diff --git a/.gitignore b/.gitignore
index c45ff835e404fccfbe848d948eee5ea327bf69c0..2b52a1bc319b8801f556525740365867d676ac99 100644
--- a/.gitignore
+++ b/.gitignore
@@ -14,6 +14,7 @@ venv/
.env*.local
.env
mac.env
+local.mac.env
# Code coverage history
.coverage
diff --git a/docs/02-dynamic-routes.ipynb b/docs/02-dynamic-routes.ipynb
index 3dc13b8b88d014f3f3087efafe0cff4a3956bea4..1197fcc0ff0c25ac90795521d11db9e8685df41d 100644
--- a/docs/02-dynamic-routes.ipynb
+++ b/docs/02-dynamic-routes.ipynb
@@ -1,1097 +1,1097 @@
{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "UxqB7_Ieur0s"
- },
- "source": [
- "[](https://colab.research.google.com/github/aurelio-labs/semantic-router/blob/main/docs/02-dynamic-routes.ipynb) [](https://nbviewer.org/github/aurelio-labs/semantic-router/blob/main/docs/02-dynamic-routes.ipynb)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "EduhQaNAur0u"
- },
- "source": [
- "# Dynamic Routes"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "_4JgNeX4ur0v"
- },
- "source": [
- "In semantic-router there are two types of routes that can be chosen. Both routes belong to the `Route` object, the only difference between them is that _static_ routes return a `Route.name` when chosen, whereas _dynamic_ routes use an LLM call to produce parameter input values.\n",
- "\n",
- "For example, a _static_ route will tell us if a query is talking about mathematics by returning the route name (which could be `\"math\"` for example). A _dynamic_ route does the same thing, but it also extracts key information from the input utterance to be used in a function associated with that route. \n",
- "\n",
- "For example we could provide a dynamic route with associated utterances: \n",
- "\n",
- "```\n",
- "\"what is x to the power of y?\"\n",
- "\"what is 9 to the power of 4?\"\n",
- "\"calculate the result of base x and exponent y\"\n",
- "\"calculate the result of base 10 and exponent 3\"\n",
- "\"return x to the power of y\"\n",
- "```\n",
- "\n",
- "and we could also provide the route with a schema outlining key features of the function:\n",
- "\n",
- "```\n",
- "def power(base: float, exponent: float) -> float:\n",
- " \"\"\"Raise base to the power of exponent.\n",
- "\n",
- " Args:\n",
- " base (float): The base number.\n",
- " exponent (float): The exponent to which the base is raised.\n",
- "\n",
- " Returns:\n",
- " float: The result of base raised to the power of exponent.\n",
- " \"\"\"\n",
- " return base ** exponent\n",
- "```\n",
- "\n",
- "Then, if the users input utterance is \"What is 2 to the power of 3?\", the route will be triggered, as the input utterance is semantically similar to the route utterances. Furthermore, the route utilizes an LLM to identify that `base=2` and `expoenent=3`. These values are returned in such a way that they can be used in the above `power` function. That is, the dynamic router automates the process of calling relevant functions from natural language inputs. \n",
- "\n",
- "***âš ï¸ Note: We have a fully local version of dynamic routes available at [docs/05-local-execution.ipynb](https://github.com/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb). The local 05 version tends to outperform the OpenAI version we demo in this notebook, so we'd recommend trying [05](https://github.com/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb)!***"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "bbmw8CO4ur0v"
- },
- "source": [
- "## Installing the Library"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "id": "dLElfRhgur0v"
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Requirement already satisfied: tzdata in c:\\users\\siraj\\documents\\personal\\work\\aurelio\\virtual environments\\semantic_router_3\\lib\\site-packages (2024.1)\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "[notice] A new release of pip is available: 23.1.2 -> 24.0\n",
- "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
- ]
- }
- ],
- "source": [
- "!pip install tzdata\n",
- "!pip install -qU semantic-router"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "BixZd6Eour0w"
- },
- "source": [
- "## Initializing Routes and RouteLayer"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "PxnW9qBvur0x"
- },
- "source": [
- "Dynamic routes are treated in the same way as static routes, let's begin by initializing a `RouteLayer` consisting of static routes."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "id": "kc9Ty6Lgur0x"
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "c:\\Users\\Siraj\\Documents\\Personal\\Work\\Aurelio\\Virtual Environments\\semantic_router_3\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
- " from .autonotebook import tqdm as notebook_tqdm\n"
- ]
- }
- ],
- "source": [
- "from semantic_router import Route\n",
- "\n",
- "politics = Route(\n",
- " name=\"politics\",\n",
- " utterances=[\n",
- " \"isn't politics the best thing ever\",\n",
- " \"why don't you tell me about your political opinions\",\n",
- " \"don't you just love the president\" \"don't you just hate the president\",\n",
- " \"they're going to destroy this country!\",\n",
- " \"they will save the country!\",\n",
- " ],\n",
- ")\n",
- "chitchat = Route(\n",
- " name=\"chitchat\",\n",
- " utterances=[\n",
- " \"how's the weather today?\",\n",
- " \"how are things going?\",\n",
- " \"lovely weather today\",\n",
- " \"the weather is horrendous\",\n",
- " \"let's go to the chippy\",\n",
- " ],\n",
- ")\n",
- "\n",
- "routes = [politics, chitchat]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "voWyqmffur0x"
- },
- "source": [
- "We initialize our `RouteLayer` with our `encoder` and `routes`. We can use popular encoder APIs like `CohereEncoder` and `OpenAIEncoder`, or local alternatives like `FastEmbedEncoder`."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "BI9AiDspur0y",
- "outputId": "27329a54-3f16-44a5-ac20-13a6b26afb97"
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\u001b[32m2024-05-08 01:57:55 INFO semantic_router.utils.logger local\u001b[0m\n"
- ]
- }
- ],
- "source": [
- "import os\n",
- "from getpass import getpass\n",
- "from semantic_router import RouteLayer\n",
- "from semantic_router.encoders import CohereEncoder, OpenAIEncoder\n",
- "\n",
- "# dashboard.cohere.ai\n",
- "# os.environ[\"COHERE_API_KEY\"] = os.getenv(\"COHERE_API_KEY\") or getpass(\n",
- "# \"Enter Cohere API Key: \"\n",
- "# )\n",
- "# platform.openai.com\n",
- "os.environ[\"OPENAI_API_KEY\"] = os.getenv(\"OPENAI_API_KEY\") or getpass(\n",
- " \"Enter OpenAI API Key: \"\n",
- ")\n",
- "\n",
- "# encoder = CohereEncoder()\n",
- "encoder = OpenAIEncoder()\n",
- "\n",
- "rl = RouteLayer(encoder=encoder, routes=routes)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "GuLCeIS5ur0y"
- },
- "source": [
- "We run the solely static routes layer:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "_rNREh7gur0y",
- "outputId": "f3a1dc0b-d760-4efb-b634-d3547011dcb7"
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "RouteChoice(name='chitchat', function_call=None, similarity_score=None)"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "rl(\"how's the weather today?\")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "McbLKO26ur0y"
- },
- "source": [
- "## Creating a Dynamic Route"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "ANAoEjxYur0y"
- },
- "source": [
- "As with static routes, we must create a dynamic route before adding it to our route layer. To make a route dynamic, we need to provide the `function_schemas` as a list. Each function schema provides instructions on what a function is, so that an LLM can decide how to use it correctly."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "id": "5jaF1Xa5ur0y"
- },
- "outputs": [],
- "source": [
- "from datetime import datetime\n",
- "from zoneinfo import ZoneInfo\n",
- "\n",
- "\n",
- "def get_time(timezone: str) -> str:\n",
- " \"\"\"Finds the current time in a specific timezone.\n",
- "\n",
- " :param timezone: The timezone to find the current time in, should\n",
- " be a valid timezone from the IANA Time Zone Database like\n",
- " \"America/New_York\" or \"Europe/London\". Do NOT put the place\n",
- " name itself like \"rome\", or \"new york\", you must provide\n",
- " the IANA format.\n",
- " :type timezone: str\n",
- " :return: The current time in the specified timezone.\"\"\"\n",
