mirror of
https://github.com/mudler/LocalAI.git
synced 2024-06-07 19:40:48 +00:00
feat: add dolly/redpajama/bloomz models support (#214)
This commit is contained in:
parent
f02202e1e1
commit
11675932ac
3
.github/workflows/bump_deps.yaml
vendored
3
.github/workflows/bump_deps.yaml
vendored
@ -27,6 +27,9 @@ jobs:
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- repository: "go-skynet/go-bert.cpp"
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variable: "BERT_VERSION"
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branch: "master"
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- repository: "go-skynet/bloomz.cpp"
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variable: "BLOOMZ_VERSION"
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branch: "main"
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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26
Makefile
26
Makefile
@ -5,11 +5,12 @@ BINARY_NAME=local-ai
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GOLLAMA_VERSION?=c03e8adbc45c866e0f6d876af1887d6b01d57eb4
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GOGPT4ALLJ_VERSION?=1f7bff57f66cb7062e40d0ac3abd2217815e5109
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GOGPT2_VERSION?=245a5bfe6708ab80dc5c733dcdbfbe3cfd2acdaa
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GOGPT2_VERSION?=abf038a7d8efa4eefdc7c891f05ad33d4e59e49d
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RWKV_REPO?=https://github.com/donomii/go-rwkv.cpp
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RWKV_VERSION?=af62fcc432be2847acb6e0688b2c2491d6588d58
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WHISPER_CPP_VERSION?=bf2449dfae35a46b2cd92ab22661ce81a48d4993
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BERT_VERSION?=ec771ec715576ac050263bb7bb74bfd616a5ba13
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BLOOMZ_VERSION?=e9366e82abdfe70565644fbfae9651976714efd1
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GREEN := $(shell tput -Txterm setaf 2)
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@ -18,8 +19,8 @@ WHITE := $(shell tput -Txterm setaf 7)
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CYAN := $(shell tput -Txterm setaf 6)
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RESET := $(shell tput -Txterm sgr0)
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C_INCLUDE_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-gpt4all-j:$(shell pwd)/go-gpt2:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert
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LIBRARY_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-gpt4all-j:$(shell pwd)/go-gpt2:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert
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C_INCLUDE_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-gpt4all-j:$(shell pwd)/go-gpt2:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
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LIBRARY_PATH=$(shell pwd)/go-llama:$(shell pwd)/go-gpt4all-j:$(shell pwd)/go-gpt2:$(shell pwd)/go-rwkv:$(shell pwd)/whisper.cpp:$(shell pwd)/go-bert:$(shell pwd)/bloomz
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# Use this if you want to set the default behavior
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ifndef BUILD_TYPE
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@ -69,6 +70,18 @@ go-rwkv:
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go-rwkv/librwkv.a: go-rwkv
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cd go-rwkv && cd rwkv.cpp && cmake . -DRWKV_BUILD_SHARED_LIBRARY=OFF && cmake --build . && cp librwkv.a .. && cp ggml/src/libggml.a ..
