From 25e336640944954d82e3baa5c95fccc33c3ce79b Mon Sep 17 00:00:00 2001 From: Albert Cabellos Date: Thu, 19 Oct 2017 01:54:14 +0200 Subject: [PATCH 01/16] Added two use-cases (DRL and QoE Management) --- draft-idnet-analysis.txt | 88 ++++++++++++++++++++++++++++++++++++++-- 1 file changed, 84 insertions(+), 4 deletions(-) diff --git a/draft-idnet-analysis.txt b/draft-idnet-analysis.txt index 7feea04..fec8f71 100644 --- a/draft-idnet-analysis.txt +++ b/draft-idnet-analysis.txt @@ -91,9 +91,85 @@ Message : Request: ask for the data -2.2.3 TBD... +2.2.3 Deep Reinforcement-Learning Control of the Network + +Recently important breakthroughs have been achieved in the area Deep-Reinforcement Learning (DRL) [REF1] architectures where agents can be trained online to operate complex environments and achieve quasi-optimal configurations. In this context, a DRL can be used to control the routing of the network and achieve the target policy set by the administrators (e.g., [REF2, REF3, REF4]). +The following figure describes a common architecture of a DRL operating a network. The agent acts upon the network (action) by changing the configuration, this results in the network changing its fundamental state (e.g, different per-link utilization and a different traffic load). Finally, the reward function is defined by the operator and represents the target performance (e.g., load-balance the traffic in the network). The agent will learn how to act upon the network to maximize the expected reward function. + + +---------------+ + +------------------> | + | | Agent +---------------------+ + | +---------------> | | + | | +---------------+ | + | | | +State | | | + | | Reward Function (Policy) Action | + | | | + | | | + | | | + | | +------------------------------------+ | + | +----+ | | + +-------+ Network <-----------+ + | | + +------------------------------------+ + +The main operational advantages of DRL agents with respect to existing optimization techniques are: + +1) DRL are able to learn and generalize from past experience to provide solutions to unseen scenarios. This is not possible using existing optimization techniques that do not learn from the past. +2) Once trained, either offline or online, DRL agents can optimize in one single step. On the contrary, existing optimization techniques require to run iteratively each time a new scenario is found, for instance when a link goes down or the traffic changes in a significant way. It is worth noting that a common practice is to run such techniques in advance of common scenarios and store their resulting configurations, however it is very complex to consider all the potential scenarios. +3) DRL agents see the network as a black-box and do no need any prior assumption about the system. However heuristics, very commonly used in optimization strategies, are tailored for the problem they are trying to optimize. However, an operator only needs to change the reward function to implement a different target network policy. + +In what follows we describe the process, data format and messages needed assuming a DRL agent that seeks to load-balance the traffic of the network that is, to minimize the maximum loaded link. This is a very common optimization strategy. + +Process: 1.- Act upon the network by changing the routing configuration, for instance using a standard mechanism. 2.- Receive the state of the network, this is the per-link delay and the current traffic load. 3.- Compute the reward function as a function of the state. 4.- Deep Reinforcement Learning training. 5.- Go back to step 1. + +Data Format: + (state) Per-Link Utilization: [link id, utilization, averaging time] + (action) Change on the routing configuration. This can be done through the SDN controller and/or other standard mechanisms. + (reward) This is an algorithm that has as input the state and as output a value that represents how close we are to the target policy set by the operator. More about this can be found in the next section. + +Messages: + State: Measure the per-link utilization + Action: Change the routing configuration + +2.2.3.1.- The Reward Function as the Network Policy + +The agent seek to maximize the expected reward function and it represents the target policy that the agent will aim to achieve and configure on the network. In this context the reward function is the mathematical representation of the target network policy. However, the entire architecture includes a set of different pieces that may come from different vendors but must interoperate, the pieces are: the agent itself, the reward function and the state. This requires the following standardization efforts: + +1) The reward function and its translation from the human-readable target network policy. The operators may want to use different vendor DRL agents that need to understand the reward function. Please note that the reward function depends on the representation of the state. +2) The state includes monitoring information about the network, such as the per-link utilization or the traffic load. Since the state is an input of the agent and is used in the reward function, there is a need for standard representation so that the different pieces can interoperate. + +2.2.4 QoE Management via Supervised Learning + +Networks can measure low-level metrics, such as delay, jitter and losses. However users perceive the performance of the network based on QoE metrics, such as Mean Opinion Scores. Unfortunately, QoE metrics cannot be typically directly measured over the wire and as such, need the subjective views of the users. The challenge is then to operate the network based on low-level metrics while fulfilling non-measurable QoE metrics. One of the main reason behind this challenge is that the relationship between the low-level and the QoE metrics are very complex, i.e. multi-dimensional and non-lineal. + + +-------------+ +---------------------+ + | Supervised | Extract |Relation between QoE | + | Learning +-Knowledge-->and low-level network+-------+ + | | |metrics | | + +------^------+ +---------------------+ | + + | + Learn | + | Install Knowledge + | | ++----------+--------------+ +-------------v---------+ +| Network Analytics | | | +| (including Ground Truth)| | Network Management | +| | | | ++----------+--------------+ +-------------+---------+ + ^ | + | | + | +-------------+ | + | | | | + +-----Monitor-------+ Network <----Operate----+ + | | + +-------------+ + +For this a well-established technique (e.g, see [REF5] and the references therein) is to follow the architecture depicted in the following figure. First the network low-level metrics are measured using telemetry, this information is stored in the Network Analytics platform. In addition to this users and or applications are polled to obtain QoE metrics of the network. The data-set containing both the low-level metrics and the QoE metrics is considered the ground truth. + +By means of supervised learning (e..g, deep neural networks) we aim to learn the relation between the low-level and the QoE metrics. As an example we aim to learn the relation between the amounts of losses in different wireless links, the SNR and the utilization with the perceived MoS. Typically it has been shown that such relationship is non-lineal and multi-dimensional and as such, can be understood by a neural network. This relationship is the knowledge that we extract from the ground truth and it is used by the Network Management (NM) module. By means of this knowledge, the NM can understand how to operate the network based on low-level metrics (e.g., keep losses below a certain threshold) to fulfill QoE requirements. + -2.2.4 TBD... @@ -197,8 +273,12 @@ When security relevant decisions are made based on the use of intelligent analyt References -[1] xxx -[2] xxx +[REF1] Mnih, V., Kavukcuoglu, K., Silver, D., Rusu, A.A., Veness, J., Bellemare, M.G., Graves, A., Riedmiller, M., Fidjeland, A.K., Ostrovski, G. and Petersen, S., 2015. Human-level control through deep reinforcement learning. Nature, 518(7540), pp.529-533. +[REF2] Stampa G, Arias M, Sanchez-Charles D, Muntes-Mulero V, Cabellos A. A Deep-Reinforcement Learning Approach for Software-Defined Networking Routing Optimization. arXiv preprint arXiv:1709.07080. 2017 Sep 20. +[REF3] Ian F Akyildiz, Ahyoung Lee, Pu Wang, Min Luo, and Wu Chou. A roadmap for traffic engineering in SDN-OpenFlow networks. Computer Networks, 71(C):1–30, October 2014. +[REF4] Justin A Boyan and Michael L Littman. Packet routing in dynamically changing networks: A reinforcement learning approach. In Advances in neural information processing systems, pages 671–678, 1994 +[REF5] Orsolic I, Pevec D, Suznjevic M, Skorin-Kapov L. A machine learning approach to classifying YouTube QoE based on encrypted network traffic. Multimedia Tools and Applications. 2017 Jan 1:1-35. + From 64c44273bdbc4aac28bc05dceb138e97ce737451 Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Thu, 19 Oct 2017 12:02:37 +0800 Subject: [PATCH 02/16] The latest IETF style draft. ONLY FOR REVIEW This document is only for review. If you want to writing something, please edit https://github.com/Yarchmage/idnet/blob/master/draft-idnet-analysis.txt directly and pull a new request. --- ietf-draft-idnet-analysis-00 | 616 +++++++++++++++++++++++++++++++++++ 1 file changed, 616 insertions(+) create mode 100644 ietf-draft-idnet-analysis-00 diff --git a/ietf-draft-idnet-analysis-00 b/ietf-draft-idnet-analysis-00 new file mode 100644 index 0000000..165613d --- /dev/null +++ b/ietf-draft-idnet-analysis-00 @@ -0,0 +1,616 @@ + + + + +none S. Yan +Internet-Draft Huawei +Intended status: Informational M. Pedro +Expires: May 5, 2018 NICT/Japan + November 01, 2017 + + + A General Considerations of Intelligence Driven Network + draft-idnet-analysis-00 + +Abstract + + This document aims to pinpoint the work scope of Intelligence Driven + Network (IDN) and mine the potential standardization work. Firstly, + the problems and new requirements for the existing methods are + analyzed. Numbers of high value use-cases are proposed as examples + to instantiate them. A benchmark framework design is proposed, which + is important during the machine learning and inference process. + Finally, a reference model of IDN is proposed, based on which the + potential standardization work is analyzed. + +Status of This Memo + + This Internet-Draft is submitted in full conformance with the + provisions of BCP 78 and BCP 79. + + Internet-Drafts are working documents of the Internet Engineering + Task Force (IETF). Note that other groups may also distribute + working documents as Internet-Drafts. The list of current Internet- + Drafts is at https://datatracker.ietf.org/drafts/current/. + + Internet-Drafts are draft documents valid for a maximum of six months + and may be updated, replaced, or obsoleted by other documents at any + time. It is inappropriate to use Internet-Drafts as reference + material or to cite them other than as "work in progress." + + This Internet-Draft will expire on May 5, 2018. + +Copyright Notice + + Copyright (c) 2017 IETF Trust and the persons identified as the + document authors. All rights reserved. + + This document is subject to BCP 78 and the IETF Trust's Legal + Provisions Relating to IETF Documents + (https://trustee.ietf.org/license-info) in effect on the date of + publication of this document. Please review these documents + carefully, as they describe your rights and restrictions with respect + + + +Yan & Pedro Expires May 5, 2018 [Page 1] + +Internet-Draft Network slicing November 2017 + + + to this document. Code Components extracted from this document must + include Simplified BSD License text as described in Section 4.e of + the Trust Legal Provisions and are provided without warranty as + described in the Simplified BSD License. + +Table of Contents + + 1. Problem Statement and General Requirements . . . . . . . . . 2 + 2. Scope and use cases . . . . . . . . . . . . . . . . . . . . . 2 + 2.1. Scope . . . . . . . . . . . . . . . . . . . . . . . . . . 2 + 2.2. High Value Use Cases . . . . . . . . . . . . . . . . . . 3 + 2.2.1. Traffic Prediction . . . . . . . . . . . . . . . . . 3 + 2.2.2. QoS management . . . . . . . . . . . . . . . . . . . 4 + 2.2.3. TBD . . . . . . . . . . . . . . . . . . . . . . . . . 5 + 2.2.4. TBD . . . . . . . . . . . . . . . . . . . . . . . . . 5 + 3. Measurement and Data Format . . . . . . . . . . . . . . . . . 5 + 3.1. Measurement Tools and Methods . . . . . . . . . . . . . . 5 + 3.2. Data Format Analysis . . . . . . . . . . . . . . . . . . 5 + 4. Benchmarking Framework . . . . . . . . . . . . . . . . . . . 6 + 5. References Model and Potential Standardization Points . . . . 6 + 5.1. References Model . . . . . . . . . . . . . . . . . . . . 6 + 5.2. Measurement . . . . . . . . . . . . . . . . . . . . . . . 9 + 5.3. ata representation, transport and aggregation . . . . . . 10 + 5.4. Legacy Device Route control . . . . . . . . . . . . . . . 10 + 5.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 + 6. Security Considerations . . . . . . . . . . . . . . . . . . . 10 + 7. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 11 + 8. Acknowledgements . . . . . . . . . . . . . . . . . . . . . . 11 + 9. Informative References . . . . . . . . . . . . . . . . . . . 11 + Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 11 + +1. Problem Statement and General Requirements + + An analysis of the problems, requirements and benefits of introducing + AI into network operation and management. The requirements in the + current network that may be solved perfectly by AI methods. + + TBD + +2. Scope and use cases + + TBD + +2.1. Scope + + A general description about what should be focused during the IETF + work and what should not. Clarify the work boundary. (e.g. in my + personal opinion, the pure algorithm research will not be suitable + + + +Yan & Pedro Expires May 5, 2018 [Page 2] + +Internet-Draft Network slicing November 2017 + + + for our IETF works since it is not relative with protocols and + communications. Also, the architecture work will be not suitable. + But we need one, such as the one discussed at IETF-99, for + reference.) + +2.2. High Value Use Cases + + The descriptions for various use cases, which we have some + aggregation in the mail list. Describe the scenarios that may be + useful and valuable. A details analysis may be helpful for the data + and protocol design. + +2.2.1. Traffic Prediction + + Collect the history traffic data and external data which may + influence the traffic. Predict the traffic in short/long/specific + term. Avoid the congestion or risk in previously. + + The process, data format and message needs are: + + Process: 1. Data collection (e.g. traffic sample of physical/logical + port ); 2. Training Model; 3. Real-time data capture and input; 4. + Predication output; 5. Fix error and go back to 3. + + Data Format: + + Time : [Start, End, Unit, Number of Value, Sampling Period] + + Position: [Device ID, Port ID] + + Direction: IN / OUT + + Route : [R1, R2, ..., RN] (might be useful for some scenarios) + + Service : [Service ID, Priority, ...] (Not clear how to use it but + seems useful) + + Traffic: [T0, T1, T2, ..., TN] + + Message : + + Request: ask for the data + + Reply: Data + + Notice: For notification or others + + Policy: Control policy + + + +Yan & Pedro Expires May 5, 2018 [Page 3] + +Internet-Draft Network slicing November 2017 + + +2.2.2. QoS management + + It is worthy to predict the traffic change for avoiding the + congestion and ensuring QoS. As the following figure shown, the AI + system continuously collects link status data from the network. This + AI system is responsible for two things. One is monitoring and + predicting the traffic on each link and the other one is calculating + the usable route for any pair of nodes according to the prediction + and current link status. Assume that there is a VPN named VPN_S_D + from node S to D which pass through S-A-B-C-D. According to the + prediction, there will be a huge traffic flow from node A to C in the + future 10 min. The traffic will increase the end-to-end delay from S + to D so that the QoS will not be ensured. + + x x + _ A ---- B ---- C._ link status +----------+ + ,' \ / `. =============>|IDN Engine| + -' \ / `- +----------+ + S ------I ---- J ---- K ---- D + . / \ ,' + `. / \ ,' + ' O ---- P ---- Q ' + + There are at least two solutions. one is modifying the object's + configuration to avoid the potential congestion. For example, we + modify the VPN_S_D route from S-A-B-C-D to S-I-J-K-D. The other one + is restricting non-object's transmission so that to protect the + object's QoS. For example, we increase the reserved bandwidth of + VPN_S_D or modify the route of non-object flows from S-A-B-C-D to + S-I-J-K-D therefore most of the traffic will not affect VPN_S_D. + + Here we may have some challenges. Challenge 1 is the AI prediction + and autonomic decision should be a quick response. The whole process + must be finished before the congestion happens meanwhile the AI + system is meaningless. The question is how to implement such quick + response? Challenge 2 is whether there is existing protocols which + can support high frequency measurement? Because AI system needs to + be fed with continuous link status data. And the real-time data need + to be captured frequently otherwise the route change will be + worthless. I think the protocols that support high frequency + measurement and data collection may become one of our focus point. + + The process, data format and message needs are: + + Process: 1. Data capture (e.g. traffic sample of physical/logical + port ); 2. Training Model; 3. Real-time data capture and input; 4. + Output percentages; 5. Fix error and go back to 3. + + + + +Yan & Pedro Expires May 5, 2018 [Page 4] + +Internet-Draft Network slicing November 2017 + + + Data Format: + + Time : [Timestamp, Value type (Delay/Packet Loss/...), Unit, + Number of Value, Sampling Period] + + Position: [Link ID, Device ID] + + Value: [V0, V1, V2, ..., VN] + + Message : + + Request: ask for the data + + Reply: Data + + Notice: For notification or others + + Policy: Control policy + +2.2.3. TBD + + TBD + +2.2.4. TBD + + TBD + +3. Measurement and Data Format + + TBD + +3.1. Measurement Tools and Methods + + The new requirements of the measurement, such as high frequency, high + precision, new KPIs and so on. The analysis for the current + measuring methods and try to distinguish the potential usable tools + and methods. + +3.2. Data Format Analysis + + Including the aggregation of labelling and other stuff. The + requirements of the network AI algorithm for the input/output. The + expression of labels, meta-data, policies, and so on. + + + + + + + + +Yan & Pedro Expires May 5, 2018 [Page 5] + +Internet-Draft Network slicing November 2017 + + +4. Benchmarking Framework + + A standard benchmarking framework is required to assess the quality + of an AI mechanism when it is used to resolve a specific problem in + the network maangement and control area. It comprises a reference + set of procedures, methods, models, and boundary values that *must* + be enforced to the benchmarked mechanism, so that its operation can + be comparable to