matched first\n",
    "    emojis = sorted(emoji.EMOJI_DATA, key=len, reverse=True)\n",
    "    pattern = u'(' + u'|'.join(re.escape(u) for u in emojis) + u')'\n",
    "    return re.compile(pattern)\n",
    "\n",
    "def remove_emoji(text):\n",
    "    outp = get_emoji_regexp().sub(u'', str(text))\n",
    "    return outp\n",
    "\n",
    "def remove_mentions_and_hashtag(text):\n",
    "    \n",
    "    outp = \" \".join(filter(lambda x: x[0] not in ['#', '@'], text.split()))\n",
    "    return outp\n",
    "\n",
    "def remove_unnecessary_text(example):\n",
    "    text = example['Resume_str']\n",
    "    outp = url_pattern.sub('', text)\n",
    "    outp = stop_words_regex.sub('', outp)\n",
    "    outp = remove_mentions_and_hashtag(remove_emoji(outp))\n",
    "    outp = text_compile1.sub('', outp)\n",
    "    outp = text_compile2.sub('', outp)\n",
    "    \n",
    "    example['Resume_str'] = outp\n",
    "\n",
    "    return example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7ab883de-4058-4f03-bbbe-a93e3977738d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_unnecessary_text2(example):\n",
    "    text = example\n",
    "    outp = url_pattern.sub('', text)\n",
    "    outp = stop_words_regex.sub('', outp)\n",
    "    outp = remove_mentions_and_hashtag(remove_emoji(outp))\n",
    "    outp = text_compile1.sub('', outp)\n",
    "    outp = text_compile2.sub('', outp)\n",
    "\n",
    "    return outp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c5536040-6087-4fdf-9d73-7057dfb6f575",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.010169029235839844,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": null,
       "postfix": null,
       "prefix": "",
       "rate": null,
       "total": 3446,
       "unit": "ex",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "edf6ef4b16654e88a688887f920f4dfd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3446 [00:00<?, ?ex/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_data = all_data.map(remove_unnecessary_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77ce1771-383a-4b10-a641-a9bdc8ea3571",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.005150794982910156,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": null,
       "postfix": null,
       "prefix": "",
       "rate": null,
       "total": 4,
       "unit": "ba",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2cda0d93fa554be1b5c2f08d1d24225b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/4 [00:00<?, ?ba/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_data = all_data.map(sent_check, batched=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d9bf32f9-ad24-488d-9c06-6b2c06b1ec50",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.save_to_disk('clean_resume_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "bc074d5a-d4bf-40bb-979a-9e82b15ee066",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset({\n",
       "    features: ['Resume_str', 'Category', 'embed', 'cos_sim'],\n",
       "    num_rows: 3446\n",
       "})"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9dfc5636-a78c-49d4-8786-a1a6f9f16d7b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n"
     ]
    },
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.005182981491088867,
       "initial": 0,
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       "ncols": null,
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       "postfix": null,
       "prefix": "",
       "rate": null,
       "total": 3446,
       "unit": "ex",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ae4216267f0d4b57a02d2d5dd81e65df",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3446 [00:00<?, ?ex/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n"
     ]
    }
   ],
   "source": [
    "def keyword_extraction(example):\n",
    "    \n",
    "    example['keywords'] = [i[0] for i in kw_model.extract_keywords(jd, keyphrase_ngram_range=(1, 1), stop_words='english',\n",
    "                              use_maxsum=True, nr_candidates=20, top_n=10)]\n",
    "    \n",
    "    return example\n",
    "\n",
    "all_data = all_data.map(keyword_extraction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0c6fe97-fde7-4d41-9975-5c9b1393f480",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.save_to_disk('clean_resume_data_keywords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "92f4d35c-1c8e-4a57-9030-26663317e2be",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_df = all_data.to_pandas()\n",
    "\n",
    "all_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d31e1490-4a7c-4cde-a5a4-0c533be997e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "del all_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "256d7d69-876e-4027-af9d-37e5608046ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
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       "total": 3446,
       "unit": "ex",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0a0d28b9e46147628dbe12574d9b972e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3446 [00:00<?, ?ex/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def label_change(example):\n",
