GOCMD=go GOTEST=$(GOCMD) test GOVET=$(GOCMD) vet BINARY_NAME=local-ai # llama.cpp versions GOLLAMA_VERSION?=371ecd13c7fe00d281cb19c6588574134d7091b1 GOLLAMA_STABLE_VERSION?=50cee7712066d9e38306eccadcfbb44ea87df4b7 # gpt4all version GPT4ALL_REPO?=https://github.com/nomic-ai/gpt4all GPT4ALL_VERSION?=27a8b020c36b0df8f8b82a252d261cda47cf44b8 # go-ggml-transformers version GOGGMLTRANSFORMERS_VERSION?=ffb09d7dd71e2cbc6c5d7d05357d230eea6f369a # go-rwkv version RWKV_REPO?=https://github.com/donomii/go-rwkv.cpp RWKV_VERSION?=c898cd0f62df8f2a7830e53d1d513bef4f6f792b # whisper.cpp version WHISPER_CPP_VERSION?=85ed71aaec8e0612a84c0b67804bde75aa75a273 # bert.cpp version BERT_VERSION?=6abe312cded14042f6b7c3cd8edf082713334a4d # go-piper version PIPER_VERSION?=56b8a81b4760a6fbee1a82e62f007ae7e8f010a7 # go-bloomz version BLOOMZ_VERSION?=1834e77b83faafe912ad4092ccf7f77937349e2f # stablediffusion version STABLEDIFFUSION_VERSION?=d89260f598afb809279bc72aa0107b4292587632 # Go-ggllm GOGGLLM_VERSION?=862477d16eefb0805261c19c9b0d053e3b2b684b export BUILD_TYPE?= CGO_LDFLAGS?= CUDA_LIBPATH?=/usr/local/cuda/lib64/ GO_TAGS?= BUILD_ID?=git VERSION?=$(shell git describe --always --tags || echo "dev" ) # go tool nm ./local-ai | grep Commit LD_FLAGS?= override LD_FLAGS += -X "github.com/go-skynet/LocalAI/internal.Version=$(VERSION)" override LD_FLAGS += -X "github.com/go-skynet/LocalAI/internal.Commit=$(shell git rev-parse HEAD)" OPTIONAL_TARGETS?= ESPEAK_DATA?= OS := $(shell uname -s) ARCH := $(shell uname -m) GREEN := $(shell tput -Txterm setaf 2) YELLOW := $(shell tput -Txterm setaf 3) WHITE := $(shell tput -Txterm setaf 7) CYAN := $(shell tput -Txterm setaf 6) RESET := $(shell tput -Txterm sgr0) ifndef UNAME_S UNAME_S := $(shell uname -s) endif # workaround for rwkv.cpp ifeq ($(UNAME_S),Darwin) CGO_LDFLAGS += -lcblas -framework Accelerate endif ifeq ($(BUILD_TYPE),openblas) CGO_LDFLAGS+=-lopenblas endif ifeq ($(BUILD_TYPE),cublas) CGO_LDFLAGS+=-lcublas -lcudart -L$(CUDA_LIBPATH) export LLAMA_CUBLAS=1 endif ifeq ($(BUILD_TYPE),metal) CGO_LDFLAGS+=-framework Foundation -framework Metal -framework MetalKit -framework MetalPerformanceShaders export LLAMA_METAL=1 endif ifeq ($(BUILD_TYPE),clblas) CGO_LDFLAGS+=-lOpenCL -lclblast endif # glibc-static or glibc-devel-static required ifeq ($(STATIC),true) LD_FLAGS=-linkmode external -extldflags -static endif ifeq ($(findstring stablediffusion,$(GO_TAGS)),stablediffusion) # OPTIONAL_TARGETS+=go-stable-diffusion/libstablediffusion.a OPTIONAL_GRPC+=backend-assets/grpc/stablediffusion endif ifeq ($(findstring tts,$(GO_TAGS)),tts) # OPTIONAL_TARGETS+=go-piper/libpiper_binding.a # OPTIONAL_TARGETS+=backend-assets/espeak-ng-data OPTIONAL_GRPC+=backend-assets/grpc/piper endif GRPC_BACKENDS?