other mechanisms and users can easily understand + what to expect from each one. + + Moreover, both the metrics included as a reference within the + benchmarking framework and the results obtained from its application + to a new mechanism must follow a standard format. Therefore, the + standard formats must be enforced to all data, either being + introduced to the benchmarking application or system (consumed), or + obtained from its application (produced). + + A common and decentralized "data market" can (and would) arise from + the inclusion, dependency, and the general relation of all data, + considering it is represented using the same concepts (ontology) and + the standard format mentioned here. As a reference, it is worth to + mention that a similar appraoch has been alreday applied to genome + and protein data to build standardized and easily transferable data + banks [PMJ1][PMJ2] [PMJ3], and they have demonstrated to be key + enablers in their respective work areas. + + The initial scope of input/output data would be the datasets, but + also the new knowledge items that are stated as a result of applying + the benchmarking procedures defined by the framework, which can be + collected together to build a database of benchmark results, or just + contrasted with other existing entries in the database to know the + position of the solution just evaluated. This increases the + usefulness of IDNET. + +5. References Model and Potential Standardization Points + + TBD + +5.1. References Model + + A three layers reference model of IDN has been proposed as follow. + This architecture can cover, explain and support most of the current + use cases and scenarios. + + + + + + + + +Yan & Pedro Expires May 5, 2018 [Page 6] + +Internet-Draft Network slicing November 2017 + + + +-----------+ +----------+ + |Open |------------------------->| | + |Application| +---------------------+3rd Party |-+ + |Interface | | IDN Engine |Algorithm | | + +-----------+ | +---------+ +-----+ |Interface | | + +------------+ | |Algorithm| |Model| | | | + |Data Refiner+-->| +---------+ +-----+ +----------- | + +------------+ +----------------------------------+ + ^ | Training | Inference | + Intelligent | +----------------------------------+ + Layer +-----------------+ | + | | v + +-------------+ +-------------+ +-------------+ + |External Data| |Internal Data| | Policy | + |Interface | |Interface | | Generator | + +-------------+ +-------------+ +-------------+ + ^ ^ | + | | v + +----------+ +-------------+ +----------------+ + Control |3rd Party | |Aggregating |--->|Control Function| + Layer |Dataset | |Dataset | +----------------+ + +----------+ +-------------+ | Inference | + ^ ^ +----------------+ + | | | + | | | + | | v + +-------------+ +-----------+ +------------+ + Infras- |Terminal/User| |Measurement| | Network | + tructure|Device |--->|Function |<-----| Function | + Layer +-------------+ +-----------+ +------------+ + + The under layer is Infrastructure layer, which contains network + function, measurement function and terminal/user device. The network + function stands for the traditional routers, switches and other + network devices, which are responsible for constructing the network + foundations and forwarding data. The Measurement function stands for + devices that can collect information from the network and various + devices. A popular option are probe system, which is deployed + distributed among the network. Besides that, some of the network + devices integrate the measure function and play two roles. The + information may involve but not limited the content listed in + following table. The Terminal/User Device stands for the device that + produces and consumes data, which may include PC, smart phone, + datacenter, content storage server, cloud and etc. Some of the data + produced by terminal/user devices is measurable. This type of data + will be captured by the measurement function. Other types of data + that cannot be measured directly by network measurement functions is + + + + +Yan & Pedro Expires May 5, 2018 [Page 7] + +Internet-Draft Network slicing November 2017 + + + represented as 3rd party datasets, which hopefully can be utilized in + the future via 3rd party integration at the intelligence layer. + + ----------------------------------------------------------------- + Type Content + ----------------------------------------------------------------- + Network Data Delay, Jitter, Packet Lose Rate, + Link Utilization, ? + Device Data Device Configuration, VPN Configuration, + Slicing Configuration, ? + User Data QoE Feedback, User Information, ? + + Data Packet Packet Sample, Packet Character, ? + + Other Type TBD + ----------------------------------------------------------------- + + The middle layer is Control Layer, which contains Control Function, + Dataset Aggregation (Function) and 3rd Party Dataset. The control + function stands for entities that can control, configure and operate + devices, especially network devices. In SDN, controller and + orchestrator are control functions. Classical network devices such + as routers integrate the forwarding and control functions (although + as of today not with many instances of intelligent control + functions). Classical routers therefore include functions from two + layers. We foresee that the control function will most likely only + perform intelligent inference, but not learn. For example, to + execute neural networks, but do not train them. This is only an + assumption at this time though and may prove to be wrong in the + future when training becomes something easier defined into the + control layer. + + The aggregated dataset function owns the ability to gather and tidy + the data. The database or database cluster is the typical example. + Some of the control devices, such as SDN controller, integrate this + function. Distributed instances aggregate data have also been + defined. The network data can be directly sent back to the control + function in support of network policies. For example, the controller + can adjust the flow table according to the local cache which collects + the network data periodically from the devices in its controlled + area. The 3rd party dataset involves the data that may be provided + by all kinds of applications or services. For example, the content + provider may own social contact data and the map service provider may + own the geographic data. This information does not belong to the + network but could be very helpful for intelligent analytics and + decision making in the network - which is why we device in the + architecture the ability to communicate it between 3rd parties and + the network. + + + +Yan & Pedro Expires May 5, 2018 [Page 8] + +Internet-Draft Network slicing November 2017 + + + The high layer, which is also the main body of IDN, is the + Intelligence Layer. This layer is commonly deployed in the + datacenter, or large scale computing centre that can support massive + storage and computing resources. To the south direction, there are + two interfaces which provides external data (3rd party data oriented) + and internal data (network data oriented) access. We define a data + refiner component to emphasize the need to adopt format and structure + of various types of collected information to the needs of the IDN + Engine. + + The core of the IDN Engine are algorithm and model. The IDN Engine + can be built based on the result of the large body of research and + platform development work that already exists (albeit mostly + developed for and deployed with non-network data). The platform + should be agile extensible for future services, therefore we define a + 3rd party Algorithm Interface to provide an adaptive developing + ability. The user (or a 3rd party) may develop his/her own + algorithms and upload then onto the IDN Engine via a northbound Open + Application Interface. Additional Northbound Open Application + interfaces can also be used to connect other software platforms to + the IDN Engine to create a cooperation between multiple systems (not + shown). + + The output of IDN Engine is transmitted to the Policy Generator. + Since the policy language might be machine readable or unreadable, + the Policy Generator is responsible for generating the executable + commands and connect to the control devices. This process refers to + the interactions of northbound interface of control devices - which + is what often gets standardized. Therefore, some of the potential + standardization points will be mentioned in the following. + +5.2. Measurement + + In IDN, the intelligent system (or database) needs frequent and + repeat measurement to obtain the link information. A fast measure + and feedback protocol is needed to meet the requirement of + measurement and data collecting. It may be based on SNMP or an + absolutely new protocol. The intelligent system needs massive data + to feed and support to formulate the policy and decision. Therefore, + the measurement must be satisfy the data requirement of IDN. + Firstly, there may be higher-level requirement for the existing + measuring technology. The high timeliness is one of the potential + point. The IDN's control function needs accurate, global and highly + real-time network data support. The current measure technology can + only satisfy at least two characters of the three. Secondly, the IDN + may need more kinds of data type to measure. Not only the delay, + jitter and packet loss rate, but also the link utilization and other + necessary parameters. + + + +Yan & Pedro Expires May 5, 2018 [Page 9] + +Internet-Draft Network slicing November 2017 + + +5.3. ata representation, transport and aggregation + + The data representation is significant. Most of the current AI + algorithms were born in the pattern recognition area, especially the + image processing. The advantage of these algorithms is that they are + very good at dealing with complex problems, especially mining and + modeling the hidden relationship among the non-semantic data. One of + the disadvantages is that almost all the algorithms require the + training data has a high concordance. Fortunately, the image file + instinctively owns this character. All the images can be expressed + as uniform binary vectors or can be easily transformed into uniform + format. But this condition is hardly satisfied in network area. + + A uniform data format is required, which can implement the + justification, correlation and affiliation of the data. Which may + obtain the best performance of AI algorithm to mine the valid pattern + hidden in the data. Since the intelligent system is data-driven, and + the data resources are from different kind of vendors and device + types, the data representation SHALL be consistent so that the + intelligent system could merge the data and do the analysis/learning. + Also, the data collection interface might also need to be + standardized so that the interface is able to get the data the + intelligent system needs. + + Moreover, it is significant to standard the policy representation. + Since there may multiply SDN controller system, a readable and + uniform policy representation is valuable to improve the policy + deploying efficiency and simplify the communication between + controllers on the East-West direction. + +5.4. Legacy Device Route control + + Similar with IPv4/IPv6 transition, the IDN potentially faces to the + legacy problem, which means that the new devices and functions will + co-work with the legacy devices. Therefore, it is potentially + required to design the control protocols to solve the transition + problems. + +5.5. TBD + + TBD + +6. Security Considerations + + When security relevant decisions are made based on the use of + intelligent analytics or automated intelligent decision making, care + must be taken to understand the new security challenges. When for + example more intelligent decisions are enabled through the collection + + + +Yan & Pedro Expires May 5, 2018 [Page 10] + +Internet-Draft Network slicing November 2017 + + + of ever more data, it needs to be analyzed how that potentially + enables attackers to easier feed data that derails the intelligent + system ability to distinguish good from bad behavior. + +7. IANA Considerations + + There is no IANA action required by this document. + +8. Acknowledgements + + TBD + +9. Informative References + + [PMJ1] , . + + [PMJ2] , . + + [PMJ3] , . + +Authors' Addresses + + Shen Yan + Huawei + Beiqing + Beijing, Haidian 100095 + China + + Email: yanshen@huawei.com + + + Pedro Martinez-Julia + NICT/Japan + + Email: pedro@nict.go.jp + + + + + + + + + + + + + + + + +Yan & Pedro Expires May 5, 2018 [Page 11] From f42c81832a135c989748812fb35204e271a9f59b Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Thu, 19 Oct 2017 12:04:50 +0800 Subject: [PATCH 03/16] The latest draft document. FOR EDITING Please edit this file directly and pull the new version as a request. --- draft-idnet-analysis.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/draft-idnet-analysis.txt b/draft-idnet-analysis.txt index 8099428..7797f33 100644 --- a/draft-idnet-analysis.txt +++ b/draft-idnet-analysis.txt @@ -1,4 +1,4 @@ -## [PREFACE] ## +## [PREFACE] ## # # Please edit directly in-line. Yan Shen will be responsible for editing this into IETF draft text file. # From 99bdf0e04e2adbea92fe6d2469a24f2f4fb0eca7 Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Thu, 19 Oct 2017 15:28:42 +0800 Subject: [PATCH 04/16] Update ietf-draft-idnet-analysis-00 --- ietf-draft-idnet-analysis-00 | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ietf-draft-idnet-analysis-00 b/ietf-draft-idnet-analysis-00 index 165613d..4f41c66 100644 --- a/ietf-draft-idnet-analysis-00 +++ b/ietf-draft-idnet-analysis-00 @@ -4,7 +4,7 @@ none S. Yan Internet-Draft Huawei -Intended status: Informational M. Pedro +Intended status: Informational P. Martinez-Julia Expires: May 5, 2018 NICT/Japan November 01, 2017 From de1a8ecb71176333b6dfe3cc3edf5bddd3871b7e Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Thu, 19 Oct 2017 17:27:50 +0800 Subject: [PATCH 05/16] draft-idnet-analysis.txt Update by Albert Cabellos. Add two new cases. 2.2.3 and 2.2.4 --- draft-idnet-analysis.txt | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/draft-idnet-analysis.txt b/draft-idnet-analysis.txt index fec8f71..57d78df 100644 --- a/draft-idnet-analysis.txt +++ b/draft-idnet-analysis.txt @@ -169,7 +169,7 @@ For this a well-established technique (e.g, see [REF5] and the references therei By means of supervised learning (e..g, deep neural networks) we aim to learn the relation between the low-level and the QoE metrics. As an example we aim to learn the relation between the amounts of losses in different wireless links, the SNR and the utilization with the perceived MoS. Typically it has been shown that such relationship is non-lineal and multi-dimensional and as such, can be understood by a neural network. This relationship is the knowledge that we extract from the ground truth and it is used by the Network Management (NM) module. By means of this knowledge, the NM can understand how to operate the network based on low-level metrics (e.g., keep losses below a certain threshold) to fulfill QoE requirements. - +2.2.5 TBD @@ -232,28 +232,28 @@ The under layer is Infrastructure layer, which contains network function, measur Type Content ----------------------------------------------------------------- Network Data Delay, Jitter, Packet Lose Rate, - Link Utilization, ¡­ + Link Utilization, ¡­ Device Data Device Configuration, VPN Configuration, - Slicing Configuration, ¡­ - User Data QoE Feedback, User Information, ¡­ + Slicing Configuration, ¡­ + User Data QoE Feedback, User Information, ¡­ - Data Packet Packet Sample, Packet Character, ¡­ + Data Packet Packet Sample, Packet Character, ¡­ Other Type TBD ----------------------------------------------------------------- The middle layer is Control Layer, which contains Control Function, Dataset Aggregation (Function) and 3rd Party Dataset. The control function stands for entities that can control, configure and operate devices, especially network devices. In SDN, controller and orchestrator are control functions. Classical network devices such as routers integrate the forwarding and control functions (although as of today not with many instances of intelligent control functions). Classical routers therefore include functions from two layers. We foresee that the control function will most likely only perform intelligent inference, but not learn. For example, to execute neural networks, but do not train them. This is only an assumption at this time though and may prove to be wrong in the future when training becomes something easier defined into the control layer. -The aggregated dataset function owns the ability to gather and tidy the data. The database or database cluster is the typical example. Some of the control devices, such as SDN controller, integrate this function. Distributed instances aggregate data have also been defined. The network data can be directly sent back to the control function in support of network policies. For example, the controller can adjust the flow table according to the local cache which collects the network data periodically from the devices in its controlled area. The 3rd party dataset involves the data that may be provided by all kinds of applications or services. For example, the content provider may own social contact data and the map service provider may own the geographic data. This information does not belong to the network but could be very helpful for intelligent analytics and decision making in the network ¨C which is why we device in the architecture the ability to communicate it between 3rd parties and the network. +The aggregated dataset function owns the ability to gather and tidy the data. The database or database cluster is the typical example. Some of the control devices, such as SDN controller, integrate this function. Distributed instances aggregate data have also been defined. The network data can be directly sent back to the control function in support of network policies. For example, the controller can adjust the flow table according to the local cache which collects the network data periodically from the devices in its controlled area. The 3rd party dataset involves the data that may be provided by all kinds of applications or services. For example, the content provider may own social contact data and the map service provider may own the geographic data. This information does not belong to the network but could be very helpful for intelligent analytics and decision making in the network ¨C which is why we device in the architecture the ability to communicate it between 3rd parties and the network. The high layer, which is also the main body of IDN, is the Intelligence Layer. This layer is commonly deployed in the datacenter, or large scale computing centre that can support massive storage and computing resources. To the south direction, there are two interfaces which provides external data (3rd party data oriented) and internal data (network data oriented) access. We define a data refiner component to emphasize the need to adopt format and structure of various types of collected information to the needs of the IDN Engine. The core of the IDN Engine are algorithm and model. The IDN Engine can be built based on the result of the large body of research and platform development work that already exists (albeit mostly developed for and deployed with non-network data). The platform should be agile extensible for future services, therefore we define a 3rd party Algorithm Interface to provide an adaptive developing ability. The user (or a 3rd party) may develop his/her own algorithms and upload then onto the IDN Engine via a northbound Open Application Interface. Additional Northbound Open Application interfaces can also be used to connect other software platforms to the IDN Engine to create a cooperation between multiple systems (not shown). -The output of IDN Engine is transmitted to the Policy Generator. Since the policy language might be machine readable or unreadable, the Policy Generator is responsible for generating the executable commands and connect to the control devices. This process refers to the interactions of northbound interface of control devices ¨C which is what often gets standardized. Therefore, some of the potential standardization points will be mentioned in the following. +The output of IDN Engine is transmitted to the Policy Generator. Since the policy language might be machine readable or unreadable, the Policy Generator is responsible for generating the executable commands and connect to the control devices. This process refers to the interactions of northbound interface of control devices ¨C which is what often gets standardized. Therefore, some of the potential standardization points will be mentioned in the following. 