text:
|Publication number
|Publication type
|Application number
|Publication date
|Sep 22, 2009
|Filing date
|Mar 9, 2006
|Priority date
|Mar 10, 2005
|Fee status
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|Publication number
|Srihari Cadambi, Srimat T Chakradhar
|Original Assignee
|Nec Laboratories America, Inc.
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|Patent Citations (12), Non-Patent Citations (33), Classifications (6), Legal Events (3)
|External Links: USPTO, USPTO Assignment, Espacenet
This application claims the benefit of and is a non-provisional of U.S. Provisional Patent Application Ser. No. 60/594,096, entitled "INFORMATION RETRIEVAL ARCHITECTURE FOR HANDLING ACCESS CONTROL LISTS," filed on Mar. 10, 2005, the contents of which are incorporated by reference herein.
This application is also related to U.S. application Ser. No. 10/909,907, entitled "CONTENT-BASED INFORMATION RETRIEVAL ARCHITECTURE," filed on Aug. 2, 2004, and to U.S. Provisional Application No. 60/740,114, entitled "A STORAGE-EFFICIENT, COLLISION-FREE HASH-BASED PACKET PROCESSING ARCHITECTURE," filed on Nov. 28, 2005, both of which are also incorporated by reference herein.
The present invention relates to architectures for fast information retrieval and, more particularly, to the design of architectures for packet classification.
Multi-dimensional search problems such as packet classification pose a number of challenges. Packet classifiers, for example, typically consist of a set of rules that are applied to an incoming packet-where each packet must be classified based on several different fields in the packet header, e.g., source and destination address, protocol, port, etc. Packet classification in its fullest generality has been shown to require exponential complexity in either time or space. Hence, current efforts use heuristics in an effort to provide a feasible solution in practical real-world situations. The favored commercial solution for packet classification is the ternary content-addressable memory (TCAM). TCAMs are specialized memories that simultaneously compare a query with all stored entries and have guaranteed constant search latencies. While TCAMs have advantages over other existing hardware and software solutions, TCAMs are expensive and do have scalability issues: as classifiers grow in size, their power dissipation becomes prohibitive and their performance can degrade, i.e., the latency of a search, while deterministic and independent of classifier properties, can increase.
Accordingly, there is a need for an improved information retrieval architecture for handling such multi-dimensional search problems.
An information retrieval architecture is herein disclosed which can handle multi-dimensional search problems such as packet classification. The information retrieval architecture takes advantage of fast hash-based cells which can perform high speed lookups in a constant query time. The information retrieval architecture comprises a plurality of matching cells, each matching cell performing high-speed matching on a sub-problem of the full multi-dimensional search problem. For example, a packet classifier can be split into individual fields, each field assigned a set of matching cells designated as a group to perform longest prefix matching for the field in accordance with the rules in the packet classifier. The matching cells can be arranged in groupings of different prefix lengths. The results from each one-dimensional longest prefix matching search can be combined to form a cross-product. A lookup can be performed on a cross-product table to retrieve the final output value, which, in the case of a packet classifier, would be a rule identifier and possibly an associated action with the rule identifier. The cross-product table can be implemented using slow external memory, but, preferably includes a cross-product cell implemented using the above-mentioned hash-based design to provide fast lookups for frequently accessed cross-products. The disclosed architecture advantageously can be implemented using inexpensive low-power conventional memory components and can provide for low latencies per lookup.
A hybrid information retrieval architecture is also disclosed which, while utilizing existing classification modules such as ternary content addressable memories, can advantageously reduce accesses to the classification modules. A preprocessing module is provided which receives a set of input values and selectively limits search of the classification modules to subset of the classification modules. The preprocessing module uses the above-mentioned hash-based lookup architecture to provide lookup structures which, based on the set of input values, can quickly retrieve a data representation identifying which of the plurality of classifiers need to be searched in order to retrieve the lookup value associated with the set of input values. The data representation, for example, can be bitmap, where each bit represents a different classification module. A lookup structure can be provided for each field of input values, and the bitmaps retrieved by each lookup structure can be combined, e.g., using a bit-wise AND operation, to generate a list of all classification modules which need to be searched. The preprocessing module can default to a data representation identifying that all of the plurality of classification modules are to be searched for the lookup value associated with the input values. The preprocessing module, thereby, can maintain correct operation and advantageously perform no worse than a conventional parallel search of all of the classification modules. Since the preprocessing module does not need to store all possible combinations of input values, the preprocessing module can limit storage of data representations to those more likely to be accessed or can use a single lookup structure for different fields of input values so as to take advantage of the number of unique input values for the different fields of input values. As in the embodiment above, the disclosed architecture is particularly advantageous for packet classification where the lookup values are packet classification rules and where the input values are packet header information. When used with TCAMs, the disclosed architecture can provide improvements in scalability with regard to power and performance.
These and other advantages of the invention will be apparent to those of ordinary skill in the art by reference to the following detailed description and the accompanying drawings.
A packet classifier is assumed to have N rules and an action associated with each rule. The rules are given priorities, typically expressed by the order of the rules in the packet classifier, e.g., the first rule having highest priority and the last rule having lowest priority. Each rule R has one or more fields, each field corresponding to fields of information in the packet header 101. It is assumed that the packet classifier herein has D fields. The portion of a rule that belongs to a field is referred to herein as an "entry." Each entry i includes an expression Ei of what information in a packet header matches the entry. An i'th field of a packet header H is said to match an entry of rule R if the i'th field of H matches the expression Ei in the entry. The packet is said to match the rule R if, for all i, the i'th field in the packet header matches the expression Ei. Typical packet classifiers use rule entries expressed as a value (usually an integer value) and an accompanying mask. The discussion herein shall focus, without limitation, on prefix matching, where a prefix of length L is an entry whose L most significant bits are valid, while all other bits are masked. The number of valid bits in a prefix is referred to as the prefix length.
