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[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Retrieving Data from Discord"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(4)
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p
|
To generate structured data from Discord using the Unstructured CLI, run the following command with the channel IDs:
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,600 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Retrieving Data from Discord"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(5)
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p
|
This command downloads and structures the data in the "discord-output" directory.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,601 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Retrieving Data from Discord"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(6)
|
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] |
p
|
For a complete list of options supported by this source, run:
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,602 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h3:nth-of-type(3)
|
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h3
|
Ingesting into Qdrant
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,603 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(7)
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p
|
Before loading the data, set up a collection with the information you need for the following REST call.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,604 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(7)
|
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] |
p
|
In this example we use a local Huggingface model generating 384-dimensional embeddings.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,605 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(7)
|
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p
|
You can create a Qdrant API key and set names for your Qdrant collections.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,606 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
|
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] |
p
|
We set up the collection with the following command:
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,607 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
|
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] |
p
|
You should receive a response similar to:
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,608 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(10)
|
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] |
p
|
To ingest the Discord data into Qdrant, run:
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,609 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
|
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] |
p
|
This command loads structured Discord data into Qdrant with sensible defaults.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,610 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
|
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p
|
You can configure the data fields for which embeddings are generated in the command options.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,611 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
|
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p
|
Qdrant ingestion also supports partitioning and chunking of your data, configurable directly from the CLI.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,612 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
|
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] |
p
|
Learn more about it in the Unstructured documentation.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,613 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
|
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] |
p
|
To list all the supported options of the Qdrant ingestion destination, run:
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,614 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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] |
p
|
Unstructured can also be used programmatically or via the hosted API.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,615 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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] |
p
|
Refer to the Unstructured Reference Manual.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,616 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Ingesting into Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
|
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p
|
For more information about the Qdrant ingest destination, review how Unstructured.io configures their Qdrant interface.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,617 |
[
"Unstructured - Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(1)
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p
|
Building powerful applications with Qdrant starts with loading vector representations into the system.
|
[
"tags",
"tags/unstructured"
] | 17,618 |
[
"Unstructured - Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(1)
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p
|
Traditionally, this involves scraping or extracting data from sources, performing operations such as cleaning, chunking, and generating embeddings, and finally loading it into Qdrant.
|
[
"tags",
"tags/unstructured"
] | 17,619 |
[
"Unstructured - Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(1)
|
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p
|
While this process can be complex, Unstructured.io includes Qdrant as an ingestion destination.
|
[
"tags",
"tags/unstructured"
] | 17,620 |
[
"Unstructured - Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
|
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p
|
In this blog post, we’ll demonstrate how to load data into Qdrant from the channels of a Discord server.
|
[
"tags",
"tags/unstructured"
] | 17,621 |
[
"Unstructured - Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
|
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] |
p
|
You can use a similar process for the 20+ vetted data sources supported by Unstructured.
|
[
"tags",
"tags/unstructured"
] | 17,622 |
[
"Unstructured - Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > h3:nth-of-type(1)
|
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h3
|
Prerequisites
|
[
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[
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/tags/unstructured/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1)
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li
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A running Qdrant instance.
|
[
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[
"Unstructured - Qdrant",
"Prerequisites"
] |
/tags/unstructured/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1)
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li
|
Refer to our Quickstart guide to set up an instance.
|
[
"tags",
"tags/unstructured"
] | 17,625 |
[
"Unstructured - Qdrant",
"Prerequisites"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2)
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li
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A Discord bot token.
|
[
"tags",
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[
"Unstructured - Qdrant",
"Prerequisites"
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/tags/unstructured/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2)
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li
|
Generate one here after adding the bot to your server.
|
[
"tags",
"tags/unstructured"
] | 17,627 |
[
"Unstructured - Qdrant",
"Prerequisites"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3)
|
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li
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Unstructured CLI with the required extras.
|
[
"tags",
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[
"Unstructured - Qdrant",
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/tags/unstructured/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3)
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li
|
For more information, see the Discord Getting Started guide.
|
[
"tags",
"tags/unstructured"
] | 17,629 |
[
"Unstructured - Qdrant",
"Prerequisites"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3)
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] |
li
|
Install it with the following command:
|
[
"tags",
"tags/unstructured"
] | 17,630 |
[
"Unstructured - Qdrant",
"Prerequisites"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(3)
|
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0.03070014715194702,
0.020737888291478157,
0.047590337693691254,
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] |
p
|
Once you have the prerequisites in place, let’s begin the data ingestion.
|
[
"tags",
"tags/unstructured"
] | 17,631 |
[
"Unstructured - Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > h3:nth-of-type(2)
|
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] |
h3
|
Retrieving Data from Discord
|
[
"tags",
"tags/unstructured"
] | 17,632 |
[
"Unstructured - Qdrant",
"Retrieving Data from Discord"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(4)
|
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] |
p
|
To generate structured data from Discord using the Unstructured CLI, run the following command with the channel IDs:
|
[
"tags",
"tags/unstructured"
] | 17,633 |
[
"Unstructured - Qdrant",
"Retrieving Data from Discord"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(5)
|
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0.009341920726001263,
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] |
p
|
This command downloads and structures the data in the "discord-output" directory.
