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Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1460.44
|
a centroid. So this one would also be run through one. So each subset of vector slices
| 1,460.44 | 1,476.6 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1467.8400000000001
|
is going to be run through its own clustering algorithm, creating these centroids. And these
| 1,467.84 | 1,485.36 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1476.6000000000001
|
centroids are smaller in size than the original sub vectors here. And what we do is for each
| 1,476.6 | 1,493.84 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1485.36
|
of these sub vectors, so each of these sub vectors, they get pulled into here. So maybe
| 1,485.36 | 1,502.68 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1493.84
|
this one is here and it gets assigned to its nearest centroid. And then we take that assignment
| 1,493.84 | 1,512.64 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1502.6799999999998
|
all the way back over here and add it into our vector. So this is centroid three, for
| 1,502.68 | 1,520.24 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1512.64
|
example. And when I say assign it back, it's probably the wrong way to think about it.
| 1,512.64 | 1,530.92 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1520.24
|
Maybe it's more like this. So it becomes a new vector built from those centroid IDs.
| 1,520.24 | 1,540 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1530.92
|
Okay. So this would be three. Now, what that does is essentially reduces the size of our
| 1,530.92 | 1,550.24 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1540.0
|
vectors, but pretty significantly, depending on what dimensions we use there. So let's
| 1,540 | 1,558.56 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1550.24
|
go back to the code. Let's implement that. Now, we need to define two new variables here.
| 1,550.24 | 1,567.68 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1558.56
|
So m, which is going to be the number of centroids in the final vector. So one thing that we
| 1,558.56 | 1,577.08 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1567.68
|
do need to know with m is that m must be, we must be able to multiply m into d. So what
| 1,567.68 | 1,591 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1577.0800000000002
|
is our d value? It's 100. I can't remember. Where are we? Let me check. So 768. Now we
| 1,577.08 | 1,597.8 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1591.0
|
should be able to divide that into eight, I think. Yeah. So this is good. We can use
| 1,591 | 1,603.12 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1597.8
|
eight for m, but we couldn't use something like five. Because if we do five, we see that
| 1,597.8 | 1,615.44 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1603.12
|
d doesn't fit. So five doesn't fit nicely into d, whereas eight does. So m or d must
| 1,603.12 | 1,622.48 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1615.44
|
be a multiple of m. Otherwise we're going to get an error. And that's because of the
| 1,615.44 | 1,631.08 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1622.48
|
way that those vectors are broken down into the final centroid ID vectors. And we also
| 1,622.48 | 1,636.88 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1631.0800000000002
|
need to specify the number of bits within each of those centroids. So this value, we
| 1,631.08 | 1,643.44 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1636.88
|
can use what we want. I'm going to use eight. And then we can set up our index and also
| 1,636.88 | 1,648.08 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1643.44
|
the quantizer. So we use a quantizer as we did before. So the quantizer is going to be
| 1,643.44 | 1,662.68 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1648.0800000000002
|
fice.index flat L2 d. And also our index here is going to be, so this is a new one. This
| 1,648.08 | 1,670.24 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1662.68
|
is index IVFPQ. So it's not a flat vector anymore, which is the full vector. It's a
| 1,662.68 | 1,678.52 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1670.24
|
quantized vector. So where we have reduced the size of it through this, through the method
| 1,670.24 | 1,687.52 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1678.52
|
I explained before, where we drew it out. Now we need to pass a few arguments into here.
| 1,678.52 | 1,698.2 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1687.52
|
First one is the quantizer. So the quantizer d, which is our own dimensionality, n list,
| 1,687.52 | 1,711.4 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1698.2
|
m and bits. So pass all those to our index. Sorry, we need to put fice there as well.
