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00:00 Mhm Okay. Oh yeah. Uh huh. Yeah yeah, Problems

00:32 This one. No, I just for my make you want to that

00:37 . Oh structure squares about mhm. you guys want to make a certain

01:25 bit in the middle that would be uh mm Yeah. Yeah.

01:33 Okay. Yeah. Uh just a uh demo on the trail affinity that

01:51 talked about in uh in open P. There's this uh Mario called

01:57 mask available on stampede to here that can use to check different uh different

02:05 , how they look like when they're onto the uh on the processors or

02:09 courts or the threats, you can different uh settings for the OMT places

02:18 OMG crop mind. Uh so starting a very simple example here, what

02:25 did was I said the open and threads as for and uh if you

02:32 remember the concept of the concept of that little minds where the operating system

02:38 actually consider putting the uh putting the threads sort of binding the threats for

02:45 particular example, I've said it or to hardware core and so remember on

02:51 uh silex, if you use you to hardware threads per core. So

02:56 said plenty places of scores and then said the process binding strategy has

03:06 that means you're learning systems and try spread the trades as far away as

03:12 or uh one way to say as as possible across there. So I

03:17 sent across the course and simply using amS go and be a tool that

03:23 , that shows you in a more a graphical way how your mapping will

03:29 like. So here we have four , 012 and three on the y

03:36 . And these numbers they show how how the threats are mapped. So

03:41 we used course as the places for affinity, each thread is mapped to

03:48 of the hardware threads that are available each each course. So here uh

03:54 first thread is mapped, core number . Uh Second thread is map to

03:59 , number 24 so that's 20 plus value inside these uh On these

04:05 So that's 24th Corps uh map to second uh open and the thread and

04:11 the hardware threats are also map. the operating system can move the open

04:15 the thread between any of the two threads available on that particular physical

04:20 And then since it's uh spread based this binding, then the next

04:27 that thread number two, it comes to uh rule number one, which

04:31 the next available in the uh if go into a round robin fashion to

04:35 uh first socket. Mm And then the last thread goes to 25th corps

04:44 began on the socket do there. If you said the process binding As

04:53 rather than uh spread, then the would look something like this. In

04:57 case, the runtime decided to map to course that are as close as

05:04 . So in this case the threats map before zero for four or eight

05:08 core number 10 cigarettes. Uh 10 zero here. So they have to

05:15 what is that are physically closer to other. So that was uh if

05:22 set uh places as course, if set places as threads and then remember

05:31 have to hardware threads on on each the physical cores. So if he

05:35 this is a stress then rather than the open empty threats to both of

05:40 hardware threat, the runtime end up up mapping the threat to one of

05:45 hardware threads on the on the physical rather than having um try to move

05:51 any of that. You aren't It only stays on one of the

05:54 threats. And then since it's a policy, then it's again the president

05:59 evenly distributed across the across the whole as possible. Mhm. And a

06:04 strategy goes with close process binding. again, the threat them up to

06:13 single hardware tried on each core. then so you can see one difference

06:19 uh one was actually up to the hardware tread rather than the first hardware

06:24 . So there's uh the decision one can make. And again, since

06:29 close close binding than their uh as as possible to each other. So

06:36 this case you had the first hardware . Of course, Ego map track

06:40 . The second hardware trail of course . Map you trade one and then

06:44 case for court number four. You first hardware trapped. Uh huh.

06:49 two and second hardware tried map to number three. That was if you

06:57 uh um be places as threads rather coal. Uh the other option with

07:04 places is you can use sockets and uh when he places a socket imagine

07:12 look something like this. So let okay show you the output of LS

07:19 refugees. Remember the new organization on as if you as well I'm going

07:25 argue. But it looks similar on computer note as well. The even

07:29 uh course they are Part of the of zero. And even the odd

07:36 of course are part of Newman So if we go back to that

07:41 again. Yeah. So if you places as sockets um than all the

07:52 two threats Never mapped to Numa, zero. And that is to all

07:56 cores that are inhuman or zero. that means that the threat can move

08:01 between any of the any of the uh in lumen or zero. So

08:07 may uh maybe executing for a while uh or zero or zero moved for

08:12 or 446 or eight or any of other uh 24 cores that are available

08:17 the on that particular Numa Uh huh that's for number two and three.

