├── .gitignore ├── Dockerfile ├── README.md ├── app ├── __init__.py ├── chain.py └── server.py ├── notebook.ipynb ├── packages └── README.md ├── poetry.lock └── pyproject.toml /.gitignore: -------------------------------------------------------------------------------- 1 | __pycache__ 2 | -------------------------------------------------------------------------------- /Dockerfile: -------------------------------------------------------------------------------- 1 | FROM python:3.11-slim 2 | 3 | RUN pip install poetry==1.6.1 4 | 5 | RUN poetry config virtualenvs.create false 6 | 7 | WORKDIR /code 8 | 9 | COPY ./pyproject.toml ./README.md ./poetry.lock* ./ 10 | 11 | COPY ./package[s] ./packages 12 | 13 | RUN poetry install --no-interaction --no-ansi --no-root 14 | 15 | COPY ./app ./app 16 | 17 | RUN poetry install --no-interaction --no-ansi 18 | 19 | EXPOSE 8080 20 | 21 | CMD exec uvicorn app.server:app --host 0.0.0.0 --port 8080 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # perplexaty 2 | 3 | ## Installation 4 | 5 | Install the LangChain CLI if you haven't yet 6 | 7 | ```bash 8 | pip install -U langchain-cli 9 | ``` 10 | 11 | ## Adding packages 12 | 13 | ```bash 14 | # adding packages from 15 | # https://github.com/langchain-ai/langchain/tree/master/templates 16 | langchain app add $PROJECT_NAME 17 | 18 | # adding custom GitHub repo packages 19 | langchain app add --repo $OWNER/$REPO 20 | # or with whole git string (supports other git providers): 21 | # langchain app add git+https://github.com/hwchase17/chain-of-verification 22 | 23 | # with a custom api mount point (defaults to `/{package_name}`) 24 | langchain app add $PROJECT_NAME --api_path=/my/custom/path/rag 25 | ``` 26 | 27 | Note: you remove packages by their api path 28 | 29 | ```bash 30 | langchain app remove my/custom/path/rag 31 | ``` 32 | 33 | ## Setup LangSmith (Optional) 34 | LangSmith will help us trace, monitor and debug LangChain applications. 35 | LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/). 36 | If you don't have access, you can skip this section 37 | 38 | 39 | ```shell 40 | export LANGCHAIN_TRACING_V2=true 41 | export LANGCHAIN_API_KEY= 42 | export LANGCHAIN_PROJECT= # if not specified, defaults to "default" 43 | ``` 44 | 45 | ## Launch LangServe 46 | 47 | ```bash 48 | langchain serve 49 | ``` 50 | 51 | ## Running in Docker 52 | 53 | This project folder includes a Dockerfile that allows you to easily build and host your LangServe app. 54 | 55 | ### Building the Image 56 | 57 | To build the image, you simply: 58 | 59 | ```shell 60 | docker build . -t my-langserve-app 61 | ``` 62 | 63 | If you tag your image with something other than `my-langserve-app`, 64 | note it for use in the next step. 65 | 66 | ### Running the Image Locally 67 | 68 | To run the image, you'll need to include any environment variables 69 | necessary for your application. 70 | 71 | In the below example, we inject the `OPENAI_API_KEY` environment 72 | variable with the value set in my local environment 73 | (`$OPENAI_API_KEY`) 74 | 75 | We also expose port 8080 with the `-p 8080:8080` option. 76 | 77 | ```shell 78 | docker run -e OPENAI_API_KEY=$OPENAI_API_KEY -p 8080:8080 my-langserve-app 79 | ``` 80 | # Connecting a Client 81 | 82 | Example of invoking with `requests` in Python: 83 | 84 | ```python 85 | import requests 86 | 87 | response = requests.post( 88 | "http://localhost:8000/search/invoke", 89 | json={'input': 'cats'} 90 | ) 91 | response.json() 92 | ``` 93 | 94 | You can also use [`RemoteRunnable` from LangServe](https://github.com/langchain-ai/langserve?tab=readme-ov-file#client) if calling your server from python or javascript. 