From 1adc831fa10f5c743608483f7d660ba567e2e678 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Thu, 28 Mar 2024 16:21:02 +0100 Subject: [PATCH 01/30] initial commit of api documentation --- docs/api/authentication.mdx | 15 +++++++++++++ docs/api/endpoints.mdx | 1 + docs/api/examples/index.mdx | 5 +++++ docs/api/examples/mistral.mdx | 1 + docs/api/examples/openai.mdx | 1 + docs/api/index.mdx | 41 +++++++++++++++++++++++++++++++++++ docs/api/sessions.mdx | 1 + sidebars.js | 22 +++++++++++++++++++ 8 files changed, 87 insertions(+) create mode 100644 docs/api/authentication.mdx create mode 100644 docs/api/endpoints.mdx create mode 100644 docs/api/examples/index.mdx create mode 100644 docs/api/examples/mistral.mdx create mode 100644 docs/api/examples/openai.mdx create mode 100644 docs/api/index.mdx create mode 100644 docs/api/sessions.mdx diff --git a/docs/api/authentication.mdx b/docs/api/authentication.mdx new file mode 100644 index 00000000..c1e10d29 --- /dev/null +++ b/docs/api/authentication.mdx @@ -0,0 +1,15 @@ +# Authentication + +Every Superface account has an authentication token assigned to it. This token is used to authenticate API calls, but also to determine which set of tools and their associated functions should be returned for use by your agent. + +## Your API token + +You can find the API token in your Superface account by clicking on Hub API and copying it. + +## Authentication type + +The Superface API uses `Bearer` authentication, and expects this as part of the headers that as passed with each request for every endpoint. + +``` +Authentication-Type: Bearer +``` diff --git a/docs/api/endpoints.mdx b/docs/api/endpoints.mdx new file mode 100644 index 00000000..4663a016 --- /dev/null +++ b/docs/api/endpoints.mdx @@ -0,0 +1 @@ +# API Endpoints diff --git a/docs/api/examples/index.mdx b/docs/api/examples/index.mdx new file mode 100644 index 00000000..8ed31123 --- /dev/null +++ b/docs/api/examples/index.mdx @@ -0,0 +1,5 @@ +import DocCardList from '@theme/DocCardList'; + +# Function Calling Examples + + diff --git a/docs/api/examples/mistral.mdx b/docs/api/examples/mistral.mdx new file mode 100644 index 00000000..5f683885 --- /dev/null +++ b/docs/api/examples/mistral.mdx @@ -0,0 +1 @@ +# Mistral AI diff --git a/docs/api/examples/openai.mdx b/docs/api/examples/openai.mdx new file mode 100644 index 00000000..195b71ae --- /dev/null +++ b/docs/api/examples/openai.mdx @@ -0,0 +1 @@ +# Open AI diff --git a/docs/api/index.mdx b/docs/api/index.mdx new file mode 100644 index 00000000..9dc1a599 --- /dev/null +++ b/docs/api/index.mdx @@ -0,0 +1,41 @@ +# Overview + +Superface offers the ability to connec to and use the tools it provides via API. This is particularly useful for developers who are building their own agents, and want to offer users the ability to connect to external APIs and services but don't want to build their integrations for themselves. + +## How it works + +LLMs such as OpenAI, Mistral, and services like LangChain allow developers to define and use "tools" to extend the functionality and connectivity of those models. + +These tools are defined and represented as JSON objects that outline what the tool is, what it does, and what parameters and value types are required in order to use it correctly. + +For example, a simple tool for the service Wttr.in when defined in this way looks like this: + +```json +{ + "type": "function", + "function": { + "name": "weather__current-weather__CurrentWeather", + "description": "Retrieve current weather information for a specified location.