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## bloomz
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bloomz:
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git clone --recurse-submodules https://github.com/go-skynet/bloomz.cpp bloomz
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@find ./bloomz -type f -name "*.c" -exec sed -i'' -e 's/ggml_/ggml_bloomz_/g' {} +
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@find ./bloomz -type f -name "*.cpp" -exec sed -i'' -e 's/ggml_/ggml_bloomz_/g' {} +
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@find ./bloomz -type f -name "*.h" -exec sed -i'' -e 's/ggml_/ggml_bloomz_/g' {} +
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@find ./bloomz -type f -name "*.cpp" -exec sed -i'' -e 's/gpt_/gpt_bloomz_/g' {} +
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@find ./bloomz -type f -name "*.h" -exec sed -i'' -e 's/gpt_/gpt_bloomz_/g' {} +
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bloomz/libbloomz.a: bloomz
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cd bloomz && make libbloomz.a
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go-bert/libgobert.a: go-bert
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$(MAKE) -C go-bert libgobert.a
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@ -111,8 +124,9 @@ replace:
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$(GOCMD) mod edit -replace github.com/donomii/go-rwkv.cpp=$(shell pwd)/go-rwkv
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$(GOCMD) mod edit -replace github.com/ggerganov/whisper.cpp=$(shell pwd)/whisper.cpp
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$(GOCMD) mod edit -replace github.com/go-skynet/go-bert.cpp=$(shell pwd)/go-bert
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$(GOCMD) mod edit -replace github.com/go-skynet/bloomz.cpp=$(shell pwd)/bloomz
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prepare-sources: go-llama go-gpt2 go-gpt4all-j go-rwkv whisper.cpp go-bert
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prepare-sources: go-llama go-gpt2 go-gpt4all-j go-rwkv whisper.cpp go-bert bloomz
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$(GOCMD) mod download
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## GENERIC
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@ -123,9 +137,10 @@ rebuild: ## Rebuilds the project
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$(MAKE) -C go-rwkv clean
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$(MAKE) -C whisper.cpp clean
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$(MAKE) -C go-bert clean
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$(MAKE) -C bloomz clean
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$(MAKE) build
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prepare: prepare-sources go-llama/libbinding.a go-gpt4all-j/libgptj.a go-bert/libgobert.a go-gpt2/libgpt2.a go-rwkv/librwkv.a whisper.cpp/libwhisper.a replace ## Prepares for building
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prepare: prepare-sources go-llama/libbinding.a go-gpt4all-j/libgptj.a go-bert/libgobert.a go-gpt2/libgpt2.a go-rwkv/librwkv.a whisper.cpp/libwhisper.a bloomz/libbloomz.a replace ## Prepares for building
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clean: ## Remove build related file
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rm -fr ./go-llama
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@ -133,6 +148,7 @@ clean: ## Remove build related file
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rm -rf ./go-gpt2
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rm -rf ./go-rwkv
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rm -rf ./go-bert
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rm -rf ./bloomz
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rm -rf $(BINARY_NAME)
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## Build:
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@ -79,7 +79,7 @@ var _ = Describe("API test", func() {
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It("returns errors", func() {
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_, err := client.CreateCompletion(context.TODO(), openai.CompletionRequest{Model: "foomodel", Prompt: "abcdedfghikl"})
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Expect(err).To(HaveOccurred())
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Expect(err.Error()).To(ContainSubstring("error, status code: 500, message: could not load model - all backends returned error: 6 errors occurred:"))
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Expect(err.Error()).To(ContainSubstring("error, status code: 500, message: could not load model - all backends returned error: 9 errors occurred:"))
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})
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})
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@ -8,6 +8,7 @@ import (
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"github.com/donomii/go-rwkv.cpp"
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model "github.com/go-skynet/LocalAI/pkg/model"
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"github.com/go-skynet/bloomz.cpp"
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bert "github.com/go-skynet/go-bert.cpp"
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gpt2 "github.com/go-skynet/go-gpt2.cpp"
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gptj "github.com/go-skynet/go-gpt4all-j.cpp"
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@ -198,6 +199,50 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
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return response, nil
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}
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case *gpt2.RedPajama:
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fn = func() (string, error) {
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// Generate the prediction using the language model
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predictOptions := []gpt2.PredictOption{
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gpt2.SetTemperature(c.Temperature),
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gpt2.SetTopP(c.TopP),
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gpt2.SetTopK(c.TopK),
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gpt2.SetTokens(c.Maxtokens),
