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* feat: add amazon bedrock nova pro and nova lite models Signed-off-by: Cindy Tong <tongcindyy@gmail.com> * fix nova responses Signed-off-by: Cindy Tong <tongcindyy@gmail.com> * remove printing of Nova Response Signed-off-by: Cindy Tong <tongcindyy@gmail.com> * remove comments Signed-off-by: Cindy Tong <tongcindyy@gmail.com> * chore: rebased chore: removed trivy Signed-off-by: AlexsJones <alexsimonjones@gmail.com> * chore: updated deps Signed-off-by: AlexsJones <alexsimonjones@gmail.com> * chore: adding inference profile labels as model names Signed-off-by: AlexsJones <alexsimonjones@gmail.com> * feat: added some tests around completions and responses Signed-off-by: AlexsJones <alexsimonjones@gmail.com> * feat: added model test Signed-off-by: AlexsJones <alexsimonjones@gmail.com> --------- Signed-off-by: Cindy Tong <tongcindyy@gmail.com> Signed-off-by: AlexsJones <alexsimonjones@gmail.com> Co-authored-by: AlexsJones <alexsimonjones@gmail.com>
320 lines
8.9 KiB
Go
320 lines
8.9 KiB
Go
package ai
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import (
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"context"
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"errors"
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"github.com/aws/aws-sdk-go/service/bedrockruntime/bedrockruntimeiface"
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"os"
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"github.com/k8sgpt-ai/k8sgpt/pkg/ai/bedrock_support"
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"github.com/aws/aws-sdk-go/aws"
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"github.com/aws/aws-sdk-go/aws/session"
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"github.com/aws/aws-sdk-go/service/bedrockruntime"
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)
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const amazonbedrockAIClientName = "amazonbedrock"
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// AmazonBedRockClient represents the client for interacting with the AmazonCompletion Bedrock service.
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type AmazonBedRockClient struct {
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nopCloser
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client bedrockruntimeiface.BedrockRuntimeAPI
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model *bedrock_support.BedrockModel
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temperature float32
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topP float32
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maxTokens int
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}
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// AmazonCompletion BedRock support region list US East (N. Virginia),US West (Oregon),Asia Pacific (Singapore),Asia Pacific (Tokyo),Europe (Frankfurt)
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// https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html#bedrock-regions
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const BEDROCK_DEFAULT_REGION = "us-east-1" // default use us-east-1 region
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const (
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US_East_1 = "us-east-1"
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US_West_2 = "us-west-2"
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AP_Southeast_1 = "ap-southeast-1"
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AP_Northeast_1 = "ap-northeast-1"
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EU_Central_1 = "eu-central-1"
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AP_South_1 = "ap-south-1"
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)
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var BEDROCKER_SUPPORTED_REGION = []string{
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US_East_1,
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US_West_2,
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AP_Southeast_1,
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AP_Northeast_1,
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EU_Central_1,
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AP_South_1,
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}
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var (
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models = []bedrock_support.BedrockModel{
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{
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Name: "anthropic.claude-3-5-sonnet-20240620-v1:0",
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Completion: &bedrock_support.CohereCompletion{},
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Response: &bedrock_support.CohereResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100,
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "anthropic.claude-3-5-sonnet-20240620-v1:0",
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},
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},
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{
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Name: "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
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Completion: &bedrock_support.CohereCompletion{},
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Response: &bedrock_support.CohereResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100,
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
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},
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},
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{
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Name: "anthropic.claude-v2",
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Completion: &bedrock_support.CohereCompletion{},
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Response: &bedrock_support.CohereResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100,
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "anthropic.claude-v2",
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},
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},
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{
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Name: "anthropic.claude-v1",
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Completion: &bedrock_support.CohereCompletion{},
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Response: &bedrock_support.CohereResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100,
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "anthropic.claude-v1",
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},
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},
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{
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Name: "anthropic.claude-instant-v1",
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Completion: &bedrock_support.CohereCompletion{},
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Response: &bedrock_support.CohereResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100,
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "anthropic.claude-instant-v1",
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},
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},
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{
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Name: "ai21.j2-ultra-v1",
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Completion: &bedrock_support.AI21{},
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Response: &bedrock_support.AI21Response{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100,
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "ai21.j2-ultra-v1",
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},
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},
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{
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Name: "ai21.j2-jumbo-instruct",
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Completion: &bedrock_support.AI21{},
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Response: &bedrock_support.AI21Response{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100,
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "ai21.j2-jumbo-instruct",
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},
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},
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{
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Name: "amazon.titan-text-express-v1",
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Completion: &bedrock_support.AmazonCompletion{},
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Response: &bedrock_support.AmazonResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100,
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "amazon.titan-text-express-v1",
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},
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},
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{
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Name: "amazon.nova-pro-v1:0",
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Completion: &bedrock_support.AmazonCompletion{},
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Response: &bedrock_support.NovaResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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// https://docs.aws.amazon.com/nova/latest/userguide/getting-started-api.html
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MaxTokens: 100, // max of 300k tokens
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "amazon.nova-pro-v1:0",
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},
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},
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{
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Name: "eu.amazon.nova-pro-v1:0",
