The code expects the ImageNet validation dataset to be available in TFRecord format in the data/validation directory.To provision the data, we have provided a script (setup/get_imagenet.py) that downloads, processes, and saves the entire ImageNet dataset in the required format.This script can be run from the setup directory in the following manner:
This repository currently supports the ResNet50-v2 and Inception-v4 models from tf-slim.Running the following command from the jpeg-defense directory will download the pre-trained .ckpt files for these models into the data/checkpoints folder using the provided setup/get_model_checkpoints.sh script:
IS Defense Download Setup Compressed
Archives (such as .zip or .rar files) are decompressed and scanned to a maximum of 16 levels of recursion. Files compressed above 16 levels of recursion are blocked. A password-protected archive is not scanned as it cannot be decompressed without a password. However, a password-protected archive can be blocked under the antivirus' Protected Archive category. Umbrella blocks downloads if there is a scanning error or the file is found to be corrupt. Once virus scanning is complete, the file is either delivered or the connection is terminated. You can also review activity through the Security Activity and Activity Search reports.
indicates that the uploaded object is gzip-compressed. As withContent-Type, there is no check to guarantee the specified Content-Encodingis actually applied to the uploaded object, and incorrectly specifying anobject's encoding could lead to unintended behavior on subsequent downloadrequests.
The first line of defense to ward off potential microbial contamination of the food product from compressed air is to use point-of-use sterile air filtration. With a properly designed compressed air system employing the benchmarked GMPs (outlined later in this article), along with well-designed Sanitation Standard Operating Procedure (SSOP) maintenance and monitoring programs, the risk associated with compressed air at points of contact can be mitigated significantly. A system design employing sterile air filtration at point-of-use puts a physical barrier in the air stream guarding against microbial contamination of the food. Combining this system design with an HACCP Prerequisite Program (PRP) formalizing these GMPs and SSOPs makes a cost-effective, efficient, and defensible risk management plan.
From Fireware Web UI, you can download your Firebox configuration to a compressed file. This can be useful if you want to open the same configuration file in Policy Manager but are unable to connect to the Firebox from Policy Manager. This can also be useful if you need to restore the Firebox configuration or if you want to send your configuration file to a WatchGuard technical support representative.
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