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gpt2.SetThreads(c.Threads),
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}
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if c.Batch != 0 {
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predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
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}
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if c.Seed != 0 {
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predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
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}
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return model.Predict(
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s,
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predictOptions...,
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)
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}
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case *bloomz.Bloomz:
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fn = func() (string, error) {
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// Generate the prediction using the language model
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predictOptions := []bloomz.PredictOption{
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bloomz.SetTemperature(c.Temperature),
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bloomz.SetTopP(c.TopP),
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bloomz.SetTopK(c.TopK),
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bloomz.SetTokens(c.Maxtokens),
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bloomz.SetThreads(c.Threads),
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}
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if c.Seed != 0 {
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predictOptions = append(predictOptions, bloomz.SetSeed(c.Seed))
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}
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return model.Predict(
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s,
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predictOptions...,
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)
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}
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case *gpt2.StableLM:
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fn = func() (string, error) {
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// Generate the prediction using the language model
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@ -222,6 +267,30 @@ func ModelInference(s string, loader *model.ModelLoader, c Config, tokenCallback
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predictOptions...,
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)
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}
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case *gpt2.Dolly:
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fn = func() (string, error) {
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// Generate the prediction using the language model
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predictOptions := []gpt2.PredictOption{
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gpt2.SetTemperature(c.Temperature),
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gpt2.SetTopP(c.TopP),
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gpt2.SetTopK(c.TopK),
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gpt2.SetTokens(c.Maxtokens),
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gpt2.SetThreads(c.Threads),
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}
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if c.Batch != 0 {
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predictOptions = append(predictOptions, gpt2.SetBatch(c.Batch))
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}
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if c.Seed != 0 {
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predictOptions = append(predictOptions, gpt2.SetSeed(c.Seed))
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}
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return model.Predict(
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s,
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predictOptions...,
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)
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}
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case *gpt2.GPT2:
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fn = func() (string, error) {
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// Generate the prediction using the language model
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3
go.mod
3
go.mod
@ -6,8 +6,9 @@ require (
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github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be
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github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230508180809-bf2449dfae35
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github.com/go-audio/wav v1.1.0
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github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f
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github.com/go-skynet/go-bert.cpp v0.0.0-20230510101404-7bb183b147ea
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github.com/go-skynet/go-gpt2.cpp v0.0.0-20230422085954-245a5bfe6708
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github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6
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github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c
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github.com/go-skynet/go-llama.cpp v0.0.0-20230509080828-f4d26f43f1d3
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github.com/gofiber/fiber/v2 v2.45.0
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|
5
go.sum
5
go.sum
@ -36,6 +36,8 @@ github.com/go-openapi/spec v0.20.4/go.mod h1:faYFR1CvsJZ0mNsmsphTMSoRrNV3TEDoAM7
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github.com/go-openapi/swag v0.19.5/go.mod h1:POnQmlKehdgb5mhVOsnJFsivZCEZ/vjK9gh66Z9tfKk=
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github.com/go-openapi/swag v0.19.15 h1:D2NRCBzS9/pEY3gP9Nl8aDqGUcPFrwG2p+CNFrLyrCM=
