Secure Edge-to-Cloud Messaging¶
Starting with DeepStream 5.0, the Kafka adaptor supports secure communication. Security includes:
Authentication: Kafka brokers can restrict clients (producers and consumers) connecting to a cluster based on credentials. DeepStream applications, starting with the 5.0 release, can authenticate themselves to brokers using TLS mutual authentication & SASL/Plain mechanisms to send (and receive) messages to such clusters. This is particularly important for clusters executing outside of company networks, and thereby having data travel over public networks during communication.
Encryption: Encryption ensures that confidentiality is maintained from third parties for messages sent by DeepStream applications to Kafka brokers.
Tampering: The added security support prevents messages between application and broker from being tampered in flight.
Authorization: Limit the operations allowed for a client connecting to the broker. Identity of the client (the DeepStream application in this case) is established during the authentication step.
2-way TLS Authentication¶
DeepStream (5.0 onwards) supports Kafka security based on the 2-way TLS (Transport Layer Security) Authentication mechanism. TLS is a successor to SSL, but the two terms are still used interchangeably in literature. TLS/SSL is used commonly for secure communication while connecting to servers (e.g. HTTPS) is used for secure communication on the web. 2-way communication ensures that both clients and servers can authenticate each other, while also supporting other aspects of security like encryption, enabling tamper proof communication, and supporting client authorization.
Overview of Steps¶
This section provides high level guidance and considerations while enabling 2-way TLS security for Kafka.
For detailed setup instructions regarding setting up SSL security, please refer to the Secure_Setup.md document in the DeepStream 5.0 SDK in
Follow the steps below to enable 2-way TLS authentication for DeepStream apps with Kafka:
Setup Kafka broker with TLS authentication enabled
Create and deploy certificates for broker and DeepStream application
Copy CA certificates to the broker and client truststores
Configure TLS options in Kafka config file (see proto-cfg param above)
As part of the initial TLS handshake, clients like DeepStream applications and servers agree on the TLS protocol to use. The recommendation is to use
TLSv1.2 or later in production. You can verify which version of TLS your broker supports by connecting to the broker using the openssl utility. The openssl utility can be deployed by installing the openssl package, available for Ubuntu and other Linux distributions. Run the following command:
openssl s_client -connect <broker address>:<broker port> -tls1_2
This operation connects to the broker using the
openssl_s client while using
TLSv1.2. In case of error, review logs for issues during handshake indicating that
TLSv1.2 is not supported.
The security setup document describes use of the keytool utility to generate a key pair. The user has an option of specifying the algorithm used to generate the key pair. RSA is a popular algorithm, offering 2048-bit key option for increased security. Others include DSA and ECDSA with varying speeds in signing and verifying as described here: https://wiki.mozilla.org/Security/Server_Side_TLS.
While the security setup document provides instructions to create a token certificate authority (CA) to sign the client certificate, in production, the user would create certificates signed by third party CAs. These are created using a certificate signing request (CSR). See https://en.wikipedia.org/wiki/Certificate_signing_request for more information. Client requesting a certificate creates a key pair, but only includes the public key with other information, notably the “common name”, which is the fully qualified domain name (FQDN) of the machine for which the certificate is being requested. This information is signed by the user using the private key, which must be confidential.
Choice of Cipher¶
- As part of TLS configuration option while deploying the DeepStream application, the user can specify the cipher suite to be used. The cipher suite defines a collection of underlying algorithms used through the lifetime of the TLS connection. These algorithms address:
Key exchange (during initial handshake)
Digital signature (during initial handshake)
Bulk encryption (confidentiality during data communication)
Message authentication (tamper prevention during data communication). Numerous ciphers exist that are supported by OpenSSL (and in turn librdkafka and the Kafka adaptor in DeepStream).
Recommendations for above algorithms as described below:
ECDHE as the key exchange algorithm; it is based on Elliptic Key crypto cryptography while using ephemeral keys, thereby offering forward secrecy.
ECDSA or RSA for digital signature
AES for bulk encryption. AES offers both 128- and 256-bit key sizes. Tradeoff is between computational overhead and additional protection.