The information retrieval architecture in
Each matching cell can be used to store prefixes of a pre-determined length with associated rule identifiers. The packet classifier is split into D individual fields, each field assigned a set of matching cells designated to handle different prefix lengths. For example,
The results from each one-dimensional longest prefix matching search forms what is referred to herein as a "cross-product." A cross-product is a tuple <R1, R2 . . . RD>, where Ri is a rule and D is the number of fields. The cross-products can be mapped to an output rule by evaluating the intersection of the rule dependency sets and using the packet classifier priorities to find the "best" rule. A prefix Pi is said to "depend" on a prefix Pj if every expression that matches Pi also matches Pj. If an expression H matches Pi, then H matches all prefixes that Pi depends on, i.e., all shorter, dependent prefixes. Within field f a rule Ri is said to depend on a rule Rj if the prefix corresponding to Ri within field f depends on the prefix corresponding to Rj within field f. This is denoted herein by Ri→Rj. Within a field, the "dependent set" of rule R is the set of rules that R depends upon. If an expression matches multiple prefixes within a field, the rules corresponding to all those prefixes form a dependent set. The rule corresponding to the longest prefix is called the "representative rule." Using the representative rule, it is possible to extract all rules that the expression matched within a field. A cross-product <R1, R2 . . . RD> is said to be "valid" if the intersection of the dependent sets of the rules R1, R2 . . . RD is not null. For a packet classifier with N rules and D fields, there are up to ND cross-products in the worst case; however, the number of valid cross-products is usually much smaller. A cross-product, if valid, implies a unique "best" rule in the packet classifier. The valid cross-products can be inserted into a cross-product table, which can be consulted to identify what rule to output based on a given cross-product.
In addition to being evaluated by a single cross product cell in a monolithic manner, the cross products can also be evaluated by several cross product cells in a hierarchical manner. For instance, consider a D-field cross product CP. The first cross product cell can evaluate a two-field cross product comprising the first two fields of CP. The result of this can be concatenated with the third field of CP to form another two-field cross product evaluated by a separate cell. Thus, D-1 cross product cells are required to evaluate CP. The advantage of this is reduced memory consumption at the expense of latency.
Field 1 Field 2 (representative rule: 1)
In this example, rule 1 is used as a representative rule for dependent rules 1 and 2 in field 2. This is taken into consideration when the cross-product table is setup.
After prefix expansion, there are at most k prefix lengths in each field. As depicted in
Valid cross-products can be computed and inserted into the cross-product cells and the external memory as follows. An examination can be conducted of every possible cross-product, and one can retain only valid ones, i.e., those for which the intersection of the rule dependency sets is not null. Based on inter-dependencies between different prefixes and rules, the number of valid cross-products may be small compared to the total number of cross-products. Nevertheless, given reasonable assumptions about rule dependencies, one cannot take for granted that the number of valid cross-products will indeed be small. However, it is reasonable to expect that there is considerable temporal and spatial locality during packet classifier operation, i.e., certain cross-products will be accessed more frequently than others. One can find the best rule a cross-product corresponds to using rule dependencies within fields. Given a cross-product <R1, R2 . . . RD>, for each Ri where 0<i≧D, all dependent rules within field i can be obtained. Then, the intersection of the dependency sets for all fields can be computed. Note that this is a one-time setup process that can be done in software, e.g., by the host or embedded CPU accompanying the cells.
The cross-product cells can be pre-filled or can be filled on demand. For example, the cross-product cells can be initially empty, and when the first packet arrives, the external memory is accessed and the cross-product is added to the cross-product cells. When the cross-product cell is full, least-recently-used (LRU) cross-products can be removed to make room for new ones. During steady-state operation, the cross-products generated by the prefix matching cells pertaining to each field should be answered by the first lookup in the cross-product cell. If the cross-product is found in the cross-product cell, the latency for the overall operation is determined by the cell latencies. If the latency for each cell is approximately 8 cycles (at 250 MHz), the total latency for the operation would be 16 cycles. However, if the cross-product is not found in the cross-product cell, access time for the external memory must be added to the latency. Therefore, a worst-case and common-case latency may be provided.
Adding and Removing Cross-products.
External Memory Structure. Each cross-product consists of D rule numbers, where D is the number of fields in the packet classifier. Thus, the cross-product width for an packet classifier with 1000 rules and 4 fields is 40 bits. Usually, the cross-product is too wide to consider using a direct-indexed memory structure. It can be therefore preferable to use a hierarchical memory structure, in which the cross-product is divided into smaller portions and each portion is used to index a smaller memory. For instance, a 40-bit cross-product comprising 4 fields can be broken up into a tree of 20 bits cross-products. This solution is illustrated using an example in
ACL Updates. When the packet classifier itself is updated, new rules are added and existing rules removed. Adding a new rule R involves adding each entry in R to each of the prefix matching cells that handle the D fields of the packet classifier. However, once the cells of the different fields have been updated, new cross-products must be inserted into the cross-product cells and the external memory. Since the external memory is always kept up-to-date, an update requires enough time to modify the different field prefix matching cells as well as the external memory. New rules do not have to be added to the cross-product cells since subsequent lookups will refresh the cross-product cells from the external memory. Removing a rule R on the other hand involves removing each entry in R from each of the prefix matching cells that handle the D fields of the packet classifier. Once the cells for all the fields are updated, the cross-product is marked as invalid in the cross-product cells (using the above-mentioned dirty bit) as well as the external memory. Thus, the overall update time is predicated by the external memory access time. Designating a certain fraction of operational time for updates, one can perform several hundred updates per second.
Lookup examples.
Hybrid Architecture.
In accordance with this embodiment, a novel preprocessing module 820 is provided which is coupled to banks of classification modules 851, 852, 853. The classification modules 851, 852, 853 can be any conventional classification modules, including content-addressable memories such as ternary content-addressable memories (TCAMs). The classification modules can be implemented as a plurality of separate smaller components or, equivalently, as a large classification module separated into banks. For illustration purposes only, it is assumed herein that there are b classification modules and that the b classification modules are TCAMs (or b banks in a large TCAM). The N packet classification rules are stored across the b TCAM banks. Conventional 9techniques can be used to encode and store the rules in the b TCAM banks. As discussed in further detail below, the arrangement of the rules in the TCAM banks can be optimized for this hybrid architecture.