=backend-assets/grpc/langchain-huggingface backend-assets/grpc/falcon-ggml backend-assets/grpc/bert-embeddings backend-assets/grpc/falcon backend-assets/grpc/bloomz backend-assets/grpc/llama backend-assets/grpc/llama-stable backend-assets/grpc/gpt4all backend-assets/grpc/dolly backend-assets/grpc/gpt2 backend-assets/grpc/gptj backend-assets/grpc/gptneox backend-assets/grpc/mpt backend-assets/grpc/replit backend-assets/grpc/starcoder backend-assets/grpc/rwkv backend-assets/grpc/whisper $(OPTIONAL_GRPC) .PHONY: all test build vendor all: help ## GPT4ALL gpt4all: git clone --recurse-submodules $(GPT4ALL_REPO) gpt4all cd gpt4all && git checkout -b build $(GPT4ALL_VERSION) && git submodule update --init --recursive --depth 1 ## go-ggllm go-ggllm: git clone --recurse-submodules https://github.com/mudler/go-ggllm.cpp go-ggllm cd go-ggllm && git checkout -b build $(GOGGLLM_VERSION) && git submodule update --init --recursive --depth 1 go-ggllm/libggllm.a: go-ggllm $(MAKE) -C go-ggllm BUILD_TYPE=$(BUILD_TYPE) libggllm.a ## go-piper go-piper: git clone --recurse-submodules https://github.com/mudler/go-piper go-piper cd go-piper && git checkout -b build $(PIPER_VERSION) && git submodule update --init --recursive --depth 1 ## BERT embeddings go-bert: git clone --recurse-submodules https://github.com/go-skynet/go-bert.cpp go-bert cd go-bert && git checkout -b build $(BERT_VERSION) && git submodule update --init --recursive --depth 1 ## stable diffusion go-stable-diffusion: git clone --recurse-submodules https://github.com/mudler/go-stable-diffusion go-stable-diffusion cd go-stable-diffusion && git checkout -b build $(STABLEDIFFUSION_VERSION) && git submodule update --init --recursive --depth 1 go-stable-diffusion/libstablediffusion.a: $(MAKE) -C go-stable-diffusion libstablediffusion.a ## RWKV go-rwkv: git clone --recurse-submodules $(RWKV_REPO) go-rwkv cd go-rwkv && git checkout -b build $(RWKV_VERSION) && git submodule update --init --recursive --depth 1 go-rwkv/librwkv.a: go-rwkv cd go-rwkv && cd rwkv.cpp && cmake . -DRWKV_BUILD_SHARED_LIBRARY=OFF && cmake --build . && cp librwkv.a .. ## bloomz bloomz: git clone --recurse-submodules https://github.com/go-skynet/bloomz.cpp bloomz cd bloomz && git checkout -b build $(BLOOMZ_VERSION) && git submodule update --init --recursive --depth 1 bloomz/libbloomz.a: bloomz cd bloomz && make libbloomz.a go-bert/libgobert.a: go-bert $(MAKE) -C go-bert libgobert.a backend-assets/gpt4all: gpt4all/gpt4all-bindings/golang/libgpt4all.a mkdir -p backend-assets/gpt4all @cp gpt4all/gpt4all-bindings/golang/buildllm/*.so backend-assets/gpt4all/ || true @cp gpt4all/gpt4all-bindings/golang/buildllm/*.dylib backend-assets/gpt4all/ || true @cp gpt4all/gpt4all-bindings/golang/buildllm/*.dll backend-assets/gpt4all/ || true backend-assets/espeak-ng-data: mkdir -p backend-assets/espeak-ng-data ifdef ESPEAK_DATA @cp -rf $(ESPEAK_DATA)/. backend-assets/espeak-ng-data else @echo "ESPEAK_DATA not set, skipping tts. Note that this will break the tts functionality." @touch backend-assets/espeak-ng-data/keep endif gpt4all/gpt4all-bindings/golang/libgpt4all.a: gpt4all $(MAKE) -C gpt4all/gpt4all-bindings/golang/ libgpt4all.a ## CEREBRAS GPT go-ggml-transformers: git clone --recurse-submodules https://github.com/go-skynet/go-ggml-transformers.cpp go-ggml-transformers cd go-ggml-transformers && git checkout -b build $(GOGPT2_VERSION) && git submodule update --init --recursive --depth 1 go-ggml-transformers/libtransformers.a: go-ggml-transformers $(MAKE) -C go-ggml-transformers BUILD_TYPE=$(BUILD_TYPE) libtransformers.a whisper.cpp: git clone https://github.com/ggerganov/whisper.cpp.git cd whisper.cpp && git checkout -b build $(WHISPER_CPP_VERSION) && git submodule update --init --recursive --depth 1 whisper.cpp/libwhisper.a: whisper.cpp cd whisper.cpp && make libwhisper.a go-llama: git clone --recurse-submodules https://github.com/go-skynet/go-llama.cpp go-llama cd go-llama && git checkout -b build $(GOLLAMA_VERSION) && git submodule update --init --recursive --depth 1 go-llama-stable: git clone --recurse-submodules https://github.com/go-skynet/go-llama.cpp go-llama-stable cd go-llama-stable && git checkout -b build $(GOLLAMA_STABLE_VERSION) && git submodule update --init --recursive --depth 1 go-llama/libbinding.a: go-llama $(MAKE) -C go-llama BUILD_TYPE=$(BUILD_TYPE) libbinding.a go-llama-stable/libbinding.a: go-llama-stable $(MAKE) -C go-llama-stable BUILD_TYPE=$(BUILD_TYPE) libbinding.a go-piper/libpiper_binding.a: $(MAKE) -C go-piper libpiper_binding.a example/main get-sources: go-llama go-llama-stable go-ggllm go-ggml-transformers gpt4all go-piper go-rwkv whisper.cpp go-bert bloomz go-stable-diffusion touch $@ replace: $(GOCMD) mod edit -replace github.com/nomic-ai/gpt4all/gpt4all-bindings/golang=$(shell pwd)/gpt4all/gpt4all-bindings/golang $(GOCMD) mod edit -replace github.com/go-skynet/go-ggml-transformers.cpp=$(shell pwd)/go-ggml-transformers $(GOCMD) mod edit -replace github.com/donomii/go-rwkv.cpp=$(shell pwd)/go-rwkv $(GOCMD) mod edit -replace github.com/ggerganov/whisper.cpp=$(shell pwd)/whisper.cpp $(GOCMD) mod edit -replace github.com/go-skynet/go-bert.cpp=$(shell pwd)/go-bert $(GOCMD) mod edit -replace github.com/go-skynet/bloomz.cpp=$(shell pwd)/bloomz $(GOCMD) mod edit -replace github.com/mudler/go-stable-diffusion=$(shell pwd)/go-stable-diffusion $(GOCMD) mod edit -replace github.com/mudler/go-piper=$(shell pwd)/go-piper $(GOCMD) mod edit -replace github.com/mudler/go-ggllm.cpp=$(shell pwd)/go-ggllm prepare-sources: get-sources replace $(GOCMD) mod download ## GENERIC rebuild: ## Rebuilds the project $(GOCMD) clean -cache $(MAKE) -C go-llama clean $(MAKE) -C go-llama-stable clean $(MAKE) -C gpt4all/gpt4all-bindings/golang/ clean $(MAKE) -C go-ggml-transformers clean $(MAKE) -C go-rwkv clean $(MAKE) -C whisper.cpp clean $(MAKE) -C go-stable-diffusion clean $(MAKE) -C go-bert clean $(MAKE) -C bloomz clean $(MAKE) -C go-piper clean $(MAKE) -C go-ggllm clean $(MAKE) build prepare: prepare-sources $(OPTIONAL_TARGETS) touch $@ clean: ## Remove build related file $(GOCMD) clean -cache rm -f prepare rm -rf ./go-llama rm -rf ./gpt4all rm -rf ./go-llama-stable rm -rf ./go-gpt2 rm -rf ./go-stable-diffusion rm -rf ./go-ggml-transformers rm -rf ./backend-assets rm -rf ./go-rwkv rm -rf ./go-bert rm -rf ./bloomz rm -rf ./whisper.cpp rm -rf ./go-piper rm -rf ./go-ggllm rm -rf $(BINARY_NAME) rm -rf release/ ## Build: build: grpcs prepare ## Build the project $(info ${GREEN}I local-ai build info:${RESET}) $(info ${GREEN}I BUILD_TYPE: ${YELLOW}$(BUILD_TYPE)${RESET}) $(info ${GREEN}I GO_TAGS: ${YELLOW}$(GO_TAGS)${RESET}) $(info ${GREEN}I LD_FLAGS: ${YELLOW}$(LD_FLAGS)${RESET}) CGO_LDFLAGS="$(CGO_LDFLAGS)" $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o $(BINARY_NAME) ./ dist: build mkdir -p release cp $(BINARY_NAME) release/$(BINARY_NAME)-$(BUILD_ID)-$(OS)-$(ARCH) ## Run