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Completion: &bedrock_support.AmazonCompletion{},
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Response: &bedrock_support.NovaResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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// https://docs.aws.amazon.com/nova/latest/userguide/getting-started-api.html
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MaxTokens: 100, // max of 300k tokens
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "eu.wamazon.nova-pro-v1:0",
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},
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},
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{
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Name: "us.amazon.nova-pro-v1:0",
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Completion: &bedrock_support.AmazonCompletion{},
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Response: &bedrock_support.NovaResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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// https://docs.aws.amazon.com/nova/latest/userguide/getting-started-api.html
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MaxTokens: 100, // max of 300k tokens
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "us.amazon.nova-pro-v1:0",
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},
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},
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{
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Name: "amazon.nova-lite-v1:0",
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Completion: &bedrock_support.AmazonCompletion{},
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Response: &bedrock_support.NovaResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100, // max of 300k tokens
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "amazon.nova-lite-v1:0",
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},
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},
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{
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Name: "eu.amazon.nova-lite-v1:0",
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Completion: &bedrock_support.AmazonCompletion{},
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Response: &bedrock_support.NovaResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100, // max of 300k tokens
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "eu.amazon.nova-lite-v1:0",
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},
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},
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{
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Name: "us.amazon.nova-lite-v1:0",
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Completion: &bedrock_support.AmazonCompletion{},
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Response: &bedrock_support.NovaResponse{},
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Config: bedrock_support.BedrockModelConfig{
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// sensible defaults
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MaxTokens: 100, // max of 300k tokens
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Temperature: 0.5,
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TopP: 0.9,
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ModelName: "us.amazon.nova-lite-v1:0",
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},
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},
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}
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)
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// GetModelOrDefault check config region
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func GetRegionOrDefault(region string) string {
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if os.Getenv("AWS_DEFAULT_REGION") != "" {
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region = os.Getenv("AWS_DEFAULT_REGION")
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}
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// Check if the provided model is in the list
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for _, m := range BEDROCKER_SUPPORTED_REGION {
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if m == region {
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return region // Return the provided model
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}
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}
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// Return the default model if the provided model is not in the list
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return BEDROCK_DEFAULT_REGION
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}
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// Get model from string
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func (a *AmazonBedRockClient) getModelFromString(model string) (*bedrock_support.BedrockModel, error) {
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for _, m := range models {
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if model == m.Name {
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return &m, nil
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}
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}
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return nil, errors.New("model not found")
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}
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// Configure configures the AmazonBedRockClient with the provided configuration.
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func (a *AmazonBedRockClient) Configure(config IAIConfig) error {
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// Create a new AWS session
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providerRegion := GetRegionOrDefault(config.GetProviderRegion())
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sess, err := session.NewSession(&aws.Config{
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Region: aws.String(providerRegion),
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})
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if err != nil {
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return err
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}
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foundModel, err := a.getModelFromString(config.GetModel())
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if err != nil {
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return err
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}
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// TODO: Override the completion config somehow
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// Create a new BedrockRuntime client
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a.client = bedrockruntime.New(sess)
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a.model = foundModel
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a.model.Config.ModelName = foundModel.Name
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a.temperature = config.GetTemperature()
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a.topP = config.GetTopP()
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a.maxTokens = config.GetMaxTokens()
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return nil
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}
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// GetCompletion sends a request to the model for generating completion based on the provided prompt.
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func (a *AmazonBedRockClient) GetCompletion(ctx context.Context, prompt string) (string, error) {
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// override config defaults
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a.model.Config.MaxTokens = a.maxTokens
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a.model.Config.Temperature = a.temperature
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a.model.Config.TopP = a.topP
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body, err := a.model.Completion.GetCompletion(ctx, prompt, a.model.Config)
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if err != nil {
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return "", err
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}
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// Build the parameters for the model invocation
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params := &bedrockruntime.InvokeModelInput{
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Body: body,
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ModelId: aws.String(a.model.Name),
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ContentType: aws.String("application/json"),
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Accept: aws.String("application/json"),
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}
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// Invoke the model
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resp, err := a.client.InvokeModelWithContext(ctx, params)
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if err != nil {
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return "", err
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}
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// Parse the response
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return a.model.Response.ParseResponse(resp.Body)
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}
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// GetName returns the name of the AmazonBedRockClient.
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func (a *AmazonBedRockClient) GetName() string {
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return amazonbedrockAIClientName
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}
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