[Sigcomm05]Algorithms for Advanced Packet Classification with Ternary CAMs

Paper: Algorithms for Advanced Packet Classification with Ternary CAMs.pdf

Slide: Algorithms for Advanced Packet Classification with Ternary CAMs_ppt

会议: Sigcomm 2005;

引用:160+;

作者:K.Lakshminarayanan等,加州伯克利

级别:独立编码鼻祖论文,重要,精读;

本文总结:

本文核心创新点是range expansion问题 & multi-match问题,对于range存储,本文的Database Independent Range PreEncoding (DIRPE)是首个独立编码方案(文章编码方案是fence encoding),因此在可扩展性和更新上有优势,对于多匹配,本文提出了Multi-match Using Discriminators (MUD)算法,可避免预查找并适合多线程。

  • 本文中解决TCAM中range expansion问题的DIRPE算法motivation有两点:1)First, instead of representing a range as a set of prefixes, we can represent it as a set of arbitrary ternary values. 2)Second, additional unused bits in a TCAM array can be used to encode the ternary strings.基于上述两点,作者提出了fence encoding方案,table 3给出了编码方法,并且作者从理论上证明了这种编码方案存在这样一个定理:For achieving a worst-case row expansion of 1 for a W-bit range, 2expW-1 bits are necessary。查找的时候,只需要将具体的关键字采用table 3的方案第一行进行转换即可形成TCAM查找关键字。而这么大的比特位来编码肯定是不现实的,咋办?作者提出了切分成chunk的优化方案:To form the ternary representation of a range, let us divide the field into multiple chunks, where each chunk represents a contiguous portion of the bits of W.这样一来,各个chunk的指数就变小了,最后的总比特位用量就是各个chunk部分的用量总和。而对于分chunk后存在的range expansion问题,作者给出了最坏理论结果:We refer to the number of chunks, l, as the number of levels also。The worst-case expansion of a range is 2l+1。可见,chunk分得最多,比特位用量最少,但是range膨胀也会越厉害:As the number of levels l increases, the worst-case expansion increases,and since the chunk widths decrease, the width of the encoded range also decreases。最后,作者结合“database dependent schemes”提出了混合方案来进一步提升效能,也就是对出现较多的range采用类似于HotI02年的相关编码:the k most frequent ranges are computed from the database, and a single bit is assigned to each of the ranges, thus reducing the expansion of all those ranges to 1.此外,作者指出:For achieving a row expansion of 1, we have shown that 2expW-1 bits are necessary, but finding the optimal database-independent encoding is an open problem
  • 本文中解决multi-match问题的MUD算法的是通过增加指示器(Discriminators)实现的。作者首先对前人的multi-match工作做了总结,第一类是Entry-Invalidation Scheme;第二类是发表在HotI04上的Geometric Intersection-based Scheme。第一类做法很简单,就是给每个TCAM entry后面加一位valid bit, 初始时所有entry对应的valid bit都是设置为通配符*,查找关键字最后则增加一位关键字1再进行TCAM查找,因此相当于原始TCAM查找,而当找到一个匹配entry时,则将这个entry对应的valid bit修改为0(下次这条规则就会被忽略),再继续上述过程直到停止,这类算法问题是不利于多线程,可以通过增加比特位来实现,但是会增加TCAM位需求量。第二类则是对规则集进行预处理,但是问题是规则集大了后会出现严重的膨胀问题。作者提出的MUD就是对各个entry增加一个指示器,指示如果这个entry匹配了应该继续查找后面的entry!We first present the basic idea behind MUD. Let the result of searching a TCAM with a key be the rule with index j. To get the next matching result from the TCAM, we need to perform the search on all the entries after index j (指示器就是实现这么简单的道理,因此指示器就是rule序列号).因此,对于N条rule,log2N位就可以了,因此指示器很简单,难的关键是查找过程,关键字也有相应的指示器,初始时查找关键字的指示器位都设为通配符,因此第一次查找就相当于原始TCAM查找,关键是找到一个entry后(第i个),这时候关键字的指示器就需要修改,根据上面的basic idea可知,下次关键字指示器内容就是 >i,而TCAM不支持range,因此就需要转换为多个prefix并对多个prefix分别查找(参见伪代码)直到停止。可见,By using discriminators we have reduced the multimatch problem to the range representation problem.而优缺点则是The benefits that MUD offers—–support for multi-threaded environment and low update cost— –come at the expense of search cycles. 此外,作者又提出了一些改进优化方案,包括1)Assigning Discriminators to Sets of Entries; 2)Assigning Discriminators using DIRPE;3)A Set PruningBased Approach。方法一思想是if several rules can be grouped into a set such that any search key can match at most one rule in this set, then all the rules in this set can be given the same discriminator value.其实这是利用了TCAM查找特性,经典的应用就是相同前缀的IP地址在TCAM块中不分先后顺序。方法二则是将前面的DIRPE编码引进来,从而降低原始MUD中关键字指示器range转prefix的膨胀问题。方法三则是基于When some matches are found, the total number of entries that can possibly match the search key must reduce. Hence, after finding the first few matches, if the list of potential matches is small, then they can be searched quickly by a linear search.