It is assumed that there are D fields for packet classification.
The preprocessing module 820 receives the packet 800, processes the packet, and advantageously restricts the packet classification search to one or more of the TCAM banks 851, 852, 853. The preprocessing module 820 operates as follows. Each of the D fields in the packet 800 has a lookup structure 821, 822 in the preprocessing module 820 which associates a prefix in that field with a data representation of which of the TCAM banks 851, 852, 853 includes a lookup value, e.g., a packet classification rule, relevant to that prefix. For example, an advantageous data representation for the lookup structures 821, 822 is a bitmap of size b bits, where b is the number of TCAM banks. Assume that the prefix corresponding to rule r in field f is represented herein by p(r,f). The bitmap can encode the above information on TCAM banks by setting bit k in the bitmap of p(m,f) to a '1' if the rules containing p(r,f) or any of its dependent prefixes are contained in TCAM bank k. Otherwise the bit in the bitmap can be set to a '0'. In other words, the bitmap of p(r,f) indicates all TCAM banks that must be checked if the packet contains prefix p(r,f) in field f. The lookup structures 821, 822 are, as in the embodiments above, preferably implemented using a content-based information retrieval architectures as disclosed in U.S. application Ser. No. 10/909,907, entitled "CONTENT-BASED INFORMATION RETRIEVAL ARCHITECTURE," filed on Aug. 2,2004, and in U.S. Provisional Application No. 60/740,114, entitled "A STORAGE-EFFICIENT, COLLISION-FREE HASH-BASED PACKET PROCESSING ARCHITECTURE," filed on Nov. 28, 2005, both of which are incorporated by reference herein. The hash-based design therein disclosed can be used to store prefixes of a pre-determined length with associated bitmaps, to provide high speed lookups with a constant query time while providing support for wildcards and fast updates.
As the preprocessing module 820 processes the packet 800 and retrieves associated bitmaps for all of the D fields in the packet 800, the preprocessing module 820 then intersects the bitmaps at 825. Where the bitmaps use the encoding described above, the intersection can be obtained by a simple bitwise AND operation. The intersected bitmap then indicates all possible TCAM banks which store possible rules that the packet can match. The '1's in the intersected bitmap can be used to enable specific TCAM banks where the search for the packet classification rule is conducted. The preprocessing module 820 does not need to store or encode the actual rules associated with the packet. Rather, using the intersected bitmap, the preprocessing module can limit the packet classification search to a subset of all of the TCAM banks.
The architecture thereby can avail itself of all of the advantages of existing components such as TCAMs which significantly improving scalability with regards to power and performance. By restricting search to a small portion of a TCAM (or to fewer smaller TCAMs), there are advantageously fewer parallel searches and power consumption can be reduced and clock speed increased.
Consider, for example, the following example packet classifier which associates different prefixes in different fields with different rules:
Rule Field 1 Field 2 R1 100 100 R2 10* 11* R3 0* 100 R4 11* 0* R5 1* * R5 * *
Updates, such as additions or deletions of packet classification rules, involve two aspects. First, the new rule must be added to or deleted from the TCAM, using known techniques. Second, each prefix in the D fields of the new rule must be added to or removed from the lookup structure in the preprocessing module. Updates to the above-described lookup structure are described in detail in the above-mentioned application Ser. No. 10/909,907 and 60/740,114.
It should be noted that the above architecture advantageously does not need to maintain a complete set of bitmaps for a given packet classifier in order to maintain correct operation. In fact, even if the preprocessing module "overflows" in terms of the amount of storage provisioned to maintain the bitmaps, entries in the lookup structures of the preprocessing module can be carefully removed. The preprocessing module can includes a structure to default to a search of all TCAM banks, an example of which is depicted in
Unique Prefixes. It is advantageous to utilize the characteristics of real packet classifiers to improve the storage requirements of the above architecture. We observe that in real classifiers, the total number of unique prefixes in a field is typically much smaller than the total number of rules. Further, we note that while some fields may have a larger number of unique prefixes, other fields typically compensate and have fewer unique prefixes. Thus, it can be advantageous to provision a single storage space for all D fields, and dynamically partition it based on the given classifier.
Locality. Another optimization which can be utilized with the hybrid architecture pertains to locality of accesses. Existing packet classifiers are accessed with considerable temporal locality. For example, if an incoming packet header matches rules R1, R2 and R3, it is very likely the same packet header will occur again several times in the near future, thereby accessing the same rules. Further, for a router in a specific location, some packet headers will likely occur very often. Accordingly, it an be advantageous to analyze the traffic handled by a packet classifier to determine which rules are more likely to be accessed than others. All rules in the classifier can then be sorted based on their expected frequency of access. Rules (their prefixes) are then inserted into the lookup structure of the preprocessing module based on this sorting with preference given to the frequently-accessed rules. Thus, infrequently accessed rules may not need to be present in lookup structure (subject to requirement of dependent prefixes mentioned above) which will result in the entire TCAM being searched if packet headers match those rules. However, for the frequently-accessed rules, the use of the pre-processing module will result in TCAM power savings.
Rule arrangement. It should be noted that the number of 1's in the bitmap of a prefix strongly depends on the arrangement of rules within the TCAM. For instance, say prefix P has d dependent prefixes in some field. If these d prefixes are scattered across d different TCAM banks, then P's bitmap will contain d 1's. A large number of 1's in a bitmap causes the following two problems:
While exemplary drawings and specific embodiments of the present invention have been described and illustrated, it is to be understood that that the scope of the present invention is not to be limited to the particular embodiments discussed. Thus, the embodiments shall be regarded as illustrative rather than restrictive, and it should be understood that variations may be made in those embodiments by workers skilled in the arts without departing from the scope of the present invention as set forth in the claims that follow and their structural and functional equivalents.