95 | -------------------------------------------------------------------------------- /app/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/efriis/langchain-perplexaty/1051b8c48c7ea83a82520bf6623e37dfe6bc5cea/app/__init__.py -------------------------------------------------------------------------------- /app/chain.py: -------------------------------------------------------------------------------- 1 | from langchain_core.prompts import ChatPromptTemplate, PromptTemplate 2 | from langchain_core.runnables import ( 3 | RunnableLambda, 4 | RunnableParallel, 5 | RunnablePassthrough, 6 | ) 7 | from langchain_exa import ExaSearchRetriever 8 | from langchain_openai import ChatOpenAI 9 | 10 | retriever = ExaSearchRetriever(k=3, highlights=True) 11 | 12 | document_prompt = PromptTemplate.from_template( 13 | """ 14 | 15 | {url} 16 | {highlights} 17 | 18 | """ 19 | ) 20 | 21 | document_chain = ( 22 | RunnableLambda( 23 | lambda document: { 24 | "highlights": document.metadata["highlights"], 25 | "url": document.metadata["url"], 26 | } 27 | ) 28 | | document_prompt 29 | ) 30 | 31 | retrieval_chain = ( 32 | retriever | document_chain.map() | (lambda docs: "\n".join([i.text for i in docs])) 33 | ) 34 | 35 | 36 | generation_prompt = ChatPromptTemplate.from_messages( 37 | [ 38 | ( 39 | "system", 40 | "You are an expert research assistant. You use xml-formatted context to research people's questions.", 41 | ), 42 | ( 43 | "human", 44 | """ 45 | Please answer the following query based on the provided context. Please cite your sources at the end of your response.: 46 | 47 | Query: {query} 48 | --- 49 | 50 | {context} 51 | 52 | """, 53 | ), 54 | ] 55 | ) 56 | 57 | llm = ChatOpenAI() 58 | 59 | chain = ( 60 | RunnableParallel( 61 | { 62 | "query": RunnablePassthrough(), 63 | "context": retrieval_chain, 64 | } 65 | ) 66 | | generation_prompt 67 | | llm 68 | ).with_types(input_type=str) 69 | -------------------------------------------------------------------------------- /app/server.py: -------------------------------------------------------------------------------- 1 | from fastapi import FastAPI 2 | from fastapi.responses import RedirectResponse 3 | from langserve import add_routes 4 | from app.chain import chain 5 | 6 | app = FastAPI() 7 | 8 | 9 | @app.get("/") 10 | async def redirect_root_to_docs(): 11 | return RedirectResponse("/docs") 12 | 13 | 14 | # Edit this to add the chain you want to add 15 | add_routes(app, chain, path="/search") 16 | 17 | if __name__ == "__main__": 18 | import uvicorn 19 | 20 | uvicorn.run(app, host="0.0.0.0", port=8000) 21 | -------------------------------------------------------------------------------- /notebook.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": null, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "%pip install langchain-core langchain-openai langchain-exa" 10 | ] 11 | }, 12 | { 13 | "cell_type": "code", 14 | "execution_count": null, 15 | "metadata": {}, 16 | "outputs": [], 17 | "source": [ 18 | "import os\n", 19 | "\n", 20 | "os.environ[\"OPENAI_API_KEY\"] = \"...\"\n", 21 | "os.environ[\"EXA_API_KEY\"] = \"...\"" 22 | ] 23 | }, 24 | { 25 | "cell_type": "code", 26 | "execution_count": null, 27 | "metadata": {}, 28 | "outputs": [], 29 | "source": [ 30 | "os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n", 31 | "os.environ[\"LANGCHAIN_API_KEY\"] = \"...\"\n", 32 | "os.environ[\"LANGCHAIN_PROJECT\"] = \"erick-default\"" 33 | ] 34 | }, 35 | { 36 | "cell_type": "code", 37 | "execution_count": 7, 38 | "metadata": {}, 39 | "outputs": [], 40 | "source": [ 41 | "from langchain_exa import ExaSearchRetriever\n", 42 | "\n", 43 | "retriever = ExaSearchRetriever(k=3, highlights=True)\n", 44 | "documents = retriever.invoke(\"best time to visit japan\")" 45 | ] 46 | }, 47 | { 48 | "cell_type": "code", 49 | "execution_count": 9, 50 | "metadata": {}, 51 | "outputs": [ 52 | { 53 | "name": "stdout", 54 | "output_type": "stream", 55 | "text": [ 56 | "['It\\x92s a cluster of public holidays: Shōwa Day (29 April), Constitution Day (3 May), Greenery Day (4 May) and Children\\x92s Day (5 May) that sees many Japanese people leaving the cities to visit their families. Trains are full, hotel prices rocket, and a lot of restaurants and shops close in the cities. Joining in with the festivities can be a nice experience, but generally speaking Golden Week is not the best time to travel in Japan. Late autumn to March and high summer (July and August) tend to be the cheapest times to visit Japan.']