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minseokl committed Nov 2, 2022
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4 changes: 2 additions & 2 deletions HugeCTR/include/common.hpp
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Expand Up @@ -60,8 +60,8 @@
namespace HugeCTR {

#define HUGECTR_VERSION_MAJOR 4
#define HUGECTR_VERSION_MINOR 0
#define HUGECTR_VERSION_PATCH 0
#define HUGECTR_VERSION_MINOR 1
#define HUGECTR_VERSION_PATCH 1

#define WARP_SIZE 32

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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -42,7 +42,7 @@ If you'd like to quickly train a model using the Python interface, do the follow

1. Start a NGC container with your local host directory (/your/host/dir mounted) by running the following command:
```
docker run --gpus=all --rm -it --cap-add SYS_NICE -v /your/host/dir:/your/container/dir -w /your/container/dir -it -u $(id -u):$(id -g) nvcr.io/nvidia/merlin/merlin-hugectr:22.09
docker run --gpus=all --rm -it --cap-add SYS_NICE -v /your/host/dir:/your/container/dir -w /your/container/dir -it -u $(id -u):$(id -g) nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

**NOTE**: The **/your/host/dir** directory is just as visible as the **/your/container/dir** directory. The **/your/host/dir** directory is also your starting directory.
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Expand Up @@ -84,7 +84,7 @@ HPS is included in the Merlin Docker containers that are available from the [NVI
The following sample command pulls and starts the Merlin TensorFlow container:
```shell
# Run the container in interactive mode
$ docker run --gpus=all --rm -it --cap-add SYS_NICE nvcr.io/nvidia/merlin/merlin-tensorflow:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE nvcr.io/nvidia/merlin/merlin-tensorflow:22.10
```
You can check the existence of the HPS Python toolkit after launching this container:
```shell
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2 changes: 1 addition & 1 deletion docs/source/hugectr_user_guide.md
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Expand Up @@ -82,7 +82,7 @@ The following sample command pulls and starts the Merlin Training container:

```shell
# Run the container in interactive mode
$ docker run --gpus=all --rm -it --cap-add SYS_NICE nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Building HugeCTR from Scratch
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4 changes: 2 additions & 2 deletions hierarchical_parameter_server/notebooks/README.md
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Expand Up @@ -13,7 +13,7 @@ If you prefer to build the HugeCTR Docker image on your own, refer to [Set Up th
Pull the container using the following command:

```shell
docker pull nvcr.io/nvidia/merlin/merlin-tensorflow:22.09
docker pull nvcr.io/nvidia/merlin/merlin-tensorflow:22.10
```

### Clone the HugeCTR Repository
Expand All @@ -28,7 +28,7 @@ git clone https://github.com/NVIDIA/HugeCTR
1. Launch the container in interactive mode (mount the HugeCTR root directory into the container for your convenience) by running this command:

```shell
docker run --runtime=nvidia --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr -p 8888:8888 nvcr.io/nvidia/merlin/merlin-tensorflow:22.09
docker run --runtime=nvidia --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr -p 8888:8888 nvcr.io/nvidia/merlin/merlin-tensorflow:22.10
```

2. Start Jupyter using these commands:
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Expand Up @@ -31,7 +31,7 @@
"\n",
"### Get HPS from NGC\n",
"\n",
"The HPS Python module is preinstalled in the 22.09 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-tensorflow): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.09`.\n",
"The HPS Python module is preinstalled in the 22.10 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-tensorflow): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.10`.\n",
"\n",
"You can check the existence of the required libraries by running the following Python code after launching this container.\n",
"\n",
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Expand Up @@ -31,7 +31,7 @@
"\n",
"### Get HPS from NGC\n",
"\n",
"The HPS Python module is preinstalled in the 22.09 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-tensorflow): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.09`.\n",
"The HPS Python module is preinstalled in the 22.10 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-tensorflow): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.10`.\n",
"\n",
"You can check the existence of the required libraries by running the following Python code after launching this container.\n",
"\n",
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Expand Up @@ -31,7 +31,7 @@
"\n",
"### Get HPS from NGC\n",
"\n",
"The HPS Python module is preinstalled in the 22.09 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.09`.\n",
"The HPS Python module is preinstalled in the 22.10 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.10`.\n",
"\n",
"You can check the existence of the required libraries by running the following Python code after launching this container.\n",
"\n",
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Expand Up @@ -31,7 +31,7 @@
"\n",
"### Get HPS from NGC\n",
"\n",
"The HPS Python module is preinstalled in the 22.09 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-tensorflow): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.09`.\n",
"The HPS Python module is preinstalled in the 22.10 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-tensorflow): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.10`.\n",
"\n",
"You can check the existence of the required libraries by running the following Python code after launching this container.\n",
"\n",
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Expand Up @@ -31,7 +31,7 @@
"\n",
"### Get SOK from NGC\n",
"\n",
"Both SOK and HPS Python modules are preinstalled in the 22.09 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-tensorflow): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.09`.\n",
"Both SOK and HPS Python modules are preinstalled in the 22.10 and later [Merlin TensorFlow Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-tensorflow): `nvcr.io/nvidia/merlin/merlin-tensorflow:22.10`.\n",
"\n",
"You can check the existence of the required libraries by running the following Python code after launching this container.\n",
"\n",
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8 changes: 4 additions & 4 deletions notebooks/README.md
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Expand Up @@ -14,10 +14,10 @@ If you prefer to build the HugeCTR Docker image on your own, refer to [Set Up th
Pull the container using the following command:

```shell
docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

> To run the Sparse Operation Kit notebooks, pull the `nvcr.io/nvidia/merlin/merlin-tensorflow:22.09` container.
> To run the Sparse Operation Kit notebooks, pull the `nvcr.io/nvidia/merlin/merlin-tensorflow:22.10` container.
### Clone the HugeCTR Repository

