Internet-Draft | yang-data-provenance | July 2024 |
Lopez, et al. | Expires 7 January 2025 | [Page] |
This document defines a mechanism based on COSE signatures to provide and verify the provenance of YANG data, so it is possible to verify the origin and integrity of a dataset, even when those data are going to be processed and/or applied in workflows where a crypto-enabled data transport directly from the original data stream is not available. As the application of evidence-based OAM automation and the use of tools such as AI/ML grow, provenance validation becomes more relevant in all scenarios. The use of compact signatures facilitates the inclusion of provenance strings in any YANG schema requiring them.¶
This note is to be removed before publishing as an RFC.¶
The latest revision of this draft can be found at https://dr2lopez.github.io/yang-provenance/draft-lopez-opsawg-yang-provenance.html. Status information for this document may be found at https://datatracker.ietf.org/doc/draft-lopez-opsawg-yang-provenance/.¶
Discussion of this document takes place on the Operations and Management Area Working Group Working Group mailing list (mailto:[email protected]), which is archived at https://mailarchive.ietf.org/arch/browse/opsawg/. Subscribe at https://www.ietf.org/mailman/listinfo/opsawg/.¶
Source for this draft and an issue tracker can be found at https://github.com/dr2lopez/yang-provenance.¶
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OAM automation, generally based on closed-loop principles, requires at least two datasets to be used. Using the common terms in Control Theory, we need those from the plant (the network device or segment under control) and those to be used as reference (the desired values of the relevant data). The usual automation behavior compares these values and takes a decision, by whatever the method (algorithmic, rule-based, an AI model tuned by ML...) to decide on a control action according to this comparison. Assurance of the origin and integrity of these datasets, what we refer in this document as "provenance", becomes essential to guarantee a proper behavior of closed-loop automation.¶
When datasets are made available as an online data flow, provenance can be assessed by properties of the data transport protocol, as long as some kind of cryptographic protocol is used for source authentication, with TLS, SSH and IPsec as the main examples. But when these datasets are stored, go through some pre-processing or aggregation stages, or even cryptographic data transport is not available, provenance must be assessed by other means.¶
The original use case for this provenance mechanism is associated with [YANGmanifest], in order to provide a proof of the origin and integrity of the provided metadata, and therefore the examples in this document use the modules described there, but it soon became clear that it could be extended to any YANG datamodel to support provenance evidence. An analysis of other potential use cases suggested the interest of defining an independent, generally applicable mechanism.¶
Provenance verification by signatures incorporated in YANG data can be applied to any data processing pipeline, whether they rely on an online flow or use some kind of data store, such as data lakes or time-series databases. The application of recorded data for ML training or validation constitute the most relevant examples of these scenarios.¶
This document provides a mechanism for including digital signatures within YANG data. It applies COSE [RFC9052] to make the signature compact and reduce the resources required for calculating it. This mechanism is applicable to any serialization of the YANG data supporting a clear method for canonicalization, but this document considers three base ones: CBOR, JSON and XML.¶
The key words "MUST", "MUST NOT", "REQUIRED", "SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT", "RECOMMENDED", "NOT RECOMMENDED", "MAY", and "OPTIONAL" in this document are to be interpreted as described in BCP 14 [RFC2119] [RFC8174] when, and only when, they appear in all capitals, as shown here.¶
The term "data provenance" refers to a documented trail accounting for the origin of a piece of data and where it has moved from to where it is presently. The signature mechanism provided here can be recursively applied to allow this accounting for YANG data.¶
The provenance for a given YANG element MUST be convened by a leaf element, containing the COSE signature bitstring built according to the procedure defined below in this section. The provenance leaf MUST be of type provenance-signature, defined as follows:¶
