mirror of
https://github.com/mudler/LocalAI.git
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Merge branch 'master' into model_gallery
This commit is contained in:
commit
30807b9bd1
13 changed files with 68 additions and 13 deletions
13
.vscode/launch.json
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13
.vscode/launch.json
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@ -1,6 +1,19 @@
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{
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"version": "0.2.0",
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"configurations": [
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{
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"name": "Python: Current File",
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"type": "python",
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"request": "launch",
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"program": "${file}",
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"console": "integratedTerminal",
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"justMyCode": false,
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"cwd": "${workspaceFolder}/examples/langchain-chroma",
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"env": {
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"OPENAI_API_BASE": "http://localhost:8080/v1",
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"OPENAI_API_KEY": "abc"
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}
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},
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{
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"name": "Launch Go",
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"type": "go",
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5
examples/langchain-chroma/.env.example
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5
examples/langchain-chroma/.env.example
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@ -0,0 +1,5 @@
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THREADS=4
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CONTEXT_SIZE=512
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MODELS_PATH=/models
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DEBUG=true
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# BUILD_TYPE=generic
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4
examples/langchain-chroma/.gitignore
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4
examples/langchain-chroma/.gitignore
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@ -0,0 +1,4 @@
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db/
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state_of_the_union.txt
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models/bert
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models/ggml-gpt4all-j
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@ -10,13 +10,20 @@ Download the models and start the API:
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# Clone LocalAI
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git clone https://github.com/go-skynet/LocalAI
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cd LocalAI/examples/query_data
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cd LocalAI/examples/langchain-chroma
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wget https://huggingface.co/skeskinen/ggml/resolve/main/all-MiniLM-L6-v2/ggml-model-q4_0.bin -O models/bert
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wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j
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# configure your .env
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# NOTE: ensure that THREADS does not exceed your machine's CPU cores
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mv .env.example .env
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# start with docker-compose
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docker-compose up -d --build
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# tail the logs & wait until the build completes
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docker logs -f langchain-chroma-api-1
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```
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### Python requirements
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@ -37,7 +44,7 @@ wget https://raw.githubusercontent.com/hwchase17/chat-your-data/master/state_of_
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python store.py
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```
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After it finishes, a directory "storage" will be created with the vector index database.
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After it finishes, a directory "db" will be created with the vector index database.
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## Query
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15
examples/langchain-chroma/docker-compose.yml
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examples/langchain-chroma/docker-compose.yml
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version: '3.6'
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services:
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api:
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image: quay.io/go-skynet/local-ai:latest
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build:
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context: ../../
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dockerfile: Dockerfile
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ports:
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- 8080:8080
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env_file:
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- ../../.env
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volumes:
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- ./models:/models:cached
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command: ["/usr/bin/local-ai"]
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@ -1,5 +1,6 @@
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name: text-embedding-ada-002
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parameters:
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model: bert
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threads: 4
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backend: bert-embeddings
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embeddings: true
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@ -2,8 +2,9 @@
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import os
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from langchain.vectorstores import Chroma
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from langchain.embeddings import OpenAIEmbeddings
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from langchain.llms import OpenAI
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from langchain.chains import VectorDBQA
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from langchain.chat_models import ChatOpenAI
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from langchain.chains import RetrievalQA
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from langchain.vectorstores.base import VectorStoreRetriever
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base_path = os.environ.get('OPENAI_API_BASE', 'http://localhost:8080/v1')
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persist_directory = 'db'
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# Now we can load the persisted database from disk, and use it as normal.
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llm = ChatOpenAI(temperature=0, model_name="gpt-3.5-turbo", openai_api_base=base_path)
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vectordb = Chroma(persist_directory=persist_directory, embedding_function=embedding)
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qa = VectorDBQA.from_chain_type(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo", openai_api_base=base_path), chain_type="stuff", vectorstore=vectordb)
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retriever = VectorStoreRetriever(vectorstore=vectordb)
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qa = RetrievalQA.from_llm(llm=llm, retriever=retriever)
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query = "What the president said about taxes ?"
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print(qa.run(query))
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@ -2,9 +2,7 @@
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import os
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from langchain.vectorstores import Chroma
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from langchain.embeddings import OpenAIEmbeddings
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from langchain.text_splitter import RecursiveCharacterTextSplitter,TokenTextSplitter,CharacterTextSplitter
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from langchain.llms import OpenAI
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from langchain.chains import VectorDBQA
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from langchain.text_splitter import CharacterTextSplitter
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from langchain.document_loaders import TextLoader
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base_path = os.environ.get('OPENAI_API_BASE', 'http://localhost:8080/v1')
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@ -14,7 +12,6 @@ loader = TextLoader('state_of_the_union.txt')
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documents = loader.load()
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text_splitter = CharacterTextSplitter(chunk_size=300, chunk_overlap=70)
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#text_splitter = TokenTextSplitter()
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texts = text_splitter.split_documents(documents)
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# Embed and store the texts
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@ -4,7 +4,7 @@ services:
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api:
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image: quay.io/go-skynet/local-ai:latest
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build:
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context: .