08:24 Their map to the odd number, course. On on the Newman also

08:29 the second woman. Uh And in of uh if you choose sockets as

08:34 , uh apparently there's no difference between spread and a close process binding because

08:40 pretty much just two places you can uh based on what the note that

08:45 have those two sockets. Yeah. . Um Yeah. Yes.

09:03 Uh So the equal to our the hardware tried in the court and the

09:13 2nd row is the second or second in that particular call. So here

09:19 the X-axis you have the core numbers at least I should say. Because

09:24 computers you have 48 physical course right lose office with 24 course physical course

09:31 . So these are the floor ideas the by access you have the trend

09:35 is so I I said OMG 2 to 4. So that's according

09:40 some trying to respond for threats here in each of for each of the

09:47 or open. And the thread, these 22 rows, uh I mean

09:54 first time in the first hardware the particular core. And the second

09:58 means the second hardware thread, if did not have hyper training enabled in

10:04 case, you would have only one or trail here. Does that make

10:12 ? Yeah, Yeah. Yeah. there it is. But sounds in

10:26 pocket. Mm Well, Haifa is to show that nothing has been mapped

10:33 that particular core for that particular So for thread number one, let's

10:38 , uh it's just the difference between length of the character, so it

10:46 go all the way to the But if you count all the categories

10:50 this roads, mhm I don't understand question. Okay, Okay. You

11:15 . Well, yeah, that's what saying. So if there's no number

11:20 if there's only island equal to a , that means nothing was mapped to

11:25 particular court. Right? So if see these previous examples only where something

11:30 threat was mapped to a particular Was there a teacher uh written on

11:37 on that line. Otherwise you won't any um yeah, otherwise you won't

11:43 any of these are there So is to and hyphens, hyphens means there's

11:46 mapped to that particular world trade. . Excuse me. Yeah, the

12:00 other way of uh setting the bindings also by uh providing a list,

12:06 course that you would want to map threats rather than saying threats,

12:12 Of course we can also provide a of comma separated core ideas that you

12:18 want to bind your treads to. in this case I just said 036

12:22 10. So the threats were binding and 10 thread hardware thread uh In

12:31 case, if you provide a list longer than the number of threats that

12:36 trying to map. So we have threats but I provided a list that

12:40 has what seven uh places mentioned as release and the defining strategy was

12:49 So in that is the mapping uh something like this. Try to bind

12:56 as far away as possible from each when this gets 06, 15 and

13:03 were the course that we're uh we're course that for which the threat dining

13:08 performed. Uh This is one of examples from the slides again, uh

13:18 can also provide um a set of ideas for each threat that you would

13:24 to find uh Uh each thread So in this case I give 036

13:32 10 for the first two threads The places where you would want to

13:36 uh the threats to and 1521, 47 is the core ideas that I

13:42 want to find the rest of the two threads tools in this case,

13:47 pending looks something like this. So were finding 036 and 10 so they

13:51 move between either of these cores and and three can move between 15,

13:57 28 47 of any of the There's a question uh what could be

14:09 advantages of spread versus non spread? , that's a good question. If

14:16 depends on the application as far as can see and maybe johnson may have

14:22 better answer. But if you have uh for example if you have a

14:30 like matrix multiplication, uh pretty much perform redundant operation on different pieces of

14:36 , then you would want, in opinion would want to spread spread out

14:40 because then each threat and efficiently efficiently the functional unit by itself rather than

14:46 it with other threats. That's one the places that you wouldn't have a

14:50 uh strategy worked better as compared to one if you have any comments about

15:00 Uh huh Uh huh Down I think uh over uh huh now uh oh

16:34 uh or uh uh huh uh huh into all the trouble to orchestrate a

18:26 huh uh huh I remember uh uh uh they always uh somewhere uh for

19:35 huh already uh different uh uh uh you know, a temperature difference.