It is also suggested to use bulk encryption algorithms that support authenticated encryption, which uses a tag in addition to the ciphertext. Use of tags enables detection of improperly constructed ciphertexts, which could for instance be specially chosen for attack. AES_GCM and AES_CBC are examples of block cipher that support authentication encryption.
In summary, examples of
TLSv1.2 ciphers that conform to these recommendations include:
TLS_ECDHE_ECDSA_WITH_AES_256_GCM_SHA384 TLS_ECDHE_ECDSA_WITH_AES_128_GCM_SHA256 TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384 TLS_ECDHE_RSA_WITH_AES_128_GCM_SHA256 TLS_ECDHE_ECDSA_WITH_AES_256_CBC_SHA384 TLS_ECDHE_ECDSA_WITH_AES_128_CBC_SHA256 TLS_ECDHE_RSA_WITH_AES_256_CBC_SHA384 TLS_ECDHE_RSA_WITH_AES_128_CBC_SHA256
Configure TLS options in Kafka config file for DeepStream¶
Configuration options provided by the Kafka message adaptor to the
librdkafka library needs to be modified for SSL. The DeepStream documentation in the Kafka adaptor section describes various mechanisms to provide these config options, but this section addresses these steps based on using a dedicated config file.
A list of parameters must be defined within the config file using the
proto-cfg entry within the message-broker section as shown in the example below.
[message-broker] proto-cfg = "security.protocol=ssl;ssl.ca.location=<path to your ca>/ca-client-cert;ssl.certificate.location=<path to your certificate >/client1_cert.pem;ssl.key.location=<path to your private key>/client1_private_key.pem;ssl.key.password=test1234;ssl.key. password=abcdefgh; ssl.cipher.suites=ECDHE-RSA-AES256-GCM-SHA384; debug=broker,security"
The various options specified in the config file are described below:
security.protocol.ssl: use SSL as the authentication protocol
ssl.ca.location: path where your client CA certificate is stored
ssl.certificate.location: path where your client certificate is stored
ssl.key.location: path where your protected private key is stored
ssl.key.password: password for your private key provided while extracting it from the p12 file
ssl.cipher.suites option allows the user to pick the cipher to be used for connecting to the broker. Given that the underlying
librdkafka library uses OpenSSL, the list of supported ciphers can be identified from the OpenSSL documentation: https://www.openssl.org/docs/man1.0.2/man1/ciphers.html
librdkafka supports several other security related options that can be enabled as part of the Kafka adapter config file. Refer to the
librdkafka configuration page for a complete list of options:
DeepStream 5.0 onwards enables SASL/Plain based authentication mechanism for Kafka. SASL/Plain enables a username/password form of authentication. It is typically used with TLS to enable end to end encryption, thereby ensuring that both the username password credentials, and subsequent data transfer is confidential, which is especially important when the communication between DeepStream applications and the Kafka broker occurs over public networks.
Overview of Steps¶
This section provides high level guidance and considerations while enabling SASL/Plain authentication for Kafka.
For detailed setup instructions regarding setting up SSL security, please refer to the
Secure_Setup.md document in the DeepStream 5.0 SDK in
Follow the steps below to enable SASL/Plain authentication for DeepStream apps with Kafka:
Configure Kakfa broker to use SASL/Plain authentication to use SASL authentication along with SSL for encryption
Configure desired username and password with the Kafka broker
Create and deploy certificates for broker
Copy CA certificates to the broker and client truststores
Configure DeepStream application with username and password within the Kafka config file (see proto-cfg param above)
Note that unlike with 2-way TLS authentication, client certificates are not required for SASL/Plain. Instead, only certificates of the broker are required, and used by the DeepStream application to ensure authenticity of the broker. To that end, the various aspects of TLS described in the 2-way TLS section including TLS version to use, generation of keys and choice of cipher are applicable.
Standard guidelines for creating and sharing passwords applies to SASL/Plain credentials. Options to keep Kafka SASL/Plain credentials confidential include using filesystem-based access control. The Kafka configuration file which stores the credentials can be kept encrypted on disk and decrypted on the fly and stored in clear text for a limited period.