- " now = datetime.now(ZoneInfo(timezone))\n",
- " return now.strftime(\"%H:%M\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 35
- },
- "id": "YyFKV8jMur0z",
- "outputId": "29cf80f4-552c-47bb-fbf9-019f5dfdf00a"
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'17:57'"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "get_time(\"America/New_York\")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "4qyaRuNXur0z"
- },
- "source": [
- "To get the function schema we can use the `get_schema` function from the `function_call` module."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "tOjuhp5Xur0z",
- "outputId": "ca88a3ea-d70a-4950-be9a-63fab699de3b"
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[{'type': 'function',\n",
- " 'function': {'name': 'get_time',\n",
- " 'description': 'Finds the current time in a specific timezone.\\n\\n:param timezone: The timezone to find the current time in, should\\n be a valid timezone from the IANA Time Zone Database like\\n \"America/New_York\" or \"Europe/London\". Do NOT put the place\\n name itself like \"rome\", or \"new york\", you must provide\\n the IANA format.\\n:type timezone: str\\n:return: The current time in the specified timezone.',\n",
- " 'parameters': {'type': 'object',\n",
- " 'properties': {'timezone': {'type': 'string',\n",
- " 'description': 'The timezone to find the current time in, should\\n be a valid timezone from the IANA Time Zone Database like\\n \"America/New_York\" or \"Europe/London\". Do NOT put the place\\n name itself like \"rome\", or \"new york\", you must provide\\n the IANA format.'}},\n",
- " 'required': ['timezone']}}}]"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "from semantic_router.llms.openai import get_schemas_openai\n",
- "\n",
- "schemas = get_schemas_openai([get_time])\n",
- "schemas"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "HcF7jGjAur0z"
- },
- "source": [
- "We use this to define our dynamic route:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "id": "iesBG9P3ur0z"
- },
- "outputs": [],
- "source": [
- "time_route = Route(\n",
- " name=\"get_time\",\n",
- " utterances=[\n",
- " \"what is the time in new york city?\",\n",
- " \"what is the time in london?\",\n",
- " \"I live in Rome, what time is it?\",\n",
- " ],\n",
- " function_schemas=schemas,\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [],
- "source": [
- "time_route.llm"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "ZiUs3ovpur0z"
- },
- "source": [
- "Add the new route to our `layer`:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "-0vY8PRXur0z",
- "outputId": "db01e14c-eab3-4f93-f4c2-e30f508c8b5d"
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\u001b[32m2024-05-08 01:57:56 INFO semantic_router.utils.logger Adding `get_time` route\u001b[0m\n"
- ]
- }
- ],
- "source": [
- "rl.add(time_route)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "time_route.llm"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "7yoE0IrNur0z"
- },
- "source": [
- "Now we can ask our layer a time related question to trigger our new dynamic route."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 53
- },
- "id": "Wfb68M0-ur0z",
- "outputId": "79923883-2a4d-4744-f8ce-e818cb5f14c3"
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\u001b[33m2024-05-08 01:57:57 WARNING semantic_router.utils.logger No LLM provided for dynamic route, will use OpenAI LLM default. Ensure API key is set in OPENAI_API_KEY environment variable.\u001b[0m\n",
- "\u001b[32m2024-05-08 01:57:58 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}]\u001b[0m\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "RouteChoice(name='get_time', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}], similarity_score=None)"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "response = rl(\"what is the time in new york city?\")\n",
- "response\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}]\n"
- ]
- }
- ],
- "source": [
- "print(response.function_call)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "17:57\n"
- ]
- }
- ],
- "source": [
- "import json\n",
- "\n",
- "for call in response.function_call:\n",
- " if call['function_name'] == 'get_time':\n",
- " args = call['arguments']\n",
- " result = get_time(**args)\n",
- "print(result)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "Qt0vkq2Xur00"
- },
- "source": [
- "Our dynamic route provides both the route itself _and_ the input parameters required to use the route."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Dynamic Routes with Multiple Functions"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "J0oD1dxIur00"
- },
- "source": [
- "---"
- ]
- },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "UxqB7_Ieur0s"
+ },
+ "source": [
+ "[](https://colab.research.google.com/github/aurelio-labs/semantic-router/blob/main/docs/02-dynamic-routes.ipynb) [](https://nbviewer.org/github/aurelio-labs/semantic-router/blob/main/docs/02-dynamic-routes.ipynb)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "EduhQaNAur0u"
+ },
+ "source": [
+ "# Dynamic Routes"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "_4JgNeX4ur0v"
+ },
+ "source": [
+ "In semantic-router there are two types of routes that can be chosen. Both routes belong to the `Route` object, the only difference between them is that _static_ routes return a `Route.name` when chosen, whereas _dynamic_ routes use an LLM call to produce parameter input values.\n",
+ "\n",
+ "For example, a _static_ route will tell us if a query is talking about mathematics by returning the route name (which could be `\"math\"` for example). A _dynamic_ route does the same thing, but it also extracts key information from the input utterance to be used in a function associated with that route. \n",
+ "\n",
+ "For example we could provide a dynamic route with associated utterances: \n",
+ "\n",
+ "```\n",
+ "\"what is x to the power of y?\"\n",
+ "\"what is 9 to the power of 4?\"\n",
+ "\"calculate the result of base x and exponent y\"\n",
+ "\"calculate the result of base 10 and exponent 3\"\n",
+ "\"return x to the power of y\"\n",
+ "```\n",
+ "\n",
+ "and we could also provide the route with a schema outlining key features of the function:\n",
+ "\n",
+ "```\n",
+ "def power(base: float, exponent: float) -> float:\n",
+ " \"\"\"Raise base to the power of exponent.\n",
+ "\n",
+ " Args:\n",
+ " base (float): The base number.\n",
+ " exponent (float): The exponent to which the base is raised.\n",
+ "\n",
+ " Returns:\n",
+ " float: The result of base raised to the power of exponent.\n",
+ " \"\"\"\n",
+ " return base ** exponent\n",
+ "```\n",
+ "\n",
+ "Then, if the users input utterance is \"What is 2 to the power of 3?\", the route will be triggered, as the input utterance is semantically similar to the route utterances. Furthermore, the route utilizes an LLM to identify that `base=2` and `expoenent=3`. These values are returned in such a way that they can be used in the above `power` function. That is, the dynamic router automates the process of calling relevant functions from natural language inputs. \n",
+ "\n",
+ "***âš ï¸ Note: We have a fully local version of dynamic routes available at [docs/05-local-execution.ipynb](https://github.com/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb). The local 05 version tends to outperform the OpenAI version we demo in this notebook, so we'd recommend trying [05](https://github.com/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb)!***"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "bbmw8CO4ur0v"
+ },
+ "source": [
+ "## Installing the Library"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "id": "dLElfRhgur0v"
+ },
+ "outputs": [
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Routes can be assigned multiple functions. Then, when that particular Route is selected by the Route Layer, a number of those functions might be invoked due to the users utterance containing relevant information that fits their arguments. "
- ]
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: tzdata in c:\\users\\siraj\\documents\\personal\\work\\aurelio\\virtual environments\\semantic_router_3\\lib\\site-packages (2024.1)\n"
+ ]
},
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Let's define a Route that has multiple functions."