typedef provenance-signature { type binary; description "The provenance-signature type represents a digital signature corresponding to the associated YANG element. The signature is based on COSE and generated using a canonicalized version of the associated element."; reference "RFC 9052: CBOR Object Signing and Encryption (COSE): Structures and Process draft-lopez-opsawg-yang-provenance"; }¶
Provenance signature strings are COSE single signature messages with [nil] payload, according to COSE conventions and registries, and with the following structure (as defined by [RFC9052], Section 4.2):¶
COSE_Sign1 = [ protected /algorithm-identifier, kid, serialization-method/ unprotected /algorithm-parameters/ signature /using as external data the content of the YANG (meta-)data without the signature leaf/ ]¶
The COSE_Sign1 procedure yields a bitstring when building the signature and expects a bitstring for checking it, hence the proposed type for provenance signature leaves. The structure of the COSE_Sign1 consists of:¶
The algorithm-identifier, which MUST follow COSE conventions and registries.¶
The kid (Key ID), to be locally agreed, used and interpreted by the signer and the signature validator. URIs [RFC3986] and RFC822-style [RFC5322] identifiers are typical values to be used as kid.¶
The serialization-method, a string identifying the YANG serialization in use. It MUST be one of the three possible values "xml" (for XML serialization [RFC7950]), "json" (for JSON serialization [RFC7951]) or "cbor" (for CBOR serialization [RFC9254]).¶
The value algorithm-parameters, which MUST follow the COSE conventions for providing relevant parameters to the signing algorithm.¶
The signature for the YANG element provenance is being established for, to be produced and verified according to the procedure described below for each one of the enclosing methods for the provenance string described below.¶
To keep a concise signature and avoid the need for wrapping YANG constructs in COSE envelopes, the whole signature MUST be built and verified by means of externally supplied data, as defined in [RFC9052], Section 4.3, with a [nil] payload.¶
The byte strings to be used as input to the signature and verification procedures MUST be built by:¶
Signature generation and verification require a canonicalization method to be applied, that depends on the serialization used. According to the three types of serialization defined, the following canonicalization methods MUST be applied:¶
This module defines a provenance-signature type to be used in other YANG modules.¶
<CODE BEGINS> file "[email protected]" module ietf-yang-provenance { yang-version 1.1; namespace "urn:ietf:params:xml:ns:yang:ietf-yang-provenance"; prefix iyangprov; organization "IETF OPSAWG (Operations and Management Area Working Group)"; contact "WG Web: <https://datatracker.ietf.org/wg/opsawg/> WG List: <mailto:[email protected]> Authors: Alex Huang Feng <mailto:[email protected]> Diego Lopez <mailto:[email protected]> Antonio Pastor <mailto:[email protected]> Henk Birkholz <mailto:[email protected]>"; description "Defines a binary provenance-signature type to be used in other YANG modules. Copyright (c) 2024 IETF Trust and the persons identified as authors of the code. All rights reserved. Redistribution and use in source and binary forms, with or without modification, is permitted pursuant to, and subject to the license terms contained in, the Revised BSD License set forth in Section 4.c of the IETF Trust's Legal Provisions Relating to IETF Documents (https://trustee.ietf.org/license-info). This version of this YANG module is part of RFC XXXX; see the RFC itself for full legal notices."; revision 2024-02-28 { description "First revision"; reference "RFC XXXX: Applying COSE Signatures for YANG Data Provenance"; } typedef provenance-signature { type binary; description "The provenance-signature type represents a digital signature corresponding to the associated YANG element. The signature is based on COSE and generated using a canonicalized version of the associated element."; reference "RFC XXXX: Applying COSE Signatures for YANG Data Provenance"; } } <CODE ENDS>¶
