k8sgpt/pkg/ai/amazonbedrock.go
Sahil Badla 5ea1b35cd5 feat: enable REST/http api support
Signed-off-by: Sahil Badla <sahil_badla@intuit.com>
2024-01-16 10:07:31 -08:00

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
}