5.2 Measurement -In IDN, the intelligent system (or database) needs frequent and repeat measurement to obtain the link information. A fast measure and feedback protocol is needed to meet the requirement of measurement and data collecting. It may be based on SNMP or an absolutely new protocol. The intelligent system needs massive data to feed and support to formulate the policy and decision. Therefore, the measurement must be satisfy the data requirement of IDN. Firstly, there may be higher-level requirement for the existing measuring technology. The high timeliness is one of the potential point. The IDN¡¯s control function needs accurate, global and highly real-time network data support. The current measure technology can only satisfy at least two characters of the three. Secondly, the IDN may need more kinds of data type to measure. Not only the delay, jitter and packet loss rate, but also the link utilization and other necessary parameters. +In IDN, the intelligent system (or database) needs frequent and repeat measurement to obtain the link information. A fast measure and feedback protocol is needed to meet the requirement of measurement and data collecting. It may be based on SNMP or an absolutely new protocol. The intelligent system needs massive data to feed and support to formulate the policy and decision. Therefore, the measurement must be satisfy the data requirement of IDN. Firstly, there may be higher-level requirement for the existing measuring technology. The high timeliness is one of the potential point. The IDN¡¯s control function needs accurate, global and highly real-time network data support. The current measure technology can only satisfy at least two characters of the three. Secondly, the IDN may need more kinds of data type to measure. Not only the delay, jitter and packet loss rate, but also the link utilization and other necessary parameters. 5.3 Data representation, transport and aggregation The data representation is significant. Most of the current AI algorithms were born in the pattern recognition area, especially the image processing. The advantage of these algorithms is that they are very good at dealing with complex problems, especially mining and modeling the hidden relationship among the non-semantic data. One of the disadvantages is that almost all the algorithms require the training data has a high concordance. Fortunately, the image file instinctively owns this character. All the images can be expressed as uniform binary vectors or can be easily transformed into uniform format. But this condition is hardly satisfied in network area. @@ -275,11 +275,11 @@ When security relevant decisions are made based on the use of intelligent analyt References [REF1] Mnih, V., Kavukcuoglu, K., Silver, D., Rusu, A.A., Veness, J., Bellemare, M.G., Graves, A., Riedmiller, M., Fidjeland, A.K., Ostrovski, G. and Petersen, S., 2015. Human-level control through deep reinforcement learning. Nature, 518(7540), pp.529-533. [REF2] Stampa G, Arias M, Sanchez-Charles D, Muntes-Mulero V, Cabellos A. A Deep-Reinforcement Learning Approach for Software-Defined Networking Routing Optimization. arXiv preprint arXiv:1709.07080. 2017 Sep 20. -[REF3] Ian F Akyildiz, Ahyoung Lee, Pu Wang, Min Luo, and Wu Chou. A roadmap for traffic engineering in SDN-OpenFlow networks. Computer Networks, 71(C):1–30, October 2014. -[REF4] Justin A Boyan and Michael L Littman. Packet routing in dynamically changing networks: A reinforcement learning approach. In Advances in neural information processing systems, pages 671–678, 1994 +[REF3] Ian F Akyildiz, Ahyoung Lee, Pu Wang, Min Luo, and Wu Chou. A roadmap for traffic engineering in SDN-OpenFlow networks. Computer Networks, 71(C):1–30, October 2014. +[REF4] Justin A Boyan and Michael L Littman. Packet routing in dynamically changing networks: A reinforcement learning approach. In Advances in neural information processing systems, pages 671–678, 1994 [REF5] Orsolic I, Pevec D, Suznjevic M, Skorin-Kapov L. A machine learning approach to classifying YouTube QoE based on encrypted network traffic. Multimedia Tools and Applications. 2017 Jan 1:1-35. - \ No newline at end of file + From f7d92e4234c0a71721a517cea37cf5d6ba63f24f Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Thu, 19 Oct 2017 17:45:11 +0800 Subject: [PATCH 06/16] Update draft-idnet-analysis.txt --- draft-idnet-analysis.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/draft-idnet-analysis.txt b/draft-idnet-analysis.txt index 57d78df..7b50afb 100644 --- a/draft-idnet-analysis.txt +++ b/draft-idnet-analysis.txt @@ -169,7 +169,7 @@ For this a well-established technique (e.g, see [REF5] and the references therei By means of supervised learning (e..g, deep neural networks) we aim to learn the relation between the low-level and the QoE metrics. As an example we aim to learn the relation between the amounts of losses in different wireless links, the SNR and the utilization with the perceived MoS. Typically it has been shown that such relationship is non-lineal and multi-dimensional and as such, can be understood by a neural network. This relationship is the knowledge that we extract from the ground truth and it is used by the Network Management (NM) module. By means of this knowledge, the NM can understand how to operate the network based on low-level metrics (e.g., keep losses below a certain threshold) to fulfill QoE requirements. -2.2.5 TBD + From 12ef3aa177846eaaed99ffe6acd05df47c6323cb Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Thu, 19 Oct 2017 20:38:48 +0800 Subject: [PATCH 07/16] Update on 20171019 Add two use cases (2.2.3&2.2.4). --- draft-idnet-analysis.txt | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/draft-idnet-analysis.txt b/draft-idnet-analysis.txt index 3eb8ced..bf9afd0 100644 --- a/draft-idnet-analysis.txt +++ b/draft-idnet-analysis.txt @@ -286,6 +286,11 @@ References [PMJ1] https://www.ncbi.nlm.nih.gov/genome/ [PMJ2] https://www.ncbi.nlm.nih.gov/genbank/ [PMJ3] https://www.rcsb.org/pdb/home/home.do +[REF1] Mnih, V., Kavukcuoglu, K., Silver, D., Rusu, A.A., Veness, J., Bellemare, M.G., Graves, A., Riedmiller, M., Fidjeland, A.K., Ostrovski, G. and Petersen, S., 2015. Human-level control through deep reinforcement learning. Nature, 518(7540), pp.529-533. +[REF2] Stampa G, Arias M, Sanchez-Charles D, Muntes-Mulero V, Cabellos A. A Deep-Reinforcement Learning Approach for Software-Defined Networking Routing Optimization. arXiv preprint arXiv:1709.07080. 2017 Sep 20. +[REF3] Ian F Akyildiz, Ahyoung Lee, Pu Wang, Min Luo, and Wu Chou. A roadmap for traffic engineering in SDN-OpenFlow networks. Computer Networks, 71(C):1–30, October 2014. +[REF4] Justin A Boyan and Michael L Littman. Packet routing in dynamically changing networks: A reinforcement learning approach. In Advances in neural information processing systems, pages 671–678, 1994 +[REF5] Orsolic I, Pevec D, Suznjevic M, Skorin-Kapov L. A machine learning approach to classifying YouTube QoE based on encrypted network traffic. Multimedia Tools and Applications. 2017 Jan 1:1-35. From ec3a1ad92ac811ca816efba190fdcfcec484fb9a Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Thu, 19 Oct 2017 20:43:49 +0800 Subject: [PATCH 08/16] Update ietf-draft-idnet-analysis-00 --- ietf-draft-idnet-analysis-00 | 402 +++++++++++++++++++++++++++++------ 1 file changed, 341 insertions(+), 61 deletions(-) diff --git a/ietf-draft-idnet-analysis-00 b/ietf-draft-idnet-analysis-00 index 4f41c66..5f6dd02 100644 --- a/ietf-draft-idnet-analysis-00 +++ b/ietf-draft-idnet-analysis-00 @@ -6,6 +6,8 @@ none S. Yan Internet-Draft Huawei Intended status: Informational P. Martinez-Julia Expires: May 5, 2018 NICT/Japan + A. Cabellos-Aparicio + Technical University of Catalonia November 01, 2017 @@ -48,16 +50,16 @@ Copyright Notice This document is subject to BCP 78 and the IETF Trust's Legal Provisions Relating to IETF Documents (https://trustee.ietf.org/license-info) in effect on the date of - publication of this document. Please review these documents - carefully, as they describe your rights and restrictions with respect -Yan & Pedro Expires May 5, 2018 [Page 1] +Yan, et al. Expires May 5, 2018 [Page 1] Internet-Draft Network slicing November 2017 + publication of this document. Please review these documents + carefully, as they describe your rights and restrictions with respect to this document. Code Components extracted from this document must include Simplified BSD License text as described in Section 4.e of the Trust Legal Provisions and are provided without warranty as @@ -67,27 +69,28 @@ Table of Contents 1. Problem Statement and General Requirements . . . . . . . . . 2 2. Scope and use cases . . . . . . . . . . . . . . . . . . . . . 2 - 2.1. Scope . . . . . . . . . . . . . . . . . . . . . . . . . . 2 + 2.1. Scope . . . . . . . . . . . . . . . . . . . . . . . . . . 3 2.2. High Value Use Cases . . . . . . . . . . . . . . . . . . 3 2.2.1. Traffic Prediction . . . . . . . . . . . . . . . . . 3 2.2.2. QoS management . . . . . . . . . . . . . . . . . . . 4 - 2.2.3. TBD . . . . . . . . . . . . . . . . . . . . . . . . . 5 - 2.2.4. TBD . . . . . . . . . . . . . . . . . . . . . . . . . 5 - 3. Measurement and Data Format . . . . . . . . . . . . . . . . . 5 - 3.1. Measurement Tools and Methods . . . . . . . . . . . . . . 5 - 3.2. Data Format Analysis . . . . . . . . . . . . . . . . . . 5 - 4. Benchmarking Framework . . . . . . . . . . . . . . . . . . . 6 - 5. References Model and Potential Standardization Points . . . . 6 - 5.1. References Model . . . . . . . . . . . . . . . . . . . . 6 - 5.2. Measurement . . . . . . . . . . . . . . . . . . . . . . . 9 - 5.3. ata representation, transport and aggregation . . . . . . 10 - 5.4. Legacy Device Route control . . . . . . . . . . . . . . . 10 - 5.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 - 6. Security Considerations . . . . . . . . . . . . . . . . . . . 10 - 7. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 11 - 8. Acknowledgements . . . . . . . . . . . . . . . . . . . . . . 11 - 9. Informative References . . . . . . . . . . . . . . . . . . . 11 - Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 11 + 2.2.3. Deep Reinforcement-Learning Control of the Network . 5 + 2.2.4. QoE Management via Supervised Learning . . . . . . . 8 + 2.2.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . 9 + 3. Measurement and Data Format . . . . . . . . . . . . . . . . . 9 + 3.1. Measurement Tools and Methods . . . . . . . . . . . . . . 9 + 3.2. Data Format Analysis . . . . . . . . . . . . . . . . . . 9 + 4. Benchmarking Framework . . . . . . . . . . . . . . . . . . . 9 + 5. References Model and Potential Standardization Points . . . . 10 + 5.1. References Model . . . . . . . . . . . . . . . . . . . . 10 + 5.2. Measurement . . . . . . . . . . . . . . . . . . . . . . . 13 + 5.3. ata representation, transport and aggregation . . . . . . 14 + 5.4. Legacy Device Route control . . . . . . . . . . . . . . . 14 + 5.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . . . 14 + 6. Security Considerations . . . . . . . . . . . . . . . . . . . 14 + 7. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 15 + 8. Acknowledgements . . . . . . . . . . . . . . . . . . . . . . 15 + 9. Informative References . . . . . . . . . . . . . . . . . . . 15 + Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 15 1. Problem Statement and General Requirements @@ -101,19 +104,21 @@ Table of Contents TBD -2.1. Scope - A general description about what should be focused during the IETF - work and what should not. Clarify the work boundary. (e.g. in my - personal opinion, the pure algorithm research will not be suitable -Yan & Pedro Expires May 5, 2018 [Page 2] + +Yan, et al. Expires May 5, 2018 [Page 2] Internet-Draft Network slicing November 2017 +2.1. Scope + + A general description about what should be focused during the IETF + work and what should not. Clarify the work boundary. (e.g. in my + personal opinion, the pure algorithm research will not be suitable for our IETF works since it is not relative with protocols and communications. Also, the architecture work will be not suitable. But we need one, such as the one discussed at IETF-99, for @@ -157,19 +162,20 @@ Internet-Draft Network slicing November 2017 Request: ask for the data - Reply: Data - - Notice: For notification or others - Policy: Control policy - -Yan & Pedro Expires May 5, 2018 [Page 3] +Yan, et al. Expires May 5, 2018 [Page 3] Internet-Draft Network slicing November 2017 + Reply: Data + + Notice: For notification or others + + Policy: Control policy + 2.2.2. QoS management It is worthy to predict the traffic change for avoiding the @@ -212,20 +218,20 @@ Internet-Draft Network slicing November 2017 worthless. I think the protocols that support high frequency measurement and data collection may become one of our focus point. - The process, data format and message needs are: - - Process: 1. Data capture (e.g. traffic sample of physical/logical - port ); 2. Training Model; 3. Real-time data capture and input; 4. - Output percentages; 5. Fix error and go back to 3. - -Yan & Pedro Expires May 5, 2018 [Page 4] +Yan, et al. Expires May 5, 2018 [Page 4] Internet-Draft Network slicing November 2017 + The process, data format and message needs are: + + Process: 1. Data capture (e.g. traffic sample of physical/logical + port ); 2. Training Model; 3. Real-time data capture and input; 4. + Output percentages; 5. Fix error and go back to 3. + Data Format: Time : [Timestamp, Value type (Delay/Packet Loss/...), Unit, @@ -245,43 +251,231 @@ Internet-Draft Network slicing November 2017 Policy: Control policy -2.2.3. TBD +2.2.3. Deep Reinforcement-Learning Control of the Network - TBD + Recently important breakthroughs have been achieved in the area Deep- + Reinforcement Learning (DRL) [REF1] architectures where agents can be + trained online to operate complex environments and achieve quasi- + optimal configurations. In this context, a DRL can be used to + control the routing of the network and achieve the target policy set + by the administrators (e.g., [REF2, REF3, REF4]). -2.2.4. TBD + The following figure describes a common architecture of a DRL + operating a network. The agent acts upon the network (action) by + changing the configuration, this results in the network changing its + fundamental state (e.g, different per-link utilization and a + different traffic load). Finally, the reward function is defined by + the operator and represents the target performance (e.g., load- + balance the traffic in the network). The agent will learn how to act + upon the network to maximize the expected reward function. - TBD -3. Measurement and Data Format - TBD -3.1. Measurement Tools and Methods - The new requirements of the measurement, such as high frequency, high - precision, new KPIs and so on. The analysis for the current - measuring methods and try to distinguish the potential usable tools - and methods. -3.2. Data Format Analysis - Including the aggregation of labelling and other stuff. The - requirements of the network AI algorithm for the input/output. The - expression of labels, meta-data, policies, and so on. +Yan, et al. Expires May 5, 2018 [Page 5] + +Internet-Draft Network slicing November 2017 + + + +---------------+ + +------------------> | + | | Agent +---------------------+ + | +---------------> | | + | | +---------------+ | + | | | + State | | | + | | Reward Function (Policy) Action | + | | | + | | | + | | | + | | +------------------------------------+ | + | +----+ | | + +-------+ Network <-----------+ + | | + +------------------------------------+ + + The main operational advantages of DRL agents with respect to + existing optimization techniques are: + + 1. DRL are able to learn and generalize from past experience to + provide solutions to unseen scenarios. This is not possible + using existing optimization techniques that do not learn from the + past. + + 2. Once trained, either offline or online, DRL agents can optimize + in one single step. On the contrary, existing optimization + techniques require to run iteratively each time a new scenario is + found, for instance when a link goes down or the traffic changes + in a significant way. It is worth noting that a common practice + is to run such techniques in advance of common scenarios and + store their resulting configurations, however it is very complex + to consider all the potential scenarios. + + 3. DRL agents see the network as a black-box and do no need any + prior assumption about the system. However heuristics, very + commonly used in optimization strategies, are tailored for the + problem they are trying to optimize. However, an operator only + needs to change the reward function to implement a different + target network policy. + + In what follows we describe the process, data format and messages + needed assuming a DRL agent that seeks to load-balance the traffic of + the network that is, to minimize the maximum loaded link. This is a + very common optimization strategy. + + Process: 1.- Act upon the network by changing the routing + configuration, for instance using a standard mechanism. 2.- Receive + + + +Yan, et al. Expires May 5, 2018 [Page 6] + +Internet-Draft Network slicing November 2017 + + + the state of the network, this is the per-link delay and the current + traffic load. 3.- Compute the reward function as a function of the + state. 4.- Deep Reinforcement Learning training. 5.