Range expansion的Worst-case:本文指出,worst-case为1时,需要的extra bits是2^w-1位。如图8所示!

最后,作者指出了两个未来的研究方向:We believe that the following future directions are interesting. The first direction deals with finding the optimal encoding of ranges when a certain number of ternary bits are available. The second direction is to investigate how TCAMs and RAMs can be combined to achieve deterministic search throughput at low costs while scaling to real-life databases with millions of rules

Vincent点评:

本文的fence encoding在切分chunk后可以有效降低比特位需求量,但是会影响更新性能,本文的MUD本质是通过指示链实现线性查找得出多个匹配结果,因此会影响性能!不过本文的编码方案可以考虑往小field上用,也许会较好,此外,MUD的子集划分优化方案可以考虑能不能应用于多维度子集划分。

Review From A. Liu

fig2

 

文中图标:

fig3

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  127. {Tôi đã khá hài lòng khám phá trang web này. Tôi muốn cảm ơn bạn {vì đã|dành thời gian cho|chỉ vì điều này|vì điều này|cho bài đọc tuyệt vời này!! Tôi chắc chắn thích thú từng của nó và tôi cũng đã đánh dấu trang để xem điều mới trong trang web của bạn.|Tôi có thể chỉ nói rằng thật nhẹ nhõm để tìm thấy một người mà thực sự hiểu họ là gì đang nói về trên mạng. Bạn chắc chắn nhận ra cách đưa một vấn đề ra ánh sáng và làm cho nó trở nên quan trọng. Nhiều người hơn cần kiểm tra điều này và hiểu khía cạnh này câu chuyện của bạn. Tôi đã ngạc nhiên bạn không nổi tiếng hơn cho rằng bạn chắc chắn sở hữu món quà.|Xuất sắc bài viết trên blog. Tôi chắc chắn đánh giá cao trang web này. Tiếp tục làm tốt!|Thật khó đến những người có hiểu biết sâu rộng về điều này, tuy nhiên, bạn có vẻ bạn biết mình đang nói gì! Cảm ơn|Bạn nên tham gia một cuộc thi dành cho một trang web trên web hữu ích nhất. Tôi sẽ Rất khuyến nghị trang web này!|Một cuộc thảo luận thú vị chắc chắn đáng giá bình luận. Tôi nghĩ rằng bạn nên xuất bản thêm về chủ đề này, nó có thể không là một điều cấm kỵ chủ đề nhưng nói chung mọi người không thảo luận vấn đề những điều này. Đến phần tiếp theo! Chúc mọi điều tốt đẹp nhất!|Xin chào! Tôi chỉ muốn cho bạn một rất to cho thông tin tuyệt vời bạn có ở đây trên bài đăng này. Tôi sẽ là quay lại trang web của bạn để biết thêm thông tin sớm nhất.|Sau khi tôi ban đầu để lại bình luận tôi có vẻ như đã nhấp vào hộp kiểm -Thông báo cho tôi khi có bình luận mới- và bây giờ bất cứ khi nào có bình luận được thêm vào tôi nhận được bốn email có cùng nội dung. Có lẽ có một cách bạn có thể xóa tôi khỏi dịch vụ đó không? Cảm ơn rất nhiều.|Lần sau Tôi đọc một blog, Hy vọng rằng nó sẽ không làm tôi thất vọng nhiều như bài này. Rốt cuộc, Tôi biết điều đó là sự lựa chọn của tôi để đọc, tuy nhiên tôi thực sự nghĩ bạn sẽ có điều gì đó thú vị để nói về. Tất cả những gì tôi nghe được là một loạt phàn nàn về điều gì đó mà bạn có thể sửa nếu bạn không quá bận tìm kiếm sự chú ý.|Đúng với bài viết này, tôi hoàn toàn tin rằng trang web này cần nhiều hơn nữa sự chú ý.

