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00:03 the teeth. Mhm, mm mm hmm. All right. Oh

00:18 . Uh, last time started to about open A CC Great. And

00:27 , so at the end of last , I will uh huh. So

00:33 an example, it's kind of a versions on it that illustrate different

00:40 So, and depending upon how long takes either from the demo of more

00:49 less the same thing and a few things or able to the first time

00:53 step depending on the first thing is . All right. So it

01:05 yeah. Alright. So I'm kind like, yeah, outlines such most

01:11 from talking about this jacoby to the situation example. And then we'll significant

01:19 that. And again keep um reiterate Some 10 times. Uh remember you

01:29 things Are put together which is important two your experience when you're trying to

01:36 GPS as always. Uh I said a, prepare the beginning of the

01:44 I think in several of the early um to get performance. It was

01:49 at first about data path and moving capabilities and secondly I have to use

02:00 . Um, so here's what the , that's a cop example. Last

02:07 to the and that's the solving this in the square and he's very simple

02:19 of the second order derivatives, I'm , non tight end of the last

02:25 , Yes, but there's something and will hopefully. So it's a

02:33 There is an approximate types of discrete . A central the difference seems.

02:43 , yeah, the so called sensitive , Southwestern, yeah, approximately the

02:53 . Well, uh neighboring points. difference between every once in the accident

03:00 direction and uh they were given the Between the two points and the extraction

03:13 . Yeah, there is a particular yeah. Yeah, yeah. Uh

03:20 addition Well plus -1.1% point. The wind direction. So then thing

03:28 there's five values involved that's broken up neighbors point Oh, that's the sense

03:40 for five points member. So and the competitions. Are you comin in

03:47 revolution position convolution kernels and that's exactly this is so different for it disciplines

03:55 it is college and I saw so what and and this home is matter

04:05 keep doing the right do some design on that and audio our bodies full

04:15 in the report. Yeah, is this direction and then I keep doing

04:22 son, it's the primary banks to conditions and control that is a converted

04:31 . On the other hand, it's very efficient. Use more very,

04:37 small examples or do things like you just illustrating some computational matters.

04:44 if you're serious about back to this in the past the situation, just

04:48 sophisticated. That's and because of the , there's nothing wrong with the method

04:53 is mhm All right. So and this and finally do something this

05:06 So you can use uh there's the as well. As long as the

05:13 the difference between. Uh huh the who now didn't have walls son is

05:21 for ability card. The absolute difference and some error. Then the drama

05:31 openly convert and as all those losses order for themselves around the holes but

05:39 the maximum number of the direction vector of. Um and then so the

05:48 and just go over the entire Someone directions, updates. Uh

05:57 Yes. They're friends argue very And the blue button uh the

06:06 you know, do right british So in this to value separate methods

06:19 reduce the value of something an Uh Oh everything using throughout. Uh

06:31 it's all said and done. Uh design ready and they cancel the new

06:40 Uh for the next 2, 3 there's a singularity. This is an

06:46 era. It is a point and this is an announcement. So as

06:54 go over the next point through the . Um and all the errors for

07:01 form. So that's thank you. four candles, they're getting their

07:11 Found out about this. Yeah. yeah. Step forward. So now

07:19 gonna try to figure out how to open and see on this particular

07:27 Yeah. One more time. Uh the structure is problem starts. Can

07:34 remember it? And in basketball a bond. He's a collector. Students

07:42 out how you and not when he they are the school time where it

07:51 and it just so all the new uh move over to you every I'm

08:00 . Uh huh. Do some Oh you don't need to move

08:08 Of course the code doesn't make but themselves it's available today. Do not

08:15 you want to do with it. . Thank you. Mhm. Sorry

08:23 harping on this. But it's So and there are these in terms

08:31 providing jobs and they were trying to there was earth damn right. A

08:41 of friends, everyone or Yeah. terms of it convenient factory he used

08:50 parallel concepts like the open empty parallel . Uh It's okay. Uh

09:00 Want to see who was working there constructive for for financing conflicts. And

09:11 if you see production costs basically that's that's the parliament of the eventual area

09:20 all over the country. That's our . It's over there for richer or

09:30 error values reduction calls and says so components of the problem it is a

09:38 . So Oh, something that response on top of secretly. I think

09:53 since the crown. Oh from it it remains. I think that event

10:07 . The price of the because religion HCC as the same point of the

10:15 does not. But they're caramels so . There's a few create the gun

10:25 if there's something I forget to Uh So now the first exercise.