\n", + "parameters": { + "type": "object", + "required": ["city"], + "properties": { + "city": { + "type": "string", + "nullable": false, + "description": "Name of the city including state and country, e.g.: \"Prague, Czech Republic\" or \"New York City, NY, USA\"", + "title": "city" + }, + "units": { + "enum": ["C", "F", "K"], + "description": "Units used to represent temperature - Fahrenheit, Celsius, Kelvin\nCelsius by default", + "title": "units" + } + }, + "nullable": true + } + } +} +``` + +At a minimum, this structured decription can be used by an LLM to determine which information it should gather before executing an API call to a specific service. Better still, it can use it to determine _which_ tool, or tools, should be used to complete the prompt you entered. diff --git a/docs/api/sessions.mdx b/docs/api/sessions.mdx new file mode 100644 index 00000000..f3ab4750 --- /dev/null +++ b/docs/api/sessions.mdx @@ -0,0 +1 @@ +# Session Management diff --git a/sidebars.js b/sidebars.js index 3e16a5ca..60343066 100644 --- a/sidebars.js +++ b/sidebars.js @@ -111,6 +111,28 @@ module.exports = { 'gpts/limits' ] }, + { + type: 'category', + label: 'API for Agent Building', + link: {type: 'doc', id: 'api/index'}, + collapsed: false, + items: [ + 'api/index', + 'api/authentication', + 'api/endpoints', + 'api/sessions', + { + type: 'category', + label: 'Function Calling Examples', + link: {type: 'doc', id: 'api/examples/index'}, + collapsed: false, + items: [ + 'api/examples/openai', + 'api/examples/mistral', + ] + } + ] + }, { type: 'category', label: 'Managing Tools', From ab0423e09063db713e6c43efad0a9e11e64a0e93 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Tue, 2 Apr 2024 16:52:36 +0200 Subject: [PATCH 02/30] add endpoints overview --- docs/api/endpoints.mdx | 143 ++++++++++++++++++++++++++++++++++++ docs/api/examples/index.mdx | 2 +- 2 files changed, 144 insertions(+), 1 deletion(-) diff --git a/docs/api/endpoints.mdx b/docs/api/endpoints.mdx index 4663a016..4fcd9d35 100644 --- a/docs/api/endpoints.mdx +++ b/docs/api/endpoints.mdx @@ -1 +1,144 @@ # API Endpoints + +In order to use the tools that Superface offers in your own Agent you don't have to use lots of different endpoints. In fact, using Superface significantly cut down the amount of code you need to write to communicate with external APIs. + +## /fd + +`GET https://pod.superface.ai/api/hub/fd` + +Returns a list of the functions currently available for use by users. The API token that is used to authenticate this endpoint will be used to determine which Superface account is used. + +### Example + +```curl +curl -H "Authorization: Bearer " https://pod.superface.ai/api/hub/fd +``` + +### Response + +The response will be an array of function objects similar to this example for retrieving the current weather from Wttr.in. + +```json +[ + { + "type": "function", + "function": { + "name": "weather__current-weather__CurrentWeather", + "description": "Retrieve current weather information for a specified location.\n", + "parameters": { + "type": "object", + "required": ["city"], + "properties": { + "city": { + "type": "string", + "nullable": false, + "description": "Name of the city including state and country, e.g.: \"Prague, Czech Republic\" or \"New York City, NY, USA\"", + "title": "city" + }, + "units": { + "enum": ["C", "F", "K"], + "description": "Units used to represent temperature - Fahrenheit, Celsius, Kelvin\nCelsius by default", + "title": "units" + } + }, + "nullable": true + } + } + } +] +``` + +## /session + +`POST https://pod.superface.ai/api/hub/session` + +Users need to configure their own access credentials for the tools that you offer. In order to do this, we provide a temporary URL that you can use to prompt your users to set up their access. + +This URL will expire 15 minutes after generation. + +In order to ensure that users can configure, edit or remove access at any time. You need to assign them an ID and use it when calling `/session`. We recommend that your user IDs are formatted as follows: `your_agent_name|unique_user_id` and that you store this for your users so they can access their configuration in future. + +### Example + +```curl +curl -X POST \ + -H "Content-Type: application/json" \ + -H "Authorization: Bearer " \ + -H "x-superface-user-id: " \ + https://pod.superface.ai/api/hub/session +``` + +### Response + +```json +{ + "status": "success", + "configuration_url": "https://pod.superface.ai/api/hub/session/psxis99ux9", + "assistant_hint": "Tell user to go to URL at 'configuration_url' to configure to open configuration. Always show the whole URL to the user. The 'configuration_url' expires in 15 minutes." +} +``` + +## /perform + +`POST https://pod.superface.ai/api/hub/perform/` + +Calls a specific function by the name