diff --git a/chains/llm.go b/chains/llm.go index b9133e329..bcc991149 100644 --- a/chains/llm.go +++ b/chains/llm.go @@ -2,6 +2,7 @@ package chains import ( "context" + "fmt" "github.com/tmc/langchaingo/callbacks" "github.com/tmc/langchaingo/llms" @@ -11,7 +12,10 @@ import ( "github.com/tmc/langchaingo/schema" ) -const _llmChainDefaultOutputKey = "text" +const ( + _llmChainDefaultOutputKey = "text" + _llmChainMultiPromptOutputKey = "choices" +) type LLMChain struct { Prompt prompts.FormatPrompter @@ -19,6 +23,8 @@ type LLMChain struct { Memory schema.Memory CallbacksHandler callbacks.Handler OutputParser schema.OutputParser[any] + // When enabled usesMultiplePrompts will not 'flatten' the prompt into a single message. + useMultiPrompt bool OutputKey string } @@ -41,11 +47,17 @@ func NewLLMChain(llm llms.Model, prompt prompts.FormatPrompter, opts ...ChainCal Memory: memory.NewSimple(), OutputKey: _llmChainDefaultOutputKey, CallbacksHandler: opt.CallbackHandler, + useMultiPrompt: false, } return chain } +func (c *LLMChain) EnableMultiPrompt() { + c.useMultiPrompt = true + c.OutputKey = _llmChainMultiPromptOutputKey +} + // Call formats the prompts with the input values, generates using the llm, and parses // the output from the llm with the output parser. This function should not be called // directly, use rather the Call or Run function if the prompt only requires one input @@ -56,17 +68,27 @@ func (c LLMChain) Call(ctx context.Context, values map[string]any, options ...Ch return nil, err } - result, err := llms.GenerateFromSinglePrompt(ctx, c.LLM, promptValue.String(), getLLMCallOptions(options...)...) - if err != nil { - return nil, err - } - - finalOutput, err := c.OutputParser.ParseWithPrompt(result, promptValue) - if err != nil { - return nil, err + llmsOptions := getLLMCallOptions(options...) + var llmOutput any + if c.useMultiPrompt { + llmsReponse, err := c.LLM.GenerateContent(ctx, chatMessagesToLLmMessageContent(promptValue.Messages()), llmsOptions...) + if err != nil { + return nil, fmt.Errorf("llm generate content: %w", err) + } + + llmOutput = llmsReponse.Choices + } else { + resp, err := llms.GenerateFromSinglePrompt(ctx, c.LLM, promptValue.String(), llmsOptions...) + if err != nil { + return nil, err + } + + llmOutput, err = c.OutputParser.ParseWithPrompt(resp, promptValue) + if err != nil { + return nil, err + } } - - return map[string]any{c.OutputKey: finalOutput}, nil + return map[string]any{c.OutputKey: llmOutput}, nil } // GetMemory returns the memory. @@ -87,3 +109,22 @@ func (c LLMChain) GetInputKeys() []string { func (c LLMChain) GetOutputKeys() []string { return []string{c.OutputKey} } + +// Convert ChatMessage to MessageContent. +// Each ChatMessage is directly converted to a MessageContent with the same content and type. +func chatMessagesToLLmMessageContent(chatMessages []llms.ChatMessage) []llms.MessageContent { + msgs := make([]llms.MessageContent, len(chatMessages)) + for idx, m := range chatMessages { + msgs[idx] = chatMessageToLLm(m) + } + return msgs +} + +func chatMessageToLLm(in llms.ChatMessage) llms.MessageContent { + return llms.MessageContent{ + Parts: []llms.ContentPart{ + llms.TextContent{Text: in.GetContent()}, + }, + Role: in.GetType(), + } +} diff --git a/examples/anthropic-tool-call-example/anthropic-tool-call-example.go b/examples/anthropic-tool-call-example/anthropic-tool-call-example.go index 72e53f0f8..9a1e455d7 100644 --- a/examples/anthropic-tool-call-example/anthropic-tool-call-example.go +++ b/examples/anthropic-tool-call-example/anthropic-tool-call-example.go @@ -87,7 +87,6 @@ func main() { log.Fatal(err) } fmt.Println(resp.Choices[0].Content) - } // executeToolCalls executes the tool calls in the response and returns the diff --git a/examples/llamafile-completion-example/llamafile_completion_example.go b/examples/llamafile-completion-example/llamafile_completion_example.go index 194a01a98..4ef7c3806 100644 --- a/examples/llamafile-completion-example/llamafile_completion_example.go +++ b/examples/llamafile-completion-example/llamafile_completion_example.go @@ -9,13 +9,11 @@ import ( ) func main() { - options := []llamafile.Option{ llamafile.WithEmbeddingSize(2048), llamafile.WithTemperature(0.8), } llm, err := llamafile.New(options...) - if err != nil { panic(err) } @@ -35,7 +33,6 @@ func main() { fmt.Print(string(chunk)) return nil })) - if err != nil { panic(err) } diff --git a/examples/llm-chain-multi-prompt-example/README.md b/examples/llm-chain-multi-prompt-example/README.md new file mode 100644 index 000000000..44ed47a90 --- /dev/null +++ b/examples/llm-chain-multi-prompt-example/README.md @@ -0,0 +1,35 @@ +# LLM Chain Multi Prompt Example + +Welcome to this cheerful example of using LLM (Language Model) chains with LangChain in Go! 🎉 + +This example demonstrates how to create and use LLM chains for various natural language processing tasks. Let's dive in and see what exciting things we can do! + +## What Does This Example Do? + +1. **Company Name Generation** 🏢 + - We create an LLM chain that generates a company name based on a product. + - It uses a simple prompt template: "What is a good name for a company that makes {{.product}}?" + - We run this chain with "socks" as input and get a creative company name suggestion! + +2. **Text Translation** 🌍 + - We set up another LLM chain for translating text between languages. + - The prompt template asks to translate from one language to another. + - We demonstrate translating "I love programming" from English to French. + +## How It Works + +1. We start by setting up an OpenAI LLM (Language Model). +2. For each task, we create a `PromptTemplate` with placeholders for inputs. +3. We then create `LLMChain` instances combining the LLM and the prompt templates. +4. For single-input chains, we use the `Run` function. +5. For multi-input chains, we use the `Call` function with a map of inputs. + +## Running the Example + +When you run this example, you'll see: +1. A suggested company name for a sock manufacturer. +2. The French translation of "I love programming". + +It's a fun and practical demonstration of how LLM chains can be used for creative and linguistic tasks! + +Happy coding, and enjoy exploring the world of LLM chains with Go! 🚀👨‍💻👩‍💻 diff --git a/examples/llm-chain-multi-prompt-example/go.mod b/examples/llm-chain-multi-prompt-example/go.mod new file mode 100644 index 000000000..34063d4fd --- /dev/null +++ b/examples/llm-chain-multi-prompt-example/go.mod @@ -0,0 +1,39 @@ +module github.com/tmc/langchaingo/examples/llm-chain-multi-prompt-example + +go 1.22.0 + +toolchain go1.22.1 + +require github.com/tmc/langchaingo v0.1.13-pre.0 + +require ( + github.com/Masterminds/goutils v1.1.1 // indirect + github.com/Masterminds/semver/v3 v3.2.0 // indirect + github.com/Masterminds/sprig/v3 v3.2.3 // indirect + github.com/dlclark/regexp2 v1.10.0 // indirect + github.com/dustin/go-humanize v1.0.1 // indirect + github.com/google/uuid v1.6.0 // indirect + github.com/goph/emperror v0.17.2 // indirect + github.com/huandu/xstrings v1.3.3 // indirect + github.com/imdario/mergo v0.3.13 // indirect + github.com/json-iterator/go v1.1.12 // indirect + github.com/mitchellh/copystructure v1.0.0 // indirect + github.com/mitchellh/reflectwalk v1.0.0 // indirect + github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect + github.com/modern-go/reflect2 v1.0.2 // indirect + github.com/nikolalohinski/gonja v1.5.3 // indirect + github.com/pelletier/go-toml/v2 v2.0.9 // indirect + github.com/pkg/errors v0.9.1 // indirect + github.com/pkoukk/tiktoken-go v0.1.6 // indirect + github.com/shopspring/decimal v1.2.0 // indirect + github.com/sirupsen/logrus v1.9.3 // indirect + github.com/spf13/cast v1.3.1 // indirect + github.com/yargevad/filepathx v1.0.0 // indirect + go.starlark.net v0.0.0-20230302034142-4b1e35fe2254 // indirect + golang.org/x/crypto v0.23.0 // indirect + golang.org/x/exp v0.0.0-20230713183714-613f0c0eb8a1 // indirect + golang.org/x/sys v0.20.0 // indirect + gopkg.in/yaml.v3 