20:03 huh. Uh huh. Uh Yes. Uh Yes this organization that

20:39 just says I'm going for. Uh and the other people enterprise uh uh

21:36 uh there are uh so uh so if you're a first and a variable

22:10 huh uh huh You know stampede to doing that. I think it was

23:53 reason because of the resource utilization because would get access to the whole note

23:59 not end up using all the one part of the reason I believe

24:18 continuing on to that. Um So I only said uh two sets of

24:25 oh releases places um If you have he said uh one set of uh

24:32 for each third. Um then you your process binding would look uh something

24:40 this, I believe that this was for spread here. So this was

24:51 a spread based uh mapping. So in this case since each thread could

25:00 move uh between a certain set of ideals, they were mapped to those

25:07 one of the hard work threats on of those scores there. Um If

25:13 uh just one more example here. if I said more than a number

25:18 threads, uh set ideas of Uh Then in case of spread,

25:26 definitely the binding would look something like obviously shows 01234 thread 045674 tread

25:36 12 13 14 15 for uh thread two. Um But because it was

25:44 based definitely that that's why uh find the last thread uh to the core

25:53 that were as far as possible rather going with 12, 13, 14

25:57 15 there. Uh Uh the opposite happen if I simply said that uh

26:04 binding as close so now it comes to uh the uh what was

26:14 23? 24 and 25 number of rather than going all the way to

26:17 last course tried to bind everything as as possible there. So based on

26:24 you choose as uh as the places uh based on what you choose as

26:30 process binding policy, your uh trust end up at different places uh when

26:35 run your programs and that we just it could have a uh significant impact

26:40 the performance and energy consumption for your your programs. There any questions on

26:52 ? Nothing that was it. Uh So uh well after that okay

27:41 for the next treatment programs even more than the thing with open mp.

27:55 say unfortunately. So uh first talk little bit about two different forms uh

28:13 process is accusing your assignment a seven with a genius knows some of my

28:40 . So they typically what you're using huh processor happening out there in the

29:05 if you look at what happened in phone and laptop that a different problems

29:16 different issue with. Uh Yeah okay a picture. Okay okay so and

29:40 know you are using a difficult uh as a there is you know we

29:53 about and then there is that process use but uh a longer uh and

30:10 other uh you know uh it's a so it and the uh it's also

30:41 members of the U. S. this country uh construction there are too

30:51 . Uh and that's with programming so it starting point and uh it's important

31:09 show that again but its curriculum uh the way to connect. So I

31:23 for you and or so uh use to hire our system. Uh so

31:48 not a lot of accelerated, just know 10 years either just do something

31:56 rabbits memory. That is also following standard invincible uh when you put together

32:07 I remember going into the car Um uh The uh also so in

32:22 scenario is that the graphics memory tends be considerably smaller in size. Uh

32:33 I have some numbers that are on support of processes of his uh 16

32:42 hours of, you know, like memory that is uh if you memory

32:48 art whereas human has even terrified some obviously it's kind of there pretend to

32:58 100 or more difference in the size the memory on the city university.

33:04 The benefit of the few memory memory is that I remember them very difficult

33:14 to do so after four or five so. Remember that here than

33:22 The problem that is fine. That at the lower need a lot of

33:28 . So the difficult an error. ? For using this simple note is

33:34 the roman source, the state or even a job starts out in the

33:40 of this issue. And then yes do another complication you want to

33:46 But if you do need to move this memory or when I look out

33:52 the memory of the view and I'm nominees in trouble. And uh I

34:02 have to use they need a They don't they are not sufficient.