|
[
"tags",
"tags/unstructured"
] | 17,634 |
[
"Unstructured - Qdrant",
"Retrieving Data from Discord"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(6)
|
[
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For a complete list of options supported by this source, run:
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[
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"tags/unstructured"
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[
"Unstructured - Qdrant"
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > h3:nth-of-type(3)
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h3
|
Ingesting into Qdrant
|
[
"tags",
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[
"Unstructured - Qdrant",
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/tags/unstructured/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
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p
|
Before loading the data, set up a collection with the information you need for the following REST call.
|
[
"tags",
"tags/unstructured"
] | 17,637 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
|
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] |
p
|
In this example we use a local Huggingface model generating 384-dimensional embeddings.
|
[
"tags",
"tags/unstructured"
] | 17,638 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
|
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] |
p
|
You can create a Qdrant API key and set names for your Qdrant collections.
|
[
"tags",
"tags/unstructured"
] | 17,639 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(8)
|
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p
|
We set up the collection with the following command:
|
[
"tags",
"tags/unstructured"
] | 17,640 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(9)
|
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p
|
You should receive a response similar to:
|
[
"tags",
"tags/unstructured"
] | 17,641 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(10)
|
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p
|
To ingest the Discord data into Qdrant, run:
|
[
"tags",
"tags/unstructured"
] | 17,642 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
|
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] |
p
|
This command loads structured Discord data into Qdrant with sensible defaults.
|
[
"tags",
"tags/unstructured"
] | 17,643 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
|
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p
|
You can configure the data fields for which embeddings are generated in the command options.
|
[
"tags",
"tags/unstructured"
] | 17,644 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
|
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] |
p
|
Qdrant ingestion also supports partitioning and chunking of your data, configurable directly from the CLI.
|
[
"tags",
"tags/unstructured"
] | 17,645 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
|
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p
|
Learn more about it in the Unstructured documentation.
|
[
"tags",
"tags/unstructured"
] | 17,646 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(12)
|
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] |
p
|
To list all the supported options of the Qdrant ingestion destination, run:
|
[
"tags",
"tags/unstructured"
] | 17,647 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(13)
|
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p
|
Unstructured can also be used programmatically or via the hosted API.
|
[
"tags",
"tags/unstructured"
] | 17,648 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(13)
|
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p
|
Refer to the Unstructured Reference Manual.
|
[
"tags",
"tags/unstructured"
] | 17,649 |
[
"Unstructured - Qdrant",
"Ingesting into Qdrant"
] |
/tags/unstructured/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(14)
|
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p
|
For more information about the Qdrant ingest destination, review how Unstructured.io configures their Qdrant interface.
|
[
"tags",
"tags/unstructured"
] | 17,650 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(1) > h1
|
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h1
|
Chat with a codebase using Qdrant and N8N
|
[
"blog",
"blog/qdrant-n8n"
] | 17,651 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Chat with a codebase using Qdrant and N8N"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
|
n8n (pronounced n-eight-n) helps you connect any app with an API.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,652 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Chat with a codebase using Qdrant and N8N"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
|
You can then manipulate its data with little or no code.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,653 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Chat with a codebase using Qdrant and N8N"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
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With the Qdrant node on n8n, you can build AI-powered workflows visually.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,654 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Chat with a codebase using Qdrant and N8N"
] |
/blog/qdrant-n8n/
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p
|
Let’s go through the process of building a workflow.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,655 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Chat with a codebase using Qdrant and N8N"
] |
/blog/qdrant-n8n/
|
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p
|
We’ll build a chat with a codebase service.