Once defined the procedures for generating and verifying the provenance signature string, let's consider how these signatures can be integrated with the associated YANG data by enclosing the signature in the data structure. This document considers four different enclosing methods, suitable for different stages of the YANG schema and usage patterns of the YANG data. The enclosing method defines not only how the provenance signature string is combined with the signed YANG data but also the specific procedure for selecting the specific YANG content to be processed when signing and verifying.¶
Appendix A includes a set of exmaples of the different enclosing methods, applied to the same YANG fragment, to illustrate their use.¶
This enclosing method requires a specific element in the YANG schema defining the element to be signed (the enclosing element), and thus implies considering provenance signatures when creating the corresponding YANG module, or the update of existing modules willing to support this provenance enclosing method.¶
When using this enclosing method, a provenance-signature leaf MAY appear at any position in the enclosing element, but only one such leaf MUST be defined for the enclosing element. If the enclosing element contains other non-leaf elements, they MAY provide their own provenance-signature leaf, according to the same rule. In this case, the provenance-signature leaves in the children elements are applicable to the specific child element where they are enclosed, while the provenance-signature leaf enclosed in the top-most element is applicable to the whole element contents, including the children provenance-signature leaf themselves. This allows for recursive provenance validation, data aggregation, and the application of provenance verification of relevant children elements at different stages of any data processing pipeline.¶
The specific YANG content to be processed SHALL be generated by taking the whole enclosing element and eliminiating the leaf containing the provenance signature string.¶
As example, let us consider the two modules proposed in [YANGmanifest]. For the platform-manifest module, the provenance for a platform would be provided by the optional platform-provenance leaf shown below:¶
module: ietf-platform-manifest +--ro platforms +--ro platform* [id] +--ro id string +--ro name? string +--ro vendor? string +--ro vendor-pen? uint32 +--ro software-version? string +--ro software-flavor? string +--ro os-version? string +--ro os-type? string +--ro platform-provenance? provenance-signature +--ro yang-push-streams | +--ro stream* [name] | +--ro name | +--ro description? +--ro yang-library + . . . . . .¶
For data collections, the provenance of each one would be provided by the optional collector-provenance leaf, as shown below:¶
module: ietf-data-collection-manifest +--ro data-collections +--ro data-collection* [platform-id] +--ro platform-id | -> /p-mf:platforms/platform/id +--ro collector-provenance? provenance-signature +--ro yang-push-subscriptions +--ro subscription* [id] +--ro id | sn:subscription-id + . . . + . . . | . . .¶
Note how, in the two examples, the element bearing the provenance signature appears at different positions in the enclosing element. And note that, for processing the element for signature generation and verification, the signature element MUST be eliminated from the enclosing element before applying the corresponding canonicalization method.¶
Note that, in application of the recursion mechanism described above, a provenance element could be included at the top of any of the collections, supporting the verification of the provenance of the collection itself (as provided by a specific collector), without interfering with the verification of the provenance of each of the collection elements. As an example, in the case of the platform manifests it would look like:¶
module: ietf-platform-manifest +--ro platforms +--ro platform-collection-provenance? provenance-signature +--ro platform* [id] +--ro platform-provenance? provenance-signature +--ro id string +--ro name? string +--ro vendor? string + . . . . . .¶
Note here that, to generate the YANG content to be processed in the case of the collection the provenance leafs of the indivual elements SHALL NOT be eliminated, as it SHALL be the case when generating the YANG content to be processed for each individual element in the collection.¶
The signature mechanism proposed in this document MAY be used with NETCONF Event Notifications [RFC5277] and YANG-Push [RFC8641] to sign the generated notifications directly from the publisher nodes. The signature is added to the header of the Notification along with the eventTime leaf.¶
The YANG content to be processed MUST consist of the content of the notificationContent element.¶
