Re: [alto] Opsdir last call review of draft-ietf-alto-path-vector-17

kaigao@scu.edu.cn Wed, 27 October 2021 07:59 UTC

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From: kaigao@scu.edu.cn
To: Tim Chown <Tim.Chown@jisc.ac.uk>
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Subject: Re: [alto] Opsdir last call review of draft-ietf-alto-path-vector-17
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Hi Tim,

I'm really sorry about the wrong spelling. My apologies.

Best,
Kai


&gt; -----Original Messages-----
&gt; From: kaigao@scu.edu.cn
&gt; Sent Time: 2021-10-27 11:40:01 (Wednesday)
&gt; To: "Tim Chown" <tim.chown@jisc.ac.uk>
&gt; Cc: "draft-ietf-alto-path-vector.all@ietf.org" <draft-ietf-alto-path-vector.all@ietf.org>, "last-call@ietf.org" <last-call@ietf.org>, "ops-dir@ietf.org" <ops-dir@ietf.org>, "alto@ietf.org" <alto@ietf.org>
&gt; Subject: Re: [alto] Opsdir last call review of draft-ietf-alto-path-vector-17
&gt; 
&gt; Dear Time,
&gt; 
&gt; We have just submitted a revision of the Path Vector draft (-19). Below
&gt; are the links to the latest revision and the diffs. Please see inline
&gt; the pointers to the proposed changes to the comments, in brief:
&gt; 
&gt; 1. More detailed examples are given in Sec 4.2:
&gt;    a. what is the role of ALTO server/client in the scenario;
&gt;    b. what an ANE represents and what information can be provided;
&gt;    c. how the ALTO client can use the information.
&gt; 2. Clarification texts for "domain" in Sec 6.2.
&gt; 3. Clarification texts is added in Sec 6.4.1 for the role of ALTO
&gt;    when the property "max-reservable-bandwidth" is provided.
&gt; 4. Examples of the initial properties are explained in Sec 6.4.3.
&gt; 
&gt; Draft:
&gt; https://www.ietf.org/archive/id/draft-ietf-alto-path-vector-19.html
&gt; 
&gt; Diffs:
&gt; https://www.ietf.org/rfcdiff?url1=draft-ietf-alto-path-vector-17&amp;url2=draft-ietf-alto-path-vector-19
&gt; 
&gt; With the revision, we hope the draft is now clearer and easier to follow.
&gt; Please feel free to let us know if there are further comments or suggestions.
&gt; Thanks!
&gt; 
&gt; Best,
&gt; Kai
&gt; 
&gt; 
&gt; &gt; -----Original Messages-----
&gt; &gt; From: "Tim Chown" <tim.chown@jisc.ac.uk>
&gt; &gt; Sent Time: 2021-09-27 17:40:10 (Monday)
&gt; &gt; To: "kaigao@scu.edu.cn" <kaigao@scu.edu.cn>
&gt; &gt; Cc: "ops-dir@ietf.org" <ops-dir@ietf.org>, "alto@ietf.org" <alto@ietf.org>, "draft-ietf-alto-path-vector.all@ietf.org" <draft-ietf-alto-path-vector.all@ietf.org>, "last-call@ietf.org" <last-call@ietf.org>
&gt; &gt; Subject: Re: Opsdir last call review of draft-ietf-alto-path-vector-17
&gt; &gt; 
&gt; &gt; Hi,
&gt; &gt; 
&gt; &gt; &gt; On 24 Sep 2021, at 07:54, kaigao@scu.edu.cn wrote:
&gt; &gt; &gt; 
&gt; &gt; &gt; Hi Tim,
&gt; &gt; &gt; 
&gt; &gt; &gt; Thanks for the review and suggestion. We agree that more concrete use cases and 
&gt; &gt; &gt; examples will be helpful and some parts of the document need to be better 
&gt; &gt; &gt; clarified. We will revise the document accordingly. Please see inline for detailed 
&gt; &gt; &gt; comments.
