eXpressive(Internet(Architecture(( on(GENI! Srinivasan Seshan, Matt Mukerjee, Yuchen Wu, Dan Barrett, …!

XIA Tutorial Topology server1

router0

host0

router1

server0

The(eXpressive(Internet(Architecture( (XIA)(Team( Peter(Steenkiste,(Dave(Andersen,(David( Eckhardt,(Sara(Kiesler,(Jon(Peha,(Adrian( Perrig,(Srini(Seshan,(Marvin(Sirbu,(Hui( Zhang( ( Aditya(Akella( ( John(Byers( ( Bruce(Maggs( ( 3 (

A History of Internet Evolution •  Many success stories •  •  •  • 

1983 ! Flag day switch from NCP to IP 1988 ! /etc/hosts to DNS 1996 ! TCP SACK 1989-1994 ! EGP to BGP [1..4]

4

A History of Internet Evolution •  But also many failures •  •  •  •  • 

1986 ! IP Multicast 1997 ! IntServ 1998 ! DiffServ 1995 ! IPv6 Internet capabilities, traceback schemes, explicit congestion control, contentoriented processing, … 5

A History of Internet Evolution – A Summary Applications IP

Innovation both above and below IP

Technology •  Hard to change IP –  …especially after 1990 6

A"Perfect"Match…or"Redundant?" •  GENI goals: “Overcoming the Internet Impasse Through Virtualization” [Hotnets 2004] –  Provide a virtual laboratory for networking and distributed systems research and education. –  Explore new networking techniques at scale

•  XIA goals: “An Architecture for an Evolvable and Trustworthy Internet” [Hotnets 2011] –  Design a network architecture that simplifies the use and introduction of new network functionality 7

Outline" •  XIA(overview( –  Architecture(review(

•  Using(XIA(as(a(research(plaLorm( –  Adding(new(funcNonality(to(XIA(

8

XIA’s Goals and Design Pillars “Principal types” Support(mulNple( communicaNon( types(concurrently( (heterogeneity)(

“Fallbacks”

Support(future( communicaNon( types( (flexibility)(

Allow(using(new( communicaNon( types(at(any(point( (incremental( deployment)(

“Intrinsic Security” 9

Principal Types

Define your own communication model

10

Principals Current Internet IP address

XIA Principal type

Type-specific identifier Hash of host’s public key

128.2.10.162

Host

11

0xF63C7A4…

Service

0x8A37037…

Content

0x47BF217…

Future



Hash of service’s public key

Hash of content

Principal"Defini9on"1:"Address" Alloca9on"and"Intrinsic"Security" •  XIA(uses(selfQcerNfying(idenNfiers(that(guarantee( security(properNes(for(communicaNon(operaNon( –  Host(ID(is(a(hash(of(its(public(key(–(accountability((AIP)( –  Content(ID(is(a(hash(of(the(content(–(correctness( –  Does(not(rely(on(external(configuraNon(

•  Intrinsic(security(is(specific(to(the(principal(type( •  Example:(retrieve(content(using(…( –  Content(XID:(content(is(correct( –  Service(XID:(the(right(service(provided(content( –  Host(XID:(content(was(delivered(from(right(host( 12

Principal Definition 2: TypeSpecific Semantics Host

0xF63C7A4…

Contact a host

Service

0x8A37037…

Use a service

Content

0x47BF217…

Retrieve content 13

Principal Definition 3: TypeSpecific Processing Host-specific processing

Input

Common processing

Service-specific processing Content-specific processing …

XIA router •  Type-specific processing examples •  Service: load balancing or service migration •  Content: content caching 14

Output

Routers with Different Capabilities •  Routers are not required to support every principal type –  The only requirement: Host-based communication Host(

Common(

Host(

Common(

Service(

Host(

Common( Content(

HostQonly(router(

ServiceQenabled( router( 15

ContentQenabled( router(

Flexible Addressing Tomorrow’s communication types… today!

