Weaviate Similarity Search Azure Openai

Similarity Search Azure Openai

vector-searchazure-openaivector-databaseretrieval-augmented-generationllm-frameworksweaviate-featuresfunction-callingweaviate-recipesmodel-providersPythongenerative-ai

alph-notebooks/weaviate-recipes / similarity_search_azure_openai.ipynb

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Similarity Search with Azure OpenAI

This recipe will show you how to run semantic search with embeddings from Azure OpenAI.

Requirements

Weaviate cluster
1. You can create a 14-day free sandbox on WCD
2. Embedded Weaviate
3. Local deployment
4. Other options
Azure API key. Grab one here.

Import Dependencies, Libraries, and Keys

[ ]

[1]

Connect to Weaviate

Only choose one option from the below.

Weaviate Cloud Deployment

[2]

True

Embedded Weaviate

[ ]

Local Deployment

[ ]

Create a collection

Collection stores your data and vector embeddings.

[3]

Successfully created collection: JeopardyQuestion.

Import the Data

[4]

Insert complete.

Query Weaviate: Similarity Search (Text objects)

Similarity search options for text objects in Weaviate:

`nearText` Example

Find a JeopardyQuestion about "animals in movies". Limit it to only 4 responses.

[5]

ID: 80834d59-c3f6-4ca1-886b-ea790b8a60f1
Data: {
  "answer": "Antelope",
  "question": "Weighing around a ton, the eland is the largest species of this animal in Africa",
  "category": "ANIMALS"
} 

ID: c8720c6c-1dd7-4572-9625-a7cc71a4b96d
Data: {
  "answer": "Elephant",
  "question": "It's the only living mammal in the order Proboseidea",
  "category": "ANIMALS"
} 

ID: dd160788-07a4-48ea-96d9-a328a5660827
Data: {
  "answer": "the nose or snout",
  "question": "The gavial looks very much like a crocodile except for this bodily feature",
  "category": "ANIMALS"
} 

ID: fd15dd89-5da9-4017-902f-548349ff87d9
Data: {
  "answer": "the diamondback rattler",
  "question": "Heaviest of all poisonous snakes is this North American rattlesnake",
  "category": "ANIMALS"
}

Return vector embeddings

[6]

ID: 80834d59-c3f6-4ca1-886b-ea790b8a60f1
Data: {
  "answer": "Antelope",
  "question": "Weighing around a ton, the eland is the largest species of this animal in Africa",
  "category": "ANIMALS"
}
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ID: c8720c6c-1dd7-4572-9625-a7cc71a4b96d
Data: {
  "answer": "Elephant",
  "question": "It's the only living mammal in the order Proboseidea",
  "category": "ANIMALS"
}
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ID: dd160788-07a4-48ea-96d9-a328a5660827
Data: {
  "answer": "the nose or snout",
  "question": "The gavial looks very much like a crocodile except for this bodily feature",
  "category": "ANIMALS"
}
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ID: fd15dd89-5da9-4017-902f-548349ff87d9
Data: {
  "answer": "the diamondback rattler",
  "question": "Heaviest of all poisonous snakes is this North American rattlesnake",
  "category": "ANIMALS"
}
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Now, also request the distance for each returned item.

[7]

ID: 80834d59-c3f6-4ca1-886b-ea790b8a60f1
Distance: 0.4886343479156494
Data: {'answer': 'Antelope', 'question': 'Weighing around a ton, the eland is the largest species of this animal in Africa', 'category': 'ANIMALS'} 

ID: c8720c6c-1dd7-4572-9625-a7cc71a4b96d
Distance: 0.6216651797294617
Data: {'answer': 'Elephant', 'question': "It's the only living mammal in the order Proboseidea", 'category': 'ANIMALS'} 

ID: dd160788-07a4-48ea-96d9-a328a5660827
Distance: 0.6688282489776611
Data: {'answer': 'the nose or snout', 'question': 'The gavial looks very much like a crocodile except for this bodily feature', 'category': 'ANIMALS'} 

ID: fd15dd89-5da9-4017-902f-548349ff87d9
Distance: 0.7234818935394287
Data: {'answer': 'the diamondback rattler', 'question': 'Heaviest of all poisonous snakes is this North American rattlesnake', 'category': 'ANIMALS'}

`nearObject` Example

Search through the JeopardyQuestion class to find the top 4 objects closest to id a1dd67f9-bfa7-45e1-b45e-26eb8c52e9a6. (The id was taken from the query above)

[8]

ID: fd15dd89-5da9-4017-902f-548349ff87d9
Data: {'answer': 'the diamondback rattler', 'question': 'Heaviest of all poisonous snakes is this North American rattlesnake', 'category': 'ANIMALS'} 

ID: 80834d59-c3f6-4ca1-886b-ea790b8a60f1
Data: {'answer': 'Antelope', 'question': 'Weighing around a ton, the eland is the largest species of this animal in Africa', 'category': 'ANIMALS'} 

ID: dd160788-07a4-48ea-96d9-a328a5660827
Data: {'answer': 'the nose or snout', 'question': 'The gavial looks very much like a crocodile except for this bodily feature', 'category': 'ANIMALS'} 

ID: c8720c6c-1dd7-4572-9625-a7cc71a4b96d
Data: {'answer': 'Elephant', 'question': "It's the only living mammal in the order Proboseidea", 'category': 'ANIMALS'}

`nearVector` Example

Search through the JeopardyQuestion class to find the top 2 objects closest to the query vector [-0.0125526935, -0.021168863, ... ]

[ ]