&gt; &gt; 
&gt; &gt; Inline with TC&gt; …
&gt; &gt; 
&gt; &gt; &gt; Best,
&gt; &gt; &gt; Kai
&gt; &gt; &gt; 
&gt; &gt; &gt; &gt; -----Original Messages-----
&gt; &gt; &gt; &gt; From: "Tim Chown via Datatracker" <noreply@ietf.org>
&gt; &gt; &gt; &gt; Sent Time: 2021-09-09 19:49:56 (Thursday)
&gt; &gt; &gt; &gt; To: ops-dir@ietf.org
&gt; &gt; &gt; &gt; Cc: alto@ietf.org, draft-ietf-alto-path-vector.all@ietf.org, last-call@ietf.org
&gt; &gt; &gt; &gt; Subject: Opsdir last call review of draft-ietf-alto-path-vector-17
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; Reviewer: Tim Chown
&gt; &gt; &gt; &gt; Review result: Not Ready
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; Hi,
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; I have reviewed this document (draft-ietf-opsec-v6-26) as part of the
&gt; &gt; &gt; &gt; Operational directorate's ongoing effort to review all IETF documents being
&gt; &gt; &gt; &gt; processed by the IESG.  These comments were written with the intent of
&gt; &gt; &gt; &gt; improving the operational aspects of the IETF drafts. Comments that are not
&gt; &gt; &gt; &gt; addressed in last call may be included in AD reviews during the IESG review. 
&gt; &gt; &gt; &gt; Document editors and WG chairs should treat these comments just like any other
&gt; &gt; &gt; &gt; last call comments.
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; This draft proposes an extension to the ALTO protocol to allow the definition
&gt; &gt; &gt; &gt; of Abstract Network Elements (ANEs) on a path between two endpoints that can be
&gt; &gt; &gt; &gt; considered when orchestrating connectivity between those endpoints, rather than
&gt; &gt; &gt; &gt; just computing based on the abstract cost of a path.  A Path Vector allows a
&gt; &gt; &gt; &gt; set of such ANEs to be defined for a path.
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; Caveat:
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; I am generally familiar with the work of the ALTO group.  My work at Jisc, a
&gt; &gt; &gt; &gt; national research and education network, includes assisting universities and
&gt; &gt; &gt; &gt; research organisations optimise large scale data transfers (up to petabytes of
&gt; &gt; &gt; &gt; data).
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; Overall:
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; I believe the document is generally well written, and the problem space it is
&gt; &gt; &gt; &gt; addressing is one for which there is value in defining a solution, but I feel
&gt; &gt; &gt; &gt; the document suffers from being too abstract and vague about what it is
&gt; &gt; &gt; &gt; defining, and its consideration of practical use cases could be improved.  Thus
&gt; &gt; &gt; &gt; I feel at this stage it is Not Ready for publication.
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; General comments:
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; The use cases defined are quite varied - large scale analytics, mobile and
&gt; &gt; &gt; &gt; CDNs.  SENSE and LHC are not specifically data analytics use cases in the usual
&gt; &gt; &gt; &gt; sense of the word, rather SENSE is a model for orchestrating network links (and
&gt; &gt; &gt; &gt; capacity) between sites, and the LHC provides large scale data sets for four
&gt; &gt; &gt; &gt; major experiments that are distributed and computed upon via the WLCG
&gt; &gt; &gt; &gt; (worldwide large hadron collider computing grid).
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; The document was first originated to support the data analytics use case, but
&gt; &gt; &gt; later was found to be useful in other scenarios. We will focus on the
&gt; &gt; &gt; analytics use case in the next revision.
&gt; &gt; 
&gt; &gt; TC&gt;  OK, that’s fine.  I know from speaking to people in groups such as at the GNA-G
&gt; &gt; Data Intensive Science WG that alto principles are of interest, but it would take some
&gt; &gt; significant effort to adopt them.   So perhaps there’s a future Informational document
&gt; &gt; To be written around that use case.
&gt; &gt; 
&gt; 
&gt; KAI: Indeed. Some early studies that investigate the direction of using ALTO to provide
&gt; resource discovery in data science networks (UNICORN and ReSA) are included in the references.