34:08 they call those reservations being memory and you get your memory and then the

34:18 I just got there. And so is part of this right after tonight

34:25 it can just be this population and give it back. It was so

34:43 yeah. Oh I'm sorry I'm swelling I mean. Uh huh.

34:56 Uh So um the billions in the . I actually uh so we have

35:14 be to you that were raised design to be uh could it happen so

35:24 they part. Okay. Okay. then an officer and a very good

35:33 what and then you can do so performance their business on the two describing

35:42 um. Mhm. And not. I'll talk about that later. Um

35:56 . Oh yeah because in part at memory and so on. CPU sorry

36:06 you try to give you the memory you. Mhm. Other things and

36:17 on the T. V. Once again this emotional G.

36:22 U. S. General. Uh uh but the integration was a record

36:35 in the US and uh is gonna the interruption system. But the driving

36:49 for many application was a small after call. Uh huh. Sorry,

36:55 was problems. Um unless you give kind of a look person's actions

37:04 there's a woman is indeed very much this and that and I think that's

37:07 second talking to answer the question. a yes. Yeah. And the

37:25 questions on this picture. Mhm. the next time content of our friends

37:41 think now it is, it's I sounded at the end of the

37:58 , right? And the point is a like the whole on this island

38:07 and that is a very active. I understand your memory or I'm going

38:13 focus on your program now you uh gonna be the biggest, you

38:26 in order to warrant that produces uh . Um Right, so okay,

38:39 now I think the next thing I'll give you a quick quick story of

38:45 and I'll talk more about the So very skeptical. And I've been

38:50 about something in one of the Dallas on the really fun. So here

38:55 because of the way things are practiced front of GPS do you use and

39:01 on very hot. So when you today you don't see much of

39:06 yeah the very things on the right side on the serious songs. Big

39:13 and all that. Mhm. And , otherwise nowadays since people are also

39:21 uses uh programmable hardware that the program the data, they also put them

39:27 the card, this christmas uh again is kind of managed to uh from

39:37 whole with just one example I think producer for some of it um but

39:45 not and therefore clouds have these concert dedicated instruction set for such evidence and

39:56 a plug engine four. And here just another example that is the google

40:04 finalists if you you know in order the machine learning and they said my

40:10 their special harbor that they uh let's you might have okay, otherwise they

40:18 have doubled. Uh huh That's why designed their old civic or somebody else's

40:28 design. So I'm going to just uh in the product is that the

40:34 TVs but they so they have the from their genuine that is better and

40:43 repeating. I don't even know that people in a machine at Barbara so

40:53 complications. Yeah. And one of challenges and then that information and the

41:08 example just to show something cartoonist. but in the overall industry practice for

41:14 long for a long time that I've like a uh on the same day

41:21 graphics processing units, there are crypto , that protocol in the congregation

41:27 dedicated processors that are all on the piece of cities now. So here's

41:34 is one of the most successful companies produces a lot of safely used for

41:41 devices but even, you know, terms of and it's not in the

41:49 Angeles, that would just be a . It was all kinds of God

41:59 every uh now I think I remember I haven't said about the differences,

42:07 Dustin Farrell is talking about the, name creditor to NVIDIA in trump's

42:13 Um, so the difference uh, what the things are integrated, understand

42:20 am not is uh, yeah, thing I don't know, I don't

42:27 that uh, part of it then just a single never typically focus standards

42:35 whatever that is and then you have same access to several women and memory

42:43 be off the night of from the onto you from the sound is used

42:51 the police. Uh huh. Now problem is uh from the due to

43:01 the camera in that part of the farm, he's not significant. You're

43:06 gonna do not this all day that has or no card and tell you

43:13 the user as their own memory. don't decide to sign every other value

43:18 that this startup or our system memory it's on the same night but who's

43:25 different. I remember that for the . So that's why in terms of

43:31 to push them enough for getting high and um, so servers. So

43:38 will still be fantastic on the island accelerators designed up on the same

43:51 So. Right. And this is preservatives a little bizarre me and for

43:56 servant type applications for use. So then this is I don't want to

44:03 to focus on uh after program or hope the Gps uh efficient. Unfortunately

44:15 uh um now transparent programming problem harder looks like. So obviously the whole