16

Fallbacks: Alternative Ways for Routers to Fulfill Intent of Packet Intent:(Retrieve( Content( Host( Fallback:(Contact((((((((((((((((((((((,( Content( (((((((((((((((((((((((who(understands((((((((((((((((((((((request( What(the(network(does:( Content( •  With(contentQenabled(routers,(use((((((((((((((((((((((for(rouNng( Host( •  Otherwise,(use(((((((((((((((((((((for(rouNng((always(succeeds)(

17

DAG (Direct Acyclic Graph)-Based Addressing Enables Fallbacks Packet(sender(

RouNng(choice(

Intent(

Content( Host( Another(rouNng(choice( (with(lower(priority)(

This(host(knows(how(to( handle(content(request( Fallback(

18

Scoping"Using"DAGs" •  Combining(intent(and(fallback( address(offers(flexibility(for( network(in(compleNng(request( –  Set(of(principal(types(can(evolve(( –  Also(supports(scoping( –  Implemented(as(DAGs(

DAG Addressing CIDS

NIDS

Network Topology Cache

Cache

Cache

CIDS

HIDs Source network

Internet 19

Destination network (NIDs)

HIDS

Outline" •  XIA(overview( –  Architecture(review(

•  Using(XIA(as(a(research(plaLorm( –  Adding(new(funcNonality(to(XIA(

20

GENI"and"XIA:"Complementary" •  GENI(!(a(great(testbed(for(deployment(of(new( ideas( •  XIA(!(a(great(framework(for(designing/ implemenNng(new(ideas( •  Adding(new(XIDs:( –  Data(plane:(define(per(hop(processing( –  Control(plane:(( –  API/intrinsic(security( 21

XIA"Packet"Processing"Pipeline" •  PrincipalQindependent( processing(defines(how(to( interpret(the(DAG(

Control Plane

•  Core(architecture(

NextDest XID Type Classifier

Input

•  PrincipalQdependent( processing((realizes(forwarding( semanNcs(for(each(XID(type(

NID HID SID CID

Route( Success( ?(

•  Logically:(one(forwarding(table( per((XID(type( •  Reality:(anything(goes,(e.g.,(no( forwarding(table(

•  Control"plane"sets"up" forwarding"for"each"principal" type" Output 22

XIA API •  XSockets Library –  –  –  – 

Designed to be similar to Berkley sockets New socket family (AF_XIA) and sockaddr_x structure New content centric APIs No support for getXbyY functions calls (Xgetaddrinfo)

•  Compatibility Library –  Catches standard socket calls and remaps them to XIA specific calls –  Easier to port existing application, or create multi-network applications

23

Building"and"Using"an"XIA"Network" •  Looking(at(various(network(challenges(and( they(can(be(addressed(within(XIA( –  Internet(congesNon(control( –  MulNcast(and(mobility(

•  Deploying(and(managing(XIA(networks( –  MulNhoming,(mulNpath( –  Service(discovery,(binding(and(rouNng( –  Fast(XIA( –  Establishing(and(controlling(session( 24

XIA"Resources" •  XIA(Home(Page( hap://www.cs.cmu.edu/~xia( •  XIA(Wiki( haps://github.com/XIAQProject/xiaQcore/wiki( •  XIA(on(Github( haps://github.com/XIAQProject/xiaQcore( •  Email(

–  Support( [email protected]( –  XIAQUsers(Mailing(List( haps://mailman.srv.cs.cmu.edu/mailman/lisNnfo/xiaQusers( –  XIA(Announcements(Mailing(List( haps://mailman.srv.cs.cmu.edu/mailman/lisNnfo/xiaQannounce( 25

What we’re going to do today 1.  Running XIA over GENI. –  Do a simple file transfer using content chunks –  Examine how opportunistic caching works

2.  Adding a New Principal Type. –  Add new functionality to XIA –  New principal type that can do load balancing directly in the network.

XIA Tutorial Topology server1

router0

host0

router1

server0

Let’s boot the network!