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|U.S. Classification
|341/106, 341/51, 341/50
|International Classification
|Cooperative Classification
|European Classification
|Apr 18, 2006
Owner name: NEC LABORATORIES AMERICA, INC., NEW JERSEY
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|Feb 20, 2013
|Fee payment
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text:
Just replaced front wheel bearings and a sterring componet when driving 80 km or 100 km per hour and I let off on the gas the Hummer pules hard right more than it should all 4 wheel drive levels work fine. Seems like a drag in the passenger front wheel could be causing this.?
Thanks Gary
Wednesday, November 21st, 2012 AT 10:36 PM

subset: commoncrawl


text:
Crazy Substitute Teachers
Enjoy, NG4.04 / 5.00 1,987 Views
Vacuum Salesman
This dude and his Megazord vacuum cleaner4.00 / 5.00 2,573 Views
Markiplier Animated | Mark Of The Survey Corps
This took far too long to make...3.93 / 5.00 5,107 Views
lawl pewd looks like speedosausage killing his mom XD
O.K. just by looking at the face, i can tell this is bad.
Pewdiepie will always be king of the web. Unsuprisingly, he gets more videos than you do. But the comment you put with what he said is true though.
I like watching PewDiePie cause he's funny, but goddamn this is hilarious! Awesome flash!!!!!!!!!!!
Haha down with PewDouchePie


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text:
Searching for Canadian White Star (bareroot, preferably). Any comments on Lime Sublime - it seemed to be readily available on the market several years ago, could not find it last year, and my local nurseries say it is no longer listed in their order catalogs for 2013. Did it do poorly in most zones or ???
Canadian White Star available? Lime Sublime??
Check Two Sisters Roses Website for information about ordering Canadian White Star; TSR usually sells 'own root'.
for information about Canadian White Star.
And see
for information about TSR (note... I found no complaints about TSR in Dave's Garden Watchdog recently)
I also saw Lime Sublime advertised by Week Roses, grob. Weeks normally sells bare roots. They are wholesalers so check for local nurseries that carry Weeks Roses with their Zip Code Locator:
THANK YOU luis-pr!!
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Since 2006, the International Conference on Computer Science and Education (ICCSE) has been held in Xiamen, Wuhan, Kaifeng, Nanning, Hefei, Singapore, Melbourne, Colombo and Vancouver for nine sessions.
Many internationally renowned experts and IEEE Fellows from the fields of computer, education and control have made brilliant speeches. The visitants and participants include many experts, academics, scientists, technicians and engineers from many well-known domestic and foreign institutions of higher learning, researches and enterprises. These make the conference become a good platform for internationally academic communication. For this reason, the 2008 ICCSE has been listed on "Science meeting on-line" as one of the excellent symposiums, and all the conference report video became the source of "Science meeting on-line" collection.
The 11th International Conference on Computer Science & Education (ICCSE 2016) will be held in Nagoya University, Nagoya, Japan at August 23-25, 2016, with special programs in Fukui(Aug.22th) and Kyoto(Aug.26th).
ICCSE 2016 is organized by the executive committee of ICCSE2016(in Nagoya) and National Research Council of Computer Education in Colleges & Universities, China (CRC-CE)
The proceedings of ICCSE 2016 will be published by IEEE, and be included in IEEE Xplore digital library.
>>> Nagoya http://www.nagoya-info.jp/en/
>>> Fukui http://www.fuku-e.com/lang/english/
>>> Kyoto http://kyoto.travel/en


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"Literally, we just happened to be passing through town when my mother had me," Murphy offers with a faintly apologetic smile during a recent interview, as though she genuinely wished she could give a writer something more to go on. "Georgia Baptist Hospital," she adds nervously, as if waiting for that spattering of applause people get when they mention a city on "The Tonight Show."
"Yeah," she says, applying another few dabs of handy Dr. Pepper-brand chapstick, "I've always wanted to go back to Atlanta."
Can she gush! Just listen to Murphy yak about Drew Barrymore, with whom she co-stars in director Penny Marshall's bittersweet coming-of-feminism movie Riding in Cars With Boys (opening Oct. 19):
"It's easy to play the loyal and trust- worthy best friend when it's Drew you're working with."
"Drew's a light. She's love."
"My sole purpose was to be there for Drew, to be her Touchstone."
"We met and our energies collided and exploded and complemented each other and hugged."
"I'm just so grateful for having met Drew in my lifetime."
"I have such a wealth of respect for her in so many different ways, there isn't enough time to mention it."
After cutting her teeth on TV, Murphy started landing increasingly prominent big-screen parts in sundry chick flicks like Clueless (as a peripheral member of Alicia Silverstone's clique), Drop Dead Gorgeous (as one of Kirsten Dunst's beauty-pageant competitors) and Girl, Interrupted (truly coming into her own as the Daddy's girl driven to suicide by Angelina Jolie).
Last month, she played the pivotal role of Michael Douglas' mental patient in the thriller Don't Say a Word. This month, it's Riding in Cars With Boys. Next month, she co-stars in the ensemble of writer/director Edward Burns' romantic comedy Sidewalks of New York.
You might be surprised to hear Murphy confess it "wasn't that hard" playing the basket case in Don't Say a Word.
"In an odd sense, a role like that is a lot more freeing for me and comes more easily to me, because it's a character without any boundaries, so you can sort of do whatever you want. It's a constant emotional outlet, and I'm a really emotional person," she says.
Otherwise, after listening to her carry on so about Barrymore, it's anything but surprising what a "pure delight" she had working with "Eddie" (Burns), or what a "genius" she thinks Boys director Marshall is. Is this rather old-fashioned "woman's story" somehow better served by a woman director?
"I don't know about any of that," Murphy replies dismissively. "All I know is that Penny's an extraordinary director, period, for a whole lot of reasons that aren't gender-specific. I could go on and on about her."
