From 5abbb134d932526434098237585fb3bd7ac48b37 Mon Sep 17 00:00:00 2001 From: Ettore Di Giacinto Date: Wed, 7 Jun 2023 21:46:19 +0200 Subject: [PATCH] feat: extend model configuration for llama.cpp (#536) --- Makefile | 2 +- api/config.go | 60 ++++++++++++---------- api/openai.go | 7 ++- api/prediction.go | 20 ++++++++ go.mod | 5 +- go.sum | 125 +++------------------------------------------- 6 files changed, 69 insertions(+), 150 deletions(-) diff --git a/Makefile b/Makefile index 3ac1ad8..01a10ff 100644 --- a/Makefile +++ b/Makefile @@ -3,7 +3,7 @@ GOTEST=$(GOCMD) test GOVET=$(GOCMD) vet BINARY_NAME=local-ai -GOLLAMA_VERSION?=37ef81d01ae0848575e416e48b41d112ef0d520e +GOLLAMA_VERSION?=351aa714672fb09aa84396868d08934e8e477f25 GPT4ALL_REPO?=https://github.com/go-skynet/gpt4all GPT4ALL_VERSION?=f7498c9 GOGGMLTRANSFORMERS_VERSION?=bd765bb6f3b38a63f915f3725e488aad492eedd4 diff --git a/api/config.go b/api/config.go index 5204cea..afd5d46 100644 --- a/api/config.go +++ b/api/config.go @@ -16,27 +16,33 @@ import ( ) type Config struct { - OpenAIRequest `yaml:"parameters"` - Name string `yaml:"name"` - StopWords []string `yaml:"stopwords"` - Cutstrings []string `yaml:"cutstrings"` - TrimSpace []string `yaml:"trimspace"` - ContextSize int `yaml:"context_size"` - F16 bool `yaml:"f16"` - Threads int `yaml:"threads"` - Debug bool `yaml:"debug"` - Roles map[string]string `yaml:"roles"` - Embeddings bool `yaml:"embeddings"` - Backend string `yaml:"backend"` - TemplateConfig TemplateConfig `yaml:"template"` - MirostatETA float64 `yaml:"mirostat_eta"` - MirostatTAU float64 `yaml:"mirostat_tau"` - Mirostat int `yaml:"mirostat"` - NGPULayers int `yaml:"gpu_layers"` - ImageGenerationAssets string `yaml:"asset_dir"` + OpenAIRequest `yaml:"parameters"` + Name string `yaml:"name"` + StopWords []string `yaml:"stopwords"` + Cutstrings []string `yaml:"cutstrings"` + TrimSpace []string `yaml:"trimspace"` + ContextSize int `yaml:"context_size"` + F16 bool `yaml:"f16"` + Threads int `yaml:"threads"` + Debug bool `yaml:"debug"` + Roles map[string]string `yaml:"roles"` + Embeddings bool `yaml:"embeddings"` + Backend string `yaml:"backend"` + TemplateConfig TemplateConfig `yaml:"template"` + MirostatETA float64 `yaml:"mirostat_eta"` + MirostatTAU float64 `yaml:"mirostat_tau"` + Mirostat int `yaml:"mirostat"` + NGPULayers int `yaml:"gpu_layers"` + MMap bool `yaml:"mmap"` + MMlock bool `yaml:"mmlock"` + + TensorSplit string `yaml:"tensor_split"` + MainGPU string `yaml:"main_gpu"` + ImageGenerationAssets string `yaml:"asset_dir"` PromptCachePath string `yaml:"prompt_cache_path"` PromptCacheAll bool `yaml:"prompt_cache_all"` + PromptCacheRO bool `yaml:"prompt_cache_ro"` PromptStrings, InputStrings []string InputToken [][]int @@ -53,6 +59,12 @@ type ConfigMerger struct { sync.Mutex } +func defaultConfig(modelFile string) *Config { + return &Config{ + OpenAIRequest: defaultRequest(modelFile), + } +} + func NewConfigMerger() *ConfigMerger { return &ConfigMerger{ configs: make(map[string]Config), @@ -308,13 +320,11 @@ func readConfig(modelFile string, input *OpenAIRequest, cm *ConfigMerger, loader var config *Config cfg, exists := cm.GetConfig(modelFile) if !exists { - config = &Config{ - OpenAIRequest: defaultRequest(modelFile), - ContextSize: ctx, - Threads: threads, - F16: f16, - Debug: debug, - } + config = defaultConfig(modelFile) + config.ContextSize = ctx + config.Threads = threads + config.F16 = f16 + config.Debug = debug } else { config = &cfg } diff --git a/api/openai.go b/api/openai.go index cb93510..0e1c0f6 100644 --- a/api/openai.go +++ b/api/openai.go @@ -4,8 +4,8 @@ import ( "bufio" "bytes" "encoding/base64" - "errors" "encoding/json" + "errors" "fmt" "io" "io/ioutil" @@ -125,6 +125,9 @@ type OpenAIRequest struct { MirostatTAU float64 `json:"mirostat_tau" yaml:"mirostat_tau"` Mirostat int `json:"mirostat" yaml:"mirostat"` + FrequencyPenalty float64 `json:"frequency_penalty" yaml:"frequency_penalty"` + TFZ float64 `json:"tfz" yaml:"tfz"` + Seed int `json:"seed" yaml:"seed"` // Image (not supported by OpenAI) @@ -191,7 +194,7 @@ func completionEndpoint(cm *ConfigMerger, o *Option) func(c *fiber.Ctx) error { } if input.Stream { - if (len(config.PromptStrings) > 1) { + if len(config.PromptStrings) > 1 { return errors.New("cannot handle more than 1 `PromptStrings` when `Stream`ing") } diff --git a/api/prediction.go b/api/prediction.go index 04a5b95..2406e42 100644 --- a/api/prediction.go +++ b/api/prediction.go @@ -39,6 +39,13 @@ func defaultLLamaOpts(c Config) []llama.ModelOption { llamaOpts = append(llamaOpts, llama.SetGPULayers(c.NGPULayers)) } + llamaOpts = append(llamaOpts, llama.SetMMap(c.MMap)) + llamaOpts = append(llamaOpts, llama.SetMainGPU(c.MainGPU)) + llamaOpts = append(llamaOpts, llama.SetTensorSplit(c.TensorSplit)) + if c.Batch != 0 { + llamaOpts = append(llamaOpts, llama.SetNBatch(c.Batch)) + } + return llamaOpts } @@ -168,6 +175,10 @@ func buildLLamaPredictOptions(c Config, modelPath string) []llama.PredictOption predictOptions = append(predictOptions, llama.EnablePromptCacheAll) } + if c.PromptCacheRO { + predictOptions = append(predictOptions, llama.EnablePromptCacheRO) + } + if c.PromptCachePath != "" { // Create parent directory p := filepath.Join(modelPath, c.PromptCachePath) @@ -217,6 +228,15 @@ func buildLLamaPredictOptions(c Config, modelPath string) []llama.PredictOption predictOptions = append(predictOptions, llama.SetSeed(c.Seed)) } + //predictOptions = append(predictOptions, llama.SetLogitBias(c.Seed)) + + predictOptions = append(predictOptions, llama.SetFrequencyPenalty(c.FrequencyPenalty)) + predictOptions = append(predictOptions, llama.SetMlock(c.MMlock)) + predictOptions = append(predictOptions, llama.SetMemoryMap(c.MMap)) + predictOptions = append(predictOptions, llama.SetPredictionMainGPU(c.MainGPU)) + predictOptions = append(predictOptions, llama.SetPredictionTensorSplit(c.TensorSplit)) + predictOptions = append(predictOptions, llama.SetTailFreeSamplingZ(c.TFZ)) + return predictOptions } diff --git a/go.mod b/go.mod index 1a96526..58d84bb 100644 --- a/go.mod +++ b/go.mod @@ -9,7 +9,7 @@ require ( github.com/go-skynet/bloomz.cpp v0.0.0-20230529155654-1834e77b83fa github.com/go-skynet/go-bert.cpp v0.0.0-20230531070950-0548994371f7 github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230606131358-bd765bb6f3b3 - github.com/go-skynet/go-llama.cpp v0.0.0-20230606152241-37ef81d01ae0 + github.com/go-skynet/go-llama.cpp v0.0.0-20230607123950-351aa714672f github.com/gofiber/fiber/v2 v2.46.0 github.com/google/uuid v1.3.0 github.com/hashicorp/go-multierror