defined in the function description. At a minimum this endpoint expects the body object to contain any parameters that are required by this tool and function. Those parameters are also listed in the function description. + +The `x-superface-user-id` header is also required so Superface knows which user's configuration to use when performing the functions. + +### Example + +```curl +curl -X POST \ + -H "Content-Type: application/json" \ + -H "Authorization: Bearer " \ + -H "x-superface-user-id: " \ + -d '{"city": "prague, cz"}' \ + https://pod.superface.ai/api/hub/perform/ +``` + +### Response + +A successful response object will look something similar to the JSON shown below. An `assistant_hint` is provided to help your agent understand how to process this response. + +```json +{ + "status": "success", + "assistant_hint": "Format the result in 'result' field to the user. If the user asked for a specific format, respect it", + "result": { + "description": "What a sense of achievement!", + "end": { + "dateTime": "2024-04-03T16:54:47+02:00", + "timeZone": "Europe/Prague" + }, + "kind": "calendar#event", + "organizer": { + "email": "martyn.davies@superface.ai", + "self": true + }, + "reminders": { + "useDefault": true + }, + "sequence": 0, + "start": { + "dateTime": "2024-04-03T16:39:47+02:00", + "timeZone": "Europe/Prague" + }, + "status": "confirmed", + "summary": "Feel successful with Superface" + } +} +``` + +If the user has not configured access to the tool they are trying to use, or the credentials they entered have now expired, the response body will be a prompt for the user that will include a new `action_url`. + +```json +{ + "status": "requires_action", + "assistant_hint": "Tell user to go to URL at 'action_url' to configure access to 'google-calendar'. Then try calling tool again. Always show the whole URL to the user. The 'action_url' expires in 15 minutes.", + "action_type": "configure_access", + "action_url": "https://pod.superface.ai/api/hub/session/9uzs6qz3t8" +} +``` + +Once this step has been completed, the `/perform` action can be run again to complete the task. diff --git a/docs/api/examples/index.mdx b/docs/api/examples/index.mdx index 8ed31123..12b182fe 100644 --- a/docs/api/examples/index.mdx +++ b/docs/api/examples/index.mdx @@ -1,5 +1,5 @@ import DocCardList from '@theme/DocCardList'; -# Function Calling Examples +# LLM Examples From 9362ee18cd9d455af08fc7e8fe16687966563ab1 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 12:23:48 +0200 Subject: [PATCH 03/30] add guide on managing sessions for users --- docs/api/sessions.mdx | 71 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 71 insertions(+) diff --git a/docs/api/sessions.mdx b/docs/api/sessions.mdx index f3ab4750..3be43662 100644 --- a/docs/api/sessions.mdx +++ b/docs/api/sessions.mdx @@ -1 +1,72 @@ # Session Management + +Superface provides a user interface that allows users to securely configure the accounts they will use with any of the tools you are providing via your agent. + +In order to manage this, we handle sessions in a way that allows users access to their configuration at any time, whilst providing your agent with the correct prompts to help the user get set up. + +## Identifying users + +In order to ensure that your users are able to access their tool configuration at any time, and to ensure Superface is able to identify which of your users is which you must create a unique ID for each user. + +This ID is used when creating a session via the `/session` endpoint, and also when calling the `/perform` endpoint to execute a particular function on behalf of a user. + +### Unique ID format + +How you format the unique ID for your users is up to you as long as the same ID is always used to identify a particular user. You may already have a unique IDs assigned to your users and you are welcome to use them with Superface as well. + +For example, an alphanumeric string such as `youragentname|unique_user_id` would be sufficient. + +:::note Remember to store the unique ID +Remember to store this ID as part of your user's profile. Superface's API will need it to continue to identify their tool configurations. +::: + +## Create