    "    \n",
    "    example['Category'] = example['Category'].lower()\n",
    "    \n",
    "    return example\n",
    "\n",
    "all_data = all_data.map(label_change)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d5be8f96-99e9-4743-bf2b-11a836a78c46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SentenceTransformer(\n",
       "  (0): Transformer({'max_seq_length': 256, 'do_lower_case': False}) with Transformer model: BertModel \n",
       "  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})\n",
       "  (2): Dense({'in_features': 768, 'out_features': 768, 'bias': True, 'activation_function': 'torch.nn.modules.activation.Tanh'})\n",
       "  (3): Normalize()\n",
       ")"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c66dbd33-6beb-4f99-97d6-7e1379d57bf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "jd = \"Machine Learning Engineer responsibilities include: \\\n",
    "Designing and developing machine learning and deep learning systems \\\n",
    "Running machine learning tests and experiments \\\n",
    "Implementing appropriate ML algorithms \\\n",
    "Job brief \\\n",
    "We are looking for a Machine Learning (ML) Engineer to help us create artificial intelligence products. \\\n",
    "\\\n",
    "Machine Learning Engineer responsibilities include creating machine learning models and retraining systems. To do this job successfully, you need exceptional skills in statistics and programming. If you also have knowledge of data science and software engineering, we’d like to meet you.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0a857290-54c3-4359-aa80-d250f16f199d",
   "metadata": {},
   "outputs": [],
   "source": [
    "jd_clean = remove_unnecessary_text2(jd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "aa129f81-6bad-435c-a4f9-d3716d941308",
   "metadata": {},
   "outputs": [],
   "source": [
    "jd_embed = model.encode(jd_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6c3a9653-f7a6-43ed-831b-5645860a56ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
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       "elapsed": 0.0051801204681396484,
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       "prefix": "",
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       "total": 3446,
       "unit": "ex",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "24df9852914b4f46aea2ff9eee31699e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3446 [00:00<?, ?ex/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def cos_sim(example):\n",
    "    \n",
    "    example['cos_sim'] = cosine_similarity([jd_embed, example['embed']])[0][1]\n",
    "    \n",
    "    return example\n",
    "\n",
    "all_data = all_data.map(cos_sim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "62f5b47d-d1bf-4937-9672-46b1c9350319",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.01320338249206543,
       "initial": 0,
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       "ncols": null,
       "nrows": null,
       "postfix": null,
       "prefix": "",
       "rate": null,
       "total": 4,
       "unit": "ba",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5615912425854c4993f8f6a312aa46f7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/4 [00:00<?, ?ba/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_df = all_data.filter(lambda x: x['cos_sim'] > 0.70).to_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b4068886-f0fc-4e83-b6c9-95f0d2bb8ff1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Resume_str</th>\n",
       "      <th>Category</th>\n",
       "      <th>embed</th>\n",
       "      <th>cos_sim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ENGINEERING TECHNICIAN Summary A challenging p...</td>\n",
       "      <td>engineering</td>\n",
       "      <td>[-0.038857684, -0.0430072, -0.009155764, -0.03...</td>\n",
       "      <td>0.706320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ENGINEERING INTERN Profile Proficient Entry Le...</td>\n",
       "      <td>engineering</td>\n",
       "      <td>[-0.049227484, -0.044272255, -0.005008063, -0....</td>\n",
       "      <td>0.709413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ENGINEERING AND QUALITY TECHNICIAN Career Over...</td>\n",
       "      <td>engineering</td>\n",
       "      <td>[-0.05162383, -0.051039547, -0.0081372475, -0....</td>\n",
       "      <td>0.701170</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Resume_str     Category  \\\n",
       "0  ENGINEERING TECHNICIAN Summary A challenging p...  engineering   \n",
       "1  ENGINEERING INTERN Profile Proficient Entry Le...  engineering   \n",
       "2  ENGINEERING AND QUALITY TECHNICIAN Career Over...  engineering   \n",
       "\n",
       "                                               embed   cos_sim  \n",
       "0  [-0.038857684, -0.0430072, -0.009155764, -0.03...  0.706320  \n",
       "1  [-0.049227484, -0.044272255, -0.005008063, -0....  0.709413  \n",
       "2  [-0.05162383, -0.051039547, -0.0081372475, -0....  0.701170  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "e40d4a27-43ba-46a3-8599-f5f6a233fef8",