10:36 . Uh Since the organization provider generated also for the host processor.

10:46 This is a difficult only. So , virus the army did some of

10:54 core of the host processor. five generations deep. You counsel.

11:01 that's kind of a good reference space usually the reason behind the use the

11:07 is that the one things to run host otherwise because it is for me

11:15 than just from right. The call the help in general open. S

11:22 is trying to make it more Open mp on the host. The

11:28 of the best there are. stuff. Maybe it needs to be

11:35 game, but since you need the Colin Edwards. So that's why I

11:40 it's a good thing to start. think that I like to call this

11:44 the host. Yeah, that's it used. Yeah, I'm sure the

11:54 compare car and well tonight. And the media. The other thing

12:03 in the use of 60 years and don't make that's because it is not

12:11 it's not necessarily the case of their code. Oh, so like this

12:20 video provider. Obviously there will be decent job. Other words they want

12:25 do business, but not necessarily optimize . So, but so this is

12:31 I work while trying or reduce one the performances on the holes as the

12:38 station. Let's see how much better it get under uh, things to

12:44 . That's it. So that's why first through one thing is 24:00 and

12:49 know, so and that the last , but at least yeah, pointed

12:56 , you know, the people who that the computer will tell you what

13:00 of things that students of the coast it's time to send their tireless oh

13:09 highlight here right now on the do it to the goal. So

13:21 All right. Oh, I was for in the box here and I'm

13:25 to take the first two. Um the first new the figured out that

13:33 the farmers, yeah, our work so on that basis. Uh

13:42 They're both just hours at the gang sorry from the here and the past

13:52 that generates to see people and this not for the host probably. Um

14:01 then same thing for the second room both. That is that they don't

14:07 the specialization, the characterization is for interview. Uh Huh. Right.

14:20 huh. That's then there's kind of government for the second certainly. Mr

14:30 . All right practice. So this gang level family. And then I

14:37 uh stop it. But yeah, it's not looking foreign operations, it

14:46 generate just simply generates a slightly optimized the coffee, Right? But what

14:54 are right market, right? So don't have the live numbers are a

15:00 bit a map of the source But essentially it's similar. So both

15:09 parents back. Right. Uh A combination. All right.

15:18 the news and the first battle construct that promise for the second month is

15:29 . Uh huh. So in this it's something where you know where they

15:35 you both I guess. Well, fun. It's fun. So maybe

15:41 other looking like this except close that thoughts of trying to back trace do

15:50 well. So, and then questions answers decipher the compartment important. The

16:02 harder. Yeah. It was not many of the later slides of P

16:06 C C is the video? Oh , requirements. Everyone must.

16:16 that's right at this point. The sense that it can be

16:28 He was yes. Dtcc texas company and this is C as well.

16:38 , okay. That's it. but you have this right? Who

16:48 someday and I go away. The just work and B B C C

16:52 there. Okay. The past is think similar or uh, organization that's

17:03 okay. Yeah. Maybe interested do they say. They will get to

17:10 that to see what happens in terms what does the cold, the different

17:17 organization because of this this case. gives you some information, what is

17:22 ? And they might just, we discover things. You know, I

17:27 there are verses three or 2 that completely different from other kids. So

17:33 all due is not better as far I remember you should. Yeah,

17:37 it's as a kind of a clear of open and see that you get

17:43 see what actually. Right, so just get a clear text and uh

17:49 at this end and figure out what instructions or look at the instructions about

17:53 this instruction needs. Cool, so it's helpful even though it's a

17:59 bit the first line up. Oh , it is for me, the

18:05 it works. I asked to just something that does something I guess we

18:11 try to figure out what it Um what? So so then there

18:20 this other than about kernels and also pronounces adults, I'm sure the referrals

18:30 there because of how it works. , conveniences, sopranos, directive construct

18:41 you can still generate call for the and also see the one extent the

18:48 something building on the difference. It one director vs the other.