a new session + +To create a new session via the API, use the [`/session`](./endpoints#session) endpoint making sure to include the `x-superface-user-id` header, with your user's unique ID as the value. + +Depending on the purpose of your agent you can choose when to create a session for a user, but it needs to be done at the point you require a user to configure their access to a tool (or tools), or if you want to provide them with a URL to modify or revoke access. + +```curl +curl -X POST \ + -H "Content-Type: application/json" \ + -H "Authorization: Bearer " \ + -H "x-superface-user-id: " \ + https://pod.superface.ai/api/hub/session +``` + +The response to this request will look similar to this: + +```json +{ + "status": "success", + "configuration_url": "https://pod.superface.ai/api/hub/session/psxis99ux9", + "assistant_hint": "Tell user to go to URL at 'configuration_url' to configure to open configuration. Always show the whole URL to the user. The 'configuration_url' expires in 15 minutes." +} +``` + +The `configuration_url` is provided by Superface and allows the user to securely authenticate their own credentials for any of the tools you have made available. + +An `assistant_hint` is provided as a helper for your agent so that it can understand the context of the response to this request. + +### URL expiry + +The `configuration_url` will expire after 15 minutes. However, as long as `x-superface-user-id` is inculded in the headers of your request to `/session` a new URL can be generated that will allow the user to access to their tool authentications at any time. + +## Session Prompts + +The API will respond with prompts that enable to user to set up, or re-authenticate tools in the following scenarios: + +- The `/perform` endpoint is called, but the user's authentication for the tool required is not set up, or has expired. +- No session exists for the user identified in the `x-superface-user-id` header. + +In these cases the response will default to: + +```json +{ + "status": "success", + "configuration_url": "https://pod.superface.ai/api/hub/session/psxis99ux9", + "assistant_hint": "Tell user to go to URL at 'configuration_url' to configure to open configuration. Always show the whole URL to the user. The 'configuration_url' expires in 15 minutes." +} +``` + +The `assistant_hint` will change depending on the context. For example if a user's credentials have expired for a particular service, such as Google, this detail will be included so your agent can present the most appropriate context to the user. From 0b4250dd16722099fb27291e0422c531daad700d Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 15:51:51 +0200 Subject: [PATCH 04/30] add example notebooks for OpenAI and MistralAI --- ...uperface_agent_hub_mistralai_example.ipynb | 254 ++++++++++++++++++ .../superface_agent_hub_openai_example.ipynb | 229 ++++++++++++++++ 2 files changed, 483 insertions(+) create mode 100644 static/notebooks/superface_agent_hub_mistralai_example.ipynb create mode 100644 static/notebooks/superface_agent_hub_openai_example.ipynb diff --git a/static/notebooks/superface_agent_hub_mistralai_example.ipynb b/static/notebooks/superface_agent_hub_mistralai_example.ipynb new file mode 100644 index 00000000..d78dfd5d --- /dev/null +++ b/static/notebooks/superface_agent_hub_mistralai_example.ipynb @@ -0,0 +1,254 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "r5aoAUUlEnhy" + }, + "source": [ + "# Superface Agent Hub - MistralAI Function Calling Example\n", + "\n", + "In this notebook we demonstrate how to use the Superface Agent Hub to connect your MistralAI powered agent to external tools and APIs in a way that allows for both personal and third-party use." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "B154sdXTdhoX", + "outputId": "3d846417-5a0b-43a9-ed12-849017fc5d30" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m75.0/75.0 kB\u001b[0m \u001b[31m2.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m138.5/138.5 kB\u001b[0m \u001b[31m2.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.8/77.8 kB\u001b[0m \u001b[31m3.