- ]
- },
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "[notice] A new release of pip is available: 23.1.2 -> 24.0\n",
+ "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install tzdata\n",
+ "!pip install -qU semantic-router"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "BixZd6Eour0w"
+ },
+ "source": [
+ "## Initializing Routes and RouteLayer"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "PxnW9qBvur0x"
+ },
+ "source": [
+ "Dynamic routes are treated in the same way as static routes, let's begin by initializing a `RouteLayer` consisting of static routes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "id": "kc9Ty6Lgur0x"
+ },
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
- "source": [
- "from datetime import datetime, timedelta\n",
- "from zoneinfo import ZoneInfo\n",
- "\n",
- "# Function with one argument\n",
- "def get_time(timezone: str) -> str:\n",
- " \"\"\"Finds the current time in a specific timezone.\n",
- "\n",
- " :param timezone: The timezone to find the current time in, should\n",
- " be a valid timezone from the IANA Time Zone Database like\n",
- " \"America/New_York\" or \"Europe/London\". Do NOT put the place\n",
- " name itself like \"rome\", or \"new york\", you must provide\n",
- " the IANA format.\n",
- " :type timezone: str\n",
- " :return: The current time in the specified timezone.\"\"\"\n",
- " now = datetime.now(ZoneInfo(timezone))\n",
- " return now.strftime(\"%H:%M\")\n",
- "\n",
- "\n",
- "\n",
- "def get_time_difference(timezone1: str, timezone2: str) -> str:\n",
- " \"\"\"Calculates the time difference between two timezones.\n",
- " :param timezone1: The first timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".\n",
- " :param timezone2: The second timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".\n",
- " :type timezone1: str\n",
- " :type timezone2: str\n",
- " :return: The time difference in hours between the two timezones.\"\"\"\n",
- " # Get the current time in UTC\n",
- " now_utc = datetime.utcnow().replace(tzinfo=ZoneInfo('UTC'))\n",
- " \n",
- " # Convert the UTC time to the specified timezones\n",
- " tz1_time = now_utc.astimezone(ZoneInfo(timezone1))\n",
- " tz2_time = now_utc.astimezone(ZoneInfo(timezone2))\n",
- " \n",
- " # Calculate the difference in offsets from UTC\n",
- " tz1_offset = tz1_time.utcoffset().total_seconds()\n",
- " tz2_offset = tz2_time.utcoffset().total_seconds()\n",
- " \n",
- " # Calculate the difference in hours\n",
- " hours_difference = (tz2_offset - tz1_offset) / 3600\n",
- " \n",
- " return f\"The time difference between {timezone1} and {timezone2} is {hours_difference} hours.\"\n",
- "\n",
- "# Function with three arguments\n",
- "def convert_time(time: str, from_timezone: str, to_timezone: str) -> str:\n",
- " \"\"\"Converts a specific time from one timezone to another.\n",
- " :param time: The time to convert in HH:MM format.\n",
- " :param from_timezone: The original timezone of the time, should be a valid IANA timezone.\n",
- " :param to_timezone: The target timezone for the time, should be a valid IANA timezone.\n",
- " :type time: str\n",
- " :type from_timezone: str\n",
- " :type to_timezone: str\n",
- " :return: The converted time in the target timezone.\n",
- " :raises ValueError: If the time format or timezone strings are invalid.\n",
- " \n",
- " Example:\n",
- " convert_time(\"12:30\", \"America/New_York\", \"Asia/Tokyo\") -> \"03:30\"\n",
- " \"\"\"\n",
- " try:\n",
- " # Use today's date to avoid historical timezone issues\n",
- " today = datetime.now().date()\n",
- " datetime_string = f\"{today} {time}\"\n",
- " time_obj = datetime.strptime(datetime_string, \"%Y-%m-%d %H:%M\").replace(tzinfo=ZoneInfo(from_timezone))\n",
- " \n",
- " converted_time = time_obj.astimezone(ZoneInfo(to_timezone))\n",
- " \n",
- " formatted_time = converted_time.strftime(\"%H:%M\")\n",
- " return formatted_time\n",
- " except Exception as e:\n",
- " raise ValueError(f\"Error converting time: {e}\")\n",
- "\n",
- "\n"
- ]
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\Users\\Siraj\\Documents\\Personal\\Work\\Aurelio\\Virtual Environments\\semantic_router_3\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+ " from .autonotebook import tqdm as notebook_tqdm\n"
+ ]
+ }
+ ],
+ "source": [
+ "from semantic_router import Route\n",
+ "\n",
+ "politics = Route(\n",
+ " name=\"politics\",\n",
+ " utterances=[\n",
+ " \"isn't politics the best thing ever\",\n",
+ " \"why don't you tell me about your political opinions\",\n",
+ " \"don't you just love the president\" \"don't you just hate the president\",\n",
+ " \"they're going to destroy this country!\",\n",
+ " \"they will save the country!\",\n",
+ " ],\n",
+ ")\n",
+ "chitchat = Route(\n",
+ " name=\"chitchat\",\n",
+ " utterances=[\n",
+ " \"how's the weather today?\",\n",
+ " \"how are things going?\",\n",
+ " \"lovely weather today\",\n",
+ " \"the weather is horrendous\",\n",
+ " \"let's go to the chippy\",\n",
+ " ],\n",
+ ")\n",
+ "\n",
+ "routes = [politics, chitchat]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "voWyqmffur0x"
+ },
+ "source": [
+ "We initialize our `RouteLayer` with our `encoder` and `routes`. We can use popular encoder APIs like `CohereEncoder` and `OpenAIEncoder`, or local alternatives like `FastEmbedEncoder`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
},
+ "id": "BI9AiDspur0y",
+ "outputId": "27329a54-3f16-44a5-ac20-13a6b26afb97"
+ },
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [],
- "source": [
- "functions = [get_time, get_time_difference, convert_time]"
- ]
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-05-08 01:57:55 INFO semantic_router.utils.logger local\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "import os\n",
+ "from getpass import getpass\n",
+ "from semantic_router import RouteLayer\n",
+ "from semantic_router.encoders import CohereEncoder, OpenAIEncoder\n",
+ "\n",
+ "# dashboard.cohere.ai\n",
+ "# os.environ[\"COHERE_API_KEY\"] = os.getenv(\"COHERE_API_KEY\") or getpass(\n",
+ "# \"Enter Cohere API Key: \"\n",
+ "# )\n",
+ "# platform.openai.com\n",
+ "os.environ[\"OPENAI_API_KEY\"] = os.getenv(\"OPENAI_API_KEY\") or getpass(\n",
+ " \"Enter OpenAI API Key: \"\n",
+ ")\n",
+ "\n",
+ "# encoder = CohereEncoder()\n",
+ "encoder = OpenAIEncoder()\n",
+ "\n",
+ "rl = RouteLayer(encoder=encoder, routes=routes)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "GuLCeIS5ur0y"
+ },
+ "source": [
+ "We run the solely static routes layer:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
},
+ "id": "_rNREh7gur0y",
+ "outputId": "f3a1dc0b-d760-4efb-b634-d3547011dcb7"
+ },
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[{'type': 'function',\n",
- " 'function': {'name': 'get_time',\n",