18:54 For the same time it's the bulls course processor and in this paper I

19:00 think I was pretty much that's This that was crazy. So,

19:16 yes, there could be getting to Donaldson Parco who contrast major. All

19:22 , remember again, so that the at the open ecstasy, it started

19:29 kernels and it was supposed to be against the freedom to the combined er

19:34 the barrel directed. So and the is also a very good compiler writes

19:41 . So the idea was to use cardinals. That's a good chance that

19:47 more efficient for many. Very And the examples this recorder examples as

19:55 was coming today and wants to go one turn out to be the

20:02 Mhm. So now so here's what about and running things both uh the

20:11 and the right is concerts and other . So uh indeed it's pretty much

20:23 talking. Yeah. Not escaped. they use one or the other.

20:35 right now. Um so the next is not trying to do what they're

20:46 to do. So God generating called the use I see you know that

20:51 out how much again that is the is and that these timings or they

21:01 rather than timing didn't say exactly how it took and the stones so basically

21:07 to one cardinals whatever it is. these are complicated. So it's like

21:15 door number is not a better Like the worst because it is rape

21:21 to time and then the sun Yeah. Institutes Korea response rate three

21:34 100 and the use of the reason use. So I stayed to

21:41 Well that's that's scary. Yeah, right. Yeah. Promise just as

21:47 sp data science. So it's using you uh from the border problems debates

22:00 long uh Thank you sir. 2 years old problem and Oh I think

22:10 your customers not just that's over The responses. Yeah, Of course.

22:22 respect to the artist maybe one Yeah. Mhm. We consider this

22:28 just for our largest problem, Mhm sorted. And it's not just

22:38 program with many number of publications. . Okay. A question. But

22:53 so now and to doing something for the units. So now I'm gonna

23:00 a confinement for you that thank you say I just think bash the gay

23:13 . Look the suspect. That's Uh huh. You Uh huh.

23:20 this is one of the options two uh That's a column that's seven ft

23:33 they introduced some of the featured coverage the you see and there is a

23:44 that the workforce compute capabilities nice different even after the same cold not combined

23:56 the G P. U. So uh and uh some clips of

24:05 cycle and then you go and it , thank you. I really he

24:12 up Cindy or vector bombs and media and the vector length in fact.

24:22 . And that's one of things in . Waiting for the president activation that

24:30 talk about something this point just uh . Both of us wanted to keep

24:38 a useful. Yeah. Okay. production. Yeah. Also characterized certainly

24:53 distance. Uh huh. I started music. You start Yeah, that's

25:03 second set of mr problems. Right. Right. This supporting

25:15 Right. So there's basically gang and vandalism for parents because kind of extra

25:23 sec you specified for the inner loop well. For the previous example,

25:28 don't think we have got my system the that's why don't we did the

25:32 thing that Right. It was so was the Yes, I was not

25:47 yes. Yes, Yes. So was a different section and the clothes

25:56 that's kind of food. I don't it could have been much sense because

26:05 could have uh generated simply instructions for group in the previous, but if

26:11 are not the things we don't Yeah. So maybe uh, this

26:19 the african, the one. What performance. So All right. I

26:27 got the view code that generates them use gang privately. Space for the

26:32 level of armaments factories things. But the game that's pretty good.

26:39 So let's see what we get. time not time. It's ready.

26:50 , okay. got down to five the execution. Why? Okay.