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h" + ] + } + ], + "source": [ + "%pip install pandas \"mistralai>=0.1.2\" --quiet" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "d5kgBfH2b55h" + }, + "outputs": [], + "source": [ + "import json\n", + "import random\n", + "import requests as r\n", + "from mistralai.client import MistralClient\n", + "from mistralai.models.chat_completion import ChatMessage\n", + "from IPython.display import display, Markdown\n", + "\n", + "# Set a random number of your choice, but don't change it\n", + "# once you have run the notebook, otherwise you will create another user.\n", + "SUPERFACE_USER_ID_CONSTANT = 123456789\n", + "\n", + "# Use the number to create a unique ID\n", + "SUPERFACE_USER_ID = \"sfoaidemo|\" + str(SUPERFACE_USER_ID_CONSTANT)\n", + "\n", + "# Default URL for Superface\n", + "SUPERFACE_BASE_URL = \"https://pod.superface.ai/api/hub\"\n", + "\n", + "# Set the Superface authentication token\n", + "SUPERFACE_AUTH_TOKEN=\"\"\n", + "\n", + "# Mistral API Key\n", + "MISTRAL_API_KEY = \"\"\n", + "\n", + "messages = []" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Setup MistralAI\n", + "model = \"mistral-large-latest\"\n", + "client = MistralClient(api_key=\"MISTRAL_API_KEY\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "dNtjQSYgEktu" + }, + "outputs": [], + "source": [ + "# Define the helper functions used to get and perform functions\n", + "\n", + "def get_superface_tools():\n", + " headers = {\"Authorization\": \"Bearer \"+ SUPERFACE_AUTH_TOKEN}\n", + " tools = r.get(SUPERFACE_BASE_URL + \"/fd\", headers=headers)\n", + " return tools.json()\n", + "\n", + "# Helper function to perform the action for all the functions.\n", + "# This is the only API call required regardless of what the function is.\n", + "def perform_action(tool_name=None, tool_body=None):\n", + " headers = {\"Authorization\": \"Bearer \"+ SUPERFACE_AUTH_TOKEN, \"x-superface-user-id\": SUPERFACE_USER_ID}\n", + " perform_result = r.post(SUPERFACE_BASE_URL + \"/perform/\" + tool_name, headers=headers, json=tool_body)\n", + " return json.dumps(perform_result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "AarnYwkJhQFs" + }, + "outputs": [], + "source": [ + "prompt = \"What is the weather in Prague?\" # @param {type:\"string\"}\n", + "\n", + "messages = [\n", + " ChatMessage(role=\"user\", content=prompt)\n", + "]\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mjaSrj0BhneA", + "outputId": "f13a9772-1c5b-4bcc-eb97-1042a1ee3246" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "ChatCompletionResponse(id='7253f94922b04f1cbca70aad050868ac', object='chat.completion', created=1711469166, model='mistral-large-latest', choices=[ChatCompletionResponseChoice(index=0, message=ChatMessage(role='assistant', content='', name=None, tool_calls=[ToolCall(id='null', type=, function=FunctionCall(name='weather__current-weather__CurrentWeather', arguments='{\"city\": \"Prague, Czech Republic\"}'))]), finish_reason=)], usage=UsageInfo(prompt_tokens=4201, total_tokens=4234, completion_tokens=33))" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "response = client.chat(\n", + " model=model,\n", + " messages=messages,\n", + " tools=get_superface_tools(),\n", + " tool_choice=\"auto\"\n", + ")\n", + "\n", + "response" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "beGN1uWbwHF8" + }, + "outputs": [], + "source": [ + "messages.append(response.choices[0].message)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "72EBIb8KidnB", + "outputId": "5e3dcf01-4cbe-470a-f180-ae639fe080fe" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[ChatMessage(role='user', content='What is the weather in Prague?', name=None, tool_calls=None),\n", + " ChatMessage(role='assistant', content='', name=None, tool_calls=[ToolCall(id='null', type=, function=FunctionCall(name='weather__current-weather__CurrentWeather', arguments='{\"city\": \"Prague, Czech Republic\"}'))]),\n", + " ChatMessage(role='tool', content='{\"status\": \"success\", \"assistant_hint\": \"Format the result in \\'result\\' field to the user. If the user asked for a specific format, respect it\", \"result\": {\"description\": \"Sunny\", \"feelsLike\": 13, \"temperature\": 