- " 'description': 'Finds the current time in a specific timezone.\\n\\n:param timezone: The timezone to find the current time in, should\\n be a valid timezone from the IANA Time Zone Database like\\n \"America/New_York\" or \"Europe/London\". Do NOT put the place\\n name itself like \"rome\", or \"new york\", you must provide\\n the IANA format.\\n:type timezone: str\\n:return: The current time in the specified timezone.',\n",
- " 'parameters': {'type': 'object',\n",
- " 'properties': {'timezone': {'type': 'string',\n",
- " 'description': 'The timezone to find the current time in, should\\n be a valid timezone from the IANA Time Zone Database like\\n \"America/New_York\" or \"Europe/London\". Do NOT put the place\\n name itself like \"rome\", or \"new york\", you must provide\\n the IANA format.'}},\n",
- " 'required': ['timezone']}}},\n",
- " {'type': 'function',\n",
- " 'function': {'name': 'get_time_difference',\n",
- " 'description': 'Calculates the time difference between two timezones.\\n:param timezone1: The first timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".\\n:param timezone2: The second timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".\\n:type timezone1: str\\n:type timezone2: str\\n:return: The time difference in hours between the two timezones.',\n",
- " 'parameters': {'type': 'object',\n",
- " 'properties': {'timezone1': {'type': 'string',\n",
- " 'description': 'The first timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".'},\n",
- " 'timezone2': {'type': 'string',\n",
- " 'description': 'The second timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".'}},\n",
- " 'required': ['timezone1', 'timezone2']}}},\n",
- " {'type': 'function',\n",
- " 'function': {'name': 'convert_time',\n",
- " 'description': 'Converts a specific time from one timezone to another.\\n:param time: The time to convert in HH:MM format.\\n:param from_timezone: The original timezone of the time, should be a valid IANA timezone.\\n:param to_timezone: The target timezone for the time, should be a valid IANA timezone.\\n:type time: str\\n:type from_timezone: str\\n:type to_timezone: str\\n:return: The converted time in the target timezone.\\n:raises ValueError: If the time format or timezone strings are invalid.\\n\\nExample:\\n convert_time(\"12:30\", \"America/New_York\", \"Asia/Tokyo\") -> \"03:30\"',\n",
- " 'parameters': {'type': 'object',\n",
- " 'properties': {'time': {'type': 'string',\n",
- " 'description': 'The time to convert in HH:MM format.'},\n",
- " 'from_timezone': {'type': 'string',\n",
- " 'description': 'The original timezone of the time, should be a valid IANA timezone.'},\n",
- " 'to_timezone': {'type': 'string',\n",
- " 'description': 'The target timezone for the time, should be a valid IANA timezone.'}},\n",
- " 'required': ['time', 'from_timezone', 'to_timezone']}}}]"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Generate schemas for all functions\n",
- "from semantic_router.llms.openai import get_schemas_openai\n",
- "schemas = get_schemas_openai(functions)\n",
- "schemas\n"
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='chitchat', function_call=None, similarity_score=None)"
]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "rl(\"how's the weather today?\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "McbLKO26ur0y"
+ },
+ "source": [
+ "## Creating a Dynamic Route"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "ANAoEjxYur0y"
+ },
+ "source": [
+ "As with static routes, we must create a dynamic route before adding it to our route layer. To make a route dynamic, we need to provide the `function_schemas` as a list. Each function schema provides instructions on what a function is, so that an LLM can decide how to use it correctly."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "id": "5jaF1Xa5ur0y"
+ },
+ "outputs": [],
+ "source": [
+ "from datetime import datetime\n",
+ "from zoneinfo import ZoneInfo\n",
+ "\n",
+ "\n",
+ "def get_time(timezone: str) -> str:\n",
+ " \"\"\"Finds the current time in a specific timezone.\n",
+ "\n",
+ " :param timezone: The timezone to find the current time in, should\n",
+ " be a valid timezone from the IANA Time Zone Database like\n",
+ " \"America/New_York\" or \"Europe/London\". Do NOT put the place\n",
+ " name itself like \"rome\", or \"new york\", you must provide\n",
+ " the IANA format.\n",
+ " :type timezone: str\n",
+ " :return: The current time in the specified timezone.\"\"\"\n",
+ " now = datetime.now(ZoneInfo(timezone))\n",
+ " return now.strftime(\"%H:%M\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 35
},
+ "id": "YyFKV8jMur0z",
+ "outputId": "29cf80f4-552c-47bb-fbf9-019f5dfdf00a"
+ },
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Define the dynamic route with multiple functions\n",
- "multi_function_route = Route(\n",
- " name=\"timezone_management\",\n",
- " utterances=[\n",
- " # Utterances for get_time function\n",
- " \"what is the time in New York?\",\n",
- " \"current time in Berlin?\",\n",
- " \"tell me the time in Moscow right now\",\n",
- " \"can you show me the current time in Tokyo?\",\n",
- " \"please provide the current time in London\",\n",
- "\n",
- " # Utterances for get_time_difference function\n",
- " \"how many hours ahead is Tokyo from London?\",\n",
- " \"time difference between Sydney and Cairo\",\n",
- " \"what's the time gap between Los Angeles and New York?\",\n",
- " \"how much time difference is there between Paris and Sydney?\",\n",
- " \"calculate the time difference between Dubai and Toronto\",\n",
- "\n",
- " # Utterances for convert_time function\n",
- " \"convert 15:00 from New York time to Berlin time\",\n",
- " \"change 09:00 from Paris time to Moscow time\",\n",
- " \"adjust 20:00 from Rome time to London time\",\n",
- " \"convert 12:00 from Madrid time to Chicago time\",\n",
- " \"change 18:00 from Beijing time to Los Angeles time\"\n",
- "\n",
- " # All three functions\n",
- " \"What is the time in Seattle? What is the time difference between Mumbai and Tokyo? What is 5:53 Toronto time in Sydney time?\"\n",
- " ],\n",
- " function_schemas=schemas\n",
- ")\n"
+ "data": {
+ "text/plain": [
+ "'17:57'"
]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "get_time(\"America/New_York\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "4qyaRuNXur0z"
+ },
+ "source": [
+ "To get the function schema we can use the `get_schema` function from the `function_call` module."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
},
+ "id": "tOjuhp5Xur0z",
+ "outputId": "ca88a3ea-d70a-4950-be9a-63fab699de3b"
+ },
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [],
- "source": [
- "routes = [politics, chitchat, multi_function_route]"
+ "data": {
+ "text/plain": [
+ "[{'type': 'function',\n",
+ " 'function': {'name': 'get_time',\n",