run: prepare ## run local-ai CGO_LDFLAGS="$(CGO_LDFLAGS)" $(GOCMD) run ./ test-models/testmodel: mkdir test-models mkdir test-dir wget https://huggingface.co/nnakasato/ggml-model-test/resolve/main/ggml-model-q4.bin -O test-models/testmodel wget https://huggingface.co/ggerganov/whisper.cpp/resolve/main/ggml-base.en.bin -O test-models/whisper-en wget https://huggingface.co/skeskinen/ggml/resolve/main/all-MiniLM-L6-v2/ggml-model-q4_0.bin -O test-models/bert wget https://cdn.openai.com/whisper/draft-20220913a/micro-machines.wav -O test-dir/audio.wav wget https://huggingface.co/mudler/rwkv-4-raven-1.5B-ggml/resolve/main/RWKV-4-Raven-1B5-v11-Eng99%2525-Other1%2525-20230425-ctx4096_Q4_0.bin -O test-models/rwkv wget https://raw.githubusercontent.com/saharNooby/rwkv.cpp/5eb8f09c146ea8124633ab041d9ea0b1f1db4459/rwkv/20B_tokenizer.json -O test-models/rwkv.tokenizer.json cp tests/models_fixtures/* test-models prepare-test: grpcs cp -rf backend-assets api cp tests/models_fixtures/* test-models test: prepare test-models/testmodel grpcs @echo 'Running tests' export GO_TAGS="tts stablediffusion" $(MAKE) prepare-test HUGGINGFACE_GRPC=$(abspath ./)/extra/grpc/huggingface/huggingface.py TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models \ $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="!gpt4all && !llama && !llama-gguf" --flake-attempts 5 -v -r ./api ./pkg $(MAKE) test-gpt4all $(MAKE) test-llama $(MAKE) test-llama-gguf $(MAKE) test-tts $(MAKE) test-stablediffusion test-gpt4all: prepare-test TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models \ $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="gpt4all" --flake-attempts 5 -v -r ./api ./pkg test-llama: prepare-test TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models \ $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="llama" --flake-attempts 5 -v -r ./api ./pkg test-llama-gguf: prepare-test TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models \ $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="llama-gguf" --flake-attempts 5 -v -r ./api ./pkg test-tts: prepare-test TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models \ $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="tts" --flake-attempts 1 -v -r ./api ./pkg test-stablediffusion: prepare-test TEST_DIR=$(abspath ./)/test-dir/ FIXTURES=$(abspath ./)/tests/fixtures CONFIG_FILE=$(abspath ./)/test-models/config.yaml MODELS_PATH=$(abspath ./)/test-models \ $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --label-filter="stablediffusion" --flake-attempts 1 -v -r ./api ./pkg test-container: docker build --target requirements -t local-ai-test-container . docker run -ti --rm --entrypoint /bin/bash -ti -v $(abspath ./):/build local-ai-test-container ## Help: help: ## Show this help. @echo '' @echo 'Usage:' @echo ' ${YELLOW}make${RESET} ${GREEN}<target>${RESET}' @echo '' @echo 'Targets:' @awk 'BEGIN {FS = ":.*?## "} { \ if (/^[a-zA-Z_-]+:.*?##.*$$/) {printf " ${YELLOW}%-20s${GREEN}%s${RESET}\n", $$1, $$2} \ else if (/^## .