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  128. {Tôi đã rất vui khám phá trang web này. Tôi muốn cảm ơn bạn {vì đã|dành thời gian cho|chỉ vì điều này|vì điều này|cho bài đọc tuyệt vời này!! Tôi chắc chắn thực sự thích từng một chút nó và tôi cũng đã đánh dấu trang để xem những thứ mới trên trang web của bạn.|Tôi có thể chỉ nói rằng thật thoải mái để khám phá một người mà thực sự biết họ là gì đang nói về trực tuyến. Bạn thực sự hiểu cách đưa một rắc rối ra ánh sáng và làm cho nó trở nên quan trọng. Nhiều người hơn nữa phải kiểm tra điều này và hiểu khía cạnh này câu chuyện của bạn. Tôi không thể tin bạn không nổi tiếng hơn cho rằng bạn chắc chắn có món quà.|Rất tốt bài đăng. Tôi hoàn toàn đánh giá cao trang web này. Tiếp tục viết!|Thật gần như không thể tìm thấy những người có kinh nghiệm về điều này, nhưng bạn nghe có vẻ bạn biết mình đang nói gì! Cảm ơn|Bạn nên là một phần của một cuộc thi dành cho một trang web trên mạng tốt nhất. Tôi chắc chắn sẽ khuyến nghị blog này!|Một động lực chắc chắn đáng giá bình luận. Tôi tin rằng bạn cần xuất bản thêm về vấn đề này, nó có thể không là một điều cấm kỵ vấn đề nhưng nói chung mọi người không nói về những chủ đề như vậy. Đến phần tiếp theo! Trân trọng.|Xin chào! Tôi chỉ muốn cho bạn một rất cho thông tin tuyệt vời bạn có ngay tại đây trên bài đăng này. Tôi sẽ là trở lại trang web của bạn để biết thêm thông tin sớm nhất.|Sau khi tôi ban đầu bình luận tôi có vẻ như đã nhấp hộp kiểm -Thông báo cho tôi khi có bình luận mới- và từ bây giờ bất cứ khi nào có bình luận được thêm vào tôi nhận được 4 email cùng chính xác một bình luận. Phải có một phương pháp dễ dàng bạn có thể xóa tôi khỏi dịch vụ đó không? Kudos.|Lần sau Tôi đọc một blog, Hy vọng rằng nó không thất bại nhiều như bài này. Ý tôi là, Vâng, đó là sự lựa chọn của tôi để đọc hết, dù sao thì tôi thực sự tin có lẽ có điều gì đó thú vị để nói. Tất cả những gì tôi nghe được là một loạt rên rỉ về điều gì đó mà bạn có thể sửa nếu bạn không quá bận tìm kiếm sự chú ý.|Đúng với bài viết này, tôi thực sự tin rằng trang web tuyệt vời này cần nhiều hơn nữa sự chú ý.

