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[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
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[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
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] | p | In this case, you are storing books, so we are calling it my_books. | [
"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 901 |
[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1) | [
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] | li | Use recreate_collection if you are experimenting and running the script several times. | [
"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 902 |
[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1) | [
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] | li | This function will first try to remove an existing collection with the same name. | [
"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 903 |
[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1) > p | [
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"documentation",
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"documentation/tutorials/search-beginners"
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[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1) > p | [
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[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2) | [
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[
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"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2) | [
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[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2) | [
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] | li | You can also use model.get_sentence_embedding_dimension() to get the dimensionality of the model you are using. | [
"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 908 |
[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2) > p | [
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] | p | You can also use model.get_sentence_embedding_dimension() to get the dimensionality of the model you are using. | [
"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 911 |
[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3) | [
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[
"Semantic Search 101 - Qdrant",
"4. Create a collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3) > p | [
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[
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[
"Semantic Search 101 - Qdrant",
"5. Upload data to collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(12) | [
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"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 917 |
[
"Semantic Search 101 - Qdrant",
"5. Upload data to collection"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(12) | [
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[
"Semantic Search 101 - Qdrant"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(7) | [
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[
"Semantic Search 101 - Qdrant"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(7) | [
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[
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[
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[
"Semantic Search 101 - Qdrant",
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[
"Semantic Search 101 - Qdrant"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(2) | [
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[
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"documentation",
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[
"Semantic Search 101 - Qdrant",
"Narrow down the query"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(18) | [
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"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
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[
"Semantic Search 101 - Qdrant"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(8) | [
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"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
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[
"Semantic Search 101 - Qdrant",
"Next Steps"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(19) | [
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"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 930 |
[
"Semantic Search 101 - Qdrant",
"Next Steps"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(19) | [
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] | p | Trust us, the rest of Qdrant is not that complicated, either. | [
"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 931 |
[
"Semantic Search 101 - Qdrant",
"Next Steps"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(19) | [
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] | p | For your next tutorial you should try building an actual Neural Search Service with a complete API and a dataset. | [
"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 932 |
[
"Semantic Search 101 - Qdrant"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(9) | [
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[
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"Return to the bash shell"
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[
"Semantic Search 101 - Qdrant",
"Return to the bash shell"
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] | li | Press Ctrl+D to exit the Python prompt (>>>). | [
"documentation",
"documentation/tutorials",
"documentation/tutorials/search-beginners"
] | 935 |
[
"Semantic Search 101 - Qdrant",
"Return to the bash shell"
] | /documentation/tutorials/search-beginners/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ol > li:nth-of-type(2) | [
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[
"Qdrant 1.7.0 has just landed! - Qdrant"
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[
"Qdrant 1.7.0 has just landed! - Qdrant"
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] | p | Please welcome the long-awaited Qdrant 1.7.0 release. | [
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"articles/qdrant-1.7.x"
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[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Qdrant 1.7.0 has just landed!"
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"articles",
"articles/qdrant-1.7.x"
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[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Qdrant 1.7.0 has just landed!"
] | /articles/qdrant-1.7.x/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(1) | [
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[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Qdrant 1.7.0 has just landed!"
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"Qdrant 1.7.0 has just landed!"
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"articles",
"articles/qdrant-1.7.x"
] | 949 |
[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Qdrant 1.7.0 has just landed!"
] | /articles/qdrant-1.7.x/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(1) | [
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] | p | But there is more to it! | [
"articles",
"articles/qdrant-1.7.x"
] | 950 |
[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Qdrant 1.7.0 has just landed!"
] | /articles/qdrant-1.7.x/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(1) | [
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"Qdrant 1.7.0 has just landed!"
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[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Qdrant 1.7.0 has just landed!"
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[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Qdrant 1.7.0 has just landed!"
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"Qdrant 1.7.0 has just landed!"
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"Qdrant 1.7.0 has just landed!"
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[
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"Sparse vectors"
] | /articles/qdrant-1.7.x/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4) | [
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"articles",
"articles/qdrant-1.7.x"
] | 965 |
[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Sparse vectors"
] | /articles/qdrant-1.7.x/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4) | [
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"articles/qdrant-1.7.x"
] | 966 |
[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Sparse vectors"
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[
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"Sparse vectors"
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] | p | And responding to this popular demand, we’ve now introduced sparse vectors! | [
"articles",
"articles/qdrant-1.7.x"
] | 972 |
[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Sparse vectors"
] | /articles/qdrant-1.7.x/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(7) | [
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[
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[
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"articles",
"articles/qdrant-1.7.x"
] | 980 |
[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Discovery API"
] | /articles/qdrant-1.7.x/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(9) | [
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[
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"Discovery API"
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[
"Qdrant 1.7.0 has just landed! - Qdrant",
"Discovery API"
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[
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[
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"User-defined sharding"
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[
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"User-defined sharding"
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"articles",
"articles/qdrant-1.7.x"
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[
"Qdrant 1.7.0 has just landed! - Qdrant",
"User-defined sharding"
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[
"Qdrant 1.7.0 has just landed! - Qdrant",
"User-defined sharding"
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Subsets and Splits