XIA Tutorial Topology server1

router0

host0

router1

server0

router1’s forwarding table

router1’s forwarding table

Routes for all connected devices

router1’s forwarding table server1 router0 host0

router1 server0

Routes for all connected devices

router1’s forwarding table

Some routes are physical ports

router1’s forwarding table

Some routes are “control” (e.g., self == this host)

router1’s forwarding table

Some routes are default routes

router1’s forwarding table

All five principal types are listed

router1’s forwarding table

Raw XIDs $bin/xroute –v

XFTP(Data(Transfer( server1(

router0(

host0(

router1(

How(would(we(do(this(in(XIA?( server0( (i.e.,(with(services(and(content(ID)((

Request(DAG((address)( SID(

Service(Request((SID)( server1(

router0(

router1(

host0( server0(

get(sample.txt(sample.txt.1(

Request(DAG((address)( SID(

Service(Response((SID)( server1(

router0(

router1( CID1;( CID2…(

host0( server0(

get(sample.txt(sample.txt.1(

Request(DAG((address)( CID( S0(

Content(Requests((CIDs)( server1(

router0(

router1(

host0( CID1;( CID2…(

server0(

get(sample.txt(sample.txt.1(

Request(DAG((address)( CID( S0(

Content(Response((CIDs)( server1(

router0(

router1(

host0( CID1;( CID2…(

server0(

get(sample.txt(sample.txt.1(

Request(DAG((address)( CID( S0(

Content(Response((CIDs)( server1(

router0(

host0( CID1;( CID2…(

router1(

Traffic(over(this(link!!( server0(

get(sample.txt(sample.txt.1(

Request(DAG((address)( CID( S0(

Content(Response((CIDs)(

126"packets"captured"

server1(

router0(

host0( CID1;( CID2…(

router1(

Traffic(over(this(link!!( server0(

get(sample.txt(sample.txt.1(

Request(DAG((address)( CID( S0( server1(

router0(

host0(

router1(

XFTP(Data(Transfer(w/( OpportunisNc(Caching( get(sample.txt(sample.txt.2(

server0(

Request(DAG((address)( CID( S0( server1(

router0(

host0(

router1(

XFTP(Data(Transfer(w/( OpportunisNc(Caching( get(sample.txt(sample.txt.2(

server0(

router1’s(populated(cache(

Cached(content(

Request(DAG((address)( CID( S0(

Content(Response((CIDs)( server1(

router0(

host0( CID1;( CID2…(

router1(

No(traffic(over(this( link!!(

get(sample.txt(sample.txt.2(

server0(

Request(DAG((address)( CID( S0(

Content(Response((CIDs)(

33"packets"captured"

server1(

router0(

host0( CID1;( CID2…(

router1(

No(traffic(over(this( link!!(

get(sample.txt(sample.txt.2(

server0(

XIA as A Research Platform

XIA GENI Tutorial Part 2B

XIA Focuses on Evolvability ❖

XIA is design to embrace novel networking ideas



It is simple and fast to implement and verify new designs on XIA



With good backward-compatibility to existing components.

How to Extend XIA ❖

Define the Principal: 
 Addressing and intrinsic security



Define its Control Plane
 How to build the forwarding table



Define its Per-hop Behavior
 How the routers treat this new principal



Define APIs
 How end hosts treat this new principal

Example

Optimizing Content Centric Networks ❖

The CID principal
 Hash value as a CID for a data chunk



Control Plane:
 Algorithms to prefetch static data
 Protocol to schedule links and path for live video



Per-Hop:
 Cache data on the fly



APIs:
 XrequestChunk() XputChunk() …

Routing Protocols Security Enhancement Mobile Connectivities New Ideas? Forwarding Behaviors Addressing Schemes

Possible Research Directions Principal\Network Component

Per-hop

Ctl Plane

Addressing/ Intrinsic Security

APIs

CID

Yes

Yes

Yes

Yes

Multicast

Yes

Yes

Yes

-

Mobile

?

Yes

-

?

QoS

Yes

Yes

?

?

?

?

?

?

?

Load balancing

Yes

Yes

?