The following sections define the YANG module augmenting the ietf-notification module.¶
The following is the YANG tree diagram [RFC8340] for the ietf-notification-provenance augmentation within the ietf-notification.¶
module: ietf-notification-provenance augment-structure /inotif:notification: +-- notification-provenance? iyangprov:provenance-signature¶
And the following is the full YANG tree diagram for the notification.¶
module: ietf-notification structure notification: +-- eventTime yang:date-and-time +-- inotifprov:notification-provenance? iyangprov:provenance-signature¶
The module augments ietf-notification module [I-D.ahuang-netconf-notif-yang] adding the signature leaf in the notification header.¶
<CODE BEGINS> file "[email protected]" module ietf-notification-provenance { yang-version 1.1; namespace "urn:ietf:params:xml:ns:yang:ietf-notification-provenance"; prefix inotifprov; import ietf-notification { prefix inotif; reference "draft-ahuang-netconf-notif-yang: NETCONF Event Notification YANG"; } import ietf-yang-provenance { prefix iyangprov; reference "RFC XXXX: Applying COSE Signatures for YANG Data Provenance"; } import ietf-yang-structure-ext { prefix sx; reference "RFC 8791: YANG Data Structure Extensions"; } organization "IETF OPSAWG (Operations and Management Area Working Group)"; contact "WG Web: <https://datatracker.ietf.org/wg/opsawg/> WG List: <mailto:[email protected]> Authors: Alex Huang Feng <mailto:[email protected]> Diego Lopez <mailto:[email protected]> Antonio Pastor <mailto:[email protected]> Henk Birkholz <mailto:[email protected]>"; description "Defines a binary provenance-signature type to be used in other YANG modules. Copyright (c) 2024 IETF Trust and the persons identified as authors of the code. All rights reserved. Redistribution and use in source and binary forms, with or without modification, is permitted pursuant to, and subject to the license terms contained in, the Revised BSD License set forth in Section 4.c of the IETF Trust's Legal Provisions Relating to IETF Documents (https://trustee.ietf.org/license-info). This version of this YANG module is part of RFC XXXX; see the RFC itself for full legal notices."; revision 2024-02-28 { description "First revision"; reference "RFC XXXX: Applying COSE Signatures for YANG Data Provenance"; } sx:augment-structure "/inotif:notification" { leaf notification-provenance { type iyangprov:provenance-signature; description "COSE signature of the content of the Notification for provenance verification."; } } } <CODE ENDS>¶
Provenance signature strings can be included as part of the metadata in YANG instance data files, as defined in [RFC9195] for data at rest. The augmented YANG tree diagram including the provenance signature is as follows:¶
module: ietf-yang-instance-data-provenance augment-structure instance-data-set: +--provenance-string? provenance-signature¶
The provenance signature string in this enclosing method applies to whole content-data element in instance-data-set, independently of whether those data contain other provenance signature strings by applying other enclosing methods.¶
The specific YANG content to be processed SHALL be generated by taking the contents of the content-data element and applying the corresponding canonicalization method.¶
This module defines the provenance signature element to be included as metadata of a YANG data instance.¶
TBD: YANG module derived from [RFC9195], named "ietf-yang-instance-data-provenance"¶
The use of annotations as defined in [RFC7952] seems a natural enclosing method, dealing with the provenance signature string as metadata and not requiring modification of existing YANG schemas.The provenance-string annotation is defined as follows:¶
md:annotation provenance-string { type provenance-signature; description "This annotation contains a digital signature corresponding to the YANG element in which it appears."; }¶
The specific YANG content to be processed SHALL be generated by eliminating the provenance-string (encoded according to what is described in Section 5 of [RFC7952]) from the element it applies to, before invoking the corresponding canonicalization method. In application of the general recursion principle for provenance signature strings, any other provenance strings within the element to which the provenance-string applies SHALL be left as they appear, whatever the enclosing method used for them.¶
This module defines a metadata annotation to include a provenance signature for a YANG element.¶