No doubt, but try to get Murphy to open up a little about herself, about how she's coping with her growing celebrity, and she turns all modest. Tell her this seems like her "time" -- what with so many movies hitting the screens at once -- and she giggles awkwardly. "Oh, I don't know if it's mine. I wouldn't say that, but all of this is lovely and it's definitely something to celebrate," she says. "You know, a friend of mine just had a baby. Another friend just had a birthday. I just want to celebrate every possible thing there is to celebrate on this planet, you know?"


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home › event - little bets and black sheep: the revolution will be improvised
Little Bets and Black Sheep: The Revolution Will Be Improvised
PARC Forum
- Peter Sims, entrepreneur, social entrepreneur, and award-winning author
28 February 2013
5:00-6:30pm (5:00-6:00 presentation and Q&A, followed by networking until 6:30)
George E. Pake Auditorium, PARC
map/ directions
The world is being disrupted by globalization and technology. What will fill the gaps -- in government, business, and culture? It all begins with little bets: small, affordable risks taken to discover problems, needs, and opportunities in order to find big bets. What do Apple CEO Steve Jobs, comedian Chris Rock, prize-winning architect Frank Gehry, and the story developers at Pixar films all have in common?
Best-selling author Peter Sims found that all of them have achieved remarkable results using a surprisingly similar approach: methodically taking small, experimental steps. Rather than believing they have to start with a big idea or plan a whole project out in advance, trying to foresee the final outcome, they make a methodical series of little bets about what might be a good direction, learning critical information from lots of little failures and from small but significant wins that allow them to find unexpected avenues and arrive at extraordinary outcomes.
Peter Sims is an entrepreneur, social entrepreneur, and award-winning author. He is founder & a 'sir' of the BLKSHP (pronounced "black sheep") and his latest book is "Little Bets: How Breakthrough Ideas Emerge from Small Discoveries", which grew out of a five-year collaboration with faculty at Stanford's Institute of Design (the d.school), as well as his previous work in venture capital with Summit Partners, including as part of the team that established Summit's European Office in London. He was also the coauthor with Bill George of the best-seller True North: Discover Your Authentic Leadership, a member of General Electric's Innovation Advisory Panel, an Innosight Fellow, one of the "core influencers" advising and supporting #GivingTuesday, and cofounder of Fuse Corps, a social venture that places entrepreneurial leaders on year-long grassroots projects with mayors and governors to tackle some of America's most pressing problems.
upcoming events view all
Industrial Applications of Metamaterials
Bernard Casse
25 July 2016 - 26 July 2016 | Malaga, Spain
Conferences & Talks
Relational Similarity Machines
Ryan Rossi, Rong Zhou
14 August 2016
Conferences & Talks
From Good Intentions to Healthy Habits: Towards Integrated Computational Models of Goal Striving and Habit Formation
Peter Pirolli
16 August 2016 | Orlando, FL
Conferences & Talks
From Good Intentions to Healthy Habits: Towards Integrated Computational Models of Goal Striving and Habit Formation
16 August 2016
Conferences & Talks
Machine Learning and Design Thinking for Personalized Healthcare
Dr. Nitesh Chawla
18 August 2016
PARC Forum


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On Second Thought is a one-hour, daily news talk show that airs at 9 a.m. ET weekdays.
Lewis and Hathaway's abilities are tested in the investigation of a student's brutal murder. Sunday, July 24 at 9 PM
National Signing Day is over and the reigning AAAAAA Champions, the Colquitt County Packers, had 25 players sign letters of intent on National Signing Day. I had a chance to go one-on-one with Head... MORE
Make your secure online donation at GPB.org.
With most of the focus on the higher classifications of GHSA football class AAA through class AAAAAA, I thought it would be interesting and informative to share what is happening in the state's smallest classifications,...


text:
Comments about 'Golfer gives up $1 million tournament to witness daughter's birth'
- Oldest first
- Newest first
- Most recommended
Congrats on the new Baby and even more so on your ability to know what is most
important. Good to see someoneh as their priorities straight.
What is a million bucks anyway? Can't take it with you but the daughter you can.
- 12:34 p.m. July 29, 2013
- Like (2)
- Report abuse
Good for Hunter but he can more than afford to do it, he's a millionaire many times over...
- 12:55 p.m. July 29, 2013
- Like
- Report abuse
Winning a golf tournament $1,000,000. Watching the birth of your daughter.....priceless. :)
- 2:09 p.m. July 29, 2013
- Like (1)
- Report abuse
Since Mr Mahan hadn't won the tournament, he didn't give up anything! Classy move by a classy guy.
- 2:20 p.m. July 29, 2013
- Like
- Report abuse
True, but his -13 after 2 rounds was what the people tied for 2nd after 4 rounds finished with so it's a pretty safe bet he'd have finished at least in 2nd place (the winner had -16) and everyone in the top 10 made at least 100k.
- 2:53 p.m. July 29, 2013
- Like
- Report abuse
The author writes, "In the process, he gave up the $1.008 million first
I understand what the writer was trying to convey, but that statement insinuates that Mahan had already won the prize money and gave it up.
He withdrew from the tournament before he even started his third round. There's no telling how he would have played the final two rounds. He didn't give up 1$.008 million. He gave up the chance to win $1.008 million.
I congratulate Mahan for leaving the tournament to be with his wife —— I would have done the same thing. But people are making too big of a deal about the money. For professional golfers, it's not about the money — it's about winning. I'm sure he thinks of this as giving up a chance to win, rather than giving up the chance to collect a lot of cash.
Mr. Toone should have been more careful with how he constructed that sentence.
- 11:19 p.m. July 29, 2013
- Like
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Hey guys,
I really hope you are the ones who can help me.