| 1,698.2 | 1,716.4 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1711.4
|
And there we go. So we now have our index again. You may have guessed that we might
| 1,711.4 | 1,724.6 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1716.4
|
need to train this one. There we go. So to train it, we just write index.train, that's
| 1,716.4 | 1,732.68 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1724.6
|
our sentence embeddings. Okay. So it might take a little bit longer this time. There
| 1,724.6 | 1,739.76 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1732.6799999999998
|
we go. And then we can add our vectors. Now, after adding those, let's see how quick this
| 1,732.68 | 1,744.28 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1739.76
|
is. Should be a lot quicker or a fair bit quicker. It's hard to get much quicker than
| 1,739.76 | 1,751.72 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1744.28
|
the last one. So we're going to use the same code as before. So I'm going to take this
| 1,744.28 | 1,762.08 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1751.72
|
down here. See, 2.86. So we've gotten a lot faster. So we've gone from, what's up here,
| 1,751.72 | 1,773.32 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1762.08
|
57 milliseconds down to two. Now, there is one thing here. These values are now different.
| 1,762.08 | 1,783.16 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1773.32
|
So the accuracy has decreased. So if we, where is the last one here? So you can see that
| 1,773.32 | 1,789.12 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1783.1599999999999
|
we are getting, so we have the 190. We still have that one. And we have the 12, 4, 6, 5.
| 1,783.16 | 1,795.24 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1789.12
|
But these two at the front are now different. And this is just, it's on the trade-offs of
| 1,789.12 | 1,804.26 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1795.24
|
accuracy versus speed. So if we come down here, let's give that a go. Let's have a look
| 1,795.24 | 1,814.28 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1804.26
|
at what we are pulling through. So I'll copy this again. Let's just see. So we have these.
| 1,804.26 | 1,820.24 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1814.28
|
I mean, although the accuracy has decreased technically because it's not getting the same
| 1,814.28 | 1,826.48 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1820.24
|
results as the exhaustive search, they're still pretty good results. So I mean, nonetheless,
| 1,820.24 | 1,834.92 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1826.48
|
I think that is pretty cool. So let's have a look at, let's compare this to our previous
| 1,826.48 | 1,842.92 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1834.92
|
two other methods in terms of, as we did before, the graphs. So here is that final one. So
| 1,834.92 | 1,851.08 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1842.92
|
we have IVF PQ along the bottom. Yeah, it's a lot faster, right? And then we have IVF
| 1,842.92 | 1,861.48 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1851.0800000000002
|
flat with a end period value of 10, much faster than L2, but still not quite as fast as PQ.
| 1,851.08 | 1,866.44 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1861.48
|
And then we have flat L2 at the top, which obviously, and just as well, just be aware
| 1,861.48 | 1,871.92 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1866.44
|
on the left here, we have a log scale. So the differences are pretty significant when
| 1,866.44 | 1,882.8 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1871.92
|
we get up to the 1 million mark. So I think that's it for this video. So I think obviously
| 1,871.92 | 1,887.92 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1882.8000000000002
|
FIESS is pretty cool, definitely really useful. And I think we're definitely going to explore
| 1,882.8 | 1,894.88 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1887.92
|
it more in the future. So for now, that's it. So thank you for watching and I'll see
| 1,887.92 | 1,903.4 |
Faiss - Introduction to Similarity Search
|
2021-07-13 15:00:19 UTC
|
https://youtu.be/sKyvsdEv6rk
|
sKyvsdEv6rk
|
UCv83tO5cePwHMt1952IVVHw
|
sKyvsdEv6rk-t1894.88
| 1,894.88 | 1,903.4 |
|
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t0.0
|
Hi, in this video we're going to be having a look at how we can deploy a plastic API
| 0 | 7.84 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t5.2
|
using Google's cloud platform or GCP.
| 5.2 | 13.36 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t8.64
|
So it's actually a very simple process and we're going to jump straight into it.
| 8.64 | 20.72 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t14.0
|
So we want to go to Google and first thing I'm going to do is actually go to the GCP console.
| 14 | 26.24 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t20.72
|
So we just write GCP console and we just click here.
| 20.72 | 28.56 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t26.24
|
And that should bring you through to this page.
| 26.24 | 33.12 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t28.56
|
If you already have an account, if you don't, you will need to obviously create an account.
