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* feat: add custom restful backend for complex scenarios (e.g, rag) Signed-off-by: popsiclexu <zhenxuexu@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: resolved issues Signed-off-by: AlexsJones <alexsimonjones@gmail.com> --------- Signed-off-by: popsiclexu <zhenxuexu@gmail.com> Signed-off-by: popsiclexu <ZhenxueXu@gmail.com> Signed-off-by: AlexsJones <alexsimonjones@gmail.com> Co-authored-by: popsiclexu <zhenxue.xu@mthreads.com> Co-authored-by: Alex Jones <alexsimonjones@gmail.com>
196 lines
5.2 KiB
Go
196 lines
5.2 KiB
Go
/*
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Copyright 2023 The K8sGPT Authors.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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*/
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package ai
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import (
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"context"
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"net/http"
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)
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var (
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clients = []IAI{
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&OpenAIClient{},
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&AzureAIClient{},
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&LocalAIClient{},
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&OllamaClient{},
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&NoOpAIClient{},
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&CohereClient{},
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&AmazonBedRockClient{},
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&SageMakerAIClient{},
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&GoogleGenAIClient{},
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&HuggingfaceClient{},
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&GoogleVertexAIClient{},
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&OCIGenAIClient{},
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&CustomRestClient{},
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&IBMWatsonxAIClient{},
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}
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Backends = []string{
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openAIClientName,
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localAIClientName,
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ollamaClientName,
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azureAIClientName,
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cohereAIClientName,
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amazonbedrockAIClientName,
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amazonsagemakerAIClientName,
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googleAIClientName,
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noopAIClientName,
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huggingfaceAIClientName,
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googleVertexAIClientName,
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ociClientName,
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CustomRestClientName,
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ibmWatsonxAIClientName,
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}
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)
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// IAI is an interface all clients (representing backends) share.
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type IAI interface {
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// Configure sets up client for given configuration. This is expected to be
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// executed once per client life-time (e.g. analysis CLI command invocation).
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Configure(config IAIConfig) error
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// GetCompletion generates text based on prompt.
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GetCompletion(ctx context.Context, prompt string) (string, error)
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// GetName returns name of the backend/client.
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GetName() string
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// Close cleans all the resources. No other methods should be used on the
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// objects after this method is invoked.
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Close()
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}
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type nopCloser struct{}
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func (nopCloser) Close() {}
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type IAIConfig interface {
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GetPassword() string
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GetModel() string
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GetBaseURL() string
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GetProxyEndpoint() string
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GetEndpointName() string
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GetEngine() string
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GetTemperature() float32
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GetProviderRegion() string
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GetTopP() float32
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GetTopK() int32
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GetMaxTokens() int
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GetProviderId() string
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GetCompartmentId() string
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GetOrganizationId() string
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GetCustomHeaders() []http.Header
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}
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func NewClient(provider string) IAI {
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for _, c := range clients {
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if provider == c.GetName() {
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return c
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}
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}
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// default client
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return &OpenAIClient{}
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}
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type AIConfiguration struct {
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Providers []AIProvider `mapstructure:"providers"`
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DefaultProvider string `mapstructure:"defaultprovider"`
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}
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type AIProvider struct {
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Name string `mapstructure:"name"`
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Model string `mapstructure:"model"`
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Password string `mapstructure:"password" yaml:"password,omitempty"`
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BaseURL string `mapstructure:"baseurl" yaml:"baseurl,omitempty"`
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ProxyEndpoint string `mapstructure:"proxyEndpoint" yaml:"proxyEndpoint,omitempty"`
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ProxyPort string `mapstructure:"proxyPort" yaml:"proxyPort,omitempty"`
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EndpointName string `mapstructure:"endpointname" yaml:"endpointname,omitempty"`
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Engine string `mapstructure:"engine" yaml:"engine,omitempty"`
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Temperature float32 `mapstructure:"temperature" yaml:"temperature,omitempty"`
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ProviderRegion string `mapstructure:"providerregion" yaml:"providerregion,omitempty"`
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ProviderId string `mapstructure:"providerid" yaml:"providerid,omitempty"`
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CompartmentId string `mapstructure:"compartmentid" yaml:"compartmentid,omitempty"`
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TopP float32 `mapstructure:"topp" yaml:"topp,omitempty"`
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TopK int32 `mapstructure:"topk" yaml:"topk,omitempty"`
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MaxTokens int `mapstructure:"maxtokens" yaml:"maxtokens,omitempty"`
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OrganizationId string `mapstructure:"organizationid" yaml:"organizationid,omitempty"`
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CustomHeaders []http.Header `mapstructure:"customHeaders"`
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}
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func (p *AIProvider) GetBaseURL() string {
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return p.BaseURL
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}
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func (p *AIProvider) GetProxyEndpoint() string {
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return p.ProxyEndpoint
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}
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func (p *AIProvider) GetEndpointName() string {
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return p.EndpointName
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}
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func (p *AIProvider) GetTopP() float32 {
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return p.TopP
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}
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func (p *AIProvider) GetTopK() int32 {
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return p.TopK
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}
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func (p *AIProvider) GetMaxTokens() int {
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return p.MaxTokens
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}
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func (p *AIProvider) GetPassword() string {
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return p.Password
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}
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func (p *AIProvider) GetModel() string {
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return p.Model
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}
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func (p *AIProvider) GetEngine() string {
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return p.Engine
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}
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func (p *AIProvider) GetTemperature() float32 {
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return p.Temperature
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}
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func (p *AIProvider) GetProviderRegion() string {
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return p.ProviderRegion
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}
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func (p *AIProvider) GetProviderId() string {
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return p.ProviderId
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}
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func (p *AIProvider) GetCompartmentId() string {
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return p.CompartmentId
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}
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func (p *AIProvider) GetOrganizationId() string {
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return p.OrganizationId
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}
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func (p *AIProvider) GetCustomHeaders() []http.Header {
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return p.CustomHeaders
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}
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var passwordlessProviders = []string{"localai", "ollama", "amazonsagemaker", "amazonbedrock", "googlevertexai", "oci", "customrest"}
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func NeedPassword(backend string) bool {
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for _, b := range passwordlessProviders {
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if b == backend {
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return false
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}
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}
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return true
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}
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