v1.1.1 @@ -17,7 +17,7 @@ require ( github.com/mudler/go-stable-diffusion v0.0.0-20230605122230-d89260f598af github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230605194130-266f13aee9d8 github.com/onsi/ginkgo/v2 v2.9.7 - github.com/onsi/gomega v1.27.7 + github.com/onsi/gomega v1.27.8 github.com/otiai10/openaigo v1.1.0 github.com/rs/zerolog v1.29.1 github.com/sashabaranov/go-openai v1.10.0 @@ -42,7 +42,6 @@ require ( github.com/go-openapi/jsonreference v0.19.6 // indirect github.com/go-openapi/spec v0.20.4 // indirect github.com/go-openapi/swag v0.19.15 // indirect - github.com/go-skynet/go-gpt2.cpp v0.0.0-20230523153133-3eb3a32c0874 // indirect github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 // indirect github.com/google/go-cmp v0.5.9 // indirect github.com/google/pprof v0.0.0-20210407192527-94a9f03dee38 // indirect diff --git a/go.sum b/go.sum index 7e84355..e1dab1f 100644 --- a/go.sum +++ b/go.sum @@ -16,34 +16,8 @@ github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ3 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c= github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= -github.com/donomii/go-rwkv.cpp v0.0.0-20230515123100-6fdd0c338e56 h1:s8/MZdicstKi5fn9D9mKGIQ/q6IWCYCk/BM68i8v51w= -github.com/donomii/go-rwkv.cpp v0.0.0-20230515123100-6fdd0c338e56/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM= -github.com/donomii/go-rwkv.cpp v0.0.0-20230529074347-ccb05c3e1c6e h1:YbcLoxAwS0r7otEqU/d8bArubmfEJaG7dZPp0Aa52Io= -github.com/donomii/go-rwkv.cpp v0.0.0-20230529074347-ccb05c3e1c6e/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM= -github.com/donomii/go-rwkv.cpp v0.0.0-20230531084548-c43cdf5fc5bf h1:upCz8WYdzMeJg0qywUaVaGndY+niuicj5j6V4pvhNS4= -github.com/donomii/go-rwkv.cpp v0.0.0-20230531084548-c43cdf5fc5bf/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM= -github.com/donomii/go-rwkv.cpp v0.0.0-20230601111443-3b28b09469fc h1:RCGGh/zw+K09sjCIYHUV7lFenxONml+LS02RdN+AkwI= -github.com/donomii/go-rwkv.cpp v0.0.0-20230601111443-3b28b09469fc/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM= -github.com/donomii/go-rwkv.cpp v0.0.0-20230604202420-1e18b2490e7e h1:Qne1BO0ltmyJcsizxZ61SV+uwuD1F8NztsfBDHOd0LI= -github.com/donomii/go-rwkv.cpp v0.0.0-20230604202420-1e18b2490e7e/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM= github.com/donomii/go-rwkv.cpp v0.0.0-20230606181754-d5f48f6d607a h1:ye/xhplHFjnTd4O9QDDhM/QmuiGiSZaKARug6wNYgWg= github.com/donomii/go-rwkv.cpp v0.0.0-20230606181754-d5f48f6d607a/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520182345-041be06d5881 h1:dafqVivljYk51VLFnnpTXJnfWDe637EobWZ1l8PyEf8= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520182345-041be06d5881/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230523110439-77eab3fbfe5e h1:4PMorQuoUGAXmIzCtnNOHaasyLokXdgd8jUWwsraFTo= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230523110439-77eab3fbfe5e/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230524181101-5e2b3407ef46 h1:+STJWsBFikYC90LnR8I9gcBdysQn7Jv9Jb44+5WBi68= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230524181101-5e2b3407ef46/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230527074028-9b926844e3ae