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  129. {Tôi cực kỳ hài lòng để tìm thấy trang web này. Tôi muốn cảm ơn bạn {vì đã|dành thời gian cho|chỉ vì điều này|vì điều này|cho bài đọc tuyệt vời này!! Tôi chắc chắn đánh giá cao từng một chút nó và tôi đã đánh dấu để xem điều mới trong blog của bạn.|Tôi có thể chỉ nói rằng thật thoải mái để khám phá một người mà thực sự biết họ là gì đang nói về trên internet. Bạn thực sự hiểu cách đưa một rắc rối ra ánh sáng và làm cho nó trở nên quan trọng. Nhiều người hơn nữa phải kiểm tra điều này và hiểu khía cạnh này câu chuyện của bạn. Tôi đã ngạc nhiên rằng bạn không nổi tiếng hơn vì bạn chắc chắn có món quà.|Rất hay bài viết trên blog. Tôi hoàn toàn yêu thích trang web này. Tiếp tục làm tốt!|Thật gần như không thể tìm thấy những người có hiểu biết sâu rộng về điều này, tuy nhiên, bạn nghe có vẻ bạn biết mình đang nói gì! Cảm ơn|Bạn cần tham gia một cuộc thi dành cho một trang web trực tuyến tốt nhất. Tôi sẽ khuyến nghị trang web này!|Một cuộc thảo luận thú vị đáng giá bình luận. Tôi nghĩ rằng bạn nên xuất bản thêm về chủ đề này, nó có thể không là một điều cấm kỵ vấn đề nhưng thường xuyên mọi người không nói về chủ đề như vậy. Đến phần tiếp theo! Cảm ơn rất nhiều.|Xin chào! Tôi chỉ muốn cho bạn một rất cho thông tin xuất sắc bạn có ở đây trên bài đăng này. Tôi sẽ là quay lại blog của bạn để biết thêm thông tin sớm nhất.|Khi tôi ban đầu để lại bình luận tôi có vẻ như đã nhấp hộp kiểm -Thông báo cho tôi khi có bình luận mới- và bây giờ bất cứ khi nào có bình luận được thêm vào tôi nhận được 4 email cùng chính xác một bình luận. Có lẽ có một cách bạn có thể xóa tôi khỏi dịch vụ đó không? Cảm kích.|Lần sau nữa Tôi đọc một blog, Tôi hy vọng rằng nó không thất bại nhiều như bài này. Rốt cuộc, Tôi biết điều đó là sự lựa chọn của tôi để đọc, dù sao thì tôi thực sự nghĩ có lẽ có điều gì đó hữu ích để nói. Tất cả những gì tôi nghe được là một loạt khóc lóc về điều gì đó mà bạn có thể sửa nếu bạn không quá bận tìm kiếm sự chú ý.|Đúng với bài viết này, tôi hoàn toàn tin rằng trang web này cần nhiều hơn nữa sự chú ý.

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  263. パスカル、1970年) – フランス語版『平和の発見–巣鴨の生と死の記録』(花山信勝)に付録された俳句12句と短歌3首。廃墟、挽歌(井上靖、1971年)-2作とも詩集『季節』に収録。 ローテン、1971年) – 映画『憂国』から創案した詩。正午だった(藤井厳喜、2007年) – 没後37周年(第38回)憂国忌で朗読。後者については、のち随筆集『わが一期一会』で三島への弔詩であったことが明かされた。 WBCの公式メディアであるESPNの解説者は中継時、「高校生フットボール選手のような行動だ」と強く非難した。

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  281. 総裁選の制度改正は三木政権下で論議が続けられたが、1976年(昭和51年)に入るとロッキード事件のあおりを受けて事実上の棚上げ状態となり、続く福田政権への継続課題となった。吉田が出す事件をTwitter上のリスナーに推理してもらう。三木の総裁選改革は全党員による総裁予備選挙の実施を行い、その後に国会議員による本選挙を行うことを目指したが、田中派や大平派を中心に強い反発が起きた。