- Go back to step + 1. + + Data Format + + (state) Per-Link Utilization: [link id, utilization, averaging + time] + (action) Change on the routing configuration. This can be done + through the SDN controller and/or other standard mechanisms. + (reward) This is an algorithm that has as input the state and as + output a value that represents how close we are to the target + policy set by the operator. More about this can be found in the + next section. + Messages: -Yan & Pedro Expires May 5, 2018 [Page 5] + State: Measure the per-link utilization + + Action: Change the routing configuration + +2.2.3.1. The Reward Function as the Network Policy + + The agent seek to maximize the expected reward function and it + represents the target policy that the agent will aim to achieve and + configure on the network. In this context the reward function is the + mathematical representation of the target network policy. However, + the entire architecture includes a set of different pieces that may + come from different vendors but must interoperate, the pieces are: + the agent itself, the reward function and the state. This requires + the following standardization efforts: + + 1. The reward function and its translation from the human-readable + target network policy. The operators may want to use different + vendor DRL agents that need to understand the reward function. + Please note that the reward function depends on the + representation of the state. + + 2. The state includes monitoring information about the network, such + as the per-link utilization or the traffic load. Since the state + is an input of the agent and is used in the reward function, + there is a need for standard representation so that the different + pieces can interoperate. + + + +Yan, et al. Expires May 5, 2018 [Page 7] Internet-Draft Network slicing November 2017 +2.2.4. QoE Management via Supervised Learning + + Networks can measure low-level metrics, such as delay, jitter and + losses. However users perceive the performance of the network based + on QoE metrics, such as Mean Opinion Scores. Unfortunately, QoE + metrics cannot be typically directly measured over the wire and as + such, need the subjective views of the users. The challenge is then + to operate the network based on low-level metrics while fulfilling + non-measurable QoE metrics. One of the main reason behind this + challenge is that the relationship between the low-level and the QoE + metrics are very complex, i.e. multi-dimensional and non-lineal. + + +-------------+ +---------------------+ + | Supervised | Extract |Relation between QoE | + | Learning +-Knowledge-->and low-level network+-------+ + | | |metrics | | + +------^------+ +---------------------+ | + + | + Learn | + | Install Knowledge + | | + +----------+--------------+ +-------------v---------+ + | Network Analytics | | | + | (including Ground Truth)| | Network Management | + | | | | + +----------+--------------+ +-------------+---------+ + ^ | + | | + | +-------------+ | + | | | | + +-----Monitor-------+ Network <----Operate----+ + | | + +-------------+ + + For this a well-established technique (e.g, see [REF5] and the + references therein) is to follow the architecture depicted in the + following figure. First the network low-level metrics are measured + using telemetry, this information is stored in the Network Analytics + platform. In addition to this users and or applications are polled + to obtain QoE metrics of the network. The data-set containing both + the low-level metrics and the QoE metrics is considered the ground + truth. + + By means of supervised learning (e..g, deep neural networks) we aim + to learn the relation between the low-level and the QoE metrics. As + an example we aim to learn the relation between the amounts of losses + in different wireless links, the SNR and the utilization with the + perceived MoS. Typically it has been shown that such relationship is + + + +Yan, et al. Expires May 5, 2018 [Page 8] + +Internet-Draft Network slicing November 2017 + + + non-lineal and multi-dimensional and as such, can be understood by a + neural network. This relationship is the knowledge that we extract + from the ground truth and it is used by the Network Management (NM) + module. By means of this knowledge, the NM can understand how to + operate the network based on low-level metrics (e.g., keep losses + below a certain threshold) to fulfill QoE requirements. + +2.2.5. TBD + +3. Measurement and Data Format + + TBD + +3.1. Measurement Tools and Methods + + The new requirements of the measurement, such as high frequency, high + precision, new KPIs and so on. The analysis for the current + measuring methods and try to distinguish the potential usable tools + and methods. + +3.2. Data Format Analysis + + Including the aggregation of labelling and other stuff. The + requirements of the network AI algorithm for the input/output. The + expression of labels, meta-data, policies, and so on. + 4. Benchmarking Framework A standard benchmarking framework is required to assess the quality @@ -304,6 +498,14 @@ Internet-Draft Network slicing November 2017 considering it is represented using the same concepts (ontology) and the standard format mentioned here. As a reference, it is worth to mention that a similar appraoch has been alreday applied to genome + + + +Yan, et al. Expires May 5, 2018 [Page 9] + +Internet-Draft Network slicing November 2017 + + and protein data to build standardized and easily transferable data banks [PMJ1][PMJ2] [PMJ3], and they have demonstrated to be key enablers in their respective work areas. @@ -333,7 +535,29 @@ Internet-Draft Network slicing November 2017 -Yan & Pedro Expires May 5, 2018 [Page 6] + + + + + + + + + + + + + + + + + + + + + + +Yan, et al. Expires May 5, 2018 [Page 10] Internet-Draft Network slicing November 2017 @@ -389,7 +613,7 @@ Internet-Draft Network slicing November 2017 -Yan & Pedro Expires May 5, 2018 [Page 7] +Yan, et al. Expires May 5, 2018 [Page 11] Internet-Draft Network slicing November 2017 @@ -445,7 +669,7 @@ Internet-Draft Network slicing November 2017 -Yan & Pedro Expires May 5, 2018 [Page 8] +Yan, et al. Expires May 5, 2018 [Page 12] Internet-Draft Network slicing November 2017 @@ -501,7 +725,7 @@ Internet-Draft Network slicing November 2017 -Yan & Pedro Expires May 5, 2018 [Page 9] +Yan, et al. Expires May 5, 2018 [Page 13] Internet-Draft Network slicing November 2017 @@ -557,7 +781,7 @@ Internet-Draft Network slicing November 2017 -Yan & Pedro Expires May 5, 2018 [Page 10] +Yan, et al. Expires May 5, 2018 [Page 14] Internet-Draft Network slicing November 2017 @@ -582,8 +806,42 @@ Internet-Draft Network slicing November 2017 [PMJ3] , . + [REF1] "Human-level control through deep reinforcement learning. + Nature, 518(7540), pp.529-533.", 2015. + + [REF2] "A Deep-Reinforcement Learning Approach for Software- + Defined Networking Routing Optimization. arXiv preprint + arXiv:1709.07080.", September 2017. + + [REF3] "A roadmap for traffic engineering in SDN-OpenFlow + networks. Computer Networks, 71(C):1–30", October + 2014. + + [REF4] "Packet routing in dynamically changing networks: A + reinforcement learning approach. In Advances in neural + information processing systems, pages 671–678,", + 1994. + + [REF5] "A machine learning approach to classifying YouTube QoE + based on encrypted network traffic. Multimedia Tools and + Applications", January 2017. + Authors' Addresses + + + + + + + + + +Yan, et al. Expires May 5, 2018 [Page 15] + +Internet-Draft Network slicing November 2017 + + Shen Yan Huawei Beiqing @@ -599,6 +857,28 @@ Authors' Addresses Email: pedro@nict.go.jp + Albert Cabellos-Aparicio + Technical University of Catalonia + + Email: albert.cabellos@gmail.com + + + + + + + + + + + + + + + + + + @@ -613,4 +893,4 @@ Authors' Addresses -Yan & Pedro Expires May 5, 2018 [Page 11] +Yan, et al. Expires May 5, 2018 [Page 16] From 39422e5904c7ca0c0ce993de5ff7d99b666d6f70 Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Fri, 20 Oct 2017 09:25:48 +0800 Subject: [PATCH 09/16] The latest version. ONLY FOR REVIEW This document is only for review. Please directly edit https://github.com/Yarchmage/idnet/blob/master/draft-idnet-analysis.txt --- ietf-draft-idnet-analysis-00 | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ietf-draft-idnet-analysis-00 b/ietf-draft-idnet-analysis-00 index 5f6dd02..2d12752 100644 --- a/ietf-draft-idnet-analysis-00 +++ b/ietf-draft-idnet-analysis-00 @@ -1,4 +1,4 @@ - + From a8fbafec83b96f8c0fa1e7953260afdc40e4747f Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Tue, 31 Oct 2017 11:55:42 +0800 Subject: [PATCH 10/16] Update draft-yan-idnet-consideration-00 --- ...sis-00 => draft-yan-idnet-consideration-00 | 374 ++++++++++-------- 1 file changed, 215 insertions(+), 159 deletions(-) rename ietf-draft-idnet-analysis-00 => draft-yan-idnet-consideration-00 (81%) diff --git a/ietf-draft-idnet-analysis-00 b/draft-yan-idnet-consideration-00 similarity index 81% rename from ietf-draft-idnet-analysis-00 rename to draft-yan-idnet-consideration-00 index 2d12752..3e84150 100644 --- a/ietf-draft-idnet-analysis-00 +++ b/draft-yan-idnet-consideration-00 @@ -2,17 +2,17 @@ -none S. Yan -Internet-Draft Huawei +none S. Yan, Ed. +Internet-Draft Huawei Technologies Intended status: Informational P. Martinez-Julia -Expires: May 5, 2018 NICT/Japan +Expires: May 3, 2018 Cisco Systems A. Cabellos-Aparicio - Technical University of Catalonia - November 01, 2017 + Orange + October 30, 2017 A General Considerations of Intelligence Driven Network - draft-idnet-analysis-00 + draft-yan-idn-consideration-00 Abstract @@ -25,6 +25,16 @@ Abstract Finally, a reference model of IDN is proposed, based on which the potential standardization work is analyzed. +Requirements Language + + 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 + [RFC2119] when they appear in ALL CAPS. When these words are not in + ALL CAPS (such as "should" or "Should"), they have their usual + English meanings, and are not to be interpreted as [RFC2119] key + words. + Status of This Memo This Internet-Draft is submitted in full conformance with the @@ -40,7 +50,15 @@ Status of This Memo time. It is inappropriate to use Internet-Drafts as reference material or to cite them other than as "work in progress." - This Internet-Draft will expire on May 5, 2018. + + + +Yan, et al. Expires May 3, 2018 [Page 1] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + + This Internet-Draft will expire on May 3, 2018. Copyright Notice @@ -50,14 +68,6 @@ Copyright Notice This document is subject to BCP 78 and the IETF Trust's Legal Provisions Relating to IETF Documents (https://trustee.ietf.org/license-info) in effect on the date of - - - -Yan, et al. Expires May 5, 2018 [Page 1] - -Internet-Draft Network slicing November 2017 - - publication of this document. Please review these documents carefully, as they describe your rights and restrictions with respect to this document. Code Components extracted from this document must @@ -67,8 +77,8 @@ Internet-Draft Network slicing November 2017 Table of Contents - 1. Problem Statement and General Requirements . . . . . . . . . 2 - 2. Scope and use cases . . . . . . . . . . . . . . . . . . . . . 2 + 1. Problem Statement and General Requirements . . . . . . . . . 3 + 2. Scope and use cases . . . . . . . . . . . . . . . . . . . . . 3 2.1. Scope . . . . . . . . . . . . . . . . . . . . . . . . . . 3 2.2. High Value Use Cases . . . . . . . . . . . . . . . . . . 3 2.2.1. Traffic Prediction . . . . . . . . . . . . . . . . . 3 @@ -83,36 +93,40 @@ Table of Contents 5. References Model and Potential Standardization Points . . . . 10 5.1. References Model . . . . . . . . . . . . . . . . . . . . 10 5.2. Measurement . . . . . . . . . . . . . . . . . . . . . . . 13 - 5.3. ata representation, transport and aggregation . . . . . . 14 + 5.3. Data representation, transport and aggregation . . . . . 14 5.4. Legacy Device Route control . . . . . . . . . . . . . . . 14 5.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . . . 14 6. Security Considerations . . . . . . . . . . . . . . . . . . . 14 7. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 15 8. Acknowledgements . . . . . . . . . . . . . . . . . . . . . . 15 - 9. Informative References . . . . . . . . . . . . . . . . . . . 15 - Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 15 + 9. References . . . . . . . . . . . . . . . . . . . . . . . . . 15 + 9.1. Normative References . . . . . . . . . . . . . . . . . . 15 + 9.2. Informative References . . . . . . . . . . . . . . . . . 16 + Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 16 -1. Problem Statement and General Requirements - An analysis of the problems, requirements and benefits of introducing - AI into network operation and management. The requirements in the - current network that may be solved perfectly by AI methods. - TBD -2. Scope and use cases - TBD +Yan, et al. Expires May 3, 2018 [Page 2] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 +1. Problem Statement and General Requirements + Recently, + + An analysis of the problems, requirements and benefits of introducing + AI into network operation and management. The requirements in the + current network that may be solved perfectly by AI methods. + TBD -Yan, et al. Expires May 5, 2018 [Page 2] - -Internet-Draft Network slicing November 2017 +2. Scope and use cases + TBD 2.1. Scope @@ -149,6 +163,13 @@ Internet-Draft Network slicing November 2017 Position: [Device ID, Port ID] + + +Yan, et al. Expires May 3, 2018 [Page 3] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + Direction: IN / OUT Route : [R1, R2, ..., RN] (might be useful for some scenarios) @@ -162,14 +183,6 @@ Internet-Draft Network slicing November 2017 Request: ask for the data - - - -Yan, et al. Expires May 5, 2018 [Page 3] - -Internet-Draft Network slicing November 2017 - - Reply: Data Notice: For notification or others @@ -204,6 +217,15 @@ Internet-Draft Network slicing November 2017 modify the VPN_S_D route from S-A-B-C-D to S-I-J-K-D. The other one is restricting non-object's transmission so that to protect the object's QoS. For example, we increase the reserved bandwidth of + + + + +Yan, et al. Expires May 3, 2018 [Page 4] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + VPN_S_D or modify the route of non-object flows from S-A-B-C-D to S-I-J-K-D therefore most of the traffic will not affect VPN_S_D. @@ -218,14 +240,6 @@ Internet-Draft Network slicing November 2017 worthless. I think the protocols that support high frequency measurement and data collection may become one of our focus point. - - - -Yan, et al. Expires May 5, 2018 [Page 4] - -Internet-Draft Network slicing November 2017 - - The process, data format and message needs are: Process: 1. Data capture (e.g. traffic sample of physical/logical @@ -260,6 +274,14 @@ Internet-Draft Network slicing November 2017 control the routing of the network and achieve the target policy set by the administrators (e.g., [REF2, REF3, REF4]). + + + +Yan, et al. Expires May 3, 2018 [Page 5] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + The following figure describes a common architecture of a DRL operating a network. The agent acts upon the network (action) by changing the configuration, this results in the network changing its @@ -269,19 +291,6 @@ Internet-Draft Network slicing November 2017 balance the traffic in the network). The agent will learn how to act upon the network to maximize the expected reward function. - - - - - - - - -Yan, et al. Expires May 5, 2018 [Page 5] - -Internet-Draft Network slicing November 2017 - - +---------------+ +------------------> | | | Agent +---------------------+ @@ -320,6 +329,15 @@ Internet-Draft Network slicing November 2017 prior assumption about the system. However heuristics, very commonly used in optimization strategies, are tailored for the problem they are trying to optimize. However, an operator only + + + + +Yan, et al. Expires May 3, 2018 [Page 6] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + needs to change the reward function to implement a different target network policy. @@ -330,14 +348,6 @@ Internet-Draft Network slicing November 2017 Process: 1.- Act upon the network by changing the routing configuration, for instance using a standard mechanism. 2.- Receive - - - -Yan, et al. Expires May 5, 2018 [Page 6] - -Internet-Draft Network slicing November 2017 - - the state of the network, this is the per-link delay and the current traffic load. 3.- Compute the reward function as a function of the state. 4.- Deep Reinforcement Learning training. 5.