44:30 all really name reflects how the armor's together. So it's really important to

44:39 what's coming from and get some information why things are the way they

44:44 especially the way that things are and murder of that. So and and

44:54 you started to think positive okay. the evening and and doing very good

45:03 graphics processing and turns on that, what they want. You have to

45:11 something on the street at work. not being different. And here is

45:17 anger very promising. That's the Isn't that? I mean that perhaps

45:26 uh I mean I think that in world but I spent a single instruction

45:33 the day so that means please. mean I don't have a server.

45:40 see it's each processor that high instruction and then the other offerings so and

45:51 will do so every and triple the . The destruction thoughts have to have

45:59 occupy the divine from there or something Japan or triplets of data.

46:09 When you have the same d you an instruction calls and says do

46:14 But it could be anti records 100 the clariion, 100 items, 800

46:20 , 100 items, an animal understanding instructions they had and uh don't repeat

46:28 all of them up. So I a lot of instruction memory on transferring

46:37 from mary to start the boulders So it's less things to move around

46:44 first thing before. So that's the principle in the son of the passing

46:53 and use There are 70 units so get good performance of graphics. Yeah

47:04 need to have a vacation. Yes can use this Simply features one instruction

47:12 most. Now it's difficult to make of multiple. Okay so that is

47:23 is alive offices and engineers are much simpler and much much less capable and

47:36 are just standard sees interesting. I'd a processor but since there is no

47:46 can have fun with that. So a 17 year in the process

47:52 So let's say you see look I'm a 2000 processing course pence. I've

48:02 an understandable and let's do the same and then this groups of them do

48:12 same thing you don't get to She says he's one of the A

48:19 before. Yeah if your policies can deterred so if you don't have by

48:27 your invitation. Who knew? Look it now in designing the safety conscious

48:38 , thousands of course it tends to hierarchy of the starts at the bottom

48:43 with these standing um on the phone three day process in court when it

48:52 to this finance and media. So what they call their processing work.

49:00 processing foreign, is that organized but normally will because after units so

49:08 it's on their work, you know one instruction moment, they explain.

49:15 there are all kinds into this feeling the street when it comes to whatever

49:20 four video. So because you would so this is a 32 or 64

49:26 upon the data position. So they integrated into one of these after you

49:36 pain of the process of one the and the family and those are groups

49:43 what the graphics processing cluster and then chip itself consists of a few of

49:50 Benefits costs and process. This is of a three level hierarchy in terms

49:55 how they have some farmers put together if they want to use the government

50:02 figure out how to use is back unit of escape process really taking a

50:08 of members organized uh standing up the and then they figure out the next

50:19 . So there's But in the afternoon there's pretty much no degrees of freedom

50:24 17 period between the different um standing the processes or even that there was

50:32 degrees of freedom either they have to the same thing now that Yeah I

50:38 but this is their families and you see that they're programming um you can

50:45 this organized in fact in England and problem is that just can't happen the

50:52 and it's just just confirmed this on other Is if you see this kind

51:01 funding here is 115 minutes is one little more and do something but coming

51:11 the time we have to do the thing sometime Good in your application is

51:19 one of the that's the only one was a supporter and that's something so

51:26 this your application as simple characteristics there be a retired. Yeah um and

51:42 is I think it's useful but I it still is I'm not against you

51:47 use but um yeah any moment order get the performance and the processor the

52:00 again are uh huh exceptional but this okay generation of the views versus correspondent

52:17 the bottom line is the gang made you do as well on both actuals

52:25 you have syndromes of the big performance a crisis um and in terms of

52:36 memory of balance on this time it's comparable thing comes from the game uh