+ " 'description': 'Finds the current time in a specific timezone.\\n\\n:param timezone: The timezone to find the current time in, should\\n be a valid timezone from the IANA Time Zone Database like\\n \"America/New_York\" or \"Europe/London\". Do NOT put the place\\n name itself like \"rome\", or \"new york\", you must provide\\n the IANA format.\\n:type timezone: str\\n:return: The current time in the specified timezone.',\n",
+ " 'parameters': {'type': 'object',\n",
+ " 'properties': {'timezone': {'type': 'string',\n",
+ " 'description': 'The timezone to find the current time in, should\\n be a valid timezone from the IANA Time Zone Database like\\n \"America/New_York\" or \"Europe/London\". Do NOT put the place\\n name itself like \"rome\", or \"new york\", you must provide\\n the IANA format.'}},\n",
+ " 'required': ['timezone']}}}]"
]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from semantic_router.llms.openai import get_schemas_openai\n",
+ "\n",
+ "schemas = get_schemas_openai([get_time])\n",
+ "schemas"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "HcF7jGjAur0z"
+ },
+ "source": [
+ "We use this to define our dynamic route:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "id": "iesBG9P3ur0z"
+ },
+ "outputs": [],
+ "source": [
+ "time_route = Route(\n",
+ " name=\"get_time\",\n",
+ " utterances=[\n",
+ " \"what is the time in new york city?\",\n",
+ " \"what is the time in london?\",\n",
+ " \"I live in Rome, what time is it?\",\n",
+ " ],\n",
+ " function_schemas=schemas,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "time_route.llm"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "ZiUs3ovpur0z"
+ },
+ "source": [
+ "Add the new route to our `layer`:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
},
+ "id": "-0vY8PRXur0z",
+ "outputId": "db01e14c-eab3-4f93-f4c2-e30f508c8b5d"
+ },
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\u001b[32m2024-05-08 01:57:58 INFO semantic_router.utils.logger local\u001b[0m\n"
- ]
- }
- ],
- "source": [
- "rl2 = RouteLayer(encoder=encoder, routes=routes)"
- ]
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-05-08 01:57:56 INFO semantic_router.utils.logger Adding `get_time` route\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "rl.add(time_route)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "time_route.llm"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "7yoE0IrNur0z"
+ },
+ "source": [
+ "Now we can ask our layer a time related question to trigger our new dynamic route."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 53
},
+ "id": "Wfb68M0-ur0z",
+ "outputId": "79923883-2a4d-4744-f8ce-e818cb5f14c3"
+ },
+ "outputs": [
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Function to Parse Route Layer Responses"
- ]
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[33m2024-05-08 01:57:57 WARNING semantic_router.utils.logger No LLM provided for dynamic route, will use OpenAI LLM default. Ensure API key is set in OPENAI_API_KEY environment variable.\u001b[0m\n",
+ "\u001b[32m2024-05-08 01:57:58 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}]\u001b[0m\n"
+ ]
},
{
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [],
- "source": [
- "def parse_response(response: str):\n",
- "\n",
- " for call in response.function_call:\n",
- " args = call['arguments']\n",
- " if call['function_name'] == 'get_time':\n",
- " result = get_time(**args)\n",
- " print(result)\n",
- " if call['function_name'] == 'get_time_difference':\n",
- " result = get_time_difference(**args)\n",
- " print(result)\n",
- " if call['function_name'] == 'convert_time':\n",
- " result = convert_time(**args)\n",
- " print(result)"
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='get_time', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}], similarity_score=None)"
]
- },
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response = rl(\"what is the time in new york city?\")\n",
+ "response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Checking that Politics Non-Dynamic Route Still Works"
- ]
- },
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(response.function_call)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "RouteChoice(name='politics', function_call=None, similarity_score=None)"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "response = rl2(\"What is your political leaning?\")\n",
- "response"
- ]
- },
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "17:57\n"
+ ]
+ }
+ ],
+ "source": [
+ "import json\n",
+ "\n",
+ "for call in response.function_call:\n",
+ " if call[\"function_name\"] == \"get_time\":\n",
+ " args = call[\"arguments\"]\n",
+ " result = get_time(**args)\n",
+ "print(result)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Qt0vkq2Xur00"
+ },
+ "source": [
+ "Our dynamic route provides both the route itself _and_ the input parameters required to use the route."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Dynamic Routes with Multiple Functions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "J0oD1dxIur00"
+ },
+ "source": [
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Routes can be assigned multiple functions. Then, when that particular Route is selected by the Route Layer, a number of those functions might be invoked due to the users utterance containing relevant information that fits their arguments. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's define a Route that has multiple functions."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from datetime import datetime, timedelta\n",
+ "from zoneinfo import ZoneInfo\n",
+ "\n",
+ "\n",
+ "# Function with one argument\n",
+ "def get_time(timezone: str) -> str:\n",
+ " \"\"\"Finds the current time in a specific timezone.\n",
+ "\n",
+ " :param timezone: The timezone to find the current time in, should\n",
+ " be a valid timezone from the IANA Time Zone Database like\n",
+ " \"America/New_York\" or \"Europe/London\". Do NOT put the place\n",
+ " name itself like \"rome\", or \"new york\", you must provide\n",
+ " the IANA format.\n",
+ " :type timezone: str\n",
+ " :return: The current time in the specified timezone.\"\"\"\n",
+ " now = datetime.now(ZoneInfo(timezone))\n",
+ " return now.strftime(\"%H:%M\")\n",
+ "\n",
+ "\n",
+ "def get_time_difference(timezone1: str, timezone2: str) -> str:\n",
+ " \"\"\"Calculates the time difference between two timezones.\n",
+ " :param timezone1: The first timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".\n",
+ " :param timezone2: The second timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".\n",
+ " :type timezone1: str\n",
+ " :type timezone2: str\n",
+ " :return: The time difference in hours between the two timezones.\"\"\"\n",
+ " # Get the current time in UTC\n",
+ " now_utc = datetime.utcnow().replace(tzinfo=ZoneInfo(\"UTC\"))\n",
+ "\n",
+ " # Convert the UTC time to the specified timezones\n",
+ " tz1_time = now_utc.astimezone(ZoneInfo(timezone1))\n",
+ " tz2_time = now_utc.astimezone(ZoneInfo(timezone2))\n",