- Go back to step @@ -375,6 +385,15 @@ Internet-Draft Network slicing November 2017 the agent itself, the reward function and the state. This requires the following standardization efforts: + + + + +Yan, et al. Expires May 3, 2018 [Page 7] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + 1. The reward function and its translation from the human-readable target network policy. The operators may want to use different vendor DRL agents that need to understand the reward function. @@ -387,13 +406,6 @@ Internet-Draft Network slicing November 2017 there is a need for standard representation so that the different pieces can interoperate. - - -Yan, et al. Expires May 5, 2018 [Page 7] - -Internet-Draft Network slicing November 2017 - - 2.2.4. QoE Management via Supervised Learning Networks can measure low-level metrics, such as delay, jitter and @@ -406,30 +418,38 @@ Internet-Draft Network slicing November 2017 challenge is that the relationship between the low-level and the QoE metrics are very complex, i.e. multi-dimensional and non-lineal. - +-------------+ +---------------------+ - | Supervised | Extract |Relation between QoE | - | Learning +-Knowledge-->and low-level network+-------+ - | | |metrics | | - +------^------+ +---------------------+ | - + | - Learn | - | Install Knowledge - | | - +----------+--------------+ +-------------v---------+ - | Network Analytics | | | - | (including Ground Truth)| | Network Management | - | | | | - +----------+--------------+ +-------------+---------+ - ^ | - | | - | +-------------+ | - | | | | - +-----Monitor-------+ Network <----Operate----+ - | | - +-------------+ - - For this a well-established technique (e.g, see [REF5] and the + +-------------+ +---------------------+ + | Supervised | Extract |Relation between QoE | + | Learning +-Knowledge-->and low-level network+-------+ + | | |metrics | | + +------^------+ +---------------------+ | + + | + Learn | + | Install Knowledge + | | + +----------+--------------+ +-----------------v-----+ + | Network Analytics | | | + | (including Ground Truth)| | Network Management | + | | | | + +----------+--------------+ +-----------------------+ + ^ | + | | + | +-------------+ | + | | | | + +-----Monitor-------+ Network <----Operate----+ + | | + +-------------+ + + For this a well-established technique (e.g., see [REF5] and the references therein) is to follow the architecture depicted in the + + + +Yan, et al. Expires May 3, 2018 [Page 8] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + following figure. First the network low-level metrics are measured using telemetry, this information is stored in the Network Analytics platform. In addition to this users and or applications are polled @@ -437,19 +457,11 @@ Internet-Draft Network slicing November 2017 the low-level metrics and the QoE metrics is considered the ground truth. - By means of supervised learning (e..g, deep neural networks) we aim + By means of supervised learning (e.g., deep neural networks) we aim to learn the relation between the low-level and the QoE metrics. As an example we aim to learn the relation between the amounts of losses in different wireless links, the SNR and the utilization with the perceived MoS. Typically it has been shown that such relationship is - - - -Yan, et al. Expires May 5, 2018 [Page 8] - -Internet-Draft Network slicing November 2017 - - non-lineal and multi-dimensional and as such, can be understood by a neural network. This relationship is the knowledge that we extract from the ground truth and it is used by the Network Management (NM) @@ -480,12 +492,20 @@ Internet-Draft Network slicing November 2017 A standard benchmarking framework is required to assess the quality of an AI mechanism when it is used to resolve a specific problem in - the network maangement and control area. It comprises a reference + the network management and control area. It comprises a reference set of procedures, methods, models, and boundary values that *must* be enforced to the benchmarked mechanism, so that its operation can be comparable to other mechanisms and users can easily understand what to expect from each one. + + + +Yan, et al. Expires May 3, 2018 [Page 9] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + Moreover, both the metrics included as a reference within the benchmarking framework and the results obtained from its application to a new mechanism must follow a standard format. Therefore, the @@ -497,15 +517,7 @@ Internet-Draft Network slicing November 2017 the inclusion, dependency, and the general relation of all data, considering it is represented using the same concepts (ontology) and the standard format mentioned here. As a reference, it is worth to - mention that a similar appraoch has been alreday applied to genome - - - -Yan, et al. Expires May 5, 2018 [Page 9] - -Internet-Draft Network slicing November 2017 - - + mention that a similar approach has been already applied to genome and protein data to build standardized and easily transferable data banks [PMJ1][PMJ2] [PMJ3], and they have demonstrated to be key enablers in their respective work areas. @@ -545,21 +557,9 @@ Internet-Draft Network slicing November 2017 - - - - - - - - - - - - -Yan, et al. Expires May 5, 2018 [Page 10] +Yan, et al. Expires May 3, 2018 [Page 10] -Internet-Draft Network slicing November 2017 +Internet-Draft draft-yan-idn-consideration-00 October 2017 +-----------+ +----------+ @@ -613,9 +613,9 @@ Internet-Draft Network slicing November 2017 -Yan, et al. Expires May 5, 2018 [Page 11] +Yan, et al. Expires May 3, 2018 [Page 11] -Internet-Draft Network slicing November 2017 +Internet-Draft draft-yan-idn-consideration-00 October 2017 represented as 3rd party datasets, which hopefully can be utilized in @@ -625,12 +625,12 @@ Internet-Draft Network slicing November 2017 Type Content ----------------------------------------------------------------- Network Data Delay, Jitter, Packet Lose Rate, - Link Utilization, ? + Link Utilization, ... Device Data Device Configuration, VPN Configuration, - Slicing Configuration, ? - User Data QoE Feedback, User Information, ? + Slicing Configuration, ... + User Data QoE Feedback, User Information, ... - Data Packet Packet Sample, Packet Character, ? + Data Packet Packet Sample, Packet Character, ... Other Type TBD ----------------------------------------------------------------- @@ -669,9 +669,9 @@ Internet-Draft Network slicing November 2017 -Yan, et al. Expires May 5, 2018 [Page 12] +Yan, et al. Expires May 3, 2018 [Page 12] -Internet-Draft Network slicing November 2017 +Internet-Draft draft-yan-idn-consideration-00 October 2017 The high layer, which is also the main body of IDN, is the @@ -725,12 +725,12 @@ Internet-Draft Network slicing November 2017 -Yan, et al. Expires May 5, 2018 [Page 13] +Yan, et al. Expires May 3, 2018 [Page 13] -Internet-Draft Network slicing November 2017 +Internet-Draft draft-yan-idn-consideration-00 October 2017 -5.3. ata representation, transport and aggregation +5.3. Data representation, transport and aggregation The data representation is significant. Most of the current AI algorithms were born in the pattern recognition area, especially the @@ -781,15 +781,17 @@ Internet-Draft Network slicing November 2017 -Yan, et al. Expires May 5, 2018 [Page 14] +Yan, et al. Expires May 3, 2018 [Page 14] -Internet-Draft Network slicing November 2017 +Internet-Draft draft-yan-idn-consideration-00 October 2017 of ever more data, it needs to be analyzed how that potentially enables attackers to easier feed data that derails the intelligent system ability to distinguish good from bad behavior. + TBD + 7. IANA Considerations There is no IANA action required by this document. @@ -798,7 +800,53 @@ Internet-Draft Network slicing November 2017 TBD -9. Informative References +9. References + +9.1. Normative References + + [ISO_IEC10589] + "Intermediate system to Intermediate system intra-domain + routeing information exchange protocol for use in + conjunction with the protocol for providing the + connectionless-mode Network Service (ISO 8473), ISO/IEC + 10589:2002, Second Edition.", Nov 2002. + + [RFC1195] Callon, R., "Use of OSI IS-IS for routing in TCP/IP and + dual environments", RFC 1195, DOI 10.17487/RFC1195, + December 1990, . + + [RFC2119] Bradner, S., "Key words for use in RFCs to Indicate + Requirement Levels", BCP 14, RFC 2119, + DOI 10.17487/RFC2119, March 1997, + . + + [RFC5301] McPherson, D. and N. Shen, "Dynamic Hostname Exchange + Mechanism for IS-IS", RFC 5301, DOI 10.17487/RFC5301, + October 2008, . + + [RFC5304] Li, T. and R. Atkinson, "IS-IS Cryptographic + Authentication", RFC 5304, DOI 10.17487/RFC5304, October + 2008, . + + [RFC5305] Li, T. and H. Smit, "IS-IS Extensions for Traffic + Engineering", RFC 5305, DOI 10.17487/RFC5305, October + 2008, . + + + + + + +Yan, et al. Expires May 3, 2018 [Page 15] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + + [RFC5308] Hopps, C., "Routing IPv6 with IS-IS", RFC 5308, + DOI 10.17487/RFC5308, October 2008, + . + +9.2. Informative References [PMJ1] , . @@ -828,7 +876,13 @@ Internet-Draft Network slicing November 2017 Authors' Addresses + Shen Yan (editor) + Huawei Technologies + Q10, Huawei Campus, No.156 Beiqing Road + Hai-Dian District, Beijing, 100095 + P.R. China + Email: leo.liubing@huawei.com @@ -837,30 +891,32 @@ Authors' Addresses -Yan, et al. Expires May 5, 2018 [Page 15] - -Internet-Draft Network slicing November 2017 - Shen Yan - Huawei - Beiqing - Beijing, Haidian 100095 - China - - Email: yanshen@huawei.com +Yan, et al. Expires May 3, 2018 [Page 16] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 Pedro Martinez-Julia - NICT/Japan + Cisco Systems + 821 Alder Drive + Milpitas CA 95035 + USA - Email: pedro@nict.go.jp + Email: ginsberg@cisco.com Albert Cabellos-Aparicio - Technical University of Catalonia + Orange + France + + Email: bruno.decraene@orange.com + + + + - Email: albert.cabellos@gmail.com @@ -893,4 +949,4 @@ Internet-Draft Network slicing November 2017 -Yan, et al. Expires May 5, 2018 [Page 16] +Yan, et al. Expires May 3, 2018 [Page 17] From a1aef83b504d5acc5ac5396349cd3d01079b5a0f Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Tue, 31 Oct 2017 11:57:03 +0800 Subject: [PATCH 11/16] Update draft-yan-idnet-consideration.txt --- ...s.txt => draft-yan-idnet-consideration.txt | 50 ++++++++++++------- 1 file changed, 32 insertions(+), 18 deletions(-) rename draft-idnet-analysis.txt => draft-yan-idnet-consideration.txt (83%) diff --git a/draft-idnet-analysis.txt b/draft-yan-idnet-consideration.txt similarity index 83% rename from draft-idnet-analysis.txt rename to draft-yan-idnet-consideration.txt index bf9afd0..0dd7768 100644 --- a/draft-idnet-analysis.txt +++ b/draft-yan-idnet-consideration.txt @@ -12,6 +12,7 @@ [Author List] Shen Yan, Huawei Technologies Pedro Martinez-Julia, NICT/Japan +Albert Cabellos-Aparicio, UPC TBD, TBD @@ -24,8 +25,19 @@ draft-idnet-00 This document aims to pinpoint the work scope of Intelligence Driven Network (IDN) and mine the potential standardization work. Firstly, the problems and new requirements for the existing methods are analyzed. Numbers of high value use-cases are proposed as examples to instantiate them. A benchmark framework design is proposed, which is important during the machine learning and inference process. Finally, a reference model of IDN is proposed, based on which the potential standardization work is analyzed. -1. Problem Statement and General Requirements -An analysis of the problems, requirements and benefits of introducing AI into network operation and management. The requirements in the current network that may be solved perfectly by AI methods. +1. Introduction + +Recently, AI technologies has maken an great achievement in many area and become more and more popular. The combination of AI and network is also expected. However, the detail works, especially the potential standard points are still not clear. + +In this document, we want to summerize the valuable content in the idnet maillist and make clear about the following. + + * What are the requirements? In network area, what problems need AI to solve? It always makes misunderstanding that AI is almighty. But it is objective that AI has both advantages and disadvantages. The work scope and scenarios, which AI may be helpful and perform well, will be discussed and analyzed. + + * What are the gap when combining AI and network? The modern AI algorithms are proposed by image processing area but not network. Most of the algorithms cannot be migrated and used directly. Take the data format as an example. The input and output of the AI algorithm may be just numerical matrix or vector. The network data are not quite formatted and regular. They need to be tranlated or converted before and after the algorithm. The gaps, like data format, data orchestration and etc., will be analyzed. + + * What are the potential and new standard points? The intruduction of AI will bring new requirements for the current network. For example, the AI engine may need high frequency and high accuracy data to feed. Moreover, these data needs to be captured and transmitted in real-time and continuously. What improvements should be accomplished for the existing protocols? Whether there is new protocol requirement? What communication processes are universal and what kinds of data format that can be used in most of the scenarios? + +This document aims to become the blueprint for the future works. The structure is organized as following. Section 2 describes the work scope of idnet and summerize the use cases. Section 3 shows the analysis of measurement and data format. Section 4 discusses about the benchmark of data. Section 5 abstracts the IDN architecture and give a brief analysis of potential standard points. Section 6 points out the new security challenge which AI brings to the network. Section 7 to 9 are IANA, Acknowledgements and References. 2. Scope and use cases @@ -89,7 +101,6 @@ Message : Request: ask for the data Reply: Data Notice: For notification or others Policy: Control policy - 2.2.3 Deep Reinforcement-Learning Control of the Network @@ -168,29 +179,36 @@ Networks can measure low-level metrics, such as delay, jitter and losses. Howeve For this a well-established technique (e.g, see [REF5] and the references therein) is to follow the architecture depicted in the following figure. First the network low-level metrics are measured using telemetry, this information is stored in the Network Analytics platform. In addition to this users and or applications are polled to obtain QoE metrics of the network. The data-set containing both the low-level metrics and the QoE metrics is considered the ground truth. -By means of supervised learning (e..g, deep neural networks) we aim to learn the relation between the low-level and the QoE metrics. As an example we aim to learn the relation between the amounts of losses in different wireless links, the SNR and the utilization with the perceived MoS. Typically it has been shown that such relationship is non-lineal and multi-dimensional and as such, can be understood by a neural network. This relationship is the knowledge that we extract from the ground truth and it is used by the Network Management (NM) module. By means of this knowledge, the NM can understand how to operate the network based on low-level metrics (e.g., keep losses below a certain threshold) to fulfill QoE requirements. +By means of supervised learning (e.g., deep neural networks) we aim to learn the relation between the low-level and the QoE metrics. As an example we aim to learn the relation between the amounts of losses in different wireless links, the SNR and the utilization with the perceived MoS. Typically it has been shown that such relationship is non-lineal and multi-dimensional and as such, can be understood by a neural network. This relationship is the knowledge that we extract from the ground truth and it is used by the Network Management (NM) module. By means of this knowledge, the NM can understand how to operate the network based on low-level metrics (e.g., keep losses below a certain threshold) to fulfill QoE requirements. +3. Measurement and Data Format +3.1. Measurement Tools and Methods -3. Measurement and Data Format +The modern AI algorithms are mostly based on data-driven, which means that the AI engine needs quite plenty of data to feed and upgrade. In other words, higher frequency and accuracy data is required. The high scalability requirement needs distributed measurement tools to provide such abilities. The traditional methods and improvements can hardly support. +Firstly, the current measurement methods mostly orient to the service. For example, the voice service requires the end to end delay and jitter in a low level. Besides that, the AI engine may need more data from both network and other sources. For example, the QoE and identity information may influence the AI engine to make different decisions. The current measurement tools and data model cannot support this ability. Thus, the potential usable tools and methods, such as high frequency, high precision, new KPIs and so on, may need to develop. -3.1. Measurement Tools and Methods -The new requirements of the measurement, such as high frequency, high precision, new KPIs and so on. The analysis for the current measuring methods and try to distinguish the potential usable tools and methods. +Secondly, the current measurement methods mostly cannot support high frequency measurement. Even though it can, the data feedback scheme is commonly closed. The word "closed" means that the measured data is commonly sent to the device which launches the measure action rather than the data demander (AI Engine). The future measurement tools require more programmability, especially in the data feedback scheme. +TBD. 3.2. Data Format Analysis -Including the aggregation of labelling and other stuff. The requirements of the network AI algorithm for the input/output. The expression of labels, meta-data, policies, and so on. +There is huge gap between the current network data and algorithm data. The network data, such as IP address, delay, link utilization and etc., is mostly semantic. It means that each data actually describe a specific physical or logical entity. For example, one IP address means a certain location or a certain host in the network. However, the input and output data of an algorithm is usually non-semantic, which means it is not responding to a specific concept/action/device that can be found in the network. This depends on the fundamental design of AI algorithm and is hardly changed in the short term. + +Another issue is that the AI engine potentially needs to obtain data from external sources. For the data that can be provided one-off, it is easily solved according to the application. For the data that needs to be provided continuously (e.g. the real-time external data), it is required to define the data format that satisfy the algorithm. Similarly, the output of algorithm may need to be translated into specific format that the next step devices can run and execute. Otherwise, it is hard to build up the full autonomic close loop of the network management. In other words, the data aggregation process is important and it is valuable to build the bridge between the network data and algorithm data. + +TBD. 4. Benchmarking Framework -A standard benchmarking framework is required to assess the quality of an AI mechanism when it is used to resolve a specific problem in the network maangement and control area. It comprises a reference set of procedures, methods, models, and boundary values that *must* be enforced to the benchmarked mechanism, so that its operation can be comparable to other mechanisms and users can easily understand what to expect from each one. +A standard benchmarking framework is required to assess the quality of an AI mechanism when it is used to resolve a specific problem in the network management and control area. It comprises a reference set of procedures, methods, models, and boundary values that *must* be enforced to the benchmarked mechanism, so that its operation can be comparable to other mechanisms and users can easily understand what to expect from each one. Moreover, both the metrics included as a reference within the benchmarking framework and the results obtained from its application to a new mechanism must follow a standard format. Therefore, the standard formats must be enforced to all data, either being introduced to the benchmarking application or system (consumed), or obtained from its application (produced). -A common and decentralized "data market" can (and would) arise from the inclusion, dependency, and the general relation of all data, considering it is represented using the same concepts (ontology) and the standard format mentioned here. As a reference, it is worth to mention that a similar appraoch has been alreday applied to genome and protein data to build standardized and easily transferable data banks [PMJ1][PMJ2] [PMJ3], and they have demonstrated to be key enablers in their respective work areas. +A common and decentralized "data market" can (and would) arise from the inclusion, dependency, and the general relation of all data, considering it is represented using the same concepts (ontology) and the standard format mentioned here. As a reference, it is worth to mention that a similar approach has been already applied to genome and protein data to build standardized and easily transferable data banks [PMJ1][PMJ2] [PMJ3], and they have demonstrated to be key enablers in their respective work areas. The initial scope of input/output data would be the datasets, but also the new knowledge items that are stated as a result of applying the benchmarking procedures defined by the framework, which can be collected together to build a database of benchmark results, or just contrasted with other existing entries in the database to know the position of the solution just evaluated. This increases the usefulness of IDNET. @@ -239,12 +257,12 @@ The under layer is Infrastructure layer, which contains network function, measur Type Content ----------------------------------------------------------------- Network Data Delay, Jitter, Packet Lose Rate, - Link Utilization, ¡­ + Link Utilization, ... Device Data Device Configuration, VPN Configuration, - Slicing Configuration, ¡­ - User Data QoE Feedback, User Information, ¡­ + Slicing Configuration, ... + User Data QoE Feedback, User Information, ... - Data Packet Packet Sample, Packet Character, ¡­ + Data Packet Packet Sample, Packet Character, ... Other Type TBD ----------------------------------------------------------------- @@ -291,7 +309,3 @@ References [REF3] Ian F Akyildiz, Ahyoung Lee, Pu Wang, Min Luo, and Wu Chou. A roadmap for traffic engineering in SDN-OpenFlow networks. Computer Networks, 71(C):1–30, October 2014. [REF4] Justin A Boyan and Michael L Littman. Packet routing in dynamically changing networks: A reinforcement learning approach. In Advances in neural information processing systems, pages 671–678, 1994 [REF5] Orsolic I, Pevec D, Suznjevic M, Skorin-Kapov L. A machine learning approach to classifying YouTube QoE based on encrypted network traffic. Multimedia Tools and Applications. 