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github.com/go-openapi/swag v0.19.15/go.mod h1:QYRuS/SOXUCsnplDa677K7+DxSOj6IPNl/eQntq43wQ=
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github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f h1:GW8RQa1RVeDF1dOuAP/y6xWVC+BRtf9tJOuEza6Asbg=
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github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f/go.mod h1:wc0fJ9V04yiYTfgKvE5RUUSRQ5Kzi0Bo4I+U3nNOUuA=
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github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 h1:tfuBGBXKqDEevZMzYi5KSi8KkcZtzBcTgAUUtapy0OI=
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github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572/go.mod h1:9Pwr4B2jHnOSGXyyzV8ROjYa2ojvAY6HCGYYfMoC3Ls=
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github.com/godbus/dbus/v5 v5.0.4/go.mod h1:xhWf0FNVPg57R7Z0UbKHbJfkEywrmjJnf7w5xrFpKfA=
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@ -187,9 +189,8 @@ golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8T
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google.golang.org/protobuf v1.28.0 h1:w43yiav+6bVFTBQFZX0r7ipe9JQ1QsbMgHwbBziscLw=
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gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
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gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
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gopkg.in/check.v1 v1.0.0-20200227125254-8fa46927fb4f h1:BLraFXnmrev5lT+xlilqcH8XK9/i0At2xKjWk4p6zsU=
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gopkg.in/check.v1 v1.0.0-20200227125254-8fa46927fb4f/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
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gopkg.in/check.v1 v1.0.0-20200902074654-038fdea0a05b h1:QRR6H1YWRnHb4Y/HeNFCTJLFVxaq6wH4YuVdsUOr75U=
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gopkg.in/check.v1 v1.0.0-20200902074654-038fdea0a05b/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
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gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
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gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
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gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
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@ -10,14 +10,14 @@ import (
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"sync"
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"text/template"
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"github.com/hashicorp/go-multierror"
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"github.com/rs/zerolog/log"
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rwkv "github.com/donomii/go-rwkv.cpp"
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bloomz "github.com/go-skynet/bloomz.cpp"
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bert "github.com/go-skynet/go-bert.cpp"
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gpt2 "github.com/go-skynet/go-gpt2.cpp"
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gptj "github.com/go-skynet/go-gpt4all-j.cpp"
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llama "github.com/go-skynet/go-llama.cpp"
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"github.com/hashicorp/go-multierror"
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"github.com/rs/zerolog/log"
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)
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type ModelLoader struct {
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@ -28,9 +28,12 @@ type ModelLoader struct {
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gptmodels map[string]*gptj.GPTJ
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gpt2models map[string]*gpt2.GPT2
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gptstablelmmodels map[string]*gpt2.StableLM
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dollymodels map[string]*gpt2.Dolly
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redpajama map[string]*gpt2.RedPajama
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rwkv map[string]*rwkv.RwkvState
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bert map[string]*bert.Bert
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bloomz map[string]*bloomz.Bloomz
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bert map[string]*bert.Bert
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promptsTemplates map[string]*template.Template
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}
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@ -40,8 +43,11 @@ func NewModelLoader(modelPath string) *ModelLoader {
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gpt2models: make(map[string]*gpt2.GPT2),
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gptmodels: make(map[string]*gptj.GPTJ),
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gptstablelmmodels: make(map[string]*gpt2.StableLM),
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dollymodels: make(map[string]*gpt2.Dolly),
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redpajama: make(map[string]*gpt2.RedPajama),
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models: make(map[string]*llama.LLama),
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rwkv: make(map[string]*rwkv.RwkvState),
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bloomz: make(map[string]*bloomz.Bloomz),
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bert: make(map[string]*bert.Bert),
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promptsTemplates: make(map[string]*template.Template),
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}
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@ -128,6 +134,70 @@ func (ml *ModelLoader) loadTemplateIfExists(modelName, modelFile string) error {
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return nil
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}
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func (ml *ModelLoader) LoadRedPajama(modelName string) (*gpt2.RedPajama, error) {
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ml.mu.Lock()
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defer ml.mu.Unlock()
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// Check if we already have a loaded model
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if !ml.ExistsInModelPath(modelName) {