27:02 call it began paralyzed things to generate coke you barrels. Thanks Inspector

27:12 And it's not. And if you at suspects for the the 100 the

27:20 is the secret uh, Yes. want to talk to you. Isn't

27:28 character of brains for both single and may be exposed to protect their

27:35 Single uh where is this the to the peak performance is probably everything I

27:50 . Uh So wow, don't you can look at there's a force Content

28:02 as a flat rate for the so and then I'll the difference of

28:12 Eu I would say it's probably about least five times. Oh yeah.

28:19 CPU So there's a potential obviously get performance and otherwise ordered. The

28:27 Yes, processors that were weaker than Sun all the time. Not our

28:36 . Nevertheless, it's kind of his Only. Well in that case is

28:43 not what about 20, 20 times instead of getting a lot of problems

28:52 and for all. Mm huh of that are not for governments for family

29:12 in spite of a lot of some have worked about. So it's

29:29 factor of five. At least higher of the deep. You nevertheless take

29:36 it reduced the performance by a back a point. So, so at

29:46 time. Yes. Yeah. Thank . That is the point. So

29:52 happened? Yes. So this is gun, remember? It's a big

30:01 . So it so happens that there be a lot of transport that's our

30:10 . It works on the whole all , just go and look at he

30:20 a little bit more detail. Think the car function is here is the

30:29 in order to see what they're made . Start with the whole boots on

30:36 uh they move back and forth Uh so the word fix almost,

30:48 that on mm The concept I'm I'm back baby after this.

30:58 at the end of this in order produce the data. Yeah. You

31:04 Oh not right now. We're talking you the next apparently. And that

31:15 in every race. Every dimension, scam probably there's a lot of

31:24 Uh huh. But so it's not compiler error is this kind of thing

31:33 Yeah. Part of my role. I didn't think too much about what

31:39 to trump the weather data. It order to preserve correct foodstuff. That

31:45 topics that up in finder. Combined with the basic stuff. Four

31:55 in the book. Uh, it's from here on out there. This

32:05 in fact the host. Certainly You're a star move back and forth

32:23 . Funky. And then try to to do something on one's own.

32:28 here's what I talked about then. this property functions that on friday

32:35 Um, there was gold. There on the company. Right,

32:42 But it doesn't stop talking. So sense of the race allocator, it's

32:49 but uh, initialized by copying from boat for the senses, you know

32:58 . Yeah. Right. So I try to then says, well,

33:06 don't trust the compiler. So um , uh huh. Designer period But

33:17 use raid programming languages. Father, you enforcement. The final shape.

33:26 light inside of each one of the of dimensions of the great the future

33:32 Princeton some sometimes yeah. Take it of the extracted by single member there

33:40 there anyway, so now here is the program I'm not doing. Thank

33:49 combine a difficult job. So now is sources say, okay, what

33:56 to happen so nice in and Um, and based on information.

34:06 . Hey, you need to observe out to the old society.

34:14 The paramount rules about a what peace , initial here is what we are

34:30 plunger about thinking. Thanks. so now we can see it didn't

34:40 . Not really. So yes. , uh uh huh. Probably not

34:52 . And there's excited. Absolutely. difference. It shouldn't be the compartment

35:06 . I didn't know what to Give them what they was told to

35:13 . Thanks. So yes. So is just the same. It's looking

35:19 the code with it. Program program inserted. Data transfer taxes.

35:27 it's the same problem. It's the amount of data motion. So that

35:32 performance is pretty much is the Mm hmm. Go as far as

35:42 device inside. All right. So problem that's it. And in

35:52 so people obviously knew that that's an and the issues that the lifetime of

36:07 uh, defined by the farrelly So if they have a live beyond

36:15 . So like the same thing as opening to be different. Um,

36:22 in order to avoid, it's just copy. You want to buy some

36:26 the data to uh the longer than country in construction, they don't do

36:36 for instance and the states on the um for several and for this case

36:42 other tyrol region so it wouldn't move and forth between the two weeks.

36:48 then there is a construct for Yeah, so that is the data

36:56 that tells uh it's a way of the lifetime of data forever advocated.