v3.0.1 // indirect +) + +replace github.com/tmc/langchaingo => ../.. diff --git a/examples/llm-chain-multi-prompt-example/go.sum b/examples/llm-chain-multi-prompt-example/go.sum new file mode 100644 index 000000000..1f6593c69 --- /dev/null +++ b/examples/llm-chain-multi-prompt-example/go.sum @@ -0,0 +1,332 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.114.0 h1:OIPFAdfrFDFO2ve2U7r/H5SwSbBzEdrBdE7xkgwc+kY= +cloud.google.com/go v0.114.0/go.mod h1:ZV9La5YYxctro1HTPug5lXH/GefROyW8PPD4T8n9J8E= +cloud.google.com/go/ai v0.7.0 h1:P6+b5p4gXlza5E+u7uvcgYlzZ7103ACg70YdZeC6oGE= +cloud.google.com/go/ai v0.7.0/go.mod h1:7ozuEcraovh4ABsPbrec3o4LmFl9HigNI3D5haxYeQo= +cloud.google.com/go/aiplatform v1.68.0 h1:EPPqgHDJpBZKRvv+OsB3cr0jYz3EL2pZ+802rBPcG8U= +cloud.google.com/go/aiplatform v1.68.0/go.mod h1:105MFA3svHjC3Oazl7yjXAmIR89LKhRAeNdnDKJczME= +cloud.google.com/go/auth v0.5.1 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main + +import ( + "context" + "encoding/json" + "fmt" + "os" + + "github.com/tmc/langchaingo/chains" + "github.com/tmc/langchaingo/llms/openai" + "github.com/tmc/langchaingo/prompts" +) + +func main() { + if err := run(); err != nil { + fmt.Fprintln(os.Stderr, err) + os.Exit(1) + } +} + +func run() error { + // We can construct an LLMChain from a PromptTemplate and an LLM. + llm, err := openai.New() + if err != nil { + return err + } + + translatePrompt := prompts.NewPromptTemplate( + "Translate the following text from {{.inputLanguage}} to {{.outputLanguage}}. {{.text}}", + []string{"inputLanguage", "outputLanguage", "text"}, + ) + llmChain := chains.NewLLMChain(llm, translatePrompt) + llmChain.EnableMultiPrompt() + + // Otherwise the call function must be used. + outputValues, err := chains.Call(context.Background(), llmChain, map[string]any{ + "inputLanguage": "English", + "outputLanguage": "French", + "text": "I love programming.", + }) + if err != nil { + return err + } + + out, ok := outputValues[llmChain.OutputKey] + if !ok { + return fmt.Errorf("invalid chain return") + } + cnt, err := json.Marshal(out) + if err != nil { + return err + } + fmt.Println(string(cnt)) + + return nil +} diff --git a/examples/maritaca-example/maritaca-chat-example.go b/examples/maritaca-example/maritaca-chat-example.go index 3b4628257..2c0854e9a 100644 --- a/examples/maritaca-example/maritaca-chat-example.go +++ b/examples/maritaca-example/maritaca-chat-example.go @@ -16,7 +16,6 @@ func main() { maritaca.WithModel("sabia-2-medium"), } llm, err := maritaca.New(opts...) - if err != nil { panic(err) } @@ -28,5 +27,4 @@ func main() { panic(err) } fmt.Println(resp) - } diff --git a/examples/pinecone-vectorstore-example/pinecone_vectorstore_example.go b/examples/pinecone-vectorstore-example/pinecone_vectorstore_example.go index 1b1be6c33..d64df8667 100644 --- a/examples/pinecone-vectorstore-example/pinecone_vectorstore_example.go +++ b/examples/pinecone-vectorstore-example/pinecone_vectorstore_example.go @@ -15,10 +15,10 @@ import ( func main() { // Create an embeddings client using the OpenAI API. Requires environment variable OPENAI_API_KEY to be set. - - llm, err := openai.New(openai.WithEmbeddingModel("text-embedding-3-small"))// Specify your preferred embedding model + + llm, err := openai.New(openai.WithEmbeddingModel("text-embedding-3-small")) // Specify your preferred embedding model if err != nil { - log.Fatal(err) + log.Fatal(err) } e, err := embeddings.NewEmbedder(llm) diff --git a/examples/zep-memory-chain-example/main.go b/examples/zep-memory-chain-example/main.go index 6d9b1a916..c17228275 100644 --- a/examples/zep-memory-chain-example/main.go +++ b/examples/zep-memory-chain-example/main.go @@ -3,13 +3,14 @@ package main import ( "context" "fmt" + "os" + "github.com/getzep/zep-go" zepClient "github.com/getzep/zep-go/client" zepOption "github.com/getzep/zep-go/option" "github.com/tmc/langchaingo/chains" "github.com/tmc/langchaingo/llms/openai" zepLangchainMemory "github.com/tmc/langchaingo/memory/zep" - "os" ) func main() {