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return nil, fmt.Errorf("model does not exist")
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}
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if m, ok := ml.redpajama[modelName]; ok {
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log.Debug().Msgf("Model already loaded in memory: %s", modelName)
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return m, nil
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}
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// Load the model and keep it in memory for later use
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modelFile := filepath.Join(ml.ModelPath, modelName)
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log.Debug().Msgf("Loading model in memory from file: %s", modelFile)
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model, err := gpt2.NewRedPajama(modelFile)
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if err != nil {
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return nil, err
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}
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// If there is a prompt template, load it
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if err := ml.loadTemplateIfExists(modelName, modelFile); err != nil {
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return nil, err
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}
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ml.redpajama[modelName] = model
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return model, err
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}
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func (ml *ModelLoader) LoadDollyModel(modelName string) (*gpt2.Dolly, error) {
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ml.mu.Lock()
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defer ml.mu.Unlock()
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// Check if we already have a loaded model
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if !ml.ExistsInModelPath(modelName) {
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return nil, fmt.Errorf("model does not exist")
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}
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if m, ok := ml.dollymodels[modelName]; ok {
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log.Debug().Msgf("Model already loaded in memory: %s", modelName)
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return m, nil
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}
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// Load the model and keep it in memory for later use
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modelFile := filepath.Join(ml.ModelPath, modelName)
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log.Debug().Msgf("Loading model in memory from file: %s", modelFile)
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model, err := gpt2.NewDolly(modelFile)
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if err != nil {
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return nil, err
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}
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// If there is a prompt template, load it
|
||||
if err := ml.loadTemplateIfExists(modelName, modelFile); err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
ml.dollymodels[modelName] = model
|
||||
return model, err
|
||||
}
|
||||
|
||||
func (ml *ModelLoader) LoadStableLMModel(modelName string) (*gpt2.StableLM, error) {
|
||||
ml.mu.Lock()
|
||||
defer ml.mu.Unlock()
|
||||
@ -192,6 +262,38 @@ func (ml *ModelLoader) LoadBERT(modelName string) (*bert.Bert, error) {
|
||||
return model, err
|
||||
}
|
||||
|
||||
func (ml *ModelLoader) LoadBloomz(modelName string) (*bloomz.Bloomz, error) {
|
||||
ml.mu.Lock()
|
||||
defer ml.mu.Unlock()
|
||||
|
||||
// Check if we already have a loaded model
|
||||
if !ml.ExistsInModelPath(modelName) {
|
||||
return nil, fmt.Errorf("model does not exist")
|
||||
}
|
||||
|
||||
if m, ok := ml.bloomz[modelName]; ok {
|
||||
log.Debug().Msgf("Model already loaded in memory: %s", modelName)
|
||||
return m, nil
|
||||
}
|
||||
|
||||
// Load the model and keep it in memory for later use
|
||||
modelFile := filepath.Join(ml.ModelPath, modelName)
|
||||
log.Debug().Msgf("Loading model in memory from file: %s", modelFile)
|
||||
|
||||
model, err := bloomz.New(modelFile)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
// If there is a prompt template, load it
|
||||
if err := ml.loadTemplateIfExists(modelName, modelFile); err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
ml.bloomz[modelName] = model
|
||||
return model, err
|
||||
}
|
||||
|
||||
func (ml *ModelLoader) LoadGPT2Model(modelName string) (*gpt2.GPT2, error) {
|
||||
ml.mu.Lock()
|
||||
defer ml.mu.Unlock()
|
||||
@ -329,8 +431,14 @@ func (ml *ModelLoader) BackendLoader(backendString string, modelFile string, lla
|
||||
switch strings.ToLower(backendString) {
|
||||
case "llama":
|
||||
return ml.LoadLLaMAModel(modelFile, llamaOpts...)
|
||||
case "bloomz":
|
||||
return ml.LoadBloomz(modelFile)
|
||||
case "stablelm":
|
||||
return ml.LoadStableLMModel(modelFile)
|
||||
case "dolly":
|
||||
return ml.LoadDollyModel(modelFile)
|
||||
case "redpajama":
|
||||
return ml.LoadRedPajama(modelFile)
|
||||
case "gpt2":
|
||||
return ml.LoadGPT2Model(modelFile)
|
||||
case "gptj":
|
||||
@ -391,6 +499,30 @@ func (ml *ModelLoader) GreedyLoader(modelFile string, llamaOpts []llama.ModelOpt
|
||||
err = multierror.Append(err, modelerr)
|
||||
}
|
||||
|
||||
model, modelerr = ml.LoadDollyModel(modelFile)
|
||||
if modelerr == nil {
|
||||
updateModels(model)
|
||||
return model, nil
|
||||
} else {
|
||||
err = multierror.Append(err, modelerr)
|
||||
}
|
||||
|
||||
model, modelerr = ml.LoadRedPajama(modelFile)
|
||||
if modelerr == nil {
|
||||
updateModels(model)
|
||||
return model, nil
|
||||
} else {
|
||||
err = multierror.Append(err, modelerr)
|
||||
}
|
||||
|
||||
model, modelerr = ml.LoadBloomz(modelFile)
|
||||
if modelerr == nil {
|
||||
updateModels(model)
|
||||
return model, nil
|
||||
} else {
|
||||
err = multierror.Append(err, modelerr)
|
||||
}
|
||||
|
||||
model, modelerr = ml.LoadRWKV(modelFile, modelFile+tokenizerSuffix, threads)
|
||||
if modelerr == nil {
|
||||
updateModels(model)
|
||||
|
Loading…
Reference in New Issue
Block a user