-

Add Load Balancing Principal

Goal: ❖

Balance the load between two servers



By only updating a small portion of the network



Within 20 mins

Outline

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

Outline 1. Bring up two service replicas

2. Add new principal type: LID

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

Source Files

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

Source Files

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

4. Compile and reboot network 5. add routes

Source Files

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

4. Compile and reboot network 5. add routes

Source Files

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

4. Compile and reboot network 5. add routes

Source Files

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

4. Compile and reboot network 5. add routes

Source Files

6. Verify the behavior of LID

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

4. Compile and reboot network 5. add routes

Source Files

6. Verify the behavior of LID

Outline 1. Bring up two service replicas

2. Add new principal type: LID

3. Add a new forwarding engine

4. Compile and reboot network 5. add routes

Source Files

6. Verify the behavior of LID

1.Start the services

Goal: ❖

Balance the load between two /xia-core/tutorial/lb_server servers



By only updating router1



Within 20 mins

&

1.Start the services /xia-core/tutorial/lb_client Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

1.Start the services

Goal: ❖

Balance the load between two servers

/xia-core/tutorial/lb_server &



By only updating router1



Within 20 mins

2.Add the new principal type: LID /xia-core/etc/click/xia_router_lib.click Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

2.Add the new principal type: LID /xia-core/etc/click/xia_router_lib.click AD HID XID
 Classifier

SID CID LID

Line 44 c :: XIAXIDTypeClassifier(next AD, next HID, next SID, next CID, next IP, next LID, -);

2.Add the new principal type: LID /xia-core/etc/click/xia_router_lib.click AD HID XID
 Classifier

SID CID LID

Line 44 c :: XIAXIDTypeClassifier(next AD, next HID, next SID, next CID, next IP, next LID, -);

2.Add the new principal type: LID Line 70

/xia-core/etc/click/xia_router_lib.click AD HID XID
 Classifier

SID CID

LID

rt_AD, rt_HID, rt_SID, rt_CID, rt_IP :: XIAXIDRouteTable($local_addr, $num_ports); rt_LID :::: XIANEWXIDRouteTable($local_addr, XIANEWXIDRouteTable($local_addr, $num_ports); $num_ports); rt_LID c => rt_AD, rt_HID, rt_SID, rt_CID, rt_IP, rt_LID, [2]output;

2.Add the new principal type: LID Line 70

/xia-core/etc/click/xia_router_lib.click AD HID XID
 Classifier

SID CID

LID

rt_AD, rt_HID, rt_SID, rt_CID, rt_IP :: XIAXIDRouteTable($local_addr, $num_ports); rt_LID :::: XIANEWXIDRouteTable($local_addr, XIANEWXIDRouteTable($local_addr, $num_ports); $num_ports); rt_LID c => rt_AD, rt_HID, rt_SID, rt_CID, rt_IP, rt_LID, [2]output;

2.Add the new principal type: LID Line 80 /xia-core/etc/click/xia_router_lib.click AD HID XID
 Classifier

Next hop

SID CID

API ICMP

LID

rt_AD[0], rt_HID[0], rt_SID[0], rt_CID[0], rt_IP[0], rt_LID[0] -> GPRP; rt_LID[1] rt_CID[1], rt_IP[1] -> XIANextHop -> check_dest; rt_AD[1], rt_HID[1], rt_LID[1], rt_SID[1] -> XIANextHop -> XIAPaint($DESTINED_FOR_LOCALHOST) -> [1]output; rt_AD[2], rt_HID[2], rt_SID[2], rt_CID[2], rt_IP[2], rt_LID[2] -> consider_next_path; rt_AD[3], rt_HID[3], rt_LID[3], rt_CID[3], rt_IP[3] -> Discard; rt_SID[3]

-> [3]output;

rt_AD[4], rt_HID[4], rt_SID[4], rt_CID[4], rt_IP[4], rt_LID[4] -> x; // xcmp redirect message

2.Add the new principal type: LID Line 80 /xia-core/etc/click/xia_router_lib.click AD HID XID
 Classifier