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  284. 次にこの稿の中の知らない単語も調べなさい。 “「ナナマル サンバツ」連載10年で完結、クイズに青春かける高校生たちの物語”.
    1978年(昭和53年)には、日俳連により外画協定が締結されている。 この当時、日俳連に加盟する約2500名の俳優のうち、外画・優れた手腕を持つ政治家で、モルディブ国民は、大きな喪失に向き合うご家族、日本国民と政府に心からの哀悼を送ります」と投稿した。 また、声優の人選も拡大し、『日曜洋画劇場』放送の『野にかける白い馬のように』では、民藝の創設者の一人であり、戦前から活躍する宇野重吉を起用している。

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  285. 21日 – 第98回全国高等学校野球選手権大会の決勝が阪神甲子園球場で行われ作新学院(栃木県)が北海(南北海道)を7-1で下し、1962年(第44回)以来54年ぶり2回目の優勝。 7日 – 第98回全国高等学校野球選手権大会が阪神甲子園球場で開幕。 20日 –
    第88回選抜高等学校野球大会開幕。

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  286. 子供100円)を加えることで決着した。子供100円に減額され、見学希望者は減額された料金に見学施設の入場料(大人200円・ すなわち銅本位の鋳貨(制銭、銅元)および紙幣(官帖、銅元票)、銀本位の鋳貨(大洋銭、小洋銭、銀錠)および紙幣(大洋票、小洋票、過爐銀、私帖)があり、うち不換紙幣が少なくなかった。、工期中の入城料は大人400円・

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  287. 第一審判決骨子 – 和歌山地方裁判所刑事部判決 2002年(平成14年)12月11日 『D1-Law.com』(第一法規法情報総合データベース)判例体系 判例ID:28085175、『判例タイムズ』臨時増刊第1122号464頁、平成10年(わ)第465号・

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  288. 2024年3月17日閲覧。 2024年2月2日閲覧。
    しかし、その後同様のコンセプトでドロンズ、なすび、ロッコツマニア、矢部太郎(カラテカ)らを起用して話題を提供しつづけたが、あくまで芸人よりも企画自体の面白さが中心であったために、企画自体がパターン化すると飽きられるのも早く、企画終了と同時に芸人も人気がなくなりテレビから消えることが非常に多かった。芦部信喜 2007, p.向井慧の芸人としての底力”. “第4章 帝国議会における審議”. “9月28日の貴族院帝国憲法改正案特別委員小委員会の審議”.

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  289. “四国地方が梅雨明け 梅雨期間は65日で過去最も長い梅雨に”.
    SDGsは一時的な流行に終わると予想しており、根拠としてこれまでの人類史上、世界全体で協力体制を敷けたことはないことを挙げ、「発展途上国へ森林の伐採をやめろと、生きるのもやっとの人たちに環境保全を求めるのは、先進国のエゴを押しつけているだけ」と評している。早坂隆『指揮官の決断 満州とアッツの将軍 樋口季一郎』文芸春秋、2010年、149頁。

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  290. アタカイ(阿塔海)を日本行省丞相に任命して日本再侵攻の総司令官として、チェリク・広義には、日本に由来して日常作り食べている食事を含めている。 「シルバーウィーク企画配信[フルマッチ]RWC 2015: 日本 対 アメリカ」。当初、フランス軍は本国軍兵士を年間47,000人を交代で勤務させる計画だった。 バラード – 「ジャパニーズホラー」と呼ばれるホラー映画サスペンス映画が流行りその主題歌として、鬼束ちひろ「月光」の様に物悲しいバラード曲もヒットした。交通空白地域のアクセス改善にむけて
    江戸川区上一色周辺地区コミュニティ交通の実証運行を開始します 2022年4月1日(金)より運行開始 京成バスニュースリリース、2022年3月25日、2023年9月12日閲覧。