37:06 right, so um so now I think this uh data statement for

37:17 this is awful. Yeah, the at the right time they raised a

37:28 a new is for the whole situation convergence, so no. Right.

37:43 will not see any couple of statements the store therefore so low cut uh

37:53 all of this under now some of now the coffees, so the data

38:02 every so so so it's not already . So that the data statement.

38:14 president Hello? So you don't see company company asked that once they only

38:30 once before initialization first, then that at all. Um Yeah. And

38:45 what's comfortable and a absolutely do you with you, is that really Of

38:55 four allocation? Sign something I haven't before. Science Yeah. Base for

39:09 somebody had a bigger ones going everything on the line. Oh the

39:23 . Oh I think there's a meaningful , you can certainly use it but

39:31 doesn't change anything. Was thinking to in our it is working like his

39:46 . Oh but this uh its residents the para beetle soul because private then

39:59 the terrible region absolutely have the same . So the data is the thing

40:07 since the lifetime the dog para will private system private just for the dinner

40:23 copies. It's bad. But in case because the industry is split up

40:30 work train concept help to gangs or Sure very but the audience separate parts

40:40 it or they to be very Mhm and the bottom express the characteristics

40:51 the fight to avoid cokie I Cokie moved there over well braces itself.

41:00 your monster? So yes, so just pointing these things out. I

41:29 think certainly in a way of controlling . Mhm I found itself redefining the

41:37 we were speaking. If you want be able to be a it

41:44 you can become measures are very Yes, but in the Crimea region

41:55 there is the same point um at end of the terrorists. So the

42:07 and no way was for the work concepts now. So when the regions

42:23 have listed groups or groups uh huh Oh we will proceed and I have

42:38 friend but it doesn't change the lifetime the I guess the other figures nothing

42:53 and Brexit will not survive. I imagine that there should be uh in

43:04 Hello. Have a process right from heart. You have these typically some

43:15 goal. Just want that. Then have a higher region construct. It

43:21 hurts a bunch of kids for Part of the rules talked about and

43:28 whatever number of courses available and not court processing and then the private regions

43:37 and your back support jobs defined by probably And at the end of our

43:52 , whatever it was created entirely. has forgotten On the 60th action.

44:07 the data set contains the one what ? The computer the kind of see

44:15 being allocated beyond the under the And it doesn't matter how many threads

44:24 of them any is then trying to the data simply. Data management.

44:30 be another thing. Mm Yeah. . Well, you can uh get

44:47 the other case statements or allegation. have the three statements and there was

44:53 the other people duty. So you yourself. Mm hmm. But that

45:03 a question where they It was a . That's fair. That that will

45:10 see a lot of the region should the head of it. Outside the

45:17 . Hopefully we will survive. And exactly want the data statement does.

45:26 now the point was now use the , the independence it off. Mhm

45:36 something that I think of the excess . Hello? Yeah. So,

45:49 numbers but the point is being on back. I'm not kidding. Present

45:58 farmer uh huh depends on the Yeah. At one time decides how

46:10 capitalism is forgiven size of dimension. uh, but there is a environment

46:21 . I'm sure that resemble in Iran you can use to get some information

46:26 the personal launches tells you the size effective plan that each person large.

46:38 No, I don't think there is option you can specifically asked for.

46:43 , it's a good size of Uh you know, obviously uh,

46:48 options. Uh, I yeah. I know some of the work.

47:10 sorry, it's a very good So and I would also say that

47:21 , just nice enough every time. condition is fast as we? Re

47:29 this example inclinations of it. I this in one connection of the course

47:37 the next you have been combined. So the behavior, it's sort of

47:46 all it's very different from amazon. love to hear So and that means

47:56 of it does. There may be organization but they also introduced more features

48:02 . So it's like a year ago was or code examples in different ways

48:09 instructive compared to what to do What kind of to be mostly well

48:14 fairly significant difference whether you use cardinals parallel as the directive to dealing the

48:21 is this time around that. So , the BBC Next one. I

48:29 know about what? Right. Okay. So in this case now

48:51 mm careful. Well, uh trying avoid the excessive things and being conscientious

49:01 I started out saying, be aware the weakest part is this this year

49:07 both the attachment china between the CPU gpu. So you don't pay

49:14 The point is you're likely to lose . That's supposed to gain performance.

