mirror of
https://github.com/k8sgpt-ai/k8sgpt.git
synced 2025-08-24 02:18:29 +00:00
154 lines
4.0 KiB
Go
154 lines
4.0 KiB
Go
package ai
|
|
|
|
import (
|
|
"context"
|
|
"encoding/json"
|
|
"fmt"
|
|
|
|
"github.com/aws/aws-sdk-go/aws"
|
|
"github.com/aws/aws-sdk-go/aws/session"
|
|
"github.com/aws/aws-sdk-go/service/bedrockruntime"
|
|
)
|
|
|
|
const amazonbedrockAIClientName = "amazonbedrock"
|
|
|
|
// AmazonBedRockClient represents the client for interacting with the Amazon Bedrock service.
|
|
type AmazonBedRockClient struct {
|
|
nopCloser
|
|
|
|
client *bedrockruntime.BedrockRuntime
|
|
model string
|
|
temperature float32
|
|
}
|
|
|
|
// InvokeModelResponseBody represents the response body structure from the model invocation.
|
|
type InvokeModelResponseBody struct {
|
|
Completion string `json:"completion"`
|
|
Stop_reason string `json:"stop_reason"`
|
|
}
|
|
|
|
// Amazon BedRock support region list US East (N. Virginia),US West (Oregon),Asia Pacific (Singapore),Asia Pacific (Tokyo),Europe (Frankfurt)
|
|
// https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html#bedrock-regions
|
|
const BEDROCK_DEFAULT_REGION = "us-east-1" // default use us-east-1 region
|
|
|
|
const (
|
|
US_East_1 = "us-east-1"
|
|
US_West_2 = "us-west-2"
|
|
AP_Southeast_1 = "ap-southeast-1"
|
|
AP_Northeast_1 = "ap-northeast-1"
|
|
EU_Central_1 = "eu-central-1"
|
|
)
|
|
|
|
var BEDROCKER_SUPPORTED_REGION = []string{
|
|
US_East_1,
|
|
US_West_2,
|
|
AP_Southeast_1,
|
|
AP_Northeast_1,
|
|
EU_Central_1,
|
|
}
|
|
|
|
const (
|
|
ModelAnthropicClaudeV2 = "anthropic.claude-v2"
|
|
ModelAnthropicClaudeV1 = "anthropic.claude-v1"
|
|
ModelAnthropicClaudeInstantV1 = "anthropic.claude-instant-v1"
|
|
)
|
|
|
|
var BEDROCK_MODELS = []string{
|
|
ModelAnthropicClaudeV2,
|
|
ModelAnthropicClaudeV1,
|
|
ModelAnthropicClaudeInstantV1,
|
|
}
|
|
|
|
// GetModelOrDefault check config model
|
|
func GetModelOrDefault(model string) string {
|
|
|
|
// Check if the provided model is in the list
|
|
for _, m := range BEDROCK_MODELS {
|
|
if m == model {
|
|
return model // Return the provided model
|
|
}
|
|
}
|
|
|
|
// Return the default model if the provided model is not in the list
|
|
return BEDROCK_MODELS[0]
|
|
}
|
|
|
|
// GetModelOrDefault check config region
|
|
func GetRegionOrDefault(region string) string {
|
|
|
|
// Check if the provided model is in the list
|
|
for _, m := range BEDROCKER_SUPPORTED_REGION {
|
|
if m == region {
|
|
return region // Return the provided model
|
|
}
|
|
}
|
|
|
|
// Return the default model if the provided model is not in the list
|
|
return BEDROCK_DEFAULT_REGION
|
|
}
|
|
|
|
// Configure configures the AmazonBedRockClient with the provided configuration.
|
|
func (a *AmazonBedRockClient) Configure(config IAIConfig) error {
|
|
|
|
// Create a new AWS session
|
|
providerRegion := GetRegionOrDefault(config.GetProviderRegion())
|
|
|
|
sess, err := session.NewSession(&aws.Config{
|
|
Region: aws.String(providerRegion),
|
|
})
|
|
|
|
if err != nil {
|
|
return err
|
|
}
|
|
|
|
// Create a new BedrockRuntime client
|
|
a.client = bedrockruntime.New(sess)
|
|
a.model = GetModelOrDefault(config.GetModel())
|
|
a.temperature = config.GetTemperature()
|
|
|
|
return nil
|
|
}
|
|
|
|
// GetCompletion sends a request to the model for generating completion based on the provided prompt.
|
|
func (a *AmazonBedRockClient) GetCompletion(ctx context.Context, prompt string) (string, error) {
|
|
|
|
// Prepare the input data for the model invocation
|
|
request := map[string]interface{}{
|
|
"prompt": fmt.Sprintf("\n\nHuman: %s \n\nAssistant:", prompt),
|
|
"max_tokens_to_sample": 1024,
|
|
"temperature": a.temperature,
|
|
"top_p": 0.9,
|
|
}
|
|
|
|
body, err := json.Marshal(request)
|
|
if err != nil {
|
|
return "", err
|
|
}
|
|
|
|
// Build the parameters for the model invocation
|
|
params := &bedrockruntime.InvokeModelInput{
|
|
Body: body,
|
|
ModelId: aws.String(a.model),
|
|
ContentType: aws.String("application/json"),
|
|
Accept: aws.String("application/json"),
|
|
}
|
|
// Invoke the model
|
|
resp, err := a.client.InvokeModelWithContext(ctx, params)
|
|
|
|
if err != nil {
|
|
return "", err
|
|
}
|
|
// Parse the response body
|
|
output := &InvokeModelResponseBody{}
|
|
err = json.Unmarshal(resp.Body, output)
|
|
if err != nil {
|
|
return "", err
|
|
}
|
|
return output.Completion, nil
|
|
}
|
|
|
|
// GetName returns the name of the AmazonBedRockClient.
|
|
func (a *AmazonBedRockClient) GetName() string {
|
|
return amazonbedrockAIClientName
|
|
}
|