\n" 57 | ] 58 | } 59 | ], 60 | "source": [ 61 | "\n", 62 | "print(documents[0].metadata[\"highlights\"])" 63 | ] 64 | }, 65 | { 66 | "cell_type": "code", 67 | "execution_count": 10, 68 | "metadata": {}, 69 | "outputs": [ 70 | { 71 | "name": "stdout", 72 | "output_type": "stream", 73 | "text": [ 74 | "https://www.responsibletravel.com/holidays/japan/travel-guide/best-time-to-visit-japan\n" 75 | ] 76 | } 77 | ], 78 | "source": [ 79 | "\n", 80 | "print(documents[0].metadata[\"url\"])" 81 | ] 82 | }, 83 | { 84 | "cell_type": "code", 85 | "execution_count": 12, 86 | "metadata": {}, 87 | "outputs": [ 88 | { 89 | "name": "stdout", 90 | "output_type": "stream", 91 | "text": [ 92 | "\n", 93 | "\n", 94 | " https://www.responsibletravel.com/holidays/japan/travel-guide/best-time-to-visit-japan\n", 95 | " ['It\\x92s a cluster of public holidays: Shōwa Day (29 April), Constitution Day (3 May), Greenery Day (4 May) and Children\\x92s Day (5 May) that sees many Japanese people leaving the cities to visit their families. Trains are full, hotel prices rocket, and a lot of restaurants and shops close in the cities. Joining in with the festivities can be a nice experience, but generally speaking Golden Week is not the best time to travel in Japan. Late autumn to March and high summer (July and August) tend to be the cheapest times to visit Japan.']\n", 96 | "\n", 97 | "\n", 98 | "\n", 99 | "\n", 100 | " https://alljapantours.com/japan/travel/when-to-go/The-Best-Time-to-Visit-Japan/\n", 101 | " ['Without a doubt, it’s the most romantic time of year and attracts millions of visitors from all over the world. And that’s not an exaggeration. The iconic cherry blossom season in Japan typically lasts from late-March to early April in most parts of the country, although there are some exceptions. For some travelers, seeing cities like Tokyo and Kyoto smattered in shades of pink is reason enough to cross oceans.']\n", 102 | "\n", 103 | "\n", 104 | "\n", 105 | "\n", 106 | " https://www.lonelyplanet.com/articles/best-time-to-travel-to-japan\n", 107 | " [\"Japan's rainy season typically straddles these two months on Honshu, Japan’s main island, meaning hotel prices will be a little cheaper and outdoor excursions a little less thronged.\\xa0 December to March is the best time for snow and low prices In winter, sights are uncrowded, and accommodation is at its cheapest, except in Japan's ski resorts as the ski season hits its stride. Snow bunnies insist that Japan has some of the finest powder on the planet, particularly on the slopes of Hokkaidō in the far north.\"]\n", 108 | "\n", 109 | "\n" 110 | ] 111 | } 112 | ], 113 | "source": [ 114 | "from langchain_exa import ExaSearchRetriever\n", 115 | "from langchain_core.prompts import PromptTemplate\n", 116 | "from langchain_core.runnables import RunnableLambda\n", 117 | "\n", 118 | "\n", 119 | "retriever = ExaSearchRetriever(k=3, highlights=True)\n", 120 | "\n", 121 | "document_prompt = PromptTemplate.from_template(\"\"\"\n", 122 | "\n", 123 | " {url}\n", 124 | " {highlights}\n", 125 | "\n", 126 | "\"\"\")\n", 127 | "\n", 128 | "document_chain = RunnableLambda(\n", 129 | " lambda document: {\n", 130 | " \"highlights\": document.metadata[\"highlights\"], \n", 131 | " \"url\": document.metadata[\"url\"]\n", 132 | " }\n", 133 | ") | document_prompt\n", 134 | "\n", 135 | "retrieval_chain = retriever | document_chain.map() | (lambda docs: \"\\n\".join([i.text for i in docs]))\n", 136 | "\n", 137 | "print(retrieval_chain.invoke(\"best time to visit japan\"))" 138 | ] 139 | }, 140 | { 141 | "cell_type": "code", 142 | "execution_count": 13, 143 | "metadata": {}, 144 | "outputs": [], 145 | "source": [ 146 | "from langchain_core.runnables import RunnablePassthrough, RunnableParallel\n", 147 | "from langchain_core.prompts import ChatPromptTemplate\n", 148 | "from langchain_openai import ChatOpenAI\n", 149 | "\n", 150 | "generation_prompt = ChatPromptTemplate.from_messages([\n", 151 | " (\"system\", \"You are an expert research assistant. You use xml-formatted context to research people's questions.