49:21 Now um and so that was all the use of camels. So

49:28 open sec find the guy is a of advertising and try to promote the

49:33 directed that. So there's a thing the colonel's directive um and generating you

49:44 I don't think it's always different. . Thank you ourselves. But the

49:56 is I guess uh this is uh provider pick this up. What do

50:03 think? There is no explicit I think. I think so in

50:10 case uh the final I just needed help of a later statement in order

50:14 keep things become partners to get off area of a new race along using

50:19 next construct that is set for the are reporting. Mhm. If big

50:27 to do the job. Well, that countries the initiative and the previous

50:33 , the effective length was chosen as Here. For whatever reason the combined

50:39 to choose four and 2 but it's . Yeah. And the second

50:49 Well that's one point up there do . So the village yeah. Yes

51:04 better responsible analysis of sorry. Uh . Okay. From the previous taking

51:19 birthdays. Well let's see what the . Yeah. Yes so yeah it's

51:29 different graph has a little bit more . But are we talking about this

51:38 uh do you think? Uh All right you go. Yes.

51:47 . Mhm. Oh what what I'm that was unmanaged the day. All

52:05 so on this right because this is worst picks up. So that's what

52:11 said right now because with the data uh so the colonel's you see speed

52:23 so telling the time. Yeah. . Oh sorry about that. I

52:31 fix it and well uh showing a like what you have to read some

52:42 coming up and no one ever. huh And then being messed up in

52:49 basement but it shows a little bit So this is referring to for moving

52:59 data cost of deserve things. Oh . Uh huh. Yourself. So

53:10 that case the United Time Remember that travel food performance. So here goes

53:22 this one for the one that's so it took a move on please have

53:29 more relatively time. There was a for new one word party bill.

53:40 huh. Yeah but obviously you can see that generated it being a market

53:50 much. All right well let's construct quality of home and we got some

53:59 up or little bit more for ex . Everybody came home. I don't

54:06 what they say. Yeah stop there . Oh what? Okay first it's

54:20 now it's so all right it's a bit of deviation and I'll talk about

54:31 some more quickly because I want to a good example. Uh And it's

54:37 bit more to England. Let's So so so far it's all exercises

54:48 80 Data Science Career buster. So or 3 sides from basically a tutorial

54:59 all this and the purpose what? it may end up may be used

55:06 your assignment but my ability classic mustard . Um And you said The 100

55:20 . You're afraid to do that when get the assignment. The other one

55:26 two months to make it on. . Uh Yeah. Yeah it's uh

55:37 use on china that's very busy. our company adopts its order so yeah

55:46 see the one time student? 7 or is it fun? Thank

56:00 We were put thanks a lot you you know So there is some pretty

56:07 in the next one. What is this year turning our hearts? So

56:14 does the time go? Oh So they are after. Oh but

56:24 absolutely use that. Uh huh. of the strategy. Well this is

56:30 that's that's sort of the whatever all that race You know seven things up

56:38 the platform cold all the time. . Um Well here it is almost

56:47 over with you the girl. So interaction on in four steps. This

56:58 uh Uh huh. Both is it the time parents. You can also

57:07 that the computer for very long and it's all the animals are over and

57:17 . The next couple of slides I'm it's just we're not going to talk

57:23 it. But you can take a and see and try to so what

57:31 . So in this case uh you see you know what I want for

57:39 in terms of all the bars and the time went. So you can

57:46 the compiler information from with the uh petition bars in terms of what things