&gt; Another related work is G2 by Reservior Lab and we are working with Reservior Lab to integrate
&gt; ALTO in their framework. A talk on the integration will be given at IETF 112.
&gt; 
&gt; Regarding the use cases, we have included the following scenarios: 1) exposing network
&gt; bottlenecks with ALTO Path Vector and 2) exposing topology/resources of service edges. For
&gt; both scenarios, we draw images to show how ALTO is integrated and give examples of what
&gt; information can be provided.
&gt; 
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; For LHC, QoE is not so much about time to complete; the important point is not
&gt; &gt; &gt; &gt; to have data backlogging if performance drops.
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; For the WLCG, two networks have evolved over many years to carry the traffic
&gt; &gt; &gt; &gt; from the four main experiments; LHCOPN, the optical network, and LHCONE, the
&gt; &gt; &gt; &gt; overlay network, both of which are ‘manually’ configured, and with enough
&gt; &gt; &gt; &gt; capacity for the traffic thanks to regular network forward look exercises. 
&gt; &gt; &gt; &gt; While a little complex to administer, other emerging disciplines have expressed
&gt; &gt; &gt; &gt; interest in using LHCONE to move data, and some have established agreements
&gt; &gt; &gt; &gt; (e.g. SKA, I believe).  While a means to provision capacity on demand would be
&gt; &gt; &gt; &gt; attractive, the R&amp;E networks typically have capacity, LHCOPN/LHCONE carry the
&gt; &gt; &gt; &gt; LHC traffic, and bottlenecks are in the end sites (hence the evolution of the
&gt; &gt; &gt; &gt; Science DMZ principles).
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; Thanks very much for the clarification. Indeed we intermingled LHC with other
&gt; &gt; &gt; data analytics systems, which typically use the coflow abstraction [1] and
&gt; &gt; &gt; optimize for job completion time. We will clarify in the next revision that
&gt; &gt; &gt; different analytics systems have different QoE objectives and illustrate how
&gt; &gt; &gt; the path vector extension can support these use case respectively.
&gt; &gt; 
&gt; &gt; TC&gt; I think generally the LHCONE overlay is used more to support traffic engineering
&gt; &gt; (Aad to some extent trust) at site ingress/egress borders, e.g. to differentiate the science
&gt; &gt; traffic from the ‘day to day’ campus ‘business’ traffic.  This reflects the Science DMZ
&gt; &gt; principles later documented by ESnet.
&gt; &gt; 
&gt; 
&gt; KAI: We have separated the data analytics case to 1) the network is controlled by a single
&gt; network manager as in the geo-distributed data center case or an SDN network [NOVA], and 
&gt; 2) the network consists of multiple networks [Unicorn/ReSA]. We also add [G2] as a reference
&gt; to demonstrate how the information can be used by the ALTO client.
&gt; 
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; Some specific examples of ANEs would be very helpful.  While the document does
&gt; &gt; &gt; &gt; contain examples, they are not grounded around a use case I can readily relate
&gt; &gt; &gt; &gt; to, such as the orchestration of a large data flow between two sites in
&gt; &gt; &gt; &gt; different R&amp;E networks.  Can the doc show some real examples?
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; That is a very good suggestion. We will add more examples in the next
&gt; &gt; &gt; revision to better motivate the use of ANE.
&gt; &gt; 
&gt; &gt; TC&gt; Great, thank you.
&gt; &gt; 
&gt; 
&gt; KAI: Please see Section 4.2 for the examples.
&gt; 
&gt; &gt; &gt; &gt; Section 3 talks of definitions of ANEs being “similar to” Network Elements in
&gt; &gt; &gt; &gt; RFC2216, but this is vague.  The topology in Figure 5 is quite simple, as an
&gt; &gt; &gt; &gt; example; something more realistic would be interesting.
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; We will add a more realistic example to motivate the definition of ANE and the
&gt; &gt; &gt; initial properties. As figure 5 is used to illustrate the examples of message
&gt; &gt; &gt; formats, we will move it to the example section.
&gt; &gt; 
&gt; &gt; TC&gt; that will also be very useful, thank you.