+ "\n",
+ " # Calculate the difference in offsets from UTC\n",
+ " tz1_offset = tz1_time.utcoffset().total_seconds()\n",
+ " tz2_offset = tz2_time.utcoffset().total_seconds()\n",
+ "\n",
+ " # Calculate the difference in hours\n",
+ " hours_difference = (tz2_offset - tz1_offset) / 3600\n",
+ "\n",
+ " return f\"The time difference between {timezone1} and {timezone2} is {hours_difference} hours.\"\n",
+ "\n",
+ "\n",
+ "# Function with three arguments\n",
+ "def convert_time(time: str, from_timezone: str, to_timezone: str) -> str:\n",
+ " \"\"\"Converts a specific time from one timezone to another.\n",
+ " :param time: The time to convert in HH:MM format.\n",
+ " :param from_timezone: The original timezone of the time, should be a valid IANA timezone.\n",
+ " :param to_timezone: The target timezone for the time, should be a valid IANA timezone.\n",
+ " :type time: str\n",
+ " :type from_timezone: str\n",
+ " :type to_timezone: str\n",
+ " :return: The converted time in the target timezone.\n",
+ " :raises ValueError: If the time format or timezone strings are invalid.\n",
+ "\n",
+ " Example:\n",
+ " convert_time(\"12:30\", \"America/New_York\", \"Asia/Tokyo\") -> \"03:30\"\n",
+ " \"\"\"\n",
+ " try:\n",
+ " # Use today's date to avoid historical timezone issues\n",
+ " today = datetime.now().date()\n",
+ " datetime_string = f\"{today} {time}\"\n",
+ " time_obj = datetime.strptime(datetime_string, \"%Y-%m-%d %H:%M\").replace(\n",
+ " tzinfo=ZoneInfo(from_timezone)\n",
+ " )\n",
+ "\n",
+ " converted_time = time_obj.astimezone(ZoneInfo(to_timezone))\n",
+ "\n",
+ " formatted_time = converted_time.strftime(\"%H:%M\")\n",
+ " return formatted_time\n",
+ " except Exception as e:\n",
+ " raise ValueError(f\"Error converting time: {e}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "functions = [get_time, get_time_difference, convert_time]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Checking that Chitchat Non-Dynamic Route Still Works"
+ "data": {
+ "text/plain": [
+ "[{'type': 'function',\n",
+ " 'function': {'name': 'get_time',\n",
+ " 'description': 'Finds the current time in a specific timezone.\\n\\n:param timezone: The timezone to find the current time in, should\\n be a valid timezone from the IANA Time Zone Database like\\n \"America/New_York\" or \"Europe/London\". Do NOT put the place\\n name itself like \"rome\", or \"new york\", you must provide\\n the IANA format.\\n:type timezone: str\\n:return: The current time in the specified timezone.',\n",
+ " 'parameters': {'type': 'object',\n",
+ " 'properties': {'timezone': {'type': 'string',\n",
+ " 'description': 'The timezone to find the current time in, should\\n be a valid timezone from the IANA Time Zone Database like\\n \"America/New_York\" or \"Europe/London\". Do NOT put the place\\n name itself like \"rome\", or \"new york\", you must provide\\n the IANA format.'}},\n",
+ " 'required': ['timezone']}}},\n",
+ " {'type': 'function',\n",
+ " 'function': {'name': 'get_time_difference',\n",
+ " 'description': 'Calculates the time difference between two timezones.\\n:param timezone1: The first timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".\\n:param timezone2: The second timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".\\n:type timezone1: str\\n:type timezone2: str\\n:return: The time difference in hours between the two timezones.',\n",
+ " 'parameters': {'type': 'object',\n",
+ " 'properties': {'timezone1': {'type': 'string',\n",
+ " 'description': 'The first timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".'},\n",
+ " 'timezone2': {'type': 'string',\n",
+ " 'description': 'The second timezone, should be a valid timezone from the IANA Time Zone Database like \"America/New_York\" or \"Europe/London\".'}},\n",
+ " 'required': ['timezone1', 'timezone2']}}},\n",
+ " {'type': 'function',\n",
+ " 'function': {'name': 'convert_time',\n",
+ " 'description': 'Converts a specific time from one timezone to another.\\n:param time: The time to convert in HH:MM format.\\n:param from_timezone: The original timezone of the time, should be a valid IANA timezone.\\n:param to_timezone: The target timezone for the time, should be a valid IANA timezone.\\n:type time: str\\n:type from_timezone: str\\n:type to_timezone: str\\n:return: The converted time in the target timezone.\\n:raises ValueError: If the time format or timezone strings are invalid.\\n\\nExample:\\n convert_time(\"12:30\", \"America/New_York\", \"Asia/Tokyo\") -> \"03:30\"',\n",
+ " 'parameters': {'type': 'object',\n",
+ " 'properties': {'time': {'type': 'string',\n",
+ " 'description': 'The time to convert in HH:MM format.'},\n",
+ " 'from_timezone': {'type': 'string',\n",
+ " 'description': 'The original timezone of the time, should be a valid IANA timezone.'},\n",
+ " 'to_timezone': {'type': 'string',\n",
+ " 'description': 'The target timezone for the time, should be a valid IANA timezone.'}},\n",
+ " 'required': ['time', 'from_timezone', 'to_timezone']}}}]"
]
- },
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Generate schemas for all functions\n",
+ "from semantic_router.llms.openai import get_schemas_openai\n",
+ "\n",
+ "schemas = get_schemas_openai(functions)\n",
+ "schemas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Define the dynamic route with multiple functions\n",
+ "multi_function_route = Route(\n",
+ " name=\"timezone_management\",\n",
+ " utterances=[\n",
+ " # Utterances for get_time function\n",
+ " \"what is the time in New York?\",\n",
+ " \"current time in Berlin?\",\n",
+ " \"tell me the time in Moscow right now\",\n",
+ " \"can you show me the current time in Tokyo?\",\n",
+ " \"please provide the current time in London\",\n",
+ " # Utterances for get_time_difference function\n",
+ " \"how many hours ahead is Tokyo from London?\",\n",
+ " \"time difference between Sydney and Cairo\",\n",
+ " \"what's the time gap between Los Angeles and New York?\",\n",
+ " \"how much time difference is there between Paris and Sydney?\",\n",
+ " \"calculate the time difference between Dubai and Toronto\",\n",
+ " # Utterances for convert_time function\n",
+ " \"convert 15:00 from New York time to Berlin time\",\n",
+ " \"change 09:00 from Paris time to Moscow time\",\n",
+ " \"adjust 20:00 from Rome time to London time\",\n",
+ " \"convert 12:00 from Madrid time to Chicago time\",\n",
+ " \"change 18:00 from Beijing time to Los Angeles time\"\n",
+ " # All three functions\n",
+ " \"What is the time in Seattle? What is the time difference between Mumbai and Tokyo? What is 5:53 Toronto time in Sydney time?\",\n",
+ " ],\n",
+ " function_schemas=schemas,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "routes = [politics, chitchat, multi_function_route]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "RouteChoice(name='chitchat', function_call=None, similarity_score=None)"
