Regen docs and add note for SSD-ResNet34 commits (#289)

* Regen docs and add note for SSD-ResNet34 commits

Signed-off-by: Abolfazl Shahbazi <[email protected]>

* More SSD-ResNet34 doc updates

Signed-off-by: Abolfazl Shahbazi <[email protected]>

* Fix a typo

Signed-off-by: Abolfazl Shahbazi <[email protected]>

Author: ashahba

benchmarks/object_detection/tensorflow/ssd-resnet34/training/bfloat16/README.md

@@ -45,7 +45,7 @@ to download and preprocess the dataset.
    ```
    git clone https://github.com/tensorflow/models.git tf_models
    cd tf_models
-   git checkout 8110bb64ca63c48d0caee9d565e5b4274db2220a
+   git checkout 7a9934df2afdf95be9405b4e9f1f2480d748dc40
    cd ..
    ```
 
@@ -162,7 +162,8 @@ Clone the repo at the commit specified below, and set the `TF_MODELS_DIR`
 environment variable to point to that directory. Apply the TF2 patch from
 the model zoo to the TensorFlow models directory.
 ```
-# Clone the tensorflow/models repo at the specified commit
+# Clone the tensorflow/models repo at the specified commit.
+# Please note that required commit for this section is different from the one used for dataset preparation.
 git clone https://github.com/tensorflow/models.git tf_models
 cd tf_models
 export TF_MODELS_DIR=$(pwd)

benchmarks/object_detection/tensorflow/ssd-resnet34/training/fp32/README.md

@@ -45,7 +45,7 @@ to download and preprocess the dataset.
    ```
    git clone https://github.com/tensorflow/models.git tf_models
    cd tf_models
-   git checkout 8110bb64ca63c48d0caee9d565e5b4274db2220a
+   git checkout 7a9934df2afdf95be9405b4e9f1f2480d748dc40
    cd ..
    ```
 
@@ -156,7 +156,8 @@ Running SSD-ResNet34 training uses code from the
 Clone the  repo at the commit specified below, and set the `TF_MODELS_DIR` environment
 variable to point to that directory.
 ```
-# Clone the tensorflow/models repo at the specified commit
+# Clone the tensorflow/models repo at the specified commit.
+# Please note that required commit for this section is different from the one used for dataset preparation.
 git clone https://github.com/tensorflow/models.git tf_models
 cd tf_models
 export TF_MODELS_DIR=$(pwd)

quickstart/object_detection/tensorflow/ssd-resnet34/training/cpu/bfloat16/.docs/aikit.md

@@ -75,7 +75,8 @@ Clone the repo at the commit specified below, and set the `TF_MODELS_DIR`
 environment variable to point to that directory. Apply the TF2 patch from
 the model zoo to the TensorFlow models directory.
 ```
-# Clone the tensorflow/models repo at the specified commit
+# Clone the tensorflow/models repo at the specified commit.
+# Please note that required commit for this section is different from the one used for dataset preparation.
 git clone https://github.com/tensorflow/models.git tf_models
 cd tf_models
 export TF_MODELS_DIR=$(pwd)

quickstart/object_detection/tensorflow/ssd-resnet34/training/cpu/bfloat16/.docs/baremetal.md

@@ -30,7 +30,8 @@ Clone the [TensorFlow Model Garden](https://github.com/tensorflow/models)
 repo at the commit specified below, and set the `TF_MODELS_DIR` environment
 variable to point to that directory.
 ```
-# Clone the tensorflow/models repo at the specified commit
+# Clone the tensorflow/models repo at the specified commit.
+# Please note that required commit for this section is different from the one used for dataset preparation.
 git clone https://github.com/tensorflow/models.git tf_models
 cd tf_models
 export TF_MODELS_DIR=$(pwd)

quickstart/object_detection/tensorflow/ssd-resnet34/training/cpu/bfloat16/README.md

@@ -122,7 +122,8 @@ Clone the [TensorFlow Model Garden](https://github.com/tensorflow/models)
 repo at the commit specified below, and set the `TF_MODELS_DIR` environment
 variable to point to that directory.
 ```
-# Clone the tensorflow/models repo at the specified commit
+# Clone the tensorflow/models repo at the specified commit.
+# Please note that required commit for this section is different from the one used for dataset preparation.
 git clone https://github.com/tensorflow/models.git tf_models
 cd tf_models
 export TF_MODELS_DIR=$(pwd)

quickstart/object_detection/tensorflow/ssd-resnet34/training/cpu/fp32/.docs/aikit.md

@@ -74,7 +74,8 @@ Running <model name> <mode> uses code from the
 Clone the  repo at the commit specified below, and set the `TF_MODELS_DIR` environment
 variable to point to that directory.
 ```
-# Clone the tensorflow/models repo at the specified commit
+# Clone the tensorflow/models repo at the specified commit.
+# Please note that required commit for this section is different from the one used for dataset preparation.
 git clone https://github.com/tensorflow/models.git tf_models
 cd tf_models
 export TF_MODELS_DIR=$(pwd)

quickstart/object_detection/tensorflow/ssd-resnet34/training/cpu/fp32/.docs/baremetal.md

@@ -40,7 +40,8 @@ export DATASET_DIR=<path to the dataset>
 export OUTPUT_DIR=<directory where log and checkpoint files will be written>
 export MPI_NUM_PROCESSES=<number of MPI processes (optional, defaults to 1)>
 
-# Clone the tensorflow/models repo at the specified commit
+# Clone the tensorflow/models repo at the specified commit.
+# Please note that required commit for this section is different from the one used for dataset preparation.
 git clone https://github.com/tensorflow/models.git tf_models
 cd tf_models
 export TF_MODELS_DIR=$(pwd)

quickstart/object_detection/tensorflow/ssd-resnet34/training/cpu/fp32/README.md

@@ -127,7 +127,8 @@ export DATASET_DIR=<path to the dataset>
 export OUTPUT_DIR=<directory where log and checkpoint files will be written>
 export MPI_NUM_PROCESSES=<number of MPI processes (optional, defaults to 1)>
 
-# Clone the tensorflow/models repo at the specified commit
+# Clone the tensorflow/models repo at the specified commit.
+# Please note that required commit for this section is different from the one used for dataset preparation.
 git clone https://github.com/tensorflow/models.git tf_models
 cd tf_models
 export TF_MODELS_DIR=$(pwd)