&gt; 
&gt; KAI: Please see Section 4.2 for the examples.
&gt; 
&gt; &gt; 
&gt; &gt; &gt; &gt; Ultimately, if ALTO
&gt; &gt; &gt; &gt; clients have the full network topology even then they may not know about the
&gt; &gt; &gt; &gt; routing that occurs by default, so implicitly there's an assumption of a
&gt; &gt; &gt; &gt; capability to steer traffic to meet a request. 
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; This is not entirely true. With path vector, the routing is already specified 
&gt; &gt; &gt; for a given source and destination pair. Thus, the client must not assume that
&gt; &gt; &gt; the ALTO server has the capability to modify the routing. In fact, for most 
&gt; &gt; &gt; cases, the network only exposes information about the path and does not provide
&gt; &gt; &gt; any control capability inside the network. For certain use cases the network may
&gt; &gt; &gt; provide  certain levels of control capability, for example, if a network allows
&gt; &gt; &gt; clients to reserve bandwidth for end-to-end communication, it may configure an 
&gt; &gt; &gt; ALTO server to provide the `max-reservable-bandwidth` property. Note this is not
&gt; &gt; &gt; an issue specific to the path vector document but to the ALTO framework: ALTO 
&gt; &gt; &gt; carries the information but how to use the information depends on a higher-layer
&gt; &gt; &gt; protocol. We will make this clear in the next revision.
&gt; &gt; 
&gt; &gt; TC&gt; That’s a useful clarification, again thanks.
&gt; &gt; 
&gt; 
&gt; KAI: Clarification texts are added in Section 6.4.1. We emphasize that ALTO is only
&gt; used for information exposure.
&gt; 
&gt; &gt; &gt; &gt; What is the “request” referred to in 5.1.2, for example?
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; The requests in 5.1.2 are referring to HTTP requests to ALTO services, mostly
&gt; &gt; &gt; requests to unified property services or requests to the same path vector resource.
&gt; &gt; 
&gt; &gt; TC&gt; OK.
&gt; &gt; 
&gt; 
&gt; KAI: We change "requests" to "requests to other ALTO resources" in Sec 5.1.2.
&gt; 
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; It seems that the document argues that ‘bottlenecks’ are typically capacity
&gt; &gt; &gt; &gt; based; do ANEs include specific links, rather than routers, firewalls, etc?   A
&gt; &gt; &gt; &gt; stateful firewall can be a significant bottleneck on throughput, for example.
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; ANE can include routers, firewalls and other middleboxes. However, an ALTO
&gt; &gt; &gt; server may not want and may not need to distinguish what the bottleneck really
&gt; &gt; &gt; is -- it is actually one reason why we use the term "abstract network
&gt; &gt; &gt; element". For example, the maximum throughput of a firewall can be considered
&gt; &gt; &gt; as the capacity of the ANE exposed to the ALTO clients. We will add the
&gt; &gt; &gt; firewall example to illustrate the use of ANE in the next revision.
&gt; &gt; 
&gt; &gt; TC&gt; I think the ‘problem’ is that by keeping the reference/naming “Abstract” it is
&gt; &gt; harder to ground the text in a real use case, so examples would help.
&gt; 
&gt; KAI: Examples of ANEs are both presented in Sec 4.2 (as part of specific use cases) and
&gt; in Sec 5.1 (as a standalone example).
&gt; 
&gt; &gt; 
&gt; &gt; In the Science DMZ case, campus firewalls (full stateful devices, with IDS) are often
&gt; &gt; a significant bottleneck (for example I saw a case recently where a 20G path only 
&gt; &gt; achieved 8G for a science flow due to the IDS, even with it configured not to scan
&gt; &gt; that traffic).
&gt; &gt; 
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; In 4.2.1 it talks of ALTO client identifying bottlenecks; a little more
&gt; &gt; &gt; &gt; discussion and examples of that would be useful, for practical use cases such
&gt; &gt; &gt; &gt; as an international R&amp;E data transfer.
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; We will add more discussions on identifying bottlenecks with path vector. Some
&gt; &gt; &gt; pointers are attached below.