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "response = rl2(\"Hello bot, how are you today?\")\n",
- "response"
- ]
- },
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-05-08 01:57:58 INFO semantic_router.utils.logger local\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "rl2 = RouteLayer(encoder=encoder, routes=routes)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Function to Parse Route Layer Responses"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def parse_response(response: str):\n",
+ "\n",
+ " for call in response.function_call:\n",
+ " args = call[\"arguments\"]\n",
+ " if call[\"function_name\"] == \"get_time\":\n",
+ " result = get_time(**args)\n",
+ " print(result)\n",
+ " if call[\"function_name\"] == \"get_time_difference\":\n",
+ " result = get_time_difference(**args)\n",
+ " print(result)\n",
+ " if call[\"function_name\"] == \"convert_time\":\n",
+ " result = convert_time(**args)\n",
+ " print(result)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Checking that Politics Non-Dynamic Route Still Works"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Testing the `multi_function_route` - The `get_time` Function"
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='politics', function_call=None, similarity_score=None)"
]
- },
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response = rl2(\"What is your political leaning?\")\n",
+ "response"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Checking that Chitchat Non-Dynamic Route Still Works"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\u001b[33m2024-05-08 01:58:00 WARNING semantic_router.utils.logger No LLM provided for dynamic route, will use OpenAI LLM default. Ensure API key is set in OPENAI_API_KEY environment variable.\u001b[0m\n",
- "\u001b[32m2024-05-08 01:58:01 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}]\u001b[0m\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}], similarity_score=None)"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "response = rl2(\"what is the time in New York?\")\n",
- "response"
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='chitchat', function_call=None, similarity_score=None)"
]
- },
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response = rl2(\"Hello bot, how are you today?\")\n",
+ "response"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Testing the `multi_function_route` - The `get_time` Function"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "17:58\n"
- ]
- }
- ],
- "source": [
- "parse_response(response)"
- ]
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[33m2024-05-08 01:58:00 WARNING semantic_router.utils.logger No LLM provided for dynamic route, will use OpenAI LLM default. Ensure API key is set in OPENAI_API_KEY environment variable.\u001b[0m\n",
+ "\u001b[32m2024-05-08 01:58:01 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}]\u001b[0m\n"
+ ]
},
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Testing the `multi_function_route` - The `get_time_difference` Function"
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}], similarity_score=None)"
]
- },
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response = rl2(\"what is the time in New York?\")\n",
+ "response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\u001b[32m2024-05-08 01:58:02 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time_difference', 'arguments': {'timezone1': 'America/Los_Angeles', 'timezone2': 'Europe/Istanbul'}}]\u001b[0m\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time_difference', 'arguments': {'timezone1': 'America/Los_Angeles', 'timezone2': 'Europe/Istanbul'}}], similarity_score=None)"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "response = rl2(\"What is the time difference between Los Angeles and Istanbul?\")\n",
- "response"
- ]
- },
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "17:58\n"
+ ]
+ }
+ ],
+ "source": [
+ "parse_response(response)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Testing the `multi_function_route` - The `get_time_difference` Function"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The time difference between America/Los_Angeles and Europe/Istanbul is 10.0 hours.\n"
- ]
- }
- ],
- "source": [
- "parse_response(response)"
- ]
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-05-08 01:58:02 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time_difference', 'arguments': {'timezone1': 'America/Los_Angeles', 'timezone2': 'Europe/Istanbul'}}]\u001b[0m\n"
+ ]
},
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Testing the `multi_function_route` - The `convert_time` Function"
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time_difference', 'arguments': {'timezone1': 'America/Los_Angeles', 'timezone2': 'Europe/Istanbul'}}], similarity_score=None)"
]
- },
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response = rl2(\"What is the time difference between Los Angeles and Istanbul?\")\n",
+ "response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\u001b[32m2024-05-08 01:58:04 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'convert_time', 'arguments': {'time': '23:02', 'from_timezone': 'Asia/Dubai', 'to_timezone': 'Asia/Tokyo'}}]\u001b[0m\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "RouteChoice(name='timezone_management', function_call=[{'function_name': 'convert_time', 'arguments': {'time': '23:02', 'from_timezone': 'Asia/Dubai', 'to_timezone': 'Asia/Tokyo'}}], similarity_score=None)"
- ]
- },
- "execution_count": 28,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "response = rl2(\"What is 23:02 Dubai time in Tokyo time? Please and thank you.\")\n",
- "response"
- ]
- },
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The time difference between America/Los_Angeles and Europe/Istanbul is 10.0 hours.\n"
+ ]
+ }
+ ],
+ "source": [
+ "parse_response(response)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Testing the `multi_function_route` - The `convert_time` Function"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "04:02\n"
- ]
- }
- ],
- "source": [
- "parse_response(response)"
- ]
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-05-08 01:58:04 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'convert_time', 'arguments': {'time': '23:02', 'from_timezone': 'Asia/Dubai', 'to_timezone': 'Asia/Tokyo'}}]\u001b[0m\n"
+ ]
},
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### The Cool Bit - Testing `multi_function_route` - Multiple Functions at Once"
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='timezone_management', function_call=[{'function_name': 'convert_time', 'arguments': {'time': '23:02', 'from_timezone': 'Asia/Dubai', 'to_timezone': 'Asia/Tokyo'}}], similarity_score=None)"
]
- },