I have used the WP importer to import an xml file from my tumblr blog - followed the instructions - import was fine everything seem to be there. Then I tried to change something on a imported post and trouble started - post disappeared and could be published any more. ok so deleted everything - tried again - the importer comes with the error message "the file does not exist" - it actually does exist because the imported uploaded it to the ftp location .../blog/wp-content/uploads/2011/10 and added a _.txt to the file
It seems like it can only import one time? I even renamed by tumblr address - tried - same result "the file does not exist" but its in the directory
Can you help me?


text:
- May 01, 2008
01 May'08
RHEL 5.1 breaks transaction processing records in financial services
Record-breaking transaction processing rates for Red Hat Enterprise Linux (RHEL) will fuel adoption of RHEL within the financial sector, says Red Hat VP Scott Crenshaw.
- April 30, 2008
30 Apr'08
SugarCRM 5.1 boosts analytics, reporting and mobile deployment
SugarCRM 5.1 has made inroads for mobile workers. The new release adds greater accessibility to information, enhances analytics and eases IT workload with centralized deployment.
- April 28, 2008
28 Apr'08
Intel's LessWatts offers energy-saving forum for Linux shops
Intel's LessWatts.org forum strives to cut data center energy use through collaborative advice on kernel changes, measuring tools and user tips.
- April 25, 2008
25 Apr'08
Linux server provisioning aided by open source tool
LinMin's open source server provisioning tool enables one data center to quickly provision Linux servers cost-effectively.
- April 22, 2008
22 Apr'08
Canonical beefs up Ubuntu with new server, desktop version
Canonical has beefed up Ubuntu with the new 8.04 Long-Term Support for desktops and servers. New features include Active Directory, virtualization and enhanced security.
Sponsored News
Improving and Accelerating DevOps Through Convergence
Sponsored by Dell - In today's business environment, software has become a critical differentiator in determining business success. A recent article in Harvard Business Review postulates that every business is a competitor on a software playing field, no matter what sector it is in. See More
The Benefits of Deduplication for Tier-1 Applications
Sponsored by SimpliVity - Databases like SQL Server and Oracle are very dependent on disk storage, and database performance is tightly coupled to storage performance. There is often blanket guidance about storage array features to enable or disable. For example, most database tuning guides recommend disabling deduplication on the database storage. See More
Scale-Out Storage Simplifies Planning
Sponsored by SolidFire - "Never run out of disk space" became the storage administrator's prime directive because of the big difference between storage and the rest of an organization's IT infrastructure. When the network guys slightly underestimate the bandwidth they'll need to provide, the network gets congested and applications slow down. Similarly, if the server crew ends up running a few too many VMs on too few hosts, the VMs run slower. See More
Virtual Server Performance – Why Solid-State Storage Isn't Enough
Sponsored by SolidFire - When a host server fails to deliver a sufficient level of IOPS, the solution is often to invest in solid-state storage. As many organizations have discovered, however, solid-state storage is a costly solution that may only temporarily correct the problem. Like any other storage technology, there is a limit to the number of IOPS that solid-state storage can deliver, and it is often only a matter of time before this limit is reached and the performance problems return. See More
- April 22, 2008
22 Apr'08
OpenLogic launches open source deployment survey
OpenLogic has launched an open source user survey to get some real numbers on open source deployment.
- April 21, 2008
21 Apr'08
Novell launches SUSE Appliance Program
Novell's new SUSE Appliance Program creates stackable components to help ISVs build applications faster. But Red Hat already has a head start on a similar appliance.
- April 21, 2008
21 Apr'08
MySQL VP outlines future roadmap, database trends
After MySQL was acquired by Santa Clara, Calif.-based Sun Microsystems Inc. on Feb. 26, data center pros wondered whether the open source database company would change its priorities. Zack Urlocker, Sun Microsystems' vice president of products ...
- April 15, 2008
15 Apr'08
Move from Solaris to RHEL boosts performance for the Chicago Mercantile Exchange
Hedging its bets on a migration from Sun Sparc servers to Red Hat Enterprise Linux, the Chicago Mercantile Exchange improved transaction speed and volume.
- April 14, 2008
14 Apr'08
Linux ready for real-time computing in financial services
Linux has matured and is ready for real-time, mission-critical computing required in financial services, said speakers at the Linux/Open Source on Wall Street conference.
- April 04, 2008
04 Apr'08
Symark's security access tool bridges Linux, Active Directory
Symark's new multiplatform security access and configuration tool PowerADvantage extends Windows Active Directory to Linux and Unix servers to redress Linux admins' pain in mixed-OS environments.
- April 01, 2008
01 Apr'08
SUSE Linux on System z slashes costs, boosts uptime at Baldor Electric
When it switched to SUSE Linux on System z, Baldor Electric initially wanted better uptime and less complexity. But it managed to slash IT costs in the process.
- March 28, 2008
28 Mar'08
Vyatta 10 gigabit open router throws down gauntlet for Cisco
With its 10 gigabit open router, networking pioneer Vyatta has boosted router performance and created a price-competitive alternative to Cisco's offering.
- March 28, 2008
28 Mar'08
Red Hat annual revenue jumps 31% to $523 million
Red Hat announces $523 million in annual revenue, an increase of 31%, and net income of $76.7 million, an increase of 28% over fiscal year 2006.
- March 27, 2008
27 Mar'08
With free clustering for Unbreakable Linux, Oracle goes after Red Hat
By enhancing Oracle Unbreakable Linux and offering free clustering to Linux support customers, Oracle is going after Red Hat's customer base.


text:
Lioness: Hidden Treasures Blu-specCD
|CDN$ 12.88 & FREE Shipping on orders over CDN$ 25. Details
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Track Listings
|1. Our Day Will Come
|2. Between The Cheats
|3. Tears Dry
|4. Will You Still Love Me Tomorrow?
|5. Like Smoke
|6. Valerie
|7. The Girl From Ipanema
|8. Half Time
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|12. A Song For You
Product Description
2011 posthumous release, a collection of previously unreleased tracks, alternate versions of existing classics, as well as a couple of brand new Amy compositions. Following her tragic passing, some of the producers and musicians who worked closely with Amy Winehouse, among them Mark Ronson and Salaam Remi, spent time listening over the many recordings that Amy had made, before, during, and after the release of Frank and Back To Black. It was said by all who worked with Amy that she never sang or played a song the same way twice. It quickly became apparent to Salaam and Mark that they had a collection of songs that deserved to be heard, a collection of songs that were a fitting treatment to Amy the artist and, as importantly, Amy the friend.