| 28.56 | 38.88 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t33.6
|
But once you have your account, you come over here, you can either come up here to create a project,
| 33.6 | 42.72 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t38.879999999999995
|
or you just click on this button here, create project.
| 38.88 | 46.4 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t43.76
|
And I'm just going to call mine, flask API.
| 43.76 | 51.6 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t48.16
|
You will need to set up a billing account if you haven't already.
| 48.16 | 53.76 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t51.599999999999994
|
Mine is already set, so I don't need to do anything there.
| 51.6 | 55.36 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t53.76
|
Now just come to create.
| 53.76 | 60.88 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t56.879999999999995
|
Okay, that will take a moment for it to actually create a project.
| 56.88 | 66.08 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t61.68
|
Okay, but once it is done, we will see we have this project ID here.
| 61.68 | 67.84 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t66.08
|
We're going to need to keep that.
| 66.08 | 69.04 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t67.84
|
So I'm just going to copy it now.
| 67.84 | 70.4 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t69.03999999999999
|
So we're going to be using it later.
| 69.04 | 76.16 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t71.12
|
And we need to initialize the cloud build API.
| 71.12 | 78.96 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t77.52
|
So we come up here.
| 77.52 | 81.12 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t78.96
|
And we just want to click on this first link here.
| 78.96 | 89.36 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t83.91999999999999
|
And what we do is enable this API for this specific project.
| 83.92 | 94.32 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t89.36
|
So you need to make sure at the top here you have your your flask API project set.
| 89.36 | 100.8 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t96.63999999999999
|
So again, that will take a moment to actually install.
| 96.64 | 103.76 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t101.67999999999999
|
And then we can go ahead and create a project.
| 101.68 | 105.68 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t103.75999999999999
|
So I'm going to go ahead and create a project.
| 103.76 | 109.68 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t105.68
|
That will take a moment to actually install.
| 105.68 | 117.68 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t109.68
|
And the final thing that we need to set up is we need to install the GCP SDK.
| 109.68 | 123.2 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t117.68
|
So all I'm going to type into Google is GCP SDK install.
| 117.68 | 128.72 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t125.28
|
And you see, okay, we have this first link here, install in cloud SDK.
| 125.28 | 129.28 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t128.72
|
Click on that.
| 128.72 | 131.68 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t130.08
|
And you just follow through.
| 130.08 | 135.68 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t131.68
|
These instructions are pretty basic for whichever OS you're using.
| 131.68 | 137.28 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t135.68
|
So for me, I'm Mac.
| 135.68 | 140.16 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t138.32
|
Click here, install this.
| 138.32 | 148.16 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t140.88
|
And then I have the G Cloud SDK on my terminal.
| 140.88 | 151.04 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t149.12
|
So I'm going to switch over to VS Code.
| 149.12 | 156.64 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t151.04000000000002
|
And we'll take a look at what all this actually looks like in our code
| 151.04 | 160.48 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t156.64000000000001
|
and actually creating our API and deploying it.
| 156.64 | 163.2 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t160.48
|
Okay, so I'm in VS Code now.
| 160.48 | 166.16 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t163.2
|
I have this little directory.
| 163.2 | 167.68 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t166.16
|
It's just an API.
| 166.16 | 173.44 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t168.48
|
We created this in the previous video series and an article.
| 168.48 | 175.68 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t173.44
|
So you can have a look at that if you want.
| 173.44 | 178.56 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t175.67999999999998
|
But the content of this isn't particularly important.
| 175.68 | 183.52 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t178.56
|
As a note, we're importing some data from some files here.
| 178.56 | 187.6 |
API Series #3 - How to Deploy Flask APIs to the Cloud (GCP)
|
2021-11-02 14:30:00 UTC
|
https://youtu.be/3fsIcMgUOY8
|
3fsIcMgUOY8
|
UCv83tO5cePwHMt1952IVVHw
|
3fsIcMgUOY8-t184.16
|
And we have these two endpoints, users and locations.
| 184.16 | 188.4 |
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