57:58 . So that was a little bit variation or back he's doing there's a

58:04 for example Korea or any right? this cigar box. So now the

58:21 that it's important to avoiding all I'm willing that society. But also

58:29 the 51 of the composers I think is about one up and so obviously

58:36 something that early on in the media they were around. It's difficult for

58:43 programmers. Uh Thanks club. Both what to do. Don't forget uh

58:51 forward. But there are people in to our you're right to call don't

58:58 it off with it. The answer that is that and I learned

59:09 No I'm not. And the smell uniforms. Uh so uh with they

59:25 version of open. Mhm. They the there was no unified member and

59:32 80 in stock. They have changed produced a call management system, uniform

59:41 . The one We talked about, also a concept where to get the

59:50 an illusion of one at this. best for so right at home you

59:58 necessarily need the attention to the fact memories critically separated with some weak links

60:05 between. Uh if you're lucky the system, it's clever enough to know

60:13 to do in order not to excessively to have back and forth. So

60:17 leaving best to the runtime system to care of managing data as supposed to

60:27 compiler attractive insert the proper data movement or you explicitly trying to manage

60:37 So here is kind of the picture . And the other thing is uh

60:46 doesn't change everything uh you want at space uh huh. It is.

60:57 you cannot deal with and try to things for Okay, so here is

61:02 on what it says, that's just gives you one of your space and

61:06 simple. The point is trying to the programming without losing efficiency by having

61:15 functionality in the runtime system too, how data is being used and move

61:22 between posts and for you as necessary not more than necessary. So And

61:33 order to book this behavior there is managed to get someone to tend to

61:41 . Yeah. So here is kind what it looks so and the other

61:49 advantage. All right. So Uh . So the provider that is the

61:59 system and get information from the target kind of figure these things out.

62:05 uh if you know what they are validated in a way a lot of

62:12 . No, it's about to take of this. So now if you

62:20 this feature uh Yeah. So All . Don't have this. Yeah.

62:36 the problem they were working on by the data on the contrary. Active

62:46 on that. And that's something we'll back before. Uh huh. That's

62:53 right. Get more often. Yes. So that's not this

63:00 The underlying drug that's just. Uh . That which is based on buddha

63:08 measure of drivers and direct. So began to it also has a quarter

63:13 it's just not to figure out what be arrested at and when is it

63:19 will get but accessible successful. And in fact by just using the manage

63:30 there's been sitting don't worry about it think. But nevertheless, I wanted

63:34 to understand don't want to race. all in your producer the second

63:42 Yes. For instance, you may practice start the manager and see if

63:47 get the performance is probably done if doesn't work to try to figure out

63:54 can't do that. But again, So that we want to and then

64:04 was also the kernel version rights, can do the same thing uh Donald

64:10 much less. It has to have cardinal corrected on that. It's going

64:16 look at the other than that people had sorted out what to do with

64:21 and then the managed context. Um cold is further similar as you look

64:27 the information from the compiler and now can see what in this case at

64:33 we're some other job arses designers, there are consistent uh you versions uh

64:50 the first uh like this big hundreds of people Oh, was carl

65:01 a little bit better than the I want to be presentable.

65:14 So um and they said yes, there some of the inverted ways.

65:23 great, you know that right? , yeah, they are.

65:35 there is also so mhm sort of single right on this. Well,

65:46 there uh you know, since He's 24 yeah or so, but

66:04 this case so happy. The advantage performance. Yeah. Oh yeah.

66:19 from the question for us, they the peak performance of the office.

66:24 , and I think you get this the same as I call it

66:28 The same practice speed. We don't to decide the rest of the

66:35 but the same ratio. seriously the are, you know, on the

66:44 is about the sufficient respect for these seat of the holes. So

67:01 Uh huh is comparing these cause I'm going to so through by assembled it

67:08 you can sit down and try to what happens added the cardinals versus parallel

67:14 but there are many, many issues that they are still correct. Um

67:24 this was against, the first thing , I don't know. Oh

67:33 what's different between these phones around it now anyway, so then I have

67:40 best of text slides here. Uh there's not much difference. Mm So

67:54 may be more relevant to what it a year ago. I forgot to

67:58 . Yeah, but there's something here I will make sure they are,

68:05 . I'm saying it I don't Excellent bar graphs and it's the first

68:16 last questions. Well come it's got dr demos it was something that thanks

68:29 thing program when we have one questions a lot of it has served.

