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Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t438.06
|
So one example that I like to use
| 438.06 | 448.46 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t445.42
|
Is if our question
| 445.42 | 451.74 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t449.74
|
Was
| 449.74 | 454.86 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t451.74
|
What is the capital of
| 451.74 | 463.02 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t461.02
|
France
| 461.02 | 474.06 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t466.3
|
The embedding that I will create from that will create a context that looks something like the
| 466.3 | 477.56 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t475.56
|
Capital
| 475.56 | 481.56 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t477.56
|
Of France
| 477.56 | 489.48 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t483.4
|
Is and you know something here we don't know what it will put because it doesn't actually know what the capital France is
| 483.4 | 491.72 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t489.72
|
It's just doing linguistic
| 489.72 | 499.72 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t493.14
|
Transformations to try and figure out what sort of context the answer would come from and then of course when you feed this context
| 493.14 | 502.52 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t500.52
|
into elastic
| 500.52 | 505.08 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t503.08
|
The most similar
| 503.08 | 510.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t505.08
|
Vector will be the one which contains the answer to our question
| 505.08 | 517.24 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t511.64
|
Okay, because the answer to our question which is something like the capital France is Paris now
| 511.64 | 519.24 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t517.56
|
We don't have Paris here
| 517.56 | 526.2 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t519.24
|
But it will be able to figure that out because it will be the most similar sequence to the context that DPR has produced
| 519.24 | 530.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t529.3199999999999
|
Now
| 529.32 | 532.12 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t530.6
|
back to
| 530.6 | 536.52 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t532.12
|
Hugging face here. You can see we have these multiple DPR
| 532.12 | 541 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t536.92
|
Models and what we want is a pair. We want a question encoder
| 536.92 | 547.96 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t541.5600000000001
|
And a ctx which is context encoder now, we'll be using this single nq base
| 541.56 | 550.68 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t548.68
|
So what I'll do is just copy this
| 548.68 | 554.28 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t550.68
|
And in here we just add in our model
| 550.68 | 557.72 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t555.7199999999999
|
Okay, so that's a question encoder
| 555.72 | 562.28 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t559.2399999999999
|
Now what we also need is the context encoder
| 559.24 | 565.64 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t563.64
|
Which is instead of question here
| 563.64 | 568.28 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t566.28
|
We just add ctx
| 566.28 | 572.04 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t568.3599999999999
|
Now we have two other parameters that we need to add in here
| 568.36 | 574.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t572.5999999999999
|
Which is ux and ctx
| 572.6 | 577.32 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t575.3199999999999
|
So we're going to use the same parameter
| 575.32 | 581.72 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t577.32
|
Two other parameters that we need to add in here, which is use gpu
| 577.32 | 587.56 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t581.8000000000001
|
Which is if you're using a gpu, obviously you set this to true. If not you go with faults it will
| 581.8 | 592.04 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t588.6
|
Take a little bit of time to process this if you are not using a gpu though
| 588.6 | 598.2 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t596.2
|
Then we also add embed
| 596.2 | 601.64 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t598.84
|
Title equals true as well now
| 598.84 | 604.28 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t602.7600000000001
|
what we should
| 602.76 | 605.96 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t604.2800000000001
|
see is
| 604.28 | 608.2 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t605.96
|
This will execute without error, hopefully
| 605.96 | 614.68 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t609.48
|
Okay, great. And then what we need to do is update the embeddings within elastix search
| 609.48 | 620.76 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t614.6800000000001
|
So what we've done here is kind of set up the process and now what we need to do is update
| 614.68 | 628.28 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t621.24
|
The documents that we have in elastix search to have dpr embeddings. So to do that we go
| 621.24 | 631.48 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t629.48
|
doc store
| 629.48 | 633.48 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t631.48
|
update embeddings
| 631.48 | 637.8 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t633.48
|
And then in here we pass our retriever
| 633.48 | 644.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t641.24
|
Okay, now this may take well this would be really quick for me
| 641.24 | 650.12 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t644.6
|
We don't have that many documents and even on cpu actually with the lack of documents we have it should be pretty quick
| 644.6 | 652.52 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t651.24
|
so
| 651.24 | 655.42 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t652.52
|
What we see here we created these embeddings