2017 Jan 1:1-35. - - - - From 8ecb15e48897aa1c7fab104a55c19cd844eb55d2 Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Tue, 31 Oct 2017 11:59:42 +0800 Subject: [PATCH 12/16] Update on Oct. 30. ONLY FOR REVIEW --- draft-yan-idnet-consideration-00 | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/draft-yan-idnet-consideration-00 b/draft-yan-idnet-consideration-00 index 3e84150..d47cf7e 100644 --- a/draft-yan-idnet-consideration-00 +++ b/draft-yan-idnet-consideration-00 @@ -1,4 +1,4 @@ - + From b0e7967a3db4de75e2c05078ba548d6d82ad323a Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Tue, 31 Oct 2017 12:01:35 +0800 Subject: [PATCH 13/16] Update on Oct. 30, 2017. ONLY FOR REVIEW This version has been submitted. Please view https://www.ietf.org/id/draft-yan-idn-consideration-00.txt --- draft-yan-idnet-consideration-00 | 472 +++++++++++++++++-------------- 1 file changed, 264 insertions(+), 208 deletions(-) diff --git a/draft-yan-idnet-consideration-00 b/draft-yan-idnet-consideration-00 index d47cf7e..9ce7d40 100644 --- a/draft-yan-idnet-consideration-00 +++ b/draft-yan-idnet-consideration-00 @@ -1,13 +1,13 @@ - -none S. Yan, Ed. -Internet-Draft Huawei Technologies + +none S. Yan +Internet-Draft Huawei Intended status: Informational P. Martinez-Julia -Expires: May 3, 2018 Cisco Systems +Expires: May 3, 2018 NICT/Japan A. Cabellos-Aparicio - Orange + Technical University of Catalonia October 30, 2017 @@ -77,32 +77,32 @@ Copyright Notice Table of Contents - 1. Problem Statement and General Requirements . . . . . . . . . 3 - 2. Scope and use cases . . . . . . . . . . . . . . . . . . . . . 3 - 2.1. Scope . . . . . . . . . . . . . . . . . . . . . . . . . . 3 - 2.2. High Value Use Cases . . . . . . . . . . . . . . . . . . 3 - 2.2.1. Traffic Prediction . . . . . . . . . . . . . . . . . 3 - 2.2.2. QoS management . . . . . . . . . . . . . . . . . . . 4 - 2.2.3. Deep Reinforcement-Learning Control of the Network . 5 - 2.2.4. QoE Management via Supervised Learning . . . . . . . 8 - 2.2.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . 9 - 3. Measurement and Data Format . . . . . . . . . . . . . . . . . 9 - 3.1. Measurement Tools and Methods . . . . . . . . . . . . . . 9 - 3.2. Data Format Analysis . . . . . . . . . . . . . . . . . . 9 - 4. Benchmarking Framework . . . . . . . . . . . . . . . . . . . 9 - 5. References Model and Potential Standardization Points . . . . 10 - 5.1. References Model . . . . . . . . . . . . . . . . . . . . 10 - 5.2. Measurement . . . . . . . . . . . . . . . . . . . . . . . 13 - 5.3. Data representation, transport and aggregation . . . . . 14 - 5.4. Legacy Device Route control . . . . . . . . . . . . . . . 14 - 5.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . . . 14 - 6. Security Considerations . . . . . . . . . . . . . . . . . . . 14 - 7. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 15 - 8. Acknowledgements . . . . . . . . . . . . . . . . . . . . . . 15 - 9. References . . . . . . . . . . . . . . . . . . . . . . . . . 15 - 9.1. Normative References . . . . . . . . . . . . . . . . . . 15 - 9.2. Informative References . . . . . . . . . . . . . . . . . 16 - Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 16 + 1. Introduction . . . . . . . . . . . . . . . . . . . . . . . . 3 + 2. Scope and use cases . . . . . . . . . . . . . . . . . . . . . 4 + 2.1. Scope . . . . . . . . . . . . . . . . . . . . . . . . . . 4 + 2.2. High Value Use Cases . . . . . . . . . . . . . . . . . . 4 + 2.2.1. Traffic Prediction . . . . . . . . . . . . . . . . . 4 + 2.2.2. QoS management . . . . . . . . . . . . . . . . . . . 5 + 2.2.3. Deep Reinforcement-Learning Control of the Network . 6 + 2.2.4. QoE Management via Supervised Learning . . . . . . . 9 + 2.2.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . 10 + 3. Measurement and Data Format . . . . . . . . . . . . . . . . . 10 + 3.1. Measurement Tools and Methods . . . . . . . . . . . . . . 10 + 3.2. Data Format Analysis . . . . . . . . . . . . . . . . . . 10 + 4. Benchmarking Framework . . . . . . . . . . . . . . . . . . . 11 + 5. References Model and Potential Standardization Points . . . . 12 + 5.1. References Model . . . . . . . . . . . . . . . . . . . . 12 + 5.2. Measurement . . . . . . . . . . . . . . . . . . . . . . . 15 + 5.3. Data representation, transport and aggregation . . . . . 15 + 5.4. Legacy Device Route control . . . . . . . . . . . . . . . 16 + 5.5. TBD . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 + 6. Security Considerations . . . . . . . . . . . . . . . . . . . 16 + 7. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 16 + 8. Acknowledgements . . . . . . . . . . . . . . . . . . . . . . 16 + 9. References . . . . . . . . . . . . . . . . . . . . . . . . . 16 + 9.1. Normative References . . . . . . . . . . . . . . . . . . 16 + 9.2. Informative References . . . . . . . . . . . . . . . . . 17 + Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 18 @@ -114,13 +114,64 @@ Yan, et al. Expires May 3, 2018 [Page 2] Internet-Draft draft-yan-idn-consideration-00 October 2017 -1. Problem Statement and General Requirements +1. Introduction + + Recently, AI technology has made a great achievement and become more + and more popular. The combination of AI and network is also a hot + topic. The concept of Intelligence Driven Network (IDN) has been + proposed. This concept is intended to describe the schemes that + introducing AI into network and provide new solutions for the current + and future network problems. There has been quite a lot of + discussions about the AI application in the network in both academic + and industrial area. However, the detail works, especially the + potential standard points are still not clear. + + In this document, we want to summerize the valuable content in the + idnet maillist and make clear about the following. + + o What are the requirements? In network area, what problems need AI + to solve? It always makes misunderstanding that AI is almighty. + But it is factual that AI has both advantages and disadvantages. + The work scope and scenarios, which AI may be useful and perform + well, will be discussed and analyzed. + + o What are the gap when combining AI and network? The modern AI + algorithms are proposed by image processing area but not network. + Most of the algorithms cannot be migrated and used directly. Take + the data format as an example. The input and output of the AI + algorithm may be just numerical matrix or vector. The network + data are not entirely formatted and regular. They need to be + translated or converted before and after the algorithm. The gaps, + like the data format, data orchestration and etc., will be + analyzed. + + o What are the potential and new standard points? The intruduction + of AI will bring new requirements for the current network. For + example, the AI engine may need high frequency and high accuracy + data to feed. Moreover, these data needs to be captured and + transmitted in real-time and continuously. What improvements + should be accomplished for the existing protocols? Whether there + are new protocol requirements? What communication processes are + universal and what kinds of data format that can be utilized in + most of the scenarios? + + This document aims to become the blueprint for the future work. The + structure is organized as following. Section 2 describes the work + scope of idnet and summerize the use cases. Section 3 indicates the + analysis of measurement and data format. Section 4 discusses about + the benchmark of data. Section 5 abstracts the IDN architecture and + gives a brief analysis of potential standard points. Section 6 + - Recently, - An analysis of the problems, requirements and benefits of introducing - AI into network operation and management. The requirements in the - current network that may be solved perfectly by AI methods. + +Yan, et al. Expires May 3, 2018 [Page 3] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + + points out the new security challenge which AI brings to the network. + Section 7 to 9 are IANA, Acknowledgements and References. TBD @@ -131,19 +182,14 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 2.1. Scope A general description about what should be focused during the IETF - work and what should not. Clarify the work boundary. (e.g. in my - personal opinion, the pure algorithm research will not be suitable - for our IETF works since it is not relative with protocols and - communications. Also, the architecture work will be not suitable. - But we need one, such as the one discussed at IETF-99, for - reference.) + work and what should not. Clarify the work boundary. TBD 2.2. High Value Use Cases - The descriptions for various use cases, which we have some - aggregation in the mail list. Describe the scenarios that may be - useful and valuable. A details analysis may be helpful for the data - and protocol design. + There are numbers of use cases, which have been discussed in the + idnet mail list. Describe the scenarios that may be useful and + valuable. A details analysis may be helpful for the data and + protocol design. 2.2.1. Traffic Prediction @@ -163,13 +209,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 Position: [Device ID, Port ID] - - -Yan, et al. Expires May 3, 2018 [Page 3] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - Direction: IN / OUT Route : [R1, R2, ..., RN] (might be useful for some scenarios) @@ -179,6 +218,14 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 Traffic: [T0, T1, T2, ..., TN] + + + +Yan, et al. Expires May 3, 2018 [Page 4] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + Message : Request: ask for the data @@ -217,15 +264,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 modify the VPN_S_D route from S-A-B-C-D to S-I-J-K-D. The other one is restricting non-object's transmission so that to protect the object's QoS. For example, we increase the reserved bandwidth of - - - - -Yan, et al. Expires May 3, 2018 [Page 4] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - VPN_S_D or modify the route of non-object flows from S-A-B-C-D to S-I-J-K-D therefore most of the traffic will not affect VPN_S_D. @@ -236,6 +274,14 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 response? Challenge 2 is whether there is existing protocols which can support high frequency measurement? Because AI system needs to be fed with continuous link status data. And the real-time data need + + + +Yan, et al. Expires May 3, 2018 [Page 5] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + to be captured frequently otherwise the route change will be worthless. I think the protocols that support high frequency measurement and data collection may become one of our focus point. @@ -274,14 +320,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 control the routing of the network and achieve the target policy set by the administrators (e.g., [REF2, REF3, REF4]). - - - -Yan, et al. Expires May 3, 2018 [Page 5] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - The following figure describes a common architecture of a DRL operating a network. The agent acts upon the network (action) by changing the configuration, this results in the network changing its @@ -291,6 +329,15 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 balance the traffic in the network). The agent will learn how to act upon the network to maximize the expected reward function. + + + + +Yan, et al. Expires May 3, 2018 [Page 6] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + +---------------+ +------------------> | | | Agent +---------------------+ @@ -329,15 +376,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 prior assumption about the system. However heuristics, very commonly used in optimization strategies, are tailored for the problem they are trying to optimize. However, an operator only - - - - -Yan, et al. Expires May 3, 2018 [Page 6] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - needs to change the reward function to implement a different target network policy. @@ -348,6 +386,14 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 Process: 1.- Act upon the network by changing the routing configuration, for instance using a standard mechanism. 2.- Receive + + + +Yan, et al. Expires May 3, 2018 [Page 7] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + the state of the network, this is the per-link delay and the current traffic load. 3.- Compute the reward function as a function of the state. 4.- Deep Reinforcement Learning training. 5.- Go back to step @@ -385,15 +431,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 the agent itself, the reward function and the state. This requires the following standardization efforts: - - - - -Yan, et al. Expires May 3, 2018 [Page 7] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - 1. The reward function and its translation from the human-readable target network policy. The operators may want to use different vendor DRL agents that need to understand the reward function. @@ -406,6 +443,13 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 there is a need for standard representation so that the different pieces can interoperate. + + +Yan, et al. Expires May 3, 2018 [Page 8] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + 2.2.4. QoE Management via Supervised Learning Networks can measure low-level metrics, such as delay, jitter and @@ -442,14 +486,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 For this a well-established technique (e.g., see [REF5] and the references therein) is to follow the architecture depicted in the - - - -Yan, et al. Expires May 3, 2018 [Page 8] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - following figure. First the network low-level metrics are measured using telemetry, this information is stored in the Network Analytics platform. In addition to this users and or applications are polled @@ -462,6 +498,14 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 an example we aim to learn the relation between the amounts of losses in different wireless links, the SNR and the utilization with the perceived MoS. Typically it has been shown that such relationship is + + + +Yan, et al. Expires May 3, 2018 [Page 9] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + non-lineal and multi-dimensional and as such, can be understood by a neural network. This relationship is the knowledge that we extract from the ground truth and it is used by the Network Management (NM) @@ -477,16 +521,67 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 3.1. Measurement Tools and Methods - The new requirements of the measurement, such as high frequency, high - precision, new KPIs and so on. The analysis for the current - measuring methods and try to distinguish the potential usable tools - and methods. + The modern AI algorithms are mostly based on data-driven, which means + that the AI engine needs quite plenty of data to feed and upgrade. + In other words, higher frequency and accuracy data is required. The + high scalability requirement needs distributed measurement tools to + provide such abilities. The traditional methods and improvements may + hardly support. + + Firstly, the current measurement methods mostly orient to the + service. For example, the voice service requires the end to end + delay and jitter in a low level. Besides that, the AI engine may + need more data from both network and other sources. For example, the + QoE and identity information may influence the AI engine to make + different decisions. The current measurement tools and data model + cannot support this ability. Thus, the potential usable tools and + methods, such as high frequency, high precision, new KPIs and so on, + may need to develop. + + Secondly, the current measurement methods mostly cannot support high + frequency measurement. Even though it can, the data feedback scheme + is commonly closed. The word "closed" means that the measured data + is commonly sent to the device which launches the measure action + rather than the data demander (AI Engine). The future measurement + tools require more programmability, especially in the data feedback + scheme. + + TBD. 3.2. Data Format Analysis - Including the aggregation of labelling and other stuff. The - requirements of the network AI algorithm for the input/output. The - expression of labels, meta-data, policies, and so on. + There is huge gap between the current network data and algorithm + data. The network data, such as IP address, delay, link utilization + and etc., is mostly semantic. It means that each data actually + describe a specific physical or logical entity. For example, one IP + + + +Yan, et al. Expires May 3, 2018 [Page 10] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + + address means a certain location or a certain host in the network. + However, the input and output data of an algorithm is usually non- + semantic, which means it is not responding to a specific + concept/action/device that can be found in the network. This depends + on the fundamental design of AI algorithm and is hardly changed in + the short term. + + Another issue is that the AI engine potentially needs to obtain data + from external sources. For the data that can be provided one-off, it + is easily solved according to the application. For the data that + needs to be provided continuously (e.g. the real-time external data), + it is required to define the data format that satisfy the algorithm. + Similarly, the output of algorithm may need to be translated into + specific format that the next step devices can run and execute. + Otherwise, it is hard to build up the full autonomic close loop of + the network management. In other words, the data aggregation process + is important and it is valuable to build the bridge between the + network data and algorithm data. + + TBD. 4. Benchmarking Framework @@ -498,14 +593,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 be comparable