|
[
"blog",
"blog/qdrant-n8n"
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[
"Chat with a codebase using Qdrant and N8N - Qdrant"
] |
/blog/qdrant-n8n/
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h2
|
Prerequisites
|
[
"blog",
"blog/qdrant-n8n"
] | 17,657 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Prerequisites"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(1) > li:nth-of-type(1)
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li
|
A running Qdrant instance.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,658 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Prerequisites"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(1) > li:nth-of-type(1)
|
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li
|
If you need one, use our Quick start guide to set it up.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,659 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Prerequisites"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(1) > li:nth-of-type(2)
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li
|
An OpenAI API Key.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,660 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Prerequisites"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(1) > li:nth-of-type(2)
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li
|
Retrieve your key from the OpenAI API page for your account.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,661 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Prerequisites"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(1) > li:nth-of-type(3)
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li
|
A GitHub access token.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,662 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Prerequisites"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(1) > li:nth-of-type(3)
|
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li
|
If you need to generate one, start at the GitHub Personal access tokens page.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,663 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h2:nth-of-type(2)
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h2
|
Building the App
|
[
"blog",
"blog/qdrant-n8n"
] | 17,664 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Building the App"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(3)
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p
|
Our workflow has two components.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,665 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Building the App"
] |
/blog/qdrant-n8n/
|
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p
|
Refer to the n8n quick start guide to get acquainted with workflow semantics.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,666 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Building the App"
] |
/blog/qdrant-n8n/
|
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li
|
A workflow to ingest a GitHub repository into Qdrant
|
[
"blog",
"blog/qdrant-n8n"
] | 17,667 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Building the App"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(2) > li:nth-of-type(2)
|
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A workflow for a chat service with the ingested documents
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[
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[
"Chat with a codebase using Qdrant and N8N - Qdrant"
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/blog/qdrant-n8n/
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html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h4:nth-of-type(1)
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h4
|
Workflow 1: GitHub Repository Ingestion into Qdrant
|
[
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[
"Chat with a codebase using Qdrant and N8N - Qdrant",
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/blog/qdrant-n8n/
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] |
p
|
For this workflow, we’ll use the following nodes:
|
[
"blog",
"blog/qdrant-n8n"
] | 17,670 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(1)
|
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li
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Qdrant Vector Store - Insert: Configure with Qdrant credentials and a collection name.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,671 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(1)
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li
|
If the collection doesn’t exist, it’s automatically created with the appropriate configurations.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,672 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(1) > p
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p
|
Qdrant Vector Store - Insert: Configure with Qdrant credentials and a collection name.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,673 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(1) > p
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p
|
If the collection doesn’t exist, it’s automatically created with the appropriate configurations.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,674 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(2)
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li
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GitHub Document Loader: Configure the GitHub access token, repository name, and branch.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,675 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(2)
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li
|
In this example, we’ll use qdrant/demo-food-discovery@main.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,676 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(2) > p
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p
|
GitHub Document Loader: Configure the GitHub access token, repository name, and branch.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,677 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(2) > p
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p
|
In this example, we’ll use qdrant/demo-food-discovery@main.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,678 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(3)
|
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li
|
Embeddings OpenAI: Configure with OpenAI credentials and the embedding model options.
|
[
"blog",
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] | 17,679 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(3)
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li
|
We use the text-embedding-ada-002 model.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,680 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(3) > p
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p
|
Embeddings OpenAI: Configure with OpenAI credentials and the embedding model options.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,681 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(3) > p
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p
|
We use the text-embedding-ada-002 model.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,682 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
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/blog/qdrant-n8n/
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[
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[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(4)
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li
|
We use the defaults in this example.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,684 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(4) > p
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p
|
Recursive Character Text Splitter: Configure the text splitter options.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,685 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(3) > li:nth-of-type(4) > p
|
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] |
p
|
We use the defaults in this example.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,686 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(6)
|
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p
|
Connect the workflow to a manual trigger.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,687 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(6)
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p
|
Click “Test Workflow” to run it.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,688 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 1: GitHub Repository Ingestion into Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(6)
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p
|
You should be able to see the progress in real-time as the data is fetched from GitHub, transformed into vectors and loaded into Qdrant.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,689 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h4:nth-of-type(2)
|
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h4
|
Workflow 2: Chat Service with Ingested Documents
|
[
"blog",
"blog/qdrant-n8n"
] | 17,690 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
|
The workflow use the following nodes:
|
[
"blog",
"blog/qdrant-n8n"
] | 17,691 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(4) > li:nth-of-type(1)
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li
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Qdrant Vector Store - Retrieve: Configure with Qdrant credentials and the name of the collection the data was loaded into in workflow 1.
|
[
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[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(4) > li:nth-of-type(1) > p
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p
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Qdrant Vector Store - Retrieve: Configure with Qdrant credentials and the name of the collection the data was loaded into in workflow 1.
|
[
"blog",
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] | 17,693 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(4) > li:nth-of-type(2)
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li
|
Retrieval Q&A Chain: Configure with default values.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,694 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(4) > li:nth-of-type(2) > p
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p
|
Retrieval Q&A Chain: Configure with default values.
|
[
"blog",
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] | 17,695 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(4) > li:nth-of-type(3)
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li
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Embeddings OpenAI: Configure with OpenAI credentials and the embedding model options.
|
[
"blog",
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] | 17,696 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(4) > li:nth-of-type(3)
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li
|
We use the text-embedding-ada-002 model.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,697 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(4) > li:nth-of-type(3) > p
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p
|
Embeddings OpenAI: Configure with OpenAI credentials and the embedding model options.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,698 |
[
"Chat with a codebase using Qdrant and N8N - Qdrant",
"Workflow 2: Chat Service with Ingested Documents"
] |
/blog/qdrant-n8n/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul:nth-of-type(4) > li:nth-of-type(3) > p
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p
|
We use the text-embedding-ada-002 model.
|
[
"blog",
"blog/qdrant-n8n"
] | 17,699 |
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