| 652.52 | 659.64 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t656.52
|
And then we posted them again to our
| 656.52 | 662.98 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t660.98
|
index
| 660.98 | 668.1 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t662.98
|
So that is pretty cool and now what we need to do
| 662.98 | 671.54 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t669.0600000000001
|
Is just test that it actually works
| 669.06 | 677.78 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t672.98
|
Now let's go with retriever and this is how we
| 672.98 | 684.68 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t679.3000000000001
|
Get context from our elastix search document store. So right retrieve
| 679.3 | 690.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t684.68
|
And then we pass in a query here so let me just find something here
| 684.68 | 696.52 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t694.28
|
Like what did you learn from your
| 694.28 | 699.3 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t697.3
|
Great grandfather maybe
| 697.3 | 700.92 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t699.88
|
or
| 699.88 | 702.92 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t700.92
|
from various
| 700.92 | 704.44 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t702.92
|
Yeah, let's go
| 702.92 | 706.44 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t704.4399999999999
|
From grandfather. Let's go grandfather
| 704.44 | 710.04 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t708.04
|
So
| 708.04 | 715.56 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t710.04
|
What did you what did your grandfather
| 710.04 | 720.2 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t716.8399999999999
|
Teach you I don't know if this is going to work, but let's see
| 716.84 | 730.04 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t727.48
|
Okay, so you see that we return quite a few
| 727.48 | 732.44 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t730.74
|
Contexts here
| 730.74 | 736.44 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t732.4399999999999
|
Now we haven't set up the full thing. So we're just going to pass in a query
| 732.44 | 741 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t736.44
|
Here now we haven't set up the full thing. So we're just returning
| 736.44 | 746.76 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t741.72
|
What it sees as being relevant context. We are not actually extracting an answer out yet
| 741.72 | 749 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t746.7600000000001
|
Because that will be the job of our reader model
| 746.76 | 757.8 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t750.6
|
So what we have is from my great grandfather we have that one so it's okay
| 750.6 | 763.16 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t757.8
|
Some other ones here
| 757.8 | 769.5 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t767.0
|
Let's type in grandfather
| 767 | 777.88 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t774.04
|
Okay, so it's just returning that one which is fine it's not perfect but
| 774.04 | 782.68 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t778.92
|
What we would expect to do in reality is return more
| 778.92 | 786.2 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t783.7199999999999
|
So let's try another one
| 783.72 | 788.2 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t786.2
|
as well
| 786.2 | 794.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t789.24
|
And let's say who taught you about freedom of will
| 789.24 | 806.2 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t803.0
|
Who taught the freedom of will
| 803 | 813.4 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t806.2
|
And we see here okay in the first one we don't get the correct answer that we want or the correct context
| 806.2 | 816.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t814.2
|
And we go down and I saw
| 814.2 | 819.48 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t817.48
|
There he is. So
| 817.48 | 820.84 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t819.6400000000001
|
here
| 819.64 | 822.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t820.84
|
is the
| 820.84 | 824.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t822.6
|
Context that we wanted to return
| 822.6 | 828.6 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t825.24
|
So it returns that as the fourth best context
| 825.24 | 831.72 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t829.32
|
Which is fine because it's not
| 829.32 | 835.32 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t831.72
|
We kind of expect that to sort those a little bit better than our
| 831.72 | 838.12 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t836.36
|
Retriever model
| 836.36 | 840.12 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t838.12
|
This is pretty cool. And I think
| 838.12 | 843.56 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t840.6800000000001
|
Definitely a good start. So now what we have
| 840.68 | 847 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t845.0
|
Retrieved for meditations
| 845 | 849.08 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t847.08
|
Set up our document store
| 847.08 | 854.12 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t850.36
|
And now we have also set up our retrieval
| 850.36 | 856.92 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t854.9200000000001
|
So we can see that
| 854.92 | 861.58 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t856.92
|
And now we have also set up our retrieval
| 856.92 | 865.56 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t863.3199999999999
|
So we can also cross that off
| 863.32 | 870.84 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t867.4799999999999
|
And next thing is our reader model
| 867.48 | 879.16 |
Q&A Document Retrieval With DPR
|
2021-04-15 15:00:10 UTC
|
https://youtu.be/DBsxUSUhfRg
|
DBsxUSUhfRg
|
UCv83tO5cePwHMt1952IVVHw
|
DBsxUSUhfRg-t874.12
|
So, I think that's it for this video in the next one, of course, we'll move on to that reader model
| 874.12 | 882.04 |
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