to other mechanisms and users can easily understand what to expect from each one. - - - -Yan, et al. Expires May 3, 2018 [Page 9] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - Moreover, both the metrics included as a reference within the benchmarking framework and the results obtained from its application to a new mechanism must follow a standard format. Therefore, the @@ -522,6 +609,15 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 banks [PMJ1][PMJ2] [PMJ3], and they have demonstrated to be key enablers in their respective work areas. + + + + +Yan, et al. Expires May 3, 2018 [Page 11] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + The initial scope of input/output data would be the datasets, but also the new knowledge items that are stated as a result of applying the benchmarking procedures defined by the framework, which can be @@ -532,36 +628,12 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 5. References Model and Potential Standardization Points - TBD - 5.1. References Model A three layers reference model of IDN has been proposed as follow. This architecture can cover, explain and support most of the current use cases and scenarios. - - - - - - - - - - - - - - - - - -Yan, et al. Expires May 3, 2018 [Page 10] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - +-----------+ +----------+ |Open |------------------------->| | |Application| +---------------------+3rd Party |-+ @@ -593,6 +665,15 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 tructure|Device |--->|Function |<-----| Function | Layer +-------------+ +-----------+ +------------+ + + + + +Yan, et al. Expires May 3, 2018 [Page 12] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + The under layer is Infrastructure layer, which contains network function, measurement function and terminal/user device. The network function stands for the traditional routers, switches and other @@ -609,15 +690,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 produced by terminal/user devices is measurable. This type of data will be captured by the measurement function. Other types of data that cannot be measured directly by network measurement functions is - - - - -Yan, et al. Expires May 3, 2018 [Page 11] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - represented as 3rd party datasets, which hopefully can be utilized in the future via 3rd party integration at the intelligence layer. @@ -650,6 +722,14 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 future when training becomes something easier defined into the control layer. + + + +Yan, et al. Expires May 3, 2018 [Page 13] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + The aggregated dataset function owns the ability to gather and tidy the data. The database or database cluster is the typical example. Some of the control devices, such as SDN controller, integrate this @@ -667,13 +747,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 architecture the ability to communicate it between 3rd parties and the network. - - -Yan, et al. Expires May 3, 2018 [Page 12] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - The high layer, which is also the main body of IDN, is the Intelligence Layer. This layer is commonly deployed in the datacenter, or large scale computing centre that can support massive @@ -705,6 +778,14 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 is what often gets standardized. Therefore, some of the potential standardization points will be mentioned in the following. + + + +Yan, et al. Expires May 3, 2018 [Page 14] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + 5.2. Measurement In IDN, the intelligent system (or database) needs frequent and @@ -723,13 +804,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 jitter and packet loss rate, but also the link utilization and other necessary parameters. - - -Yan, et al. Expires May 3, 2018 [Page 13] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - 5.3. Data representation, transport and aggregation The data representation is significant. Most of the current AI @@ -760,6 +834,14 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 deploying efficiency and simplify the communication between controllers on the East-West direction. + + + +Yan, et al. Expires May 3, 2018 [Page 15] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + 5.4. Legacy Device Route control Similar with IPv4/IPv6 transition, the IDN potentially faces to the @@ -778,14 +860,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 intelligent analytics or automated intelligent decision making, care must be taken to understand the new security challenges. When for example more intelligent decisions are enabled through the collection - - - -Yan, et al. Expires May 3, 2018 [Page 14] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - of ever more data, it needs to be analyzed how that potentially enables attackers to easier feed data that derails the intelligent system ability to distinguish good from bad behavior. @@ -815,6 +889,15 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 dual environments", RFC 1195, DOI 10.17487/RFC1195, December 1990, . + + + + +Yan, et al. Expires May 3, 2018 [Page 16] + +Internet-Draft draft-yan-idn-consideration-00 October 2017 + + [RFC2119] Bradner, S., "Key words for use in RFCs to Indicate Requirement Levels", BCP 14, RFC 2119, DOI 10.17487/RFC2119, March 1997, @@ -832,16 +915,6 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 Engineering", RFC 5305, DOI 10.17487/RFC5305, October 2008, . - - - - - -Yan, et al. Expires May 3, 2018 [Page 15] - -Internet-Draft draft-yan-idn-consideration-00 October 2017 - - [RFC5308] Hopps, C., "Routing IPv6 with IS-IS", RFC 5308, DOI 10.17487/RFC5308, October 2008, . @@ -874,51 +947,34 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 based on encrypted network traffic. Multimedia Tools and Applications", January 2017. -Authors' Addresses - - Shen Yan (editor) - Huawei Technologies - Q10, Huawei Campus, No.156 Beiqing Road - Hai-Dian District, Beijing, 100095 - P.R. China - - Email: leo.liubing@huawei.com - - - - - - - - -Yan, et al. Expires May 3, 2018 [Page 16] +Yan, et al. Expires May 3, 2018 [Page 17] Internet-Draft draft-yan-idn-consideration-00 October 2017 - Pedro Martinez-Julia - Cisco Systems - 821 Alder Drive - Milpitas CA 95035 - USA - - Email: ginsberg@cisco.com - - - Albert Cabellos-Aparicio - Orange - France +Authors' Addresses - Email: bruno.decraene@orange.com + Shen Yan + Huawei + Beiqing + Beijing, Haidian 100095 + China + Email: yanshen@huawei.com + Pedro Martinez-Julia + NICT/Japan + Email: pedro@nict.go.jp + Albert Cabellos-Aparicio + Technical University of Catalonia + Email: albert.cabellos@gmail.com @@ -949,4 +1005,4 @@ Internet-Draft draft-yan-idn-consideration-00 October 2017 -Yan, et al. Expires May 3, 2018 [Page 17] +Yan, et al. Expires May 3, 2018 [Page 18] From e145906b8cae28ee2646c3903db9fc0c31977d06 Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Tue, 31 Oct 2017 12:02:39 +0800 Subject: [PATCH 14/16] Update on Oct. 30. FOR EDITING. --- draft-yan-idnet-consideration.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/draft-yan-idnet-consideration.txt b/draft-yan-idnet-consideration.txt index 0dd7768..c5452eb 100644 --- a/draft-yan-idnet-consideration.txt +++ b/draft-yan-idnet-consideration.txt @@ -1,4 +1,4 @@ -## [PREFACE] ## +## [PREFACE] ## # # Please edit directly in-line. Yan Shen will be responsible for editing this into IETF draft text file. # From b9f42eebda4749b926afa005edc623cdcdcc5c84 Mon Sep 17 00:00:00 2001 From: Yarchmage Date: Mon, 30 Oct 2017 23:04:41 -0500 Subject: [PATCH 15/16] An XML version. --- draft-yan-idnet-consideration-00.xml | 983 +++++++++++++++++++++++++++ 1 file changed, 983 insertions(+) create mode 100644 draft-yan-idnet-consideration-00.xml diff --git a/draft-yan-idnet-consideration-00.xml b/draft-yan-idnet-consideration-00.xml new file mode 100644 index 0000000..28751c4 --- /dev/null +++ b/draft-yan-idnet-consideration-00.xml @@ -0,0 +1,983 @@ + + + + + +]> + + + + + + + + + + + + + + + + + + + + + + + + A General Considerations of + Intelligence Driven Network + + + Huawei + +
+ + Beiqing + + Beijing + + Haidian + + 100095 + + China + + + yanshen@huawei.com +
+ + + + NICT/Japan + +
+ + + + + + + + + + + + + + + + + pedro@nict.go.jp + + +
+ + + + Technical University of Catalonia + +
+ + + + + + + + + + + + + + + + + albert.cabellos@gmail.com + + +
+ + + + + none + + none + + Use Case; IDN Architecture + + + This document aims to pinpoint the work scope of Intelligence Driven + Network (IDN) and mine the potential standardization work. Firstly, the + problems and new requirements for the existing methods are analyzed. + Numbers of high value use-cases are proposed as examples to instantiate + them. A benchmark framework design is proposed, which is important + during the machine learning and inference process. Finally, a reference + model of IDN is proposed, based on which the potential standardization + work is analyzed. + + + + 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 when they appear in ALL CAPS. When these words are + not in ALL CAPS (such as "should" or "Should"), they have their usual + English meanings, and are not to be interpreted as key words. + + + + +
+ Recently, AI technology has made a great achievement and become more + and more popular. The combination of AI and network is also a hot topic. + The concept of Intelligence Driven Network (IDN) has been proposed. This + concept is intended to describe the schemes that introducing AI into + network and provide new solutions for the current and future network + problems. There has been quite a lot of discussions about the AI + application in the network in both academic and industrial area. + However, the detail works, especially the potential standard points are + still not clear. + + In this document, we want to summerize the valuable content in the + idnet maillist and make clear about the following. + + + What are the requirements? In network area, what problems need AI + to solve? It always makes misunderstanding that AI is almighty. But + it is factual that AI has both advantages and disadvantages. The + work scope and scenarios, which AI may be useful and perform well, + will be discussed and analyzed. + + What are the gap when combining AI and network? The modern AI + algorithms are proposed by image processing area but not network. + Most of the algorithms cannot be migrated and used directly. Take + the data format as an example. The input and output of the AI + algorithm may be just numerical matrix or vector. The network data + are not entirely formatted and regular. They need to be translated + or converted before and after the algorithm. The gaps, like the data + format, data orchestration and etc., will be analyzed. + + What are the potential and new standard points? The intruduction + of AI will bring new requirements for the current network. For + example, the AI engine may need high frequency and high accuracy + data to feed. Moreover, these data needs to be captured and + transmitted in real-time and continuously. What improvements should + be accomplished for the existing protocols? Whether there are new + protocol requirements? What communication processes are universal + and what kinds of data format that can be utilized in most of the + scenarios? + This document aims to become the blueprint for the future work. + The structure is organized as following. Section 2 describes the work + scope of idnet and summerize the use cases. Section 3 indicates the + analysis of measurement and data format. Section 4 discusses about the + benchmark of data. Section 5 abstracts the IDN architecture and gives a + brief analysis of potential standard points. Section 6 points out the + new security challenge which AI brings to the network. Section 7 to 9 + are IANA, Acknowledgements and References. + + TBD +
+ +
+ TBD + +
+ A general description about what should be focused during the IETF + work and what should not. Clarify the work boundary. TBD +
+ +
+ There are numbers of use cases, which have been discussed in the + idnet mail list. Describe the scenarios that may be useful and + valuable. A details analysis may be helpful for the data and protocol + design. + +
+ Collect the history traffic data and external data which may + influence the traffic. Predict the traffic in short/long/specific + term. Avoid the congestion or risk in previously. + + The process, data format and message needs are: + + Process: 1. Data collection (e.g. traffic sample of + physical/logical port ); 2. Training Model; 3. Real-time data + capture and input; 4. Predication output; 5. Fix error and go back + to 3. + + Data Format: + + + Time : [Start, End, Unit, Number of Value, Sampling + Period] + + Position: [Device ID, Port ID] + + Direction: IN / OUT + + Route : [R1, R2, ..., RN] (might be useful for some + scenarios) + + Service : [Service ID, Priority, ...] (Not clear how to use + it but seems useful) + + Traffic: [T0, T1, T2, ..., TN] + + Message : + Request: ask for the data + + Reply: Data + + Notice: For notification or others + + Policy: Control policy + + +
+ +
+ It is worthy to predict the traffic change for avoiding the + congestion and ensuring QoS. As the following figure shown, the AI + system continuously collects link status data from the network. This + AI system is responsible for two things. One is monitoring and + predicting the traffic on each link and the other one is calculating + the usable route for any pair of nodes according to the prediction + and current link status. Assume that there is a VPN named VPN_S_D + from node S to D which pass through S-A-B-C-D. According to the + prediction, there will be a huge traffic flow from node A to C in + the future 10 min. The traffic will increase the end-to-end delay + from S to D so that the QoS will not be ensured. + +
+ |IDN Engine| + -' \ / `- +----------+ + S ------I ---- J ---- K ---- D + . / \ ,' + `. / \ ,' + ' O ---- P ---- Q ']]> +
+ + There are at least two solutions. one is modifying the object's + configuration to avoid the potential congestion. For example, we + modify the VPN_S_D route from S-A-B-C-D to S-I-J-K-D. The other one + is restricting non-object's transmission so that to protect the + object's QoS. For example, we increase the reserved bandwidth of + VPN_S_D or modify the route of non-object flows from S-A-B-C-D to + S-I-J-K-D therefore most of the traffic will not affect VPN_S_D. + + Here we may have some challenges. Challenge 1 is the AI + prediction and autonomic decision should be a quick response. The + whole process must be finished before the congestion happens + meanwhile the AI system is meaningless. The question is how to + implement such quick response? Challenge 2 is whether there is + existing protocols which can support high frequency measurement? + Because AI system needs to be fed with continuous link status data. + And the real-time data need to be captured frequently otherwise the + route change will be worthless. I think the protocols that support + high frequency measurement and data collection may become one of our + focus point. + + The process, data format and message needs are: + + Process: 1. Data capture (e.g. traffic sample of physical/logical + port ); 2. Training Model; 3. Real-time data capture and input; 4. + Output percentages; 5. Fix error and go back to 3. + + Data Format: + + + Time : [Timestamp, Value type (Delay/Packet Loss/...), Unit, + Number of Value, Sampling Period] + + Position: [Link ID, Device ID] + + Value: [V0, V1, V2, ..., VN] + + Message : + Request: ask for the data + + Reply: Data + + Notice: For notification or others + + Policy: Control policy + + +
+ +
+ Recently important breakthroughs have been achieved in the area + Deep-Reinforcement Learning (DRL) [REF1] architectures where agents + can be trained online to operate complex environments and achieve + quasi-optimal configurations. In this context, a DRL can be used to + control the routing of the network and achieve the target policy set + by the administrators (e.g., [REF2, REF3, REF4]). + + The following figure describes a common architecture of a DRL + operating a network. The agent acts upon the network (action) by + changing the configuration, this results in the network changing its + fundamental state (e.g, different per-link utilization and a + different traffic load). Finally, the reward function is defined by + the operator and represents the target performance (e.g., + load-balance the traffic in the network). The agent will learn how + to act upon the network to maximize the expected reward + function. + +
+ | + | | Agent +---------------------+ + | +---------------> | | + | | +---------------+ | + | | | + State | | | + | | Reward Function (Policy) Action | + | | | + | | | + | | | + | | +------------------------------------+ | + | +----+ | | + +-------+ Network <-----------+ + | | + +------------------------------------+]]> +
The main operational advantages of DRL agents with + respect to existing optimization techniques are: + + + DRL are able to learn and generalize from past experience to + provide solutions to unseen scenarios. This is not possible + using existing optimization techniques that do not learn from + the past. + + Once trained, either offline or online, DRL agents can + optimize in one single step. On the contrary, existing + optimization techniques require to run iteratively each time a + new scenario is found, for instance when a link goes down or the + traffic changes in a significant way. It is worth noting that a + common practice is to run such techniques in advance of common + scenarios and store their resulting configurations, however it + is very complex to consider all the potential scenarios. + + DRL agents see the network as a black-box and do no need any + prior assumption about the system. However heuristics, very + commonly used in optimization strategies, are tailored for the + problem they are trying to optimize. However, an operator only + needs to change the reward function to implement a different + target network policy. + + + In what follows we describe the process, data format and messages + needed assuming a DRL agent that seeks to load-balance the traffic + of the network that is, to minimize the maximum loaded link. This is + a very common optimization strategy. + + Process: 1.- Act upon the network by changing the routing + configuration, for instance using a standard mechanism. 2.- Receive + the state of the network, this is the per-link delay and the current + traffic load. 3.- Compute the reward function as a function of the + state. 4.- Deep Reinforcement Learning training. 5.- Go back to step + 1. + + Data Format + + + (state) Per-Link Utilization: [link id, utilization, + averaging time] + + (action) Change on the routing configuration. This can be + done through the SDN controller and/or other standard + mechanisms. + + (reward) This is an algorithm that has as input the state and + as output a value that represents how close we are to the target + policy set by the operator. More about this can be found in the + next section. + + Messages: + + + State: Measure the per-link utilization + + Action: Change the routing configuration + + + +