Next hop

SID CID

API ICMP

LID

rt_AD[0], rt_HID[0], rt_SID[0], rt_CID[0], rt_IP[0], rt_LID[0] -> GPRP; rt_LID[1] rt_CID[1], rt_IP[1] -> XIANextHop -> check_dest; rt_AD[1], rt_HID[1], rt_LID[1], rt_SID[1] -> XIANextHop -> XIAPaint($DESTINED_FOR_LOCALHOST) -> [1]output; rt_AD[2], rt_HID[2], rt_SID[2], rt_CID[2], rt_IP[2], rt_LID[2] -> consider_next_path; rt_AD[3], rt_HID[3], rt_LID[3], rt_CID[3], rt_IP[3] -> Discard; rt_SID[3]

-> [3]output;

rt_AD[4], rt_HID[4], rt_SID[4], rt_CID[4], rt_IP[4], rt_LID[4] -> x; // xcmp redirect message

2.Add the new principal type: LID /xia-core/etc/click/xia_router_lib.click

AD HID XID
 Classifier

SID CID

Next hop API ICMP

LID

Line 278 Script(write n/proc/rt_LID.add - $FALLBACK);

2.Add the new principal type: LID /xia-core/etc/click/xia_router_lib.click

AD HID XID
 Classifier

SID CID

Next hop API ICMP

LID

Line 278 Script(write n/proc/rt_LID.add - $FALLBACK);

2.Add the new principal type: LID Save the file, come back to shell

echo "0x50 LID" > /xia-core/etc/xids

2.Add the new principal type: LID Save the file, come back to shell

echo "0x50 LID" > /xia-core/etc/xids

And a new principal type is born.

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID →

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → Next hop(port)

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → Next hop(port)

port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID →

port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → NH(port1) |NH(port2)

port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → NH(port1) |NH(port2) int port

port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → NH(port1) |NH(port2) int port

C

unused

port

port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → NH(port1) |NH(port2) int port

C

unused

port

Control bit port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → int port

C

unused

port

Control bit port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → int port

C C

unused unused

port I port2 port1

Control bit port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID → int port

C C

unused unused

port I port2 port1

Indicator bit

Control bit

port1 port3

port2

3.Add a new forwarding engine /xia-core/click/elements/xia/xianewxidroutetable.cc LID -> int port: 00000000 Control=0
 physical ports

00000001 Indicator=1
 use both ports

00000010 port2=2

00000001 port1=1

line 582

IF port < (1<<16) THEN only port1 is used ELSE both port1 and port2 are used, randomly choose one from them

4.Compile and Restart XIA We are still on router1

cd /xia-core make tutorial/xnode restart

5. Add the New Route We are still on router1 As we have no time to implement a routing protocol, we just manually add a route of LID

int port= 00000000 00000001 00000001 00000000 Indicator port2=1 port1=0 = 65792 /xia-core/bin/xroute -a router1,LID,LID: 0e00000000000000000000000000009876543210,65792

5. Using the New Route We are still on router1 Next, draw a DAG to tell network how to use LID.
 That DAG need to attach to the service name lb.tutorial.xia on the name server

/xia-core/tutorial/addname lb.tutorial.xia "DAG 4 0 AD:bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb 4 2 - LID: 0e00000000000000000000000000009876543210 4 - HID: 6666666666666666666666666666666666666666 4 1 3 - HID: 3333333333333333333333333333333333333333 4 - SID: 0f00000000000000000000000000000123456789"

6. Verify the behavior of LID cd /xia-core echo "0x50 LID" > /xia-core/etc/xids tutorial/xnode restart Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

6. Verify the behavior of LID /xia-core/tutorial/lb_client Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

6. Verify the behavior of LID /xia-core/tutorial/lb_client

Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

6. Verify the behavior of LID /xia-core/tutorial/lb_client

Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

6. Verify the behavior of LID /xia-core/tutorial/lb_client

Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

6. Verify the behavior of LID /xia-core/tutorial/lb_client

Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

6. Verify the behavior of LID /xia-core/tutorial/lb_client

Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

6. Verify the behavior of LID /xia-core/tutorial/lb_client

Goal: ❖

Balance the load between two servers



By only updating router1



Within 20 mins

You created a novel network principal, LID, 
 within 10 lines of codes You indued LID with load balancing primitive
 within another 15 lines of codes You enabled LID in the network
 without upgrading other nodes Evolvability and Extensibility

Possible Research Directions Principal\Network Component

Per-hop

Ctl Plane

Addressing/ Intrinsic Security

APIs

CID

Yes

Yes

Yes

Yes

Multicast

Yes

Yes

Yes

-

Mobile

?