*$$/) {printf " ${CYAN}%s${RESET}\n", substr($$1,4)} \ }' $(MAKEFILE_LIST) protogen: protogen-go protogen-python protogen-go: protoc --go_out=. --go_opt=paths=source_relative --go-grpc_out=. --go-grpc_opt=paths=source_relative \ pkg/grpc/proto/backend.proto protogen-python: python3 -m grpc_tools.protoc -Ipkg/grpc/proto/ --python_out=extra/grpc/huggingface/ --grpc_python_out=extra/grpc/huggingface/ pkg/grpc/proto/backend.proto python3 -m grpc_tools.protoc -Ipkg/grpc/proto/ --python_out=extra/grpc/autogptq/ --grpc_python_out=extra/grpc/autogptq/ pkg/grpc/proto/backend.proto python3 -m grpc_tools.protoc -Ipkg/grpc/proto/ --python_out=extra/grpc/exllama/ --grpc_python_out=extra/grpc/exllama/ pkg/grpc/proto/backend.proto python3 -m grpc_tools.protoc -Ipkg/grpc/proto/ --python_out=extra/grpc/bark/ --grpc_python_out=extra/grpc/bark/ pkg/grpc/proto/backend.proto python3 -m grpc_tools.protoc -Ipkg/grpc/proto/ --python_out=extra/grpc/diffusers/ --grpc_python_out=extra/grpc/diffusers/ pkg/grpc/proto/backend.proto ## GRPC backend-assets/grpc: mkdir -p backend-assets/grpc backend-assets/grpc/falcon: backend-assets/grpc go-ggllm/libggllm.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggllm LIBRARY_PATH=$(shell pwd)/go-ggllm \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/falcon ./cmd/grpc/falcon/ backend-assets/grpc/llama: backend-assets/grpc go-llama/libbinding.a $(GOCMD) mod edit -replace github.com/go-skynet/go-llama.cpp=$(shell pwd)/go-llama CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-llama LIBRARY_PATH=$(shell pwd)/go-llama \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/llama ./cmd/grpc/llama/ # TODO: every binary should have its own folder instead, so can have different metal implementations ifeq ($(BUILD_TYPE),metal) cp go-llama/build/bin/ggml-metal.metal backend-assets/grpc/ endif backend-assets/grpc/llama-stable: backend-assets/grpc go-llama-stable/libbinding.a $(GOCMD) mod edit -replace github.com/go-skynet/go-llama.cpp=$(shell pwd)/go-llama-stable CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-llama-stable LIBRARY_PATH=$(shell pwd)/go-llama \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/llama-stable ./cmd/grpc/llama-stable/ backend-assets/grpc/gpt4all: backend-assets/grpc backend-assets/gpt4all gpt4all/gpt4all-bindings/golang/libgpt4all.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/gpt4all/gpt4all-bindings/golang/ LIBRARY_PATH=$(shell pwd)/gpt4all/gpt4all-bindings/golang/ \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/gpt4all ./cmd/grpc/gpt4all/ backend-assets/grpc/dolly: backend-assets/grpc go-ggml-transformers/libtransformers.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggml-transformers LIBRARY_PATH=$(shell pwd)/go-ggml-transformers \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/dolly ./cmd/grpc/dolly/ backend-assets/grpc/gpt2: backend-assets/grpc go-ggml-transformers/libtransformers.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggml-transformers LIBRARY_PATH=$(shell pwd)/go-ggml-transformers \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/gpt2 ./cmd/grpc/gpt2/ backend-assets/grpc/gptj: backend-assets/grpc go-ggml-transformers/libtransformers.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggml-transformers LIBRARY_PATH=$(shell pwd)/go-ggml-transformers \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/gptj ./cmd/grpc/gptj/ backend-assets/grpc/gptneox: backend-assets/grpc go-ggml-transformers/libtransformers.