256 lines
7.7 KiB
Go
256 lines
7.7 KiB
Go
/*
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* Copyright 2024 CloudWeGo Authors
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*
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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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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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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 model
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import "github.com/cloudwego/eino/schema"
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// Options is the common options for the model.
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type Options struct {
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// Temperature is the temperature for the model, which controls the randomness of the model.
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Temperature *float32
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// Model is the model name.
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Model *string
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// TopP is the top p for the model, which controls the diversity of the model.
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TopP *float32
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// Tools is a list of tools the model may call.
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Tools []*schema.ToolInfo
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// DeferredTools is a list of tools to be registered with defer_loading=true
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// for the model's built-in (server-side) tool search capability.
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// These tools are sent to the model API but not loaded into context upfront —
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// only their names and descriptions are visible to the model. The model's
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// built-in tool search tool searches through them and loads matching ones
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// on demand.
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DeferredTools []*schema.ToolInfo
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ToolSearchTool *schema.ToolInfo
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// MaxTokens is the max number of tokens, if reached the max tokens, the model will stop generating, and mostly return a finish reason of "length".
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MaxTokens *int
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// Stop is the stop words for the model, which controls the stopping condition of the model.
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Stop []string
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// Options only available for chat model.
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// ToolChoice controls which tool is called by the model.
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ToolChoice *schema.ToolChoice
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// AllowedToolNames specifies a list of tool names that the model is allowed to call.
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// This allows for constraining the model to a specific subset of the available tools.
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AllowedToolNames []string
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// Options only available for agentic model.
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// AgenticToolChoice controls how the agentic model calls tools.
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AgenticToolChoice *schema.AgenticToolChoice
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}
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// Option is a call-time option for a ChatModel. Options are immutable and
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// composable: each Option carries either a common-option setter (applied via
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// [GetCommonOptions]) or an implementation-specific setter (applied via
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// [GetImplSpecificOptions]), never both.
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type Option struct {
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apply func(opts *Options)
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implSpecificOptFn any
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}
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// WithTemperature is the option to set the temperature for the model.
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func WithTemperature(temperature float32) Option {
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return Option{
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apply: func(opts *Options) {
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opts.Temperature = &temperature
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},
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}
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}
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// WithMaxTokens is the option to set the max tokens for the model.
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func WithMaxTokens(maxTokens int) Option {
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return Option{
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apply: func(opts *Options) {
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opts.MaxTokens = &maxTokens
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},
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}
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}
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// WithModel is the option to set the model name.
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func WithModel(name string) Option {
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return Option{
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apply: func(opts *Options) {
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opts.Model = &name
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},
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}
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}
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// WithTopP is the option to set the top p for the model.
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func WithTopP(topP float32) Option {
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return Option{
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apply: func(opts *Options) {
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opts.TopP = &topP
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},
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}
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}
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// WithStop is the option to set the stop words for the model.
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func WithStop(stop []string) Option {
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return Option{
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apply: func(opts *Options) {
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opts.Stop = stop
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},
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}
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}
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// WithTools is the option to set tools for the model.
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func WithTools(tools []*schema.ToolInfo) Option {
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if tools == nil {
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tools = []*schema.ToolInfo{}
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}
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return Option{
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apply: func(opts *Options) {
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opts.Tools = tools
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},
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}
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}
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// WithToolSearchTool is the option to register a tool search tool with the model.
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// When set, the model uses this tool to discover and load deferred tools on demand.
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// Note: The tool search tool should NOT be included in WithTools.
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func WithToolSearchTool(tool *schema.ToolInfo) Option {
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return Option{
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apply: func(opts *Options) {
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opts.ToolSearchTool = tool
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},
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}
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}
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// WithDeferredTools is the option to set deferred tools for the model's
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// built-in (server-side) tool search. These tools are registered with
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// defer_loading=true so the model can discover and load them on demand
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// via its native tool search capability.
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// Note: Deferred tools should NOT be included in WithTools.
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func WithDeferredTools(tools []*schema.ToolInfo) Option {
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if tools == nil {
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tools = []*schema.ToolInfo{}
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}
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return Option{
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apply: func(opts *Options) {
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opts.DeferredTools = tools
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},
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}
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}
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// WithToolChoice sets the tool choice for the model. It also allows for providing a list of
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// tool names to constrain the model to a specific subset of the available tools.
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// Only available for ChatModel.
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func WithToolChoice(toolChoice schema.ToolChoice, allowedToolNames ...string) Option {
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return Option{
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apply: func(opts *Options) {
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opts.ToolChoice = &toolChoice
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opts.AllowedToolNames = allowedToolNames
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},
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}
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}
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// WithAgenticToolChoice is the option to set tool choice for the agentic model.
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// Only available for AgenticModel.
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func WithAgenticToolChoice(toolChoice *schema.AgenticToolChoice) Option {
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return Option{
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apply: func(opts *Options) {
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opts.AgenticToolChoice = toolChoice
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},
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}
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}
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// WrapImplSpecificOptFn is the option to wrap the implementation specific option function.
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// WrapImplSpecificOptFn wraps an implementation-specific option function into
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// an [Option] so it can be passed alongside standard options.
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//
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// This is intended for ChatModel implementors, not callers. Define a typed
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// setter for your own config struct and expose it as an Option:
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//
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// // In your implementation package:
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// func WithMyParam(v string) model.Option {
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// return model.WrapImplSpecificOptFn(func(o *MyOptions) {
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// o.MyParam = v
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// })
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// }
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//
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// Callers can then mix standard and implementation-specific options freely:
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//
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// model.Generate(ctx, msgs,
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// model.WithTemperature(0.7),
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// mypkg.WithMyParam("value"),
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// )
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func WrapImplSpecificOptFn[T any](optFn func(*T)) Option {
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return Option{
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implSpecificOptFn: optFn,
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}
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}
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// GetCommonOptions extracts standard [Options] from an Option list, merging
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// them onto base. If base is nil, a zero-value Options is used.
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//
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// Implementors must call this to honour options passed by callers:
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//
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// func (m *MyModel) Generate(ctx context.Context, input []*schema.Message, opts ...model.Option) (*schema.Message, error) {
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// options := model.GetCommonOptions(&model.Options{Temperature: &m.defaultTemp}, opts...)
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// // use options.Temperature, options.Tools, etc.
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// }
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func GetCommonOptions(base *Options, opts ...Option) *Options {
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if base == nil {
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base = &Options{}
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}
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for i := range opts {
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opt := opts[i]
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if opt.apply != nil {
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opt.apply(base)
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}
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}
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return base
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}
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// GetImplSpecificOptions extracts implementation-specific options from an
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// Option list, merging them onto base. If base is nil, a zero-value T is used.
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//
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// Call this alongside [GetCommonOptions] to support both standard and custom
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// options in your implementation:
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//
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// type MyOptions struct { MyParam string }
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//
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// func (m *MyModel) Generate(ctx context.Context, input []*schema.Message, opts ...model.Option) (*schema.Message, error) {
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// common := model.GetCommonOptions(nil, opts...)
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// myOpts := model.GetImplSpecificOptions(&MyOptions{MyParam: "default"}, opts...)
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// // use common.Temperature, myOpts.MyParam, etc.
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// }
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func GetImplSpecificOptions[T any](base *T, opts ...Option) *T {
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if base == nil {
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base = new(T)
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}
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for i := range opts {
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opt := opts[i]
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if opt.implSpecificOptFn != nil {
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optFn, ok := opt.implSpecificOptFn.(func(*T))
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if ok {
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optFn(base)
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}
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}
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}
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return base
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}
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