+ The agent seek to maximize the expected reward function and it + represents the target policy that the agent will aim to achieve + and configure on the network. In this context the reward function + is the mathematical representation of the target network policy. + However, the entire architecture includes a set of different + pieces that may come from different vendors but must interoperate, + the pieces are: the agent itself, the reward function and the + state. This requires the following standardization efforts: + + + The reward function and its translation from the + human-readable target network policy. The operators may want + to use different vendor DRL agents that need to understand the + reward function. Please note that the reward function depends + on the representation of the state. + + The state includes monitoring information about the + network, such as the per-link utilization or the traffic load. + Since the state is an input of the agent and is used in the + reward function, there is a need for standard representation + so that the different pieces can interoperate. + +
+
+ +
+ Networks can measure low-level metrics, such as delay, jitter and + losses. However users perceive the performance of the network based + on QoE metrics, such as Mean Opinion Scores. Unfortunately, QoE + metrics cannot be typically directly measured over the wire and as + such, need the subjective views of the users. The challenge is then + to operate the network based on low-level metrics while fulfilling + non-measurable QoE metrics. One of the main reason behind this + challenge is that the relationship between the low-level and the QoE + metrics are very complex, i.e. multi-dimensional and non-lineal. + +
+ and low-level network+-------+ + | | |metrics | | + +------^------+ +---------------------+ | + + | + Learn | + | Install Knowledge + | | + +----------+--------------+ +-----------------v-----+ + | Network Analytics | | | + | (including Ground Truth)| | Network Management | + | | | | + +----------+--------------+ +-----------------------+ + ^ | + | | + | +-------------+ | + | | | | + +-----Monitor-------+ Network <----Operate----+ + | | + +-------------+]]> +
+ + For this a well-established technique (e.g., see [REF5] and the + references therein) is to follow the architecture depicted in the + following figure. First the network low-level metrics are measured + using telemetry, this information is stored in the Network Analytics + platform. In addition to this users and or applications are polled + to obtain QoE metrics of the network. The data-set containing both + the low-level metrics and the QoE metrics is considered the ground + truth. + + By means of supervised learning (e.g., deep neural networks) we + aim to learn the relation between the low-level and the QoE metrics. + As an example we aim to learn the relation between the amounts of + losses in different wireless links, the SNR and the utilization with + the perceived MoS. Typically it has been shown that such + relationship is non-lineal and multi-dimensional and as such, can be + understood by a neural network. This relationship is the knowledge + that we extract from the ground truth and it is used by the Network + Management (NM) module. By means of this knowledge, the NM can + understand how to operate the network based on low-level metrics + (e.g., keep losses below a certain threshold) to fulfill QoE + requirements. + + +
+ +
+ +
+
+
+ +
+ TBD + + + +
+ The modern AI algorithms are mostly based on data-driven, which + means that the AI engine needs quite plenty of data to feed and + upgrade. In other words, higher frequency and accuracy data is + required. The high scalability requirement needs distributed + measurement tools to provide such abilities. The traditional methods + and improvements may hardly support. + + Firstly, the current measurement methods mostly orient to the + service. For example, the voice service requires the end to end delay + and jitter in a low level. Besides that, the AI engine may need more + data from both network and other sources. For example, the QoE and + identity information may influence the AI engine to make different + decisions. The current measurement tools and data model cannot support + this ability. Thus, the potential usable tools and methods, such as + high frequency, high precision, new KPIs and so on, may need to + develop. + + Secondly, the current measurement methods mostly cannot support + high frequency measurement. Even though it can, the data feedback + scheme is commonly closed. The word "closed" means that the measured + data is commonly sent to the device which launches the measure action + rather than the data demander (AI Engine). The future measurement + tools require more programmability, especially in the data feedback + scheme. + + TBD. + + +
+ +
+ There is huge gap between the current network data and algorithm + data. The network data, such as IP address, delay, link utilization + and etc., is mostly semantic. It means that each data actually + describe a specific physical or logical entity. For example, one IP + address means a certain location or a certain host in the network. + However, the input and output data of an algorithm is usually + non-semantic, which means it is not responding to a specific + concept/action/device that can be found in the network. This depends + on the fundamental design of AI algorithm and is hardly changed in the + short term. + + Another issue is that the AI engine potentially needs to obtain + data from external sources. For the data that can be provided one-off, + it is easily solved according to the application. For the data that + needs to be provided continuously (e.g. the real-time external data), + it is required to define the data format that satisfy the algorithm. + Similarly, the output of algorithm may need to be translated into + specific format that the next step devices can run and execute. + Otherwise, it is hard to build up the full autonomic close loop of the + network management. In other words, the data aggregation process is + important and it is valuable to build the bridge between the network + data and algorithm data. + + TBD. +
+
+ +
+ A standard benchmarking framework is required to assess the quality + of an AI mechanism when it is used to resolve a specific problem in the + network management and control area. It comprises a reference set of + procedures, methods, models, and boundary values that *must* be enforced + to the benchmarked mechanism, so that its operation can be comparable to + other mechanisms and users can easily understand what to expect from + each one. + + Moreover, both the metrics included as a reference within the + benchmarking framework and the results obtained from its application to + a new mechanism must follow a standard format. Therefore, the standard + formats must be enforced to all data, either being introduced to the + benchmarking application or system (consumed), or obtained from its + application (produced). + + A common and decentralized "data market" can (and would) arise from + the inclusion, dependency, and the general relation of all data, + considering it is represented using the same concepts (ontology) and the + standard format mentioned here. As a reference, it is worth to mention + that a similar approach has been already applied to genome and protein + data to build standardized and easily transferable data banks + [PMJ1][PMJ2] [PMJ3], and they have demonstrated to be key enablers in + their respective work areas. + + The initial scope of input/output data would be the datasets, but + also the new knowledge items that are stated as a result of applying the + benchmarking procedures defined by the framework, which can be collected + together to build a database of benchmark results, or just contrasted + with other existing entries in the database to know the position of the + solution just evaluated. This increases the usefulness of IDNET. + + +
+ +
+ + +
+ A three layers reference model of IDN has been proposed as follow. + This architecture can cover, explain and support most of the current + use cases and scenarios. + +
+ | | + |Application| +---------------------+3rd Party |-+ + |Interface | | IDN Engine |Algorithm | | + +-----------+ | +---------+ +-----+ |Interface | | + +------------+ | |Algorithm| |Model| | | | + |Data Refiner+-->| +---------+ +-----+ +----------- | + +------------+ +----------------------------------+ + ^ | Training | Inference | + Intelligent | +----------------------------------+ + Layer +-----------------+ | + | | v + +-------------+ +-------------+ +-------------+ + |External Data| |Internal Data| | Policy | + |Interface | |Interface | | Generator | + +-------------+ +-------------+ +-------------+ + ^ ^ | + | | v + +----------+ +-------------+ +----------------+ + Control |3rd Party | |Aggregating |--->|Control Function| + Layer |Dataset | |Dataset | +----------------+ + +----------+ +-------------+ | Inference | + ^ ^ +----------------+ + | | | + | | | + | | v + +-------------+ +-----------+ +------------+ + Infras- |Terminal/User| |Measurement| | Network | + tructure|Device |--->|Function |<-----| Function | + Layer +-------------+ +-----------+ +------------+ ]]> +
+ + The under layer is Infrastructure layer, which contains network + function, measurement function and terminal/user device. The network + function stands for the traditional routers, switches and other + network devices, which are responsible for constructing the network + foundations and forwarding data. The Measurement function stands for + devices that can collect information from the network and various + devices. A popular option are probe system, which is deployed + distributed among the network. Besides that, some of the network + devices integrate the measure function and play two roles. The + information may involve but not limited the content listed in + following table. The Terminal/User Device stands for the device that + produces and consumes data, which may include PC, smart phone, + datacenter, content storage server, cloud and etc. Some of the data + produced by terminal/user devices is measurable. This type of data + will be captured by the measurement function. Other types of data that + cannot be measured directly by network measurement functions is + represented as 3rd party datasets, which hopefully can be utilized in + the future via 3rd party integration at the intelligence layer. + +
+ +
+ + The middle layer is Control Layer, which contains Control Function, + Dataset Aggregation (Function) and 3rd Party Dataset. The control + function stands for entities that can control, configure and operate + devices, especially network devices. In SDN, controller and + orchestrator are control functions. Classical network devices such as + routers integrate the forwarding and control functions (although as of + today not with many instances of intelligent control functions). + Classical routers therefore include functions from two layers. We + foresee that the control function will most likely only perform + intelligent inference, but not learn. For example, to execute neural + networks, but do not train them. This is only an assumption at this + time though and may prove to be wrong in the future when training + becomes something easier defined into the control layer. + + The aggregated dataset function owns the ability to gather and tidy + the data. The database or database cluster is the typical example. + Some of the control devices, such as SDN controller, integrate this + function. Distributed instances aggregate data have also been defined. + The network data can be directly sent back to the control function in + support of network policies. For example, the controller can adjust + the flow table according to the local cache which collects the network + data periodically from the devices in its controlled area. The 3rd + party dataset involves the data that may be provided by all kinds of + applications or services. For example, the content provider may own + social contact data and the map service provider may own the + geographic data. This information does not belong to the network but + could be very helpful for intelligent analytics and decision making in + the network – which is why we device in the architecture the + ability to communicate it between 3rd parties and the network. + + The high layer, which is also the main body of IDN, is the + Intelligence Layer. This layer is commonly deployed in the datacenter, + or large scale computing centre that can support massive storage and + computing resources. To the south direction, there are two interfaces + which provides external data (3rd party data oriented) and internal + data (network data oriented) access. We define a data refiner + component to emphasize the need to adopt format and structure of + various types of collected information to the needs of the IDN + Engine. + + The core of the IDN Engine are algorithm and model. The IDN Engine + can be built based on the result of the large body of research and + platform development work that already exists (albeit mostly developed + for and deployed with non-network data). The platform should be agile + extensible for future services, therefore we define a 3rd party + Algorithm Interface to provide an adaptive developing ability. The + user (or a 3rd party) may develop his/her own algorithms and upload + then onto the IDN Engine via a northbound Open Application Interface. + Additional Northbound Open Application interfaces can also be used to + connect other software platforms to the IDN Engine to create a + cooperation between multiple systems (not shown). + + The output of IDN Engine is transmitted to the Policy Generator. + Since the policy language might be machine readable or unreadable, the + Policy Generator is responsible for generating the executable commands + and connect to the control devices. This process refers to the + interactions of northbound interface of control devices – which + is what often gets standardized. Therefore, some of the potential + standardization points will be mentioned in the following. + + +
+ +
+ In IDN, the intelligent system (or database) needs frequent and + repeat measurement to obtain the link information. A fast measure and + feedback protocol is needed to meet the requirement of measurement and + data collecting. It may be based on SNMP or an absolutely new + protocol. The intelligent system needs massive data to feed and + support to formulate the policy and decision. Therefore, the + measurement must be satisfy the data requirement of IDN. Firstly, + there may be higher-level requirement for the existing measuring + technology. The high timeliness is one of the potential point. The + IDN’s control function needs accurate, global and highly + real-time network data support. The current measure technology can + only satisfy at least two characters of the three. Secondly, the IDN + may need more kinds of data type to measure. Not only the delay, + jitter and packet loss rate, but also the link utilization and other + necessary parameters. + + +
+ +
+ The data representation is significant. Most of the current AI + algorithms were born in the pattern recognition area, especially the + image processing. The advantage of these algorithms is that they are + very good at dealing with complex problems, especially mining and + modeling the hidden relationship among the non-semantic data. One of + the disadvantages is that almost all the algorithms require the + training data has a high concordance. Fortunately, the image file + instinctively owns this character. All the images can be expressed as + uniform binary vectors or can be easily transformed into uniform + format. But this condition is hardly satisfied in network area. + + A uniform data format is required, which can implement the + justification, correlation and affiliation of the data. Which may + obtain the best performance of AI algorithm to mine the valid pattern + hidden in the data. Since the intelligent system is data-driven, and + the data resources are from different kind of vendors and device + types, the data representation SHALL be consistent so that the + intelligent system could merge the data and do the analysis/learning. + Also, the data collection interface might also need to be standardized + so that the interface is able to get the data the intelligent system + needs. + + Moreover, it is significant to standard the policy representation. + Since there may multiply SDN controller system, a readable and uniform + policy representation is valuable to improve the policy deploying + efficiency and simplify the communication between controllers on the + East-West direction. + + +
+ +
+ Similar with IPv4/IPv6 transition, the IDN potentially faces to the + legacy problem, which means that the new devices and functions will + co-work with the legacy devices. Therefore, it is potentially required + to design the control protocols to solve the transition problems. + + +
+ +
+ TBD + + +
+
+ +
+ When security relevant decisions are made based on the use of + intelligent analytics or automated intelligent decision making, care + must be taken to understand the new security challenges. When for + example more intelligent decisions are enabled through the collection of + ever more data, it needs to be analyzed how that potentially enables + attackers to easier feed data that derails the intelligent system + ability to distinguish good from bad behavior. + + TBD + + +
+ +
+ There is no IANA action required by this document. + + +
+ +
+ TBD +
+ + + + + + + + + + + + + + + + + + + Intermediate system to Intermediate system intra-domain + routeing information exchange protocol for use in conjunction with + the protocol for providing the connectionless-mode Network Service + (ISO 8473), ISO/IEC 10589:2002, Second Edition. + + + + + + + + + + + + + + <author> + <organization/> + </author> + + <date/> + </front> + </reference> + + <reference anchor="PMJ2" target="https://www.ncbi.nlm.nih.gov/genbank/"> + <front> + <title/> + + <author> + <organization/> + </author> + + <date/> + </front> + </reference> + + <reference anchor="PMJ3" target="https://www.rcsb.org/pdb/home/home.do"> + <front> + <title/> + + <author> + <organization/> + </author> + + <date/> + </front> + </reference> + + <reference anchor="REF1"> + <front> + <title>Human-level control through deep reinforcement learning. + Nature, 518(7540), pp.529-533. + + + + + + + + + + + + A Deep-Reinforcement Learning Approach for Software-Defined + Networking Routing Optimization. arXiv preprint + arXiv:1709.07080. + + + + + + + + + + + + A roadmap for traffic engineering in SDN-OpenFlow networks. + Computer Networks, 71(C):1–30 + + + + + + + + + + + + Packet routing in dynamically changing networks: A + reinforcement learning approach. In Advances in neural information + processing systems, pages 671–678, + + + + + + + + + + + + A machine learning approach to classifying YouTube QoE based + on encrypted network traffic. 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