&gt; &gt; 
&gt; &gt; TC&gt; OK.
&gt; 
&gt; KAI: We add the pointers in Sec 4.2.
&gt; 
&gt; &gt; 
&gt; &gt; &gt; &gt; The discussion on p.9 about multiple flows is a little odd; in practice in R&amp;E
&gt; &gt; &gt; &gt; networks large transfers use tools like GridFTP which uses multiple parallel
&gt; &gt; &gt; &gt; TCP flows, such that loss on individual flows does not severely impact
&gt; &gt; &gt; &gt; throughput.  Of course, BBR also reduces this concern.
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; For GridFTP and BBR, the multiple flows are established between the same
&gt; &gt; &gt; source and destination but the example contains two "flows" of two source and
&gt; &gt; &gt; destination pairs. The "multiple flows" in the example, however, represent
&gt; &gt; &gt; data transfers between different source and destination pairs but of the same
&gt; &gt; &gt; task (as in the coflow setting [1]).
&gt; &gt; &gt; 
&gt; &gt; &gt; Handling multiple flows between the same source and destination pair is
&gt; &gt; &gt; certainly an important use case. However, it cannot be solved completely by
&gt; &gt; &gt; the path vector draft alone. There is an individual draft called "flow cost
&gt; &gt; &gt; service" [2] which can potentially providing information for this use case,
&gt; &gt; &gt; together with the path vector extension.
&gt; &gt; 
&gt; &gt; TC&gt; OK, thanks.  In the LHC type of use case there are often flows between for
&gt; &gt; example worker CPU nodes and remote data transfer nodes, so your example
&gt; &gt; would fit that.  But sometimes there are flows between logical DTNs at each site.
&gt; &gt; 
&gt; 
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; Is the use of ALTO designed for single domain, or can it span multiple domains?
&gt; &gt; &gt; &gt;  It seems the latter, given the definition of ANE domains, but for the latter
&gt; &gt; &gt; &gt; there is no specific model for the common definition of ANEs.
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; The extension specified in this document is designed for a single administrative
&gt; &gt; &gt; domain. The term "ANE domain" might be misinterpreted: the domain here does not
&gt; &gt; &gt; refer to a network domain. Rather, it is inherited from the "entity domain" 
&gt; &gt; &gt; defined in Sec 3.2 in I-D.ietf-alto-unified-prop-new document [3], which is used more
&gt; &gt; &gt; in the mathematical sense of "domain": the set of valid objects of a specific type. 
&gt; &gt; &gt; In the unified property extension, an entity domain is defined by a specific ALTO
&gt; &gt; &gt; resource (called defining information resource).
&gt; &gt; 
&gt; &gt; TC&gt; OK, so that would be something that would be very useful to clarify, and probably mention
&gt; &gt; early in the document.
&gt; &gt; 
&gt; 
&gt; KAI: Clarification texts are added in Sec 6.2.
&gt; 
&gt; &gt; &gt; &gt; Given the definition of ANEs and PVs, how is traffic then orchestrated or
&gt; &gt; &gt; &gt; optimised?  Some pointers here would be useful.  SENSE may be one example. 
&gt; &gt; &gt; &gt; &gt;From my own discussion with people involved with SENSE (and AutoGOLE which uses
&gt; &gt; &gt; &gt; it) there is as yet no use of ALTO (rather SENSE uses its own methods to
&gt; &gt; &gt; &gt; orchestrate based on intent-based descriptors), but it is something that may be
&gt; &gt; &gt; &gt; considered in the future.
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; There are different ways to realize the traffic reservation: MPLS tunnels,
&gt; &gt; &gt; OpenFlow rules, or end-based traffic control (e.g., Linux tc command). For
&gt; &gt; &gt; specific orchestration mechanisms, please see below ([4]-[6]) for some pointers. We
&gt; &gt; &gt; will add these pointers to the use cases section.
&gt; &gt; 
&gt; &gt; TC&gt; Thanks.
&gt; &gt; &gt; 
&gt; 
&gt; KAI: We have added the pointers in Sec 4.2 and in Sec 6.4.1.