68:39 about the data management. Yeah, a different whether it's or minimize state

68:49 that handmade emotional. Is it is always this product? As for

69:04 Uh huh, wow. Yeah. . It's very politician. That's

69:12 I wouldn't say that for this Yeah and the manage yes you and

69:22 a few percent is better I think some of the other cases it was

69:26 your percentage know where they're parallel so seems to be at this point and

69:33 just buy this one example. I worry too much about the performance.

69:40 fact that it's a cry overseas girl as was shown in the in the

69:47 it's our fault that there was you directed to the code with the colonel's

69:57 the current code there was more or . Uh other rooms were supposed to

70:05 comment was very difficult. Mhm Well compared and complicated last year at that

70:18 the above the loop holster football much better. That's true. That's one

70:27 . The other thing I would say only one example it would be different

70:34 are depending on output that combine risks at the house. That number.

70:42 yeah, I'm sure um this one you can say comments as competitive place

70:51 as well but the application is on we does it to the house now

70:58 a firearm. Yeah that's what I'm to have, how what the the

71:07 understands data. Any provocation. Uh . Yes. I mean the serpent

71:17 the combined data is not whether they're . It is failing to revenge of

71:24 that the company wants to be competitive present also just co construct different

71:35 Uh They do cut from some range application that they used for benchmarking and

71:42 try to figure out but uh thanks optimize so it covers this larger

71:50 one organisation may be good for some not so great for others actually potentially

71:58 performance for some institute trade off that can find the right time to figure

72:04 of the balance. The training also optimistic some stuff for the market targeting

72:14 they're already customers when we have So that's nice. Yeah.

72:26 Part of the sauce. Right. and sometimes it's just a simple or

72:34 like that. But the race sizes matter. Development performance. Uh we're

72:42 only performance as such, but what trying to optimize so. Yeah.

72:48 . Some applications. Thank you. in transport. Uh huh. That's

72:58 very violent corner or library type code some disciplines they used tons of calls

73:08 very small instances started doing that. doing statistics six or something like that

73:17 this point. State and management and . It's totally different compared to if

73:23 do the unfortunate so would and harder gender appropriate difference will it's determined reputations

73:32 be very competitive where you know, of instances of operations and relatively small

73:40 sets four. They do something different if you want to optimize something for

73:47 on very large states. So I'm giving examples of trade offs to make

73:54 we're that's the same thing that file and things like this. I don't

74:10 anyone. Yeah, bioinformatics people that to hands up in the Brazilian small

74:21 and uh also the health systems have been optimized for that. So they're

74:26 sluggish. I think we're very Uh there's a we're after 50 were

74:34 larger files. Oh, um that's . About time. So next time

74:46 start with them on top of Talk a little bit more about positional

74:53 of all I see stuff to see . Mhm. Mhm. Comes to

75:08 . They mentioned NPR is for There has they're going up to

75:16 Families. Course evidence. Yeah. they have to be laws and I

75:21 they have a bunch of others back the city that they are so for

75:30 you know, this very commonly used . It's not always easy to,

75:40 that's why many vendors, they have were trying to hide the complexity of

75:47 good performance out of their hard work the and users so they can call

75:50 library instead. So the media is different. So they have yeah,

75:58 50s in it. And there are things for are seeing warning in the

76:04 . So because a video or Right. Yes. And the

76:13 V. So I guess I am sole school libraries may not be as

76:23 because they haven't had as much money their best and software something recently recently

76:29 do very well. And now they found more to some for himself,

76:34 of the numbers. Just keep get to buy their artist but certainly it's

76:45 to understand the underlying things begin and things. And that's part of our

76:53 exercise. Should you know, I'm gonna I'm gonna that if um

77:00 were asked to compare yeah with K. L. In terms of

77:07

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