Yes

-

?

QoS

Yes

Yes

?

?

?

?

?

?

?

Load balancing

Yes

Yes

?

-

Possible Research Directions Principal\Network Component

Per-hop

Ctl Plane

Addressing/ Intrinsic Security

APIs

CID

Yes

Yes

Yes

Yes

Multicast

Yes

Yes

Yes

-

Mobile

?

Yes

-

?

QoS

Yes

Yes

?

?

?

?

?

?

?

Load balancing

Yes

Yes

?

-



Questions Thanks

XIA - GitHub

Easier to port existing application, or create multi-network applications. 23. Page 24. Building"and"Using"an"XIA"Network" .... Mobile Connectivities ...

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data can only be “corrected” for a single point on the sky. ... sufficient to predict it at the phase center (shifting ... errors (well this is actually good news, isn't it?)

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The 17th Wei Chuan Hua Xia Table Tennis Team Competition will be ...
Nov 17, 2007 - Events: Divide A/B groups according to their choice and competitive level. Each team has 3-4 players, with only one player over 2400 rating ...

Torsten - GitHub
Metrum Research Group has developed a prototype Pharmacokinetic/Pharmacodynamic (PKPD) model library for use in Stan 2.12. ... Torsten uses a development version of Stan, that follows the 2.12 release, in order to implement the matrix exponential fun

Untitled - GitHub
The next section reviews some approaches adopted for this problem, in astronomy and in computer vision gener- ... cussed below), we would question the sensitivity of a. Delaunay triangulation alone for capturing the .... computation to be improved fr

ECf000172411 - GitHub
Robert. Spec Sr Trading Supt. ENA West Power Fundamental Analysis. Timothy A Heizenrader. 1400 Smith St, Houston, Tx. Yes. Yes. Arnold. John. VP Trading.

Untitled - GitHub
Iwip a man in the middle implementation. TOR. Andrea Marcelli prof. Fulvio Risso. 1859. Page 3. from packets. PEX. CethernetDipo topo data. Private. Execution. Environment to the awareness of a connection. FROG develpment. Cethernet DipD tcpD data. P

BOOM - GitHub
Dec 4, 2016 - 3.2.3 Managing the Global History Register . ..... Put another way, instructions don't need to spend N cycles moving their way through the fetch ...

Supervisor - GitHub
When given an integer, the supervisor terminates the child process using. Process.exit(child, :shutdown) and waits for an exist signal within the time.

robtarr - GitHub
http://globalmoxie.com/blog/making-of-people-mobile.shtml. Saturday, October ... http://24ways.org/2011/conditional-loading-for-responsive-designs. Saturday ...

MY9221 - GitHub
The MY9221, 12-channels (R/G/B x 4) c o n s t a n t current APDM (Adaptive Pulse Density. Modulation) LED driver, operates over a 3V ~ 5.5V input voltage ...

fpYlll - GitHub
Jul 6, 2017 - fpylll is a Python (2 and 3) library for performing lattice reduction on ... expressiveness and ease-of-use beat raw performance.1. 1Okay, to ... py.test for testing Python. .... GSO complete API for plain Gram-Schmidt objects, all.

article - GitHub
2 Universidad Nacional de Tres de Febrero, Caseros, Argentina. ..... www-nlpir.nist.gov/projects/duc/guidelines/2002.html. 6. .... http://singhal.info/ieee2001.pdf.

PyBioMed - GitHub
calculate ten types of molecular descriptors to represent small molecules, including constitutional descriptors ... charge descriptors, molecular properties, kappa shape indices, MOE-type descriptors, and molecular ... The molecular weight (MW) is th

MOC3063 - GitHub
IF lies between max IFT (15mA for MOC3061M, 10mA for MOC3062M ..... Dual Cool™ ... Fairchild's Anti-Counterfeiting Policy is also stated on ourexternal website, ... Datasheet contains the design specifications for product development.