Expand All @@ -32,10 +32,10 @@ git clone https://github.com/NVIDIA/HugeCTR
1. Launch the container in interactive mode (mount the HugeCTR root directory into the container for your convenience) by running this command:

```shell
docker run --runtime=nvidia --rm -it --cap-add SYS_NICE --ipc=host --ulimit memlock=-1 --ulimit stack=67108864 -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr -p 8888:8888 nvcr.io/nvidia/merlin/merlin-hugectr:22.09
docker run --runtime=nvidia --rm -it --cap-add SYS_NICE --ipc=host --ulimit memlock=-1 --ulimit stack=67108864 -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr -p 8888:8888 nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

> To run the Sparse Operation Kit notebooks, specify the `nvcr.io/nvidia/merlin/merlin-tensorflow:22.09` container.
> To run the Sparse Operation Kit notebooks, specify the `nvcr.io/nvidia/merlin/merlin-tensorflow:22.10` container.
2. Start Jupyter using these commands:

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2 changes: 1 addition & 1 deletion notebooks/continuous_training.ipynb
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Expand Up @@ -29,7 +29,7 @@
"\n",
"### Get HugeCTR from NGC\n",
"\n",
"The continuous training module is preinstalled in the 22.09 and later [Merlin Training Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.09`.\n",
"The continuous training module is preinstalled in the 22.10 and later [Merlin Training Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.10`.\n",
"\n",
"You can check the existence of required libraries by running the following Python code after launching this container.\n",
"\n",
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2 changes: 1 addition & 1 deletion notebooks/hps_demo.ipynb
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Expand Up @@ -32,7 +32,7 @@
"\n",
"### Get HugeCTR from NGC\n",
"\n",
"The HugeCTR Python module is preinstalled in the 22.09 and later [Merlin Training Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.09`.\n",
"The HugeCTR Python module is preinstalled in the 22.10 and later [Merlin Training Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.10`.\n",
"\n",
"You can check the existence of required libraries by running the following Python code after launching this container.\n",
"\n",
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2 changes: 1 addition & 1 deletion notebooks/hugectr2onnx_demo.ipynb
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Expand Up @@ -36,7 +36,7 @@
"source": [
"## Access the HugeCTR to ONNX Converter\n",
"\n",
"Make sure that you start the notebook inside a running 22.09 or later NGC docker container: `nvcr.io/nvidia/merlin/merlin-hugectr:22.09`.\n",
"Make sure that you start the notebook inside a running 22.10 or later NGC docker container: `nvcr.io/nvidia/merlin/merlin-hugectr:22.10`.\n",
"The module of the ONNX converter is installed to the path `/usr/local/lib/python3.8/dist-packages`.\n",
"As for HugeCTR Python interface, a dynamic link to the `hugectr.so` library is installed to the path `/usr/local/hugectr/lib/`.\n",
"You can access the ONNX converter as well as HugeCTR Python interface anywhere within the container."
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2 changes: 1 addition & 1 deletion notebooks/hugectr_criteo.ipynb
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Expand Up @@ -42,7 +42,7 @@
"\n",
"### Get HugeCTR from NGC\n",
"\n",
"The HugeCTR Python module is preinstalled in the 22.09 and later [Merlin Training Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.09`.\n",
"The HugeCTR Python module is preinstalled in the 22.10 and later [Merlin Training Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.10`.\n",
"\n",
"You can check the existence of the required libraries by running the following Python code after launching this container.\n",
"\n",
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2 changes: 1 addition & 1 deletion notebooks/movie-lens-example.ipynb
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Expand Up @@ -55,7 +55,7 @@
"\n",
"### Docker containers\n",
"\n",
"Start the notebook inside a running 22.09 or later NGC Docker container: `nvcr.io/nvidia/merlin/merlin-hugectr:22.09`.\n",
"Start the notebook inside a running 22.10 or later NGC Docker container: `nvcr.io/nvidia/merlin/merlin-hugectr:22.10`.\n",
"The HugeCTR Python interface is installed to the path `/usr/local/hugectr/lib/` and the path is added to the environment variable `PYTHONPATH`.\n",
"You can use the HugeCTR Python interface within the Docker container without any additional configuration.\n",
"\n",
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2 changes: 1 addition & 1 deletion notebooks/multi_gpu_offline_inference.ipynb
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Expand Up @@ -34,7 +34,7 @@
"\n",
"### Get HugeCTR from NGC\n",
"\n",
"The HugeCTR Python module is preinstalled in the 22.09 and later [Merlin Training Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.09`.\n",
"The HugeCTR Python module is preinstalled in the 22.10 and later [Merlin Training Container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/merlin/containers/merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.10`.\n",
"\n",
"You can check the existence of required libraries by running the following Python code after launching this container.\n",
"\n",
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2 changes: 1 addition & 1 deletion notebooks/news-example.ipynb
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Expand Up @@ -31,7 +31,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"Please remember to run this jupyter notebook in the [merlin-hugectr:22.09](https://ngc.nvidia.com/catalog/containers/nvidia:merlin:merlin-hugectr) docker container."
"Please remember to run this jupyter notebook in the [merlin-hugectr:22.10](https://ngc.nvidia.com/catalog/containers/nvidia:merlin:merlin-hugectr) docker container."
]
},
{
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2 changes: 1 addition & 1 deletion notebooks/training_with_remote_filesystem.ipynb
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Expand Up @@ -32,7 +32,7 @@