&gt; 
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; What of non-ALTO traffic on the same links; is the approach to reserve x%
&gt; &gt; &gt; &gt; capacity of a link for ALTO orchestrated traffic (the SENSE approach, I
&gt; &gt; &gt; &gt; believe)?
&gt; &gt; &gt; 
&gt; &gt; &gt; KAI:
&gt; &gt; &gt; ALTO is mainly used to expose the capacity information to the client and how the 
&gt; &gt; &gt; resource reservation is actually achieved is not in the scope of the document.
&gt; &gt; 
&gt; &gt; TC&gt; OK, so again clarifying that is useful (to someone like me not following the
&gt; &gt; work in great detail).
&gt; &gt; 
&gt; 
&gt; KAI: Clarification texts are added in Sec 4.2.1 and in Sec 6.4.1.
&gt; 
&gt; &gt; Overall it’s a good draft, but I think the above extra examples and clarifications would
&gt; &gt; be very welcome.
&gt; &gt; 
&gt; &gt; Best wishes,
&gt; &gt; Tim
&gt; &gt; 
&gt; &gt; &gt; 
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; &gt; Tim
&gt; &gt; &gt; &gt; 
&gt; &gt; &gt; 
&gt; &gt; &gt; 
&gt; &gt; &gt; [1] Chowdhury, M. and Stoica, I. 2012. Coflow: A Networking Abstraction for Cluster
&gt; &gt; &gt; Applications. Proceedings of the 11th ACM Workshop on Hot Topics in Networks
&gt; &gt; &gt; (New York, NY, USA, 2012), 31–36.
&gt; &gt; &gt; 
&gt; &gt; &gt; [2] https://tools.ietf.org/search/draft-gao-alto-fcs-06
&gt; &gt; &gt; 
&gt; &gt; &gt; [3] https://datatracker.ietf.org/doc/html/draft-ietf-alto-unified-props-new-18
&gt; &gt; &gt; 
&gt; &gt; &gt; [4] Viswanathan, R., Ananthanarayanan, G. and Akella, A. 2016. CLARINET:
&gt; &gt; &gt; WAN-Aware Optimization for Analytics Queries. 12th USENIX Symposium on Operating
&gt; &gt; &gt; Systems Design and Implementation (OSDI 16) (Savannah, GA, 2016), 435–450.
&gt; &gt; &gt; 
&gt; &gt; &gt; [5] Xiang, Q., Chen, S., Gao, K., Newman, H., Taylor, I., Zhang, J. and Yang,
&gt; &gt; &gt; Y.R. 2017. Unicorn: Unified resource orchestration for multi-domain,
&gt; &gt; &gt; geo-distributed data analytics. 2017 IEEE SmartWorld, Ubiquitous Intelligence
&gt; &gt; &gt; Computing, Advanced Trusted Computed, Scalable Computing Communications, Cloud
&gt; &gt; &gt; Big Data Computing, Internet of People and Smart City Innovation
&gt; &gt; &gt; (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI) (Aug. 2017), 1–6.
&gt; &gt; &gt; 
&gt; &gt; &gt; [6] Xiang, Q., Zhang, J.J., Wang, X.T., Liu, Y.J., Guok, C., Le, F., MacAuley, J.,
&gt; &gt; &gt; Newman, H. and Yang, Y.R. 2018. Fine-grained, Multi-domain Network Resource
&gt; &gt; &gt; Abstraction As a Fundamental Primitive to Enable High-performance, Collaborative
&gt; &gt; &gt; Data Sciences. Proceedings of the International Conference for High Performance
&gt; &gt; &gt; Computing, Networking, Storage, and Analysis (Piscataway, NJ, USA, 2018),
&gt; &gt; &gt; 5:1-5:13.
&gt; &gt; &gt; </noreply@ietf.org>
&gt; &gt; 
&gt; </last-call@ietf.org></draft-ietf-alto-path-vector.all@ietf.org></alto@ietf.org></ops-dir@ietf.org></kaigao@scu.edu.cn></tim.chown@jisc.ac.uk>
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