52:46 requires and I'm trying to do are able to actually have the potential

52:58 Any questions so far This was before '00 the characteristics of these courses use

53:14 uh to instruction services sooner in their so are others meet, you

53:20 computer hacking ISIS and I'd be they not Francis and I'm the current cost

53:30 to the heart needed to different whatever. So again some here is

53:41 of the work you can use uh think so you are here we executed

54:01 and then the and then you write the data and then get back some

54:13 the on the substance under control. doesn't mean it's destruction of a goal

54:22 . You can go into the ground again someone, there's a few

54:36 the number of spaces in principle. is we can fight. Uh huh

54:45 just family becomes about your memory like one but honestly uh Uh huh.

54:53 years and one of the few so the reason we're again general traditionally is

55:01 the interest in 50 years people tend do the bench on this statement.

55:08 will actually look like the whole It doesn't look great in the morning

55:16 Before I'm in season one, the and we can start important, just

55:23 piece of the article execute on Yeah. And yeah, this is

55:35 stressing everything At least two different Even one of them and has been

55:42 different programs Caroline uh even with the spaces in our face that point on

55:52 over a C um the problem is but some of you may be familiar

56:03 open ceo and this other that Yes I am and uh open the

56:09 one and our comments will open uh diversity of uh tools and programming

56:21 First thing developed unfortunately industry hasn't been good including the world to do.

56:28 I want to talk a little bit open a receiver. Just open a

56:34 . Any questions so far about this picture definitely. Uh ngp. Uh

56:45 . Uh huh. Uh And as I will yes but not the whole

56:53 producing this in the the whole ship they sold between the different standing up

57:01 process groups of so that's one of building the groups. Uh well in

57:18 the difference clusters can run different instruction but not in the same question was

57:44 so I'm just quite complicated because the of Yeah, yeah uh disability and

57:59 to get at least the destruction of same you said it. Is there

58:10 Oh yeah, they're effective. Um the best you can and figuring out

58:18 to basic all depart structural so they use as much as possible uh who

58:28 horse or and the forces. What? So then the decision is

58:38 right. Uh huh. CPO uh is on the CPU utilization will be

58:52 high in that case. Well uh and again over the device and then

59:04 back on your goal because if they , we'll do other things and that's

59:08 until uh huh. Now it holds the ship to the accelerator you in

59:19 case uh, fails to make the a beautiful view. You and the

59:29 . And so there are wait for , see if you proceed it really

59:36 out and get some more and do things. As long as it doesn't

59:42 on the results. Oh is But it needs a result and it's

59:51 and just have to wait. It's in the worst case. And I'll

59:55 you samples all that. Yeah. pretty much every instructive instruction. Shut

60:06 . You give me more to do eastern data from this If you as

60:12 that and then it becomes not Oh my word could be depending

60:20 Okay. I want this and work the people you but it's very busy

60:24 it's just the island is that. as with the document effort.

60:40 Abbott on the Yeah. Uh, in 2000 and you cycles transfer payments

60:52 you really don't. It's so direct you know, all the and institutional

61:04 a patient for producing areas. That's . So it's lots of little financial

61:18 suicide sometimes on herself and versatile. Yeah. Okay. I'm saying was

61:30 for just a memory system system and the beginning was look at the something

61:43 . These are people and they were divorced. But nowadays I still need

61:50 show memory model. Uh huh And notion was that. Oh bad management

61:55 17 investigation individual buildings and the way of the other issues read management rampant

62:07 and then combine them by the combination it with your lawyer. But um

62:15 I think that's what he said. it's can I presume that the program

62:25 full knowledge both of the conviction and harbor and there are thinking uh in

62:31 of Iraq. Uh huh. Uh oral family is a foodie practical program

62:42 very possible now. No no. that so okay that was the first

62:53 going to say now same authority you here is actually a member governments or