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggml-transformers LIBRARY_PATH=$(shell pwd)/go-ggml-transformers \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/gptneox ./cmd/grpc/gptneox/ backend-assets/grpc/mpt: backend-assets/grpc go-ggml-transformers/libtransformers.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggml-transformers LIBRARY_PATH=$(shell pwd)/go-ggml-transformers \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/mpt ./cmd/grpc/mpt/ backend-assets/grpc/replit: backend-assets/grpc go-ggml-transformers/libtransformers.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggml-transformers LIBRARY_PATH=$(shell pwd)/go-ggml-transformers \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/replit ./cmd/grpc/replit/ backend-assets/grpc/falcon-ggml: backend-assets/grpc go-ggml-transformers/libtransformers.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggml-transformers LIBRARY_PATH=$(shell pwd)/go-ggml-transformers \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/falcon-ggml ./cmd/grpc/falcon-ggml/ backend-assets/grpc/starcoder: backend-assets/grpc go-ggml-transformers/libtransformers.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-ggml-transformers LIBRARY_PATH=$(shell pwd)/go-ggml-transformers \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/starcoder ./cmd/grpc/starcoder/ backend-assets/grpc/rwkv: backend-assets/grpc go-rwkv/librwkv.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-rwkv LIBRARY_PATH=$(shell pwd)/go-rwkv \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/rwkv ./cmd/grpc/rwkv/ backend-assets/grpc/bloomz: backend-assets/grpc bloomz/libbloomz.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/bloomz LIBRARY_PATH=$(shell pwd)/bloomz \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/bloomz ./cmd/grpc/bloomz/ backend-assets/grpc/bert-embeddings: backend-assets/grpc go-bert/libgobert.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-bert LIBRARY_PATH=$(shell pwd)/go-bert \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/bert-embeddings ./cmd/grpc/bert-embeddings/ backend-assets/grpc/langchain-huggingface: backend-assets/grpc $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/langchain-huggingface ./cmd/grpc/langchain-huggingface/ backend-assets/grpc/stablediffusion: backend-assets/grpc go-stable-diffusion/libstablediffusion.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/go-stable-diffusion/ LIBRARY_PATH=$(shell pwd)/go-stable-diffusion/ \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/stablediffusion ./cmd/grpc/stablediffusion/ backend-assets/grpc/piper: backend-assets/grpc backend-assets/espeak-ng-data go-piper/libpiper_binding.a CGO_LDFLAGS="$(CGO_LDFLAGS)" LIBRARY_PATH=$(shell pwd)/go-piper \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/piper ./cmd/grpc/piper/ backend-assets/grpc/whisper: backend-assets/grpc whisper.cpp/libwhisper.a CGO_LDFLAGS="$(CGO_LDFLAGS)" C_INCLUDE_PATH=$(shell pwd)/whisper.cpp LIBRARY_PATH=$(shell pwd)/whisper.cpp \ $(GOCMD) build -ldflags "$(LD_FLAGS)" -tags "$(GO_TAGS)" -o backend-assets/grpc/whisper ./cmd/grpc/whisper/ grpcs: prepare $(GRPC_BACKENDS)