2023.1 ai kit itex get started example fix (#1338)

* Fix the typo

* Update ResNet50_Inference.ipynb

Author: wangkl2

AI-and-Analytics/Getting-Started-Samples/Intel_Extension_For_TensorFlow_GettingStarted/README.md

@@ -38,7 +38,7 @@ Please follow bellow steps to setup GPU environment.
 3. Activate the created conda env:  ```$source activate user-tensorflow-gpu ```
 4. Install the required packages:  ```(user-tensorflow-gpu) $pip install tensorflow_hub ipykernel ```
 5. Deactivate conda env:  ```(user-tensorflow-gpu)$conda deactivate ```
-6. Register the kernel to Jupyter NB: ``` $~/.conda/envs/user-tensorflowgpu/bin/python  -m ipykernel install --user --name=user-tensorflow-gpu ```  
+6. Register the kernel to Jupyter NB: ``` $~/.conda/envs/user-tensorflow-gpu/bin/python  -m ipykernel install --user --name=user-tensorflow-gpu ```  
 
 Once users finish GPU environment setup, please do the same steps but remove "-gpu" from above steps. 
 In the end, you will have two new conda environments which are user-tensorflow-gpu and user-tensorflow

AI-and-Analytics/Getting-Started-Samples/Intel_Extension_For_TensorFlow_GettingStarted/ResNet50_Inference.ipynb

@@ -51,7 +51,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%env ONEAPI_INSTALL=~/intel/oneapi"
+    "%env ONEAPI_INSTALL=/opt/intel/oneapi"
    ]
   },
   {
@@ -124,7 +124,7 @@
     "%%writefile run.sh\n",
     "#!/bin/bash\n",
     "source $ONEAPI_INSTALL/setvars.sh --force > /dev/null 2>&1\n",
-    "source activate tensorflow-gpu\n",
+    "source activate user-tensorflow-gpu\n",
     "echo \"########## Executing the run\"\n",
     "DNNL_VERBOSE=1 python infer_resnet50.py > infer_rn50_gpu.csv\n",
     "echo \"########## Done with the run\""
@@ -156,7 +156,7 @@
    "metadata": {},
    "source": [
     "#### Run on CPU via Intel TensorFlow\n",
-    "Users also can run the same infer_resnet50.py on CPU with intel tensorflow or stock tensorflow."
+    "Users also can run the same infer_resnet50.py on CPU with intel tensorflow or stock tensorflow. Please switch to the user-tensorflow jupyter kernel and execute again from prerequisites for CPU run"
    ]
   },
   {
@@ -168,7 +168,7 @@
     "%%writefile run.sh\n",
     "#!/bin/bash\n",
     "source $ONEAPI_INSTALL/setvars.sh --force > /dev/null 2>&1\n",
-    "source activate tensorflow\n",
+    "source activate user-tensorflow\n",
     "echo \"########## Executing the run\"\n",
     "DNNL_VERBOSE=1 python infer_resnet50.py > infer_rn50_cpu.csv\n",
     "echo \"########## Done with the run\""
@@ -269,7 +269,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "FdIndex=2"
+    "FdIndex=0"
    ]
   },
   {
@@ -325,7 +325,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "onednn.breakdown(data,\"arch\",\"time\")"
+    "onednn.breakdown(exec_data,\"arch\",\"time\")"
    ]
   },
   {
@@ -382,7 +382,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "os.chdir(initial_cwd)\n",
     "print('[CODE_SAMPLE_COMPLETED_SUCCESFULLY]')"
    ]
   }