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Customer Reviews
Top Customer Reviews
Double 12inch LP Gatefold. Lyrics written on the inner sleaves of the gate
Most recent customer reviews
I felt they cleaned up the vocals too much. The rawness that was Amy just wasn't there. Still a good CD but not as good as I expected.Published 6 months ago by Linda D.
Great sound quality and nice pressing . Couple of songs are not my taste but the rest are very good.Published 17 months ago by ARJohn


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Jamie McCourt Wanted to be Mayor of Los Angeles?
Vanity Fair's take on the Frank and Jamie McCourt saga is rife with details about the couple's ostentatious living, gross even by our standards: A five-home-buying spree in L.A. and Baja, a $10,000-a-month hairstylist.
But what really stopped us in our tracks were Jamie's apparent aspirations to become ... L.A.'s next mayor -- and possibly more.
Well, maybe they weren't all her own aspirations. The yes men and women around her were coaching (her ego), according to the piece by Vanessa Grigoriadis (not online, but teased here):
Sports marketer Charles Steinberg, described as Jamie's chief ally inside the Dodgers, is alleged to have stoked the fire of her desire to be something more than an alleged MLB team owner.
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Grigoriadis quotes from a memo attributed to Steinberg, titled, in part, "Project Jamie," in which he encourages her to reach high, " ... fix the world ... fix America ... be president."
He said she could get political endorsements from Mayor Antonio Villaraigosa and First Lady Michelle Obama and pull in the Latino, African American and Hollywood vote in L.A.
More from her advisor: "I think you can leverage your eventual star power to become Mayor of Los Angeles." Jamie was encouraged to reach for governor and president of the U.S.A.
Of course, that was then, before the divorce, before the bankruptcy, before the fans would just as soon run the McCourts out with their heads on the tips of spears.
What's the lesson?
It's amazing what kind of delusions money can buy (right, Charlie Sheen?).
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Finding viable profitable products to auction on eBay can be a challenge even to top eBay sellers. This Guide should get you in the right direction and includes some great eBay links. The place most people...
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Compact Discs offer a method of playing music without any deteration of sound quality as there is no wear on the disc. unlike both vinyl records and audio cassettes which suffer continual wear from friction...
Some of the most common and not so guitar and music terms, definitions and jargon arranged alphabetically. This explanation guide has info from beginner to intermidiate guitarists in the quest for more...
The Bachman Books : Four Early Novels by Stephen King (1985, Hardcover)
Stephen King Looks at the Darker Side of Humanity-
These are four King stories that have stayed with me since my high school days in the late 1980s. I have re-read them and 15 years later still intense and kept me turning the pages. King wrote under the name Richard Bachman most likely to explore deeper and darker wr ... Read full review
10 of 13 found this helpful
Diary of a Madman [Bonus Track] [Remaster] by Ozzy Osbourne (CD, Apr-2002, Epic (USA))
Ozzy and Randy and their finest !-
What a shame that this was Randy Rhoads last album before his tragic death. Quite possibly the greatest Ozzy recordings that have ever been - strongest recommendation. Ozzy's voice is perfect as is the band. This album has incredible musical range and can neve ... Read full review
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Dear 23 by Dear 23/The Posies (CD, Sep-1990, Geffen Goldline)
The Posies - Dear 23 - Warm Welcome to 1990 CD-
Incredible band from the music meca of Seattle Washington. Although this is not the typical sounds that were hailing from the area at the times. Feature the 2 vocalist / guitarists Jon Auer and Ken Stringfellow. Catchy melodies and clever lyrics. Pop Ro ... Read full review
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text:
Sheriff thinks Conn. tragedy a factor in bomb plot
Associated Press
PHENIX CITY, Ala. (AP) – An Alabama teenager who called himself a white supremacist is accused of plotting to attack classmates and a teacher with small homemade explosives, though his attorney argues the allegations are blown out of proportion and the teen never intended to hurt anyone.
Derek Shrout, 17, is charged with attempted assault after authorities say he planned to use homemade explosives to attack fellow students at Russell County High School in eastern Alabama.
Russell County Sheriff Heath Taylor told The Associated Press he believed the shooting at Sandy Hook Elementary was a factor because the first date in the boy's journal describing the plan was Dec. 17 _ three days after the Connecticut killings, where a gunman killed 20 young children and six adults.
Taylor said the boy told investigators he's a white supremacist and five of the six students he named in his journal are black. The journal was found by a teacher, who turned it over to authorities.
His attorney, Jeremy Armstrong, declined to discuss specifics of the case, but he did say the publicity around the case so far was "blown a little out of proportion."
"Our position is that our client had no intention to harm anybody," he said.
A search of Shrout's home found several small tobacco cans and two large cans, all with holes drilled in them and containing pellets. Taylor said all they needed were black powder and fuses to become explosives. The journal also allegedly mentioned using firearms. The sheriff said Shrout's father owned a few household weapons, like a hunting rifle, a shotgun and a handgun.
"He just talks about some students, he specifically named six students and one faculty member and he talked about weapons and the amounts of ammunition for each weapon that he would use if he attacked the school," Taylor said.
The sheriff said he didn't believe the teen's initial claim that the journal was a work of fiction.
"When you go to his house and you start finding the actual devices that he talked about being made, no, it's not fiction anymore," Taylor said. "Those devices were _ all they needed was the black powder and the fuse _ he had put a lot of time and thought into that."
The teen, who is thin and wears glasses, said little during an initial court appearance Monday. District Judge David Johnson set bond at $75,000. Authorities said the family posted bond Monday night to secure the teen's release.