63:01 point um it's one of the riding or anything producer. Um So in

63:15 minute issues an open after one stop design. So I don't know I

63:24 focused on managing price and Okay so four officers. So and starting with

63:35 version for oh and if About 10 ago in the economic and mental hospital

63:47 programming. So there uh so uh um the difference was in the the

64:01 . Is it's incredibly simple to use uh yes or no. Oh very

64:08 and it was set up and for of this where thousands. So the

64:14 idea of how I manage particle kids the original opening a few more at

64:20 side for court tv but not only the collection for one dog. They

64:28 some of the concepts that are induced programs in terms of dealing with different

64:36 spaces. They're dealing with difference instruct now. Oh so I was uh

64:51 also basically for open and other programming I was an obvious effort that was

64:59 by. Uh huh. Thank And to combine their companies T.

65:06 . I. So they went off their own and there was provided enough

65:15 consented and then there was able Okay so the old thing there were

65:23 different communities, one program that the and the red boxes open standards.

65:30 was Also corporate interest in the game uh the following 3 uh mhm.

65:43 is not into scholar but it has a strong force in terms of the

65:49 . So there were these two different and and it was okay fine that's

65:59 and uh some point so that was largest ones and reduce the confusion but

66:08 didn't happen. So uh open at time of the ball but stand out

66:18 terms of the big companies uh a or something in terms of the open

66:26 development over time and has become the part of they opened a c

66:35 Got this by the company the Gi was dependent earlier that all the NVIDIA

66:44 in those enormous resources. Uh huh things have unfortunately not convert so it's

66:54 bit for the best up there. here is so and we are and

67:03 of them was a difficult time in life. So off and on.

67:08 almost good years from the scene and so far with all this almost come

67:14 and uh yeah, I mean written the progress in completing the non competitive

67:21 processors, uh more rapids president from FBI and then they also can serious

67:32 Yeah, uh huh. Angela produced year or things get views on the

67:45 under dot com Uh accelerated divine 60 am proceeding uh huh They didn't have

67:57 new units so no, but nothing positioned video are gonna be joined it

68:11 high minded so that's not the So they're not necessarily like together quote

68:19 NBC views And now in the uh to contract at the end of may

68:26 on the next one should start to , it's a start, but I

68:40 one of the serious I'm going to has in the media so into in

68:51 of all of them be an x to accelerate its a very big generated

68:59 and media is loose so it's, does and I produced for the excuse

69:08 the union needs to generate code of hosts of the interest on my so

69:16 produce code for both into processes and are, it appears uh they don't

69:23 do anything important. Indeed, that another competitive Indeed. It.

69:27 there's all this proprieties didn't sound We're in some very attractive. There's no

69:36 . Open empty is evolving and not SCC became an open standards fact.

69:42 , and they don't think that was whole at some point I wish to

69:48 . Hello. And terms of the what they have access to is a

69:57 dick to use. So use tools coal companies that use and in fact

70:07 uh using video tools or open I . Yeah, simple open sec.

70:17 by the media. Oh, it's . And he's something. Yeah.

70:28 . So yeah, so I think a great idea is not the civic

70:35 under medical system uh, in their , they used to be the emperor

70:43 they were part of of ecstasy development they are fine. And they do

70:50 Oh key that support southern manners. can buy the sport, but they're

70:57 is not on their own confirmation harper . Either this person, we're going

71:04 do the central attack or are open the here they are Science Institute.

71:10 computers that are going to Uh Another thing I am also supportable the

71:21 for a long time, but they code for their processes, which we

71:25 have any and they are the That's not I haven't lost because my

71:34 course not. That's good. But was not we can just do something

71:39 under that extension for financial signaling and to worry about one time programming environments

71:46 not. Uh huh. Also about sec. Unfortunately. Practice. All

71:59 . So any questions on that? I'm sorry. It is a mess

72:02 the industry and that converges yet it up. Sorry. They're better than

72:12 company We're starting from one place. . The one I think that we

72:20 had some relationship with the summer. a way of trying to unify a

72:25 environments okay. In the long to their own views and people in the

72:32 but you know, we're not how customers have To unfold. So they

72:37 that they are getting customers to code interviews and stuff so that they can

72:44 kind of programming environment that is an diagnostics of the hard work similarly.