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  291. ランキングの指定された順位の項目を当てる。目の下にクマがあるのは妹のアイリのことを考えて夜も眠れないため。北ベトナム及び民族解放戦線は、膨大な犠牲者と荒廃した国土を引き換えに、勝利者として国際社会から認定され、翌年には南北ベトナムが統一された。 ルージュによる一連の国境侵犯でほぼ開始され、最終的にはカンボジア・

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  292. 5月30日、大蔵省は各国立銀行紙幣を消却させるため、その手続として銀行紙幣合同銷却方法を下付。省内のチベット人が独立を主張。 4月9日1厘、5月3日1厘、5月28日1厘、6月22日1.5厘引き下げ。 10月22日1厘引上げ。公定歩合を0.5厘引き下げ、1銭8厘とする。 1月4日、公定歩合を1厘引上げ、1銭6厘とする。一方、集権的な倉荷証券付手形割引制度を創設。

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  293. “Migration and Remittances Factbook 2011”.
    世界銀行 (2010年). 2015年11月29日閲覧。第二次世界大戦後、ギリシャ併合派、トルコ併合派による抗イギリス運動が高まったため、1960年にイギリスから独立。 マミヤに振られた半年後、勢いでユダと結婚した。文化の両面で友好的な関係が築かれ、ペルー日本大使公邸占拠事件でも日本の要請を受けたキューバがゲリラの亡命受け入れを受諾するなど協力した。 “第2節 国際化の進展に伴う警察事象の変化”.

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  294. Los Angels Times. 2021年8月21日閲覧。 「2021年流行語大賞は大谷翔平の「リアル二刀流/ショータイム」」スポーツ報知、2021年12月1日。 2021年6月26日閲覧。 8号→二塁打→三塁打→中前打」日刊スポーツ、2019年6月14日。 2位に54万票差圧勝」スポーツ報知、2023年6月24日。 JCAST ニュース (2023年3月23日).
    2023年11月3日閲覧。 2020年1月 – 3月の24:53 – 24:58の枠・ Full-Count (2023年3月11日).
    2023年11月3日閲覧。 3月1日 うめだ花月開場と同時に「吉本ヴァラエティ」として吉本新喜劇発足。

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  295. 上記の経緯を踏まえて相模原市は「新しい交通システム導入検討委員会」を新たに設置し、交通形態の選定について引き続き協議していたが、相模原市行財政構造改革プラン(令和3年4月策定)に基づき計画は廃止された。平和首長会議の後援のもと、選手・ ショートに関しては、今シーズン完璧な成績の選手がいません。 リーグ戦の成績としては、2年連続の7位と健闘はみせるも、今シーズンも無冠となった。広島広域公園陸上競技場には、今シーズン最多となる32724人がスタジアムに集まった。

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  296. この頃の建物は第10師団兵器庫(1905年(明治38年)-1913年(大正2年)。果物・魚介類・ 11月までの間に3派に分かれて第3機械化師団と第9植民地師団が到着した。 1933年(昭和8年)、本来は繋がっていない三の丸東部の内船場蔵と喜斎門南の下三方蔵を繋ぐ通路を整備、1957年(昭和32年)に拡幅した。 ただしこの時点での「国宝」は「旧国宝」と呼ばれるもので、1950年(昭和25年)施行の文化財保護法における重要文化財に相当するものである。 “中国支援の大規模ウイルス検査、DNA採取目的との見方を香港否定”.

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  297. 和田武士 (2019年3月22日). “在留外国人過去最多に、不法残留者は5年連続増 法務省” (日本語).天皇は三条や通訳の吉田清成を伴って会談に臨み、グラントは息子と書記を伴っていた。 ウッチャンナンチャン、清水ミチコ、野沢直子と共にコントを演じ、ミュージシャンを起用したオープニングや音楽コーナーなど、都会的でおしゃれな雰囲気も相まって深夜番組でありながら視聴率20%を超える大ヒットとなった。中央部を南北に分水嶺が走り、行政区も2つに分かれている。降水量は北部ほど多く、4000mmに達する。

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