Choosing Between 2-way TLS and SASL/Plain¶
SASL/Plain offers the familiar username and password authentication metaphor to be used with Kafka. It can also be easier to setup as client-side certificates do not have to be created. But 2-way TLS offers several advantages, including enabling CA based list of allowed clients, which means new clients from a same organization using the shared CA can be automatically authenticated without reconfiguring the broker. Unlike passwords, private key used with 2-way TLS authentication can leverage key storage hardware such as HSM and TPM that perform cryptographic operations using the keys without revealing the keys themselves. Certificates can have a limited expiry time, and so credentials by design must be renewed periodically thereby protecting against duplication or theft.
Impact on performance¶
Enabling TLS-based security will incur a computational overhead on the processor in your system. Several aspects influence the overhead, including message size, frame rate and choice of cipher suite. While the key exchange algorithms in the cipher suite incur a one-time overhead during the initial connection establishment, the bulk encryption and message authentication algorithms are run during data transfer, and hence need to be considered for performance. For instance, AES offers two variants, based on 128- and 256-bit keys. While the latter is more secure, it incurs a larger performance overhead. It is necessary to ensure that your processor supports AES instructions; most modern Xeon processors do, as do Jetson’s processors. See https://developer.nvidia.com/embedded/develop/hardware for more information on Jetson processors.
DeepStream 5.0 now supports bi-directional communication to send and receive cloud-to-device messages along with publishing device-to-cloud messages. This is particularly important for various use cases, such as triggering the application to record an important event, changing operating parameters and app configurations, over-the-air (OTA) updates, or requesting system logs and other vital information. DeepStream 5.0 supports several other IoT features that can be used in conjunction with bi-directional messaging. DeepStream now offers an API to do a smart record based on an anomaly or could-to-device message. In addition, DeepStream also supports OTA updates of AI models while the application is running. The figure below shows the bi-directional messaging architecture:
Message subscribers can be enabled in test5 application by adding the following group in the configuration file.
[message-consumerX] enable=1 proto-lib=/opt/nvidia/deepstream/deepstream-5.0/lib/libnvds_kafka_proto.so conn-str= <connection string as host;port > config-file=../cfg_kafka.txt subscribe-topic-list=<topic1>;<topic2>;<topicN>
Here X should be replaced with integer value e.g., 0,1,2 etc.
Device-to-cloud messaging currently happens through the
Gst-nvmsgbroker (MSGBROKER) plugin. The
Gstnvmsgbroker plugin by default calls the lower-level adapter library with the appropriate protocol API’s. You can choose between Kafka, AMQP, Azure IoT or you can even create a custom adapter. DeepStream 5.0 introduces a new low-level
msgbroker library to present a unified interface for bi-directional messaging across the various protocols. The
Gst-nvmsgbroker plugin has the option of interfacing with this new library instead of directly calling the protocol adaptor libraries, as controlled via a configuration option.
For detailed information on Gst-nvmsgbroker plugin, please refer to the DeepStream Plugins Development Guide.
DeepStream applications can subscribe to Apache Kafka topics to receive the messages from the cloud. DeepStream 5.0 introduces a new low-level
msgbroker library. The Cloud-to-device messaging currently happens through this library. The
msgbroker library calls into the lower-level adapter library with the appropriate protocol API’s. You can choose between Kafka, AMQP, Azure IoT, or you can even create a custom adapter.
Implementation of the receiving and processing of cloud messages can be found in the following files:
Deepstream 5.0 features a new
messagebroker library which can be used to make connections with multiple external brokers. This library acts as a wrapper around the message adapter libraries and provides API’s for making and closing connections as well as publishing/subscribing to messages.
messagebroker library provides thread safety and hence any number of components in the DeepStream application can use the same connection handle to publish/subscribe messages
Gst-msgbroker plugin has an option to directly call in to the adapter library API’s for connecting with external entity or use the
NvMsgbroker library interface to have the ability to connect with multiple external entities at a time.