72:52 they realize that they you know, are being the media but the window

72:59 want customers to be able to afford body's efforts that they are trying friends

73:05 umbrella environment signal stick to the hardness people can hold their coach but it's

73:10 there at this point. So there's picture again what it is right there

73:18 a violent through the reconciliation. The opened A B or C. Director

73:27 fire cold. I want to see ? Yeah, specifically. But not

73:36 . But it's just a game Uh huh. But it needs to

73:47 of spread to figure out which is to believe you with its instruction set

73:53 go to the next instruction set, construction sector. So the directors of

74:01 computer figure out what force should become and which wait for what time.

74:09 as the picture of once hello to more structured, what happens there.

74:20 it tends to be Yeah, the is uh, because I am also

74:32 , talk to you about something once , so that they do very good

74:37 that are opposed to the harper uh when it comes to leader by

74:46 Socrates generation those and on top everything their homes and the rest of but

74:56 , it's split the steam on one the device. Optimum coal disobedience.

75:03 they talk. Uh okay, so didn't get that far. But then

75:10 guess some notions here. So here a gun. Now they're beginning to

75:15 that picture. Certain parts of the shows up. Yeah, that's

75:23 And again, if the traveler is to get something out the federal see

75:29 . D Thanks all the earth. worker is I don't the coast back

75:39 , I don't want to see. it's something that they go up one

75:43 the boxes. Something the cd So it's Yeah. Yeah. Central

75:51 that Oh of his breath come The doctor. No. Did you

76:03 that's true. Thank you. Oh then there is a group, It's

76:12 in this or 20 units. Yeah. one is the guy in

76:19 ways that are repeated the four. why indian respect the unions and then

76:27 are groups. Yes indeed the stuff also it's difficult. So started two

76:45 64 of these forest put together that's unit the unit. So this is

76:53 his thanks. Are that is the the instruction set And the only is

77:00 other 40 - 64. That's Yeah. Yeah. Yeah. The

77:08 is lost in the corruption students about . Mhm. In other words very

77:21 crash as a big performance whole. it. So option was supposed to

77:35 I'll get back to that stuff. that's the shows a little bit but

77:38 it see that. Uh huh. I'm gonna lord still do it.

77:49 was some but there was independent company for that now that hopefully India thank

78:02 . So it does can say listen start with that. So actually it

78:13 so worth it. But the problem on and I just it's built help

78:21 to data transfers between the spaces. industry realized that problems difficult.

78:32 So there's also created the illusion I say that there's only one memory specs

78:40 hope that the computer can do the thing. But it's not not exactly

78:46 fact that it's not just for what the other thing is to try to

78:52 out to get the right level of will be able after features and another

79:00 parliament's between. Yeah, seem to it. So the hardest levels of

79:07 train harder. The $3 we get course director units and the grouping into

79:14 the famous speeding up the process, schools, Durant has managed through their

79:23 under the compartmentalized. So you have options of directors for training routine for

79:33 on the complexity of the cold. don't think. I thought I remembered

79:37 groups last coming at us. Probably someday. I think that's all

79:51 called. The stuttering. Well, , what? And somebody else,

80:02 know, it's probably around first. what they call. Yeah. Let

80:11 tremendous multiple dots and ensure that to on. Since I don't have a

80:19 places, most of the answers that finding, the sides are defined.

80:24 had to look up some of the understands and made inside program just close

80:31 the country will finally answer in this . Oh, programming exercise.

80:44 And yeah, interpreters playing some. . All right. Thank you.

81:02 hmm. Yeah. Uh

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