   "metadata": {},
   "outputs": [],
   "source": [
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "3d80ea01-09cb-4300-8d04-3bb553540e35",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n"
     ]
    }
   ],
   "source": [
    "kd = kw_model.extract_keywords(jd, keyphrase_ngram_range=(1, 1), stop_words='english',\n",
    "                              use_maxsum=True, nr_candidates=20, top_n=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "c2b3ab2b-8280-423d-ba8e-4039bece775a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['need',\n",
       " 'running',\n",
       " 'statistics',\n",
       " 'knowledge',\n",
       " 'deep',\n",
       " 'programming',\n",
       " 'models',\n",
       " 'algorithms',\n",
       " 'ml',\n",
       " 'engineer']"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i[0] for i in kd]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "6f126815-1295-4679-80b1-cf04bd8ede9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['punch',\n",
       " 'projects',\n",
       " 'word',\n",
       " 'systems',\n",
       " 'arose',\n",
       " 'ran',\n",
       " 'test',\n",
       " 'mechanical',\n",
       " 'manufacturing',\n",
       " 'engineers']"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i[0] for i in kw_model.extract_keywords(res_df['Resume_str'][0], keyphrase_ngram_range=(1, 1), stop_words='english',\n",
    "                              use_maxsum=True, nr_candidates=20, top_n=10)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "71c4ae92-06b4-4345-9bfe-48a03fc90b46",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['robotics',\n",
       " 'city',\n",
       " 'robot',\n",
       " 'receive',\n",
       " 'electrical',\n",
       " 'fall',\n",
       " 'c6713',\n",
       " 'computersystems',\n",
       " 'mathcad',\n",
       " 'engineer']"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i[0] for i in kw_model.extract_keywords(res_df['Resume_str'][1], keyphrase_ngram_range=(1, 1), stop_words='english',\n",
    "                              use_maxsum=True, nr_candidates=20, top_n=10)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b3398943-1dea-4c42-9701-6c2d34563dad",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/nn/functional/_tensor_method.py:6: UserWarning: calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\n",
      "  warnings.warn(\"calling in ipex numpy which is not share mermory with torch tensor for bfloat16 input.\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['knowledge',\n",
       " 'success',\n",
       " 'technician',\n",
       " '012004',\n",
       " 'successful',\n",
       " 'years',\n",
       " '012007',\n",
       " 'data',\n",
       " '012016',\n",
       " 'sql']"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i[0] for i in kw_model.extract_keywords(res_df['Resume_str'][2], keyphrase_ngram_range=(1, 1), stop_words='english',\n",
    "                              use_maxsum=True, nr_candidates=20, top_n=10)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b546d2ab-23cd-471c-8704-452ffe9d73ce",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "817e30ad-a4bd-4323-b971-cc2f5aa6df3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Collecting intel_extension_for_pytorch\n",
      "  Downloading intel_extension_for_pytorch-1.13.100-cp39-cp39-manylinux2014_x86_64.whl (38.0 MB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m38.0/38.0 MB\u001b[0m \u001b[31m3.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: numpy in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from intel_extension_for_pytorch) (1.22.3)\n",
      "Requirement already satisfied: psutil in /glob/development-tools/versions/oneapi/2023.0.1/oneapi/intelpython/python3.9/lib/python3.9/site-packages (from intel_extension_for_pytorch) (5.9.4)\n",
      "Installing collected packages: intel_extension_for_pytorch\n",
      "Successfully installed intel_extension_for_pytorch-1.13.100\n"
     ]
    }
   ],
   "source": [
    "!python -m pip install intel_extension_for_pytorch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "52409d24-df19-49c3-b9d6-57db97a9d537",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/frontend.py:427: UserWarning: Conv BatchNorm folding failed during the optimize process.\n",
      "  warnings.warn(\"Conv BatchNorm folding failed during the optimize process.\")\n",
      "/home/u185998/.local/lib/python3.9/site-packages/intel_extension_for_pytorch/frontend.py:432: UserWarning: Linear BatchNorm folding failed during the optimize process.\n",
      "  warnings.warn(\"Linear BatchNorm folding failed during the optimize process.\")\n"
     ]
    }
   ],
   "source": [
    "import intel_extension_for_pytorch as ipex\n",
    "model = ipex.optimize(model, dtype=torch.bfloat16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "01d71650-18b4-44b3-ae12-d6f0ff5ed2e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f45e1ac5-f93d-4612-89bf-ebc6d0431410",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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