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41 changes: 41 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -110,6 +110,7 @@ Result:
- [Embeddings](#embeddings)
- [predict](#predict)
- [embed_content](#embed_content)
- [batch_embed_content](#batch_embed_content)
- [Modes](#modes)
- [Text](#text)
- [Image](#image)
Expand Down Expand Up @@ -624,6 +625,46 @@ Result:
-0.014878989] } }
```

##### batch_embed_content

The Generative Language API allows you to generates embedding for multiple strings at the same time using the `batch_embed_content` method ([documentation](https://ai.google.dev/api/embeddings#method:-models.batchembedcontents)).

```ruby
result = client.batch_embed_content(
{
requests: [
{
model: 'models/text-embedding-004',
content: { parts: [{ text: 'What is life?' }] } },
output_dimensionality: 64,
task_type: 'CLUSTERING'
},
{
model: 'models/text-embedding-004',
content: { parts: [{ text: 'What is the meaning of life?' }] }
}
],
}
)
```

Result:
```ruby
{"embeddings" =>
[{"values" =>
[-0.0065307966,
-0.000163254,
-0.0283708,
...
-0.02459646]},
{"values" =>
[-0.010632273,
0.019375853,
-0.006665491,
...
-0.024252947]}]}
```

### Modes

#### Text
Expand Down
11 changes: 11 additions & 0 deletions controllers/client.rb
Original file line number Diff line number Diff line change
Expand Up @@ -133,6 +133,17 @@ def embed_content(payload, server_sent_events: nil, &callback)
result
end

def batch_embed_content(payload, server_sent_events: nil, &callback)
result = request(
"#{@model_address}:batchEmbedContents", payload,
server_sent_events:, &callback
)

return result.first if result.is_a?(Array) && result.size == 1

result
end

def stream_generate_content(payload, server_sent_events: nil, &callback)
request("#{@model_address}:streamGenerateContent", payload, server_sent_events:, &callback)
end
Expand Down
23 changes: 23 additions & 0 deletions spec/tasks/run-embed.rb
Original file line number Diff line number Diff line change
Expand Up @@ -22,6 +22,29 @@

puts '-' * 20

result = client.batch_embed_content(
{
requests: [
{
model: 'models/text-embedding-004',
content: { parts: [ {text: 'What is life?' } ] },
output_dimensionality: 64,
task_type: "CLUSTERING"
},
{
model: 'models/text-embedding-004',
content: { parts: [ {text: 'What is the meaning of life?' } ] },
output_dimensionality: 64,
task_type: "CLUSTERING"
}
]
}
)

puts result.keys

puts '-' * 20

client = Gemini.new(
credentials: {
service: 'vertex-ai-api',
Expand Down
40 changes: 40 additions & 0 deletions template.md
Original file line number Diff line number Diff line change
Expand Up @@ -573,6 +573,46 @@ Result:
-0.014878989] } }
```

##### batch_embed_content

The Generative Language API allows you to generates embedding for multiple strings at the same time using the `batch_embed_content` method ([documentation](https://ai.google.dev/api/embeddings#method:-models.batchembedcontents)).

```ruby
result = client.batch_embed_content(
{
requests: [
{
model: 'models/text-embedding-004',
content: { parts: [{ text: 'What is life?' }] } },
output_dimensionality: 64,
task_type: 'CLUSTERING'
},
{
model: 'models/text-embedding-004',
content: { parts: [{ text: 'What is the meaning of life?' }] }
}
],
}
)
```

Result:
```ruby
{"embeddings" =>
[{"values" =>
[-0.0065307966,
-0.000163254,
-0.0283708,
...
-0.02459646]},
{"values" =>
[-0.010632273,
0.019375853,
-0.006665491,
...
-0.024252947]}]}
```

### Modes

#### Text
Expand Down