\"),\n", 152 | " (\"human\", \"\"\"\n", 153 | "Please answer the following query based on the provided context. Please cite your sources at the end of your response.:\n", 154 | " \n", 155 | "Query: {query}\n", 156 | "---\n", 157 | "\n", 158 | "{context}\n", 159 | "\n", 160 | "\"\"\")\n", 161 | "])\n", 162 | "\n", 163 | "llm = ChatOpenAI()\n", 164 | "\n", 165 | "chain = RunnableParallel({\n", 166 | " \"query\": RunnablePassthrough(),\n", 167 | " \"context\": retrieval_chain,\n", 168 | "}) | generation_prompt | llm" 169 | ] 170 | }, 171 | { 172 | "cell_type": "code", 173 | "execution_count": 14, 174 | "metadata": {}, 175 | "outputs": [ 176 | { 177 | "data": { 178 | "text/plain": [ 179 | "AIMessage(content='The best time to visit Japan depends on several factors, including weather, festivals, and personal preferences. However, there are a few key periods that are considered popular times to visit.\\n\\nOne of the most popular times to visit Japan is during the cherry blossom season, which typically occurs from late March to early April. This is a romantic and beautiful time of year when cities like Tokyo and Kyoto are adorned with pink cherry blossoms. Millions of visitors from around the world come to Japan to witness this natural spectacle.\\n\\nAnother popular time to visit Japan is in late autumn to March. During this time, the weather is generally cool and the tourist crowds are smaller. This period is considered off-peak, which means that prices for accommodation and attractions tend to be lower. It is a great time to explore Japan\\'s cultural attractions without the crowds.\\n\\nHigh summer, specifically July and August, is another time that tends to be cheaper to visit Japan. However, it is worth noting that these months can be quite hot and humid, especially in the cities. If you can tolerate the heat, this can be a budget-friendly time to visit.\\n\\nAdditionally, the rainy season in Japan typically falls between June and July. While this may not be the most ideal time for outdoor activities, it can be a good time to find cheaper hotel prices and fewer crowds.\\n\\nFor those interested in winter activities, December to March is the best time to visit Japan for snow and low prices. Sights are uncrowded, and accommodation is at its cheapest during this time, except in Japan\\'s ski resorts where the ski season is in full swing. Japan is known for having some of the finest powder on the planet, particularly in Hokkaidō in the far north.\\n\\nIn conclusion, the best time to visit Japan depends on personal preferences, but the cherry blossom season, late autumn to March, high summer, and winter are popular times to consider.\\n\\nSources:\\n- \"Best time to visit Japan\" - Responsible Travel (https://www.responsibletravel.com/holidays/japan/travel-guide/best-time-to-visit-japan)\\n- \"The Best Time to Visit Japan\" - All Japan Tours (https://alljapantours.com/japan/travel/when-to-go/The-Best-Time-to-Visit-Japan/)\\n- \"Best time to travel to Japan\" - Lonely Planet (https://www.lonelyplanet.com/articles/best-time-to-travel-to-japan)')" 180 | ] 181 | }, 182 | "execution_count": 14, 183 | "metadata": {}, 184 | "output_type": "execute_result" 185 | } 186 | ], 187 | "source": [ 188 | "chain.invoke(\"best time to visit japan\")" 189 | ] 190 | }, 191 | { 192 | "cell_type": "code", 193 | "execution_count": null, 194 | 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