<CODE BEGINS> file "[email protected]" module yang-provenance-metadata { yang-version 1.1; namespace "http://telefonica.com/temporary-ns-yangpmd"; prefix "ypmd"; import ietf-yang-types { prefix "yang"; } import ietf-yang-metadata { prefix "md"; } organization "IETF OPSAWG (Operations and Management Area Working Group)"; contact "WG Web: <https://datatracker.ietf.org/wg/opsawg/> WG List: <mailto:[email protected]> Authors: Diego Lopez <mailto:[email protected]> Alex Huang Feng <mailto:[email protected]> Antonio Pastor <mailto:[email protected]> Henk Birkholz <mailto:[email protected]>"; description "Defines a binary provenance-signature type to be used in YANG metadata annotations Copyright (c) 2024 IETF Trust and the persons identified as authors of the code. All rights reserved. Redistribution and use in source and binary forms, with or without modification, is permitted pursuant to, and subject to the license terms contained in, the Revised BSD License set forth in Section 4.c of the IETF Trust's Legal Provisions Relating to IETF Documents (https://trustee.ietf.org/license-info). This version of this YANG module is part of RFC XXXX; see the RFC itself for full legal notices."; revision 2024-02-28 { description "First revision"; reference "RFC XXXX: Applying COSE Signatures for YANG Data Provenance"; } md:annotation provenance-string { type yang:provenance-signature; description "This annotation contains the provenance signature for the YANG element associated with it"; } } <CODE ENDS>¶
TBD: Provide a final URL for the "ypmd" prefix.¶
The provenance assessment mechanism described in this document relies on COSE [RFC9052] and the deterministic encoding or canonicalization procedures described by [RFC8949], [RFC8785] and [XMLSig]. The security considerations made in these references are fully applicable here.¶
The verification step depends on the association of the kid (Key ID) with the proper public key. This is a local matter for the verifier and its specification is out of the scope of this document. The use of certificates, PKI mechanisms, or any other secure distribution of id-public key mappings is RECOMMENDED.¶
This document registers the following URIs in the "IETF XML Registry" [RFC3688]:¶
URI: urn:ietf:params:xml:ns:yang:ietf-yang-provenance Registrant Contact: The IESG. XML: N/A; the requested URI is an XML namespace.¶
URI: urn:ietf:params:xml:ns:yang:ietf-notification-provenance Registrant Contact: The IESG. XML: N/A; the requested URI is an XML namespace.¶
This document registers the following YANG modules in the "YANG Module Names" registry [RFC6020]:¶
name: ietf-yang-provenance namespace: urn:ietf:params:xml:ns:yang:ietf-yang-provenance prefix: iyangprov reference: RFC XXXX¶
name: ietf-notification-provenance namespace: urn:ietf:params:xml:ns:yang:ietf-notification-provenance prefix: inotifprov reference: RFC XXXX¶
TBD: Others? At least for the two additional enclosing methods (instance files and annotations)¶
Let us consider the following YANG instance, corresponding to a monitoring interface statement, as defined in [RFC7223]:¶
<?xml version="1.0" encoding="UTF-8"?> <interfaces-state xmlns="urn:ietf:params:xml:ns:yang:ietf-interfaces"> <interface> <name>GigabitEthernet1</name> <type xmlns:ianaift="urn:ietf:params:xml:ns:yang:iana-if-type"> ianaift:ethernetCsmacd</type> <admin-status>up</admin-status> <oper-status>up</oper-status> <last-change>2024-02-03T11:22:41.081+00:00</last-change> <if-index>1</if-index> <phys-address>0c:00:00:37:d6:00</phys-address> <speed>1000000000</speed> <statistics> <discontinuity-time>2024-02-03T11:20:38+00:00</discontinuity-time> <in-octets>8157</in-octets> <in-unicast-pkts>94</in-unicast-pkts> <in-broadcast-pkts>0</in-broadcast-pkts> <in-multicast-pkts>0</in-multicast-pkts> <in-discards>0</in-discards> <in-errors>0</in-errors> <in-unknown-protos>0</in-unknown-protos> <out-octets>89363</out-octets> <out-unicast-pkts>209</out-unicast-pkts> <out-broadcast-pkts>0</out-broadcast-pkts> <out-multicast-pkts>0</out-multicast-pkts> <out-discards>0</out-discards> <out-errors>0</out-errors> </statistics> </interface> </interfaces-state>¶
Applying the first enclosing method, a provenance leaf at the top element (named "signature-string" in this case"), would would be included and produce the following output:¶