"metadata": {},
"source": [
"## Get HugeCTR from NGC\n",
"The HugeCTR Python module is preinstalled in the 22.09 and later [Merlin Training Container](https://ngc.nvidia.com/catalog/containers/nvidia:merlin:merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.09`.\n",
"The HugeCTR Python module is preinstalled in the 22.10 and later [Merlin Training Container](https://ngc.nvidia.com/catalog/containers/nvidia:merlin:merlin-hugectr): `nvcr.io/nvidia/merlin/merlin-hugectr:22.10`.\n",
"\n",
"You can check the existence of required libraries by running the following Python code after launching the container.\n",
"\n",
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4 changes: 2 additions & 2 deletions samples/criteo/README.md
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Expand Up @@ -11,11 +11,11 @@ HugeCTR is available as buildable source code, but the easiest way to install an

1. Pull the HugeCTR NGC Docker by running the following command:
```bash
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```
2. Launch the container in interactive mode with the HugeCTR root directory mounted into the container by running the following command:
```bash
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Build the HugeCTR Docker Container on Your Own ###
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4 changes: 2 additions & 2 deletions samples/criteo_multi_slots/README.md
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Expand Up @@ -11,11 +11,11 @@ HugeCTR is available as buildable source code, but the easiest way to install an

1. Pull the HugeCTR NGC Docker by running the following command:
```bash
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```
2. Launch the container in interactive mode with the HugeCTR root directory mounted into the container by running this command:
```bash
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Build the HugeCTR Docker Container on Your Own ###
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4 changes: 2 additions & 2 deletions samples/dcn/README.md
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Expand Up @@ -11,11 +11,11 @@ HugeCTR is available as buildable source code, but the easiest way to install an

1. Pull the HugeCTR NGC Docker by running the following command:
```bash
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```
2. Launch the container in interactive mode with the HugeCTR root directory mounted into the container by running the following command:
```bash
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Build the HugeCTR Docker Container on Your Own ###
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4 changes: 2 additions & 2 deletions samples/deepfm/README.md
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Expand Up @@ -11,11 +11,11 @@ HugeCTR is available as buildable source code, but the easiest way to install an

1. Pull the HugeCTR NGC Docker by running the following command:
```bash
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```
2. Launch the container in interactive mode with the HugeCTR root directory mounted into the container by running the following command:
```bash
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Build the HugeCTR Docker Container on Your Own ###
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4 changes: 2 additions & 2 deletions samples/din/README.md
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Expand Up @@ -11,11 +11,11 @@ HugeCTR is available as buildable source code, but the easiest way to install an

1. Pull the HugeCTR NGC Docker by running the following command:
```bash
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```
2. Launch the container in interactive mode with the HugeCTR root directory mounted into the container by running the following command:
```bash
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Build the HugeCTR Docker Container on Your Own ###
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4 changes: 2 additions & 2 deletions samples/dlrm/README.md
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Expand Up @@ -16,11 +16,11 @@ HugeCTR is available as buildable source code, but the easiest way to install an

1. Pull the HugeCTR NGC Docker by running the following command:
```bash
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```
2. Launch the container in interactive mode with the HugeCTR root directory mounted into the container by running the following command:
```bash
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Build the HugeCTR Docker Container on Your Own ###
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4 changes: 2 additions & 2 deletions samples/mmoe/README.md
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Expand Up @@ -11,11 +11,11 @@ HugeCTR is available as buildable source code, but the easiest way to install an

1. Pull the HugeCTR NGC Docker by running the following command:
```bash
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```
2. Launch the container in interactive mode with the HugeCTR root directory mounted into the container by running the following command:
```bash
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Build the HugeCTR Docker Container on Your Own ###
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4 changes: 2 additions & 2 deletions samples/ncf/README.md
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Expand Up @@ -11,11 +11,11 @@ HugeCTR is available as buildable source code, but the easiest way to install an

1. Pull the HugeCTR NGC Docker by running the following command:
```bash
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker pull nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```
2. Launch the container in interactive mode with the HugeCTR root directory mounted into the container by running the following command:
```bash
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.09
$ docker run --gpus=all --rm -it --cap-add SYS_NICE -u $(id -u):$(id -g) -v $(pwd):/hugectr -w /hugectr nvcr.io/nvidia/merlin/merlin-hugectr:22.10
```

### Build the HugeCTR Docker Container on Your Own ###
Expand Down
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