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response = rl2(\"What is 23:02 Dubai time in Tokyo time? Please and thank you.\")\n",
+ "response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\u001b[32m2024-05-08 01:58:07 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'Europe/Prague'}}, {'function_name': 'get_time_difference', 'arguments': {'timezone1': 'Europe/Berlin', 'timezone2': 'Asia/Shanghai'}}, {'function_name': 'convert_time', 'arguments': {'time': '05:53', 'from_timezone': 'Europe/Lisbon', 'to_timezone': 'Asia/Bangkok'}}]\u001b[0m\n"
- ]
- }
- ],
- "source": [
- "response = rl2(\"\"\"\n",
- " What is the time in Prague?\n",
- " What is the time difference between Frankfurt and Beijing?\n",
- " What is 5:53 Lisbon time in Bangkok time?\n",
- "\"\"\" \n",
- ")"
- ]
- },
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "04:02\n"
+ ]
+ }
+ ],
+ "source": [
+ "parse_response(response)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### The Cool Bit - Testing `multi_function_route` - Multiple Functions at Once"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'Europe/Prague'}}, {'function_name': 'get_time_difference', 'arguments': {'timezone1': 'Europe/Berlin', 'timezone2': 'Asia/Shanghai'}}, {'function_name': 'convert_time', 'arguments': {'time': '05:53', 'from_timezone': 'Europe/Lisbon', 'to_timezone': 'Asia/Bangkok'}}], similarity_score=None)"
- ]
- },
- "execution_count": 31,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "response"
- ]
- },
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-05-08 01:58:07 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'Europe/Prague'}}, {'function_name': 'get_time_difference', 'arguments': {'timezone1': 'Europe/Berlin', 'timezone2': 'Asia/Shanghai'}}, {'function_name': 'convert_time', 'arguments': {'time': '05:53', 'from_timezone': 'Europe/Lisbon', 'to_timezone': 'Asia/Bangkok'}}]\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "response = rl2(\n",
+ " \"\"\"\n",
+ " What is the time in Prague?\n",
+ " What is the time difference between Frankfurt and Beijing?\n",
+ " What is 5:53 Lisbon time in Bangkok time?\n",
+ "\"\"\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "23:58\n",
- "The time difference between Europe/Berlin and Asia/Shanghai is 6.0 hours.\n",
- "11:53\n"
- ]
- }
- ],
- "source": [
- "parse_response(response)"
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'Europe/Prague'}}, {'function_name': 'get_time_difference', 'arguments': {'timezone1': 'Europe/Berlin', 'timezone2': 'Asia/Shanghai'}}, {'function_name': 'convert_time', 'arguments': {'time': '05:53', 'from_timezone': 'Europe/Lisbon', 'to_timezone': 'Asia/Bangkok'}}], similarity_score=None)"
]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
}
- ],
- "metadata": {
- "colab": {
- "provenance": []
- },
- "kernelspec": {
- "display_name": "decision-layer",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.11.4"
+ ],
+ "source": [
+ "response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "23:58\n",
+ "The time difference between Europe/Berlin and Asia/Shanghai is 6.0 hours.\n",
+ "11:53\n"
+ ]
}
+ ],
+ "source": [
+ "parse_response(response)"
+ ]
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "decision-layer",
+ "language": "python",
+ "name": "python3"
},
- "nbformat": 4,
- "nbformat_minor": 0
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
}
diff --git a/docs/encoders/openai-encoder.ipynb b/docs/encoders/openai-encoder.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..70397c453d3132e46f60f6982806563bf3b5c9aa
--- /dev/null
+++ b/docs/encoders/openai-encoder.ipynb
@@ -0,0 +1,2140 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from semantic_router.encoders.openai import OpenAIEncoder\n",
+ "import os\n",
+ "from getpass import getpass\n",
+ "from dotenv import load_dotenv"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# load your .env file\n",
+ "load_dotenv(\"../../semantic-router.env\")\n",
+ "\n",
+ "# os.environ[\"OPENAI_API_KEY\"] = os.getenv(\"OPENAI_API_KEY\") or getpass(\n",
+ "# \"Enter OpenAI API Key: \"\n",
+ "# )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# test to see OPENAI_API_KEY assigned\n",
+ "!echo $OPENAI_API_KEY"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# document list\n",
+ "doc_list = [\"doc1.txt\", \"doc2.txt\"]\n",
+ "\n",
+ "docs = []\n",
+ "for doc in doc_list:\n",
+ " with open(doc, \"r\") as dr:\n",
+ " doc = dr.read()\n",
+ " docs.append(doc)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "encoder = OpenAIEncoder(\n",
+ " name=\"text-embedding-ada-002\", openai_api_key=os.getenv(\"OPENAI_API_KEY\")\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "OpenAIEncoder(name='text-embedding-ada-002', score_threshold=0.82, type='openai', client=<openai.OpenAI object at 0x155c34da0>, dimensions=NOT_GIVEN, token_limit=8192)"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "encoder"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " -0.007164336740970612,\n",
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+ " -0.014749705791473389,\n",
+ " -0.009738065302371979,\n",
+ " 0.007761931046843529,\n",
+ " 0.011476520448923111,\n",
+ " 0.0008726230589672923,\n",
+ " 0.01737097091972828,\n",
+ " -0.0008221161551773548,\n",
+ " -0.022409774363040924,\n",
+ " 0.014247183687984943,\n",
+ " 0.01278036180883646,\n",
+ " ...]]"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "encoder(docs=docs, truncate=True)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "semantic-router",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/examples/function_calling.ipynb b/docs/examples/function_calling.ipynb
index a0ea95400585a7a8fe942d3e0db7946a011869f5..cc439b6d2ca1b72ed4a854c64781bdebbf548517 100644
--- a/docs/examples/function_calling.ipynb
+++ b/docs/examples/function_calling.ipynb
@@ -89,6 +89,7 @@
],
"source": [
"from semantic_router.llms import OpenAILLM\n",
+ "\n",
"llm = OpenAILLM()"
]
},
@@ -143,7 +144,7 @@
"routes = []\n",
"\n",
"for function in functions:\n",
- " route = Route.from_dynamic_route(llm=llm, entity=function)\n",
+ " route = Route.from_dynamic_route(llm=llm, entities=function)\n",
" routes.append(route)"
]
},
@@ -524,6 +525,7 @@
"\n",
"llm = OpenAILLM()\n",
"\n",
+ "\n",
"def route_and_execute(query, functions, layer):\n",
" route_choice: RouteChoice = layer(query)\n",
"\n",
diff --git a/docs/examples/unstructured-element-splitter.ipynb b/docs/examples/unstructured-element-splitter.ipynb
index 4eeb6fe93cdb7f2867b9376ae64f519f94c3a309..4126338eb81fd3d7a2c78b0f9ea7061153f7dd5b 100644
--- a/docs/examples/unstructured-element-splitter.ipynb
+++ b/docs/examples/unstructured-element-splitter.ipynb
@@ -145,6 +145,7 @@
"from semantic_router.splitters import RollingWindowSplitter\n",
"from typing import Dict\n",
"\n",
+ "\n",
"def create_title_chunks(\n",
" grouped_elements: Dict, splitter: RollingWindowSplitter\n",
") -> list:\n",