<?xml version="1.0" encoding="UTF-8"?> <interfaces-state xmlns="urn:ietf:params:xml:ns:yang:ietf-interfaces"> <signature-string> 0oRRowNjeG1sBGdlYzIua2V5ASag9lhAvzyFP5HP0nONaqTRxKmSqerrDS6CQXJSK+5NdprzQZLf0QsHtAi2pxzbuDJDy9kZoy1JTvNaJmMxGTLdm4ktug== </signature-string> <interface> <name>GigabitEthernet1</name> <type xmlns:ianaift="urn:ietf:params:xml:ns:yang:iana-if-type"> ianaift:ethernetCsmacd</type> <admin-status>up</admin-status> <oper-status>up</oper-status> <last-change>2024-02-03T11:22:41.081+00:00</last-change> <if-index>1</if-index> <phys-address>0c:00:00:37:d6:00</phys-address> <speed>1000000000</speed> <statistics> <discontinuity-time>2024-02-03T11:20:38+00:00</discontinuity-time> <in-octets>8157</in-octets> <in-unicast-pkts>94</in-unicast-pkts> <in-broadcast-pkts>0</in-broadcast-pkts> <in-multicast-pkts>0</in-multicast-pkts> <in-discards>0</in-discards> <in-errors>0</in-errors> <in-unknown-protos>0</in-unknown-protos> <out-octets>89363</out-octets> <out-unicast-pkts>209</out-unicast-pkts> <out-broadcast-pkts>0</out-broadcast-pkts> <out-multicast-pkts>0</out-multicast-pkts> <out-discards>0</out-discards> <out-errors>0</out-errors> </statistics> </interface> </interfaces-state>¶
The second enclosing method would translate into a notification including the "notification-provenance" element as follows:¶
<?xml version="1.0" encoding="UTF-8"?> <notification xmlns="urn:ietf:params:xml:ns:netconf:notification:1.0"> <eventTime>2024-02-03T11:37:25.94Z</eventTime> <notification-provenance> 0oRRowNjeG1sBGdlYzIua2V5ASag9lhADiPn3eMRclCAnMlauYyD5yKFvYeXipf4oAmQW5DUREizL59Xs5erOerbryu8vs+A8YOl8AhlAUFzvThffcKPZg== </notification-provenance> <push-update xmlns="urn:ietf:params:xml:ns:yang:ietf-yang-push"> <subscription-id>2147483648</subscription-id> <datastore-contents-xml> <interfaces-state xmlns="urn:ietf:params:xml:ns:yang:ietf-interfaces"> <interface> <name>GigabitEthernet1</name> <type xmlns:ianaift="urn:ietf:params:xml:ns:yang:iana-if-type"> ianaift:ethernetCsmacd</type> <admin-status>up</admin-status> <oper-status>up</oper-status> <last-change>2024-02-03T11:22:41.081+00:00</last-change> <if-index>1</if-index> <phys-address>0c:00:00:37:d6:00</phys-address> <speed>1000000000</speed> <statistics> <discontinuity-time>2024-02-03T11:20:38+00:00</discontinuity-time> <in-octets>8157</in-octets> <in-unicast-pkts>94</in-unicast-pkts> <in-broadcast-pkts>0</in-broadcast-pkts> <in-multicast-pkts>0</in-multicast-pkts> <in-discards>0</in-discards> <in-errors>0</in-errors> <in-unknown-protos>0</in-unknown-protos> <out-octets>89363</out-octets> <out-unicast-pkts>209</out-unicast-pkts> <out-broadcast-pkts>0</out-broadcast-pkts> <out-multicast-pkts>0</out-multicast-pkts> <out-discards>0</out-discards> <out-errors>0</out-errors> </statistics> </interface> </interfaces-state> </datastore-contents-xml> </push-update> </notification>¶
The third enclosing method, applicable if the instance is to be stored as YANG instance data at rest, by adding the corresponding metadata, would produce a results as shown below:¶
TBD: Provide a sample of how to deal with instance data at rest when the reference implementation is ready.¶
Finally, using the fourth enclosing method, the YANG instance would incorporate the corresponding provenance metadata as an annotation:¶
<?xml version="1.0" encoding="UTF-8"?> <interfaces-state xmlns="urn:ietf:params:xml:ns:yang:ietf-interfaces" xmlns:ypmd="http://telefonica.com/temporary-ns-yangpmd" ypmd:provenance-string= "0oRRowNjeG1sBGdlYzIua2V5ASag9lhAzen3Bm9AZoyXuetpoTB70SzZqKVxeuOMW099sm+NXSqCfnqBKfXeuqDNEkuEr+E0XiAso986fbAHQCHbAJMOhw=="> <interface> <name>GigabitEthernet1</name> <type xmlns:ianaift="urn:ietf:params:xml:ns:yang:iana-if-type"> ianaift:ethernetCsmacd</type> <admin-status>up</admin-status> <oper-status>up</oper-status> <last-change>2024-02-03T11:22:41.081+00:00</last-change> <if-index>1</if-index> <phys-address>0c:00:00:37:d6:00</phys-address> <speed>1000000000</speed> <statistics> <discontinuity-time>2024-02-03T11:20:38+00:00</discontinuity-time> <in-octets>8157</in-octets> <in-unicast-pkts>94</in-unicast-pkts> <in-broadcast-pkts>0</in-broadcast-pkts> <in-multicast-pkts>0</in-multicast-pkts> <in-discards>0</in-discards> <in-errors>0</in-errors> <in-unknown-protos>0</in-unknown-protos> <out-octets>89363</out-octets> <out-unicast-pkts>209</out-unicast-pkts> <out-broadcast-pkts>0</out-broadcast-pkts> <out-multicast-pkts>0</out-multicast-pkts> <out-discards>0</out-discards> <out-errors>0</out-errors> </statistics> </interface> </interfaces-state>¶
This document is based on work partially funded by the EU H2020 project SPIRS (grant 952622), and the EU Horizon Europe projects PRIVATEER (grant 101096110), HORSE (grant 101096342) and ACROSS (grant 101097122).¶