The judge ordered the teen not to contact anyone at his school, students or teachers, and not to use the Internet without parental supervision. He also must wear an ankle monitoring device.
Some of Shrout's classmates confirmed his interest in white supremacy.
David Kelly, the senior class president, told WTVM-TV that he was Shrout's battalion commander in JROTC.
"At first through JROTC, he was confident, well-rounded, but as time went by, he was doing the whole white power thing," Kelly told the station.
Another JROTC classmate, David White, said Shrout's involvement grew deeper in his short time at the school.
"I saw that he was taking it more serious than anything, he started getting real deep into it, and he had a little group of people doing it with him. So, I thought it was getting to where I shouldn't be around it, so I started not even hanging out with him for a long time," White said.
Associated Press Writer Jeff Martin in Atlanta contributed to this report.
(Copyright 2013 The Associated Press. All rights reserved. This material may not be published, broadcast, rewritten or redistributed.)
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Perfect Game National Report
: : Story
Perfect Game Staff
Friday, June 20, 2003
The annual
Perfect Game National Showcase
was held this past weekend at Haymarket Field in Lincoln, NE. Full player reports and top prospect listings will be posted later. A report has been turned in to Baseball America and the event will be featured in the next release of Prospects Plus.
We are now in Joplin, MO., watching the USA Baseball Tournament of Stars. The 2004 class will take some time to sort itself out. The obvious first round talents are not so obvious this year. The last two years the PG National had players like
Scott Kazmir
Sergio Santos
BJ Upton
Jeff Allison
Delmon Young
Lastings Milledge
Chris Lubanski
Ryan Harvey
and many others who, you just knew, were going to become early picks, even though it was a year before the draft. While there are a few ?€?04?€? pitchers who look like good bets to become first round picks, it?€™s difficult to figure out who, of the position players, will be surfacing over the next year. 2004 might be a real down year for early round high school position players.
Of course this doesn?€™t mean there?€™s a lack of talented position players in the ?€?04?€? class. In fact, there?€™s a good number, higher than usual, of talented
high school catchers
. Most all the major college baseball programs had a field day watching the talent in Lincoln. The problem is finding those top prospects who showed more than one or maybe two plus MLB tools. We look forward to following all these players closely over the next year. Several of them will develop and move up the ladder as we see more of them.
One position player in Lincoln that looked like a sure fire first round type was
Justin Upton
. BJ?€™s younger brother looks as good as BJ, but with more strength. Problem is, Justin is a 2005 graduate, but one that would probably be the first position player picked if he were eligible for the next June draft. One of the 2004 grad?€™s that stood out in Lincoln as a position player was
Chris Davis
(Longview, TX.) Davis is a big strong, good looking athlete with a plus arm and big time raw power. He hit several long balls out of the Stadium during BP. The ball really jumps off his left-handed bat. He does seem to change his eye level before his swing and that might be an area that he could improve. He also runs close to average. There were many other top ranked position players in Lincoln and you?€™ll be hearing a lot about them before long.
The pitching in Lincoln was outstanding. Nearly every pitcher threw high 80s into the 90s.
Eric Davis
RHP from Mountain View, CA. showed serious first round potential. There were several big tall pitchers with MLB fastballs in attendance. There were also a good number of high level pitchers in the 6?€™0 tall range. Once again, a hay day for college coaches at Hay Market Field in Lincoln. The pitching was the highlite of this years national and we will be posting much more later. Several of the nations highest ranked ?€?04?€? and a few of the very best ?€?05 pitchers were in Lincoln.
Three players from the Dominican Republic attended this year?€™s National. Outfielder
Wady Rufino
showed one of the best arms we?€™ve seen in awhile. Gun readings of 95 mph from the outfield with his throws showing great accuracy with plus carry. Rufino also creates excellent bat speed and projects to hit with big time power. Two young shortstops
Vladimer Frias
Esmil Rogers
both showed quick hands, strong arms and outstanding infield actions. Frias could end up being something ?€?extra special?€? as he gets bigger and stronger. T
he best 60 time (electronic) in Lincoln was a 6.44 recorded by
Greg Burns
OF from West Covina, CA. Other outstanding electronic times were run by
Cale Iorg
SS (6.65) from Knoxville, TN. Cale?€™s father is Ex Major Leaguer Garth Iorg.
Joe Spiers
INF from San Bernadino, CA and
Justin Upton
were the only others to run in the 6.6s. Upton was timed at 6.59 with the stop watch. The laser time usually takes a tenth or more off, so he could have recorded a 6.4 electronically. Several others ran in the 6.7s.
Interestingly enough we had two very good catchers who pitched an inning topping out at 90 mph from the mound.
Chris Garcia
from Miami, FL and
Chris Kirkland
from Knoxville, TN.
All in all, nearly every player in Lincoln is a high level Division One or MLB Draft prospect. Look for much more information from the PG National, coming later.
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2003 National Showcase
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BJ Upton
Jeff Allison
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Amanda is very worried about the terrible chemicals that float around in the air, choking the life from defenseless little babies and puppy dogs! She must've heard about the environmental report that says by the year 2008, the Earth will have absolutely NO breathable oxygen left! As you can tell, Amanda is being very ECO-AWARE and asking Kitty the Talking Octopus to provide her with more essential information!
When Mother Earth was first awakened from her blissful slumber, she found her beautiful stretches of land inhabited by cute and adorable animals! They loved to frolic and play in her life-giving sunshine rays every day!
Unfortunately, a mean and vicious animal was created as well - the first human. Nobody is perfect, not even Mother Nature!
It's just a little confusing, is all.
The good news is the republican convention is over. The bad news is if I can escape this police car how do I anull a marriage??
Title of this one pretty much says it all. If it's what you're looking for, then uh, look no further
There is literally nothing sexier than eye contact.
A dandy fop dog gets a rhino piss party and ant enema in the Jungle. Weldcome to Hell.
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