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context: ../../
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dockerfile: Dockerfile
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ports:
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- 8080:8080
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2
examples/rwkv/.gitignore
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Normal file
2
examples/rwkv/.gitignore
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Normal file
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models/rwkv
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models/rwkv.tokenizer.json
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@ -1,5 +1,7 @@
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FROM python
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RUN apt-get update && apt-get -y install cmake
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# convert the model (one-off)
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RUN pip3 install torch numpy
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6
go.mod
6
go.mod
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@ -10,14 +10,14 @@ require (
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github.com/go-skynet/go-bert.cpp v0.0.0-20230516063724-cea1ed76a7f4
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github.com/go-skynet/go-gpt2.cpp v0.0.0-20230512145559-7bff56f02245
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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 v0.0.0-20230516230554-b7bbefbe0b84
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github.com/go-skynet/go-llama.cpp v0.0.0-20230518171914-33f8c2db53bf
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github.com/gofiber/fiber/v2 v2.45.0
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github.com/google/uuid v1.3.0
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github.com/hashicorp/go-multierror v1.1.1
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github.com/mudler/go-stable-diffusion v0.0.0-20230516152536-c0748eca3642
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github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230518171731-546600fb6878
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github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230518183047-94f401889042
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github.com/onsi/ginkgo/v2 v2.9.5
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github.com/onsi/gomega v1.27.6
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github.com/onsi/gomega v1.27.7
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github.com/otiai10/copy v1.11.0
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github.com/otiai10/openaigo v1.1.0
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github.com/rs/zerolog v1.29.1
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6
go.sum
6
go.sum
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@ -66,6 +66,8 @@ github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b h1:qqxrjY8f
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github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b/go.mod h1:DLfsPD7tYYnpksERH83HSf7qVNW3FIwmz7/zfYO0/6I=
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github.com/go-skynet/go-llama.cpp v0.0.0-20230516230554-b7bbefbe0b84 h1:f5iYF75bAr73Tl8AdtFD5Urs/2bsHKPh52K++jLbsfk=
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github.com/go-skynet/go-llama.cpp v0.0.0-20230516230554-b7bbefbe0b84/go.mod h1:jxyQ26t1aKC5Gn782w9WWh5n1133PxCOfkuc01xM4RQ=
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github.com/go-skynet/go-llama.cpp v0.0.0-20230518171914-33f8c2db53bf h1:D9CLQwr1eqSnV0DM7YGOKhSfNajj2qOA7XAD6+p1/HI=
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github.com/go-skynet/go-llama.cpp v0.0.0-20230518171914-33f8c2db53bf/go.mod h1:oA0r4BW8ndyjTMGi1tulsNd7sdg3Ql8MaVFuT1zF6ws=
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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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|
@ -115,12 +117,16 @@ github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230516143155-79d624
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github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230516143155-79d6243fe1bc/go.mod h1:4T3CHXyrt+7FQHXaxULZfPjHbD8/99WuDDJa0YVZARI=
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github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230518171731-546600fb6878 h1:3MFUW2a1Aqm2nMF5f+PNGq55cbxIzkRHQX/o7JVysAo=
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github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230518171731-546600fb6878/go.mod h1:4T3CHXyrt+7FQHXaxULZfPjHbD8/99WuDDJa0YVZARI=
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github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230518183047-94f401889042 h1:bMU75tTgyw6mYDa5NbOHlZ1KYqQgz7heQFfTwuvCGww=
|
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github.com/nomic-ai/gpt4all/gpt4all-bindings/golang v0.0.0-20230518183047-94f401889042/go.mod h1:4T3CHXyrt+7FQHXaxULZfPjHbD8/99WuDDJa0YVZARI=
|
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github.com/onsi/ginkgo/v2 v2.9.4 h1:xR7vG4IXt5RWx6FfIjyAtsoMAtnc3C/rFXBBd2AjZwE=
|
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github.com/onsi/ginkgo/v2 v2.9.4/go.mod h1:gCQYp2Q+kSoIj7ykSVb9nskRSsR6PUj4AiLywzIhbKM=
|
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github.com/onsi/ginkgo/v2 v2.9.5 h1:+6Hr4uxzP4XIUyAkg61dWBw8lb/gc4/X5luuxN/EC+Q=
|
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github.com/onsi/ginkgo/v2 v2.9.5/go.mod h1:tvAoo1QUJwNEU2ITftXTpR7R1RbCzoZUOs3RonqW57k=
|
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github.com/onsi/gomega v1.27.6 h1:ENqfyGeS5AX/rlXDd/ETokDz93u0YufY1Pgxuy/PvWE=
|
||||
github.com/onsi/gomega v1.27.6/go.mod h1:PIQNjfQwkP3aQAH7lf7j87O/5FiNr+ZR8+ipb+qQlhg=
|
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github.com/onsi/gomega v1.27.7 h1:fVih9JD6ogIiHUN6ePK7HJidyEDpWGVB5mzM7cWNXoU=
|
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github.com/onsi/gomega v1.27.7/go.mod h1:1p8OOlwo2iUUDsHnOrjE5UKYJ+e3W8eQ3qSlRahPmr4=
|
||||
github.com/otiai10/copy v1.11.0 h1:OKBD80J/mLBrwnzXqGtFCzprFSGioo30JcmR4APsNwc=
|
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github.com/otiai10/copy v1.11.0/go.mod h1:rSaLseMUsZFFbsFGc7wCJnnkTAvdc5L6VWxPE4308Ww=
|
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github.com/otiai10/mint v1.5.1 h1:XaPLeE+9vGbuyEHem1JNk3bYc7KKqyI/na0/mLd/Kks=
|
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|
|
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