h1:uzi5myq/qNX9xiKMRF/fW3HfxuEo2WcnTalwg9fe2hM= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230527074028-9b926844e3ae/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230528233858-d7c936b44a80 h1:IeeVcNaQHdcG+GPg+meOPFvtonvO8p/HBzTrZGjpWZk= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230528233858-d7c936b44a80/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230531071314-ce6f7470649f h1:oGTI2SlcA7oGPFsmkS1m8psq3uKNnhhJ/MZ2ZWVZDe0= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230531071314-ce6f7470649f/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230601065548-3f7436e8a096 h1:TD7v8FnwWCWlOsrkpnumsbxsflyhTI3rSm2HInqqSAI= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230601065548-3f7436e8a096/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230601124500-5b9e59bc07dd h1:os3FeYEIB4j5m5QlbFC3HkVcaAmLxNXz48uIfQAexm0= -github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230601124500-5b9e59bc07dd/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230606002726-57543c169e27 h1:boeMTUUBtnLU8JElZJHXrsUzROJar9/t6vGOFjkrhhI= github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230606002726-57543c169e27/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo= github.com/go-audio/audio v1.0.0 h1:zS9vebldgbQqktK4H0lUqWrG8P0NxCJVqcj7ZpNnwd4= @@ -64,56 +38,14 @@ github.com/go-openapi/spec v0.20.4/go.mod h1:faYFR1CvsJZ0mNsmsphTMSoRrNV3TEDoAM7 github.com/go-openapi/swag v0.19.5/go.mod h1:POnQmlKehdgb5mhVOsnJFsivZCEZ/vjK9gh66Z9tfKk= github.com/go-openapi/swag v0.19.15 h1:D2NRCBzS9/pEY3gP9Nl8aDqGUcPFrwG2p+CNFrLyrCM= github.com/go-openapi/swag v0.19.15/go.mod h1:QYRuS/SOXUCsnplDa677K7+DxSOj6IPNl/eQntq43wQ= -github.com/go-skynet/bloomz.cpp v0.0.0-20230510223001-e9366e82abdf h1:VJfSn8hIDE+K5+h38M3iAyFXrxpRExMKRdTk33UDxsw= -github.com/go-skynet/bloomz.cpp v0.0.0-20230510223001-e9366e82abdf/go.mod h1:wc0fJ9V04yiYTfgKvE5RUUSRQ5Kzi0Bo4I+U3nNOUuA= github.com/go-skynet/bloomz.cpp v0.0.0-20230529155654-1834e77b83fa h1:gxr68r/6EWroay4iI81jxqGCDbKotY4+CiwdUkBz2NQ= github.com/go-skynet/bloomz.cpp v0.0.0-20230529155654-1834e77b83fa/go.mod h1:wc0fJ9V04yiYTfgKvE5RUUSRQ5Kzi0Bo4I+U3nNOUuA= -github.com/go-skynet/go-bert.cpp v0.0.0-20230516063724-cea1ed76a7f4 h1:+3KPDf4Wv1VHOkzAfZnlj9qakLSYggTpm80AswhD/FU= -github.com/go-skynet/go-bert.cpp v0.0.0-20230516063724-cea1ed76a7f4/go.mod h1:VY0s5KoAI2jRCvQXKuDeEEe8KG7VaWifSNJSk+E1KtY= -github.com/go-skynet/go-bert.cpp v0.0.0-20230529074307-771b4a085972 h1:eiE1CTqanNjpNWF2xp9GvNZXgKgRzNaUSyFZGMLu8Vo= -github.com/go-skynet/go-bert.cpp v0.0.0-20230529074307-771b4a085972/go.mod h1:IQrVVZiAuWpneNrahrGu3m7VVaKLDIvQGp+Q6B8jw5g= github.com/go-skynet/go-bert.cpp v0.0.0-20230531070950-0548994371f7 h1:hm5rOxRf2Y8zmQTBgtDabLoprYHHQHmZ8ui8i4KQSgU= github.com/go-skynet/go-bert.cpp v0.0.0-20230531070950-0548994371f7/go.mod h1:55l02IF2kD+LGEH4yXzmPPygeuWiUIo8Nbh/+ZU9cb0= -github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230523173010-f89d7c22df6b h1:uKICsAbdRJxMPZ4RXltwOwXPRDO1/d/pdGR3gEEUV9M= -github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230523173010-f89d7c22df6b/go.mod h1:hjmO5UfipWl6xkPT54acOs9DDto8GPV81IvsBcvRjsA= -github.com/go-skynet/go-ggml-transformers.cpp v0.0.0-20230524084634-c4c581f1853c h1:jXUOCh2K4OzRItTtHzdxvkylE9r1szRSleRpXCNvraY= -github.com/go-skynet/go-ggml-transformers.cpp 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