13}}', name='weather__current-weather__CurrentWeather', tool_calls=None)]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Extract tool intents and params from the assistant response\n", + "tool_call = response.choices[0].message.tool_calls[0]\n", + "function_name = tool_call.function.name\n", + "function_params = json.loads(tool_call.function.arguments)\n", + "\n", + "# Pass the function name and arguments to Superface\n", + "run_function = perform_action(function_name, function_params)\n", + "\n", + "messages.append(ChatMessage(role=\"tool\", name=function_name, content=run_function))\n", + "messages" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 46 + }, + "id": "EDrcb3uyjdWr", + "outputId": "e8b1750e-6145-4841-cc95-def1acb8e5ef" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "The current weather in Prague, Czech Republic is sunny with a temperature of 13°C. It feels like 13°C." + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "response = client.chat(\n", + " model=model,\n", + " messages=messages\n", + ")\n", + "\n", + "display(Markdown(response.choices[0].message.content))" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/static/notebooks/superface_agent_hub_openai_example.ipynb b/static/notebooks/superface_agent_hub_openai_example.ipynb new file mode 100644 index 00000000..7134ef43 --- /dev/null +++ b/static/notebooks/superface_agent_hub_openai_example.ipynb @@ -0,0 +1,229 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "5kMCn52hDeNF" + }, + "source": [ + "# Superface Agent Hub - Open AI Function Calling Example\n", + "In this notebook we demonstrate how to use the Superface Agent Hub to connect your OpenAI powered agent to external tools and APIs in a way that allows for both personal and third-party use." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "9gsOeblMhm1j" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "jupyter-server 1.11.0 requires anyio<4,>=3.1.0, but you have anyio 4.3.0 which is incompatible.\u001b[0m\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install openai --quiet" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "12W1L6n1h5Z7" + }, + "outputs": [], + "source": [ + "import openai\n", + "import json\n", + "import random\n", + "import requests as r\n", + "from openai import OpenAI\n", + "from IPython.display import display, Markdown\n", + "\n", + "# Set a random number of your choice, but don't change it\n", + "# once you have run the notebook, otherwise you will create another user.\n", + "SUPERFACE_USER_ID_CONSTANT = 123456789\n", + "\n", + "# Use the number to create a unique ID\n", + "SUPERFACE_USER_ID = \"sfoaidemo|\" + str(SUPERFACE_USER_ID_CONSTANT)\n", + "\n", + "# Default URL for Superface\n", + "SUPERFACE_BASE_URL = \"https://pod.superface.ai/api/hub\"\n", + "\n", + "# Set the Superface authentication token\n", + "SUPERFACE_AUTH_TOKEN=\"\"\n", + "\n", + "# Set the OpenAI API Key\n", + "OPENAI_API_KEY=\"\"\n", + "\n", + "\n", + "# OpenAI Config\n", + "client = OpenAI(api_key=OPENAI_API_KEY)\n", + "GPT_MODEL = \"gpt-4-turbo-preview\"\n", + "INIT_INSTRUCTIONS = \"\"\"\n", + "You are a helpful assistant.\n", + "Respond to the following prompt by using function_call and then summarize actions.\n", + "Ask for clarification if a user request is ambiguous.\n", + "Display the agent_hint from the response to the user if it is present.\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "i4Ve_YBxEOlY" + }, + "outputs": [], + "source": [ + "# Helper function to return the tool function descriptors\n", + "def get_superface_tools():\n", + " headers = {\"Authorization\": \"Bearer \"+ SUPERFACE_AUTH_TOKEN}\n", + " tools = r.get(SUPERFACE_BASE_URL + \"/fd\", headers=headers)\n", + " return tools.json()\n", + "\n", + "# Helper function to perform the action for all the functions.\n", + "# This is the only API call required regardless of what the function is.\n", + "def perform_action(tool_name=None, tool_body=None):\n", + " headers = {\"Authorization\": \"Bearer \"+ SUPERFACE_AUTH_TOKEN, \"x-superface-user-id\": SUPERFACE_USER_ID}\n", + " perform = r.post(SUPERFACE_BASE_URL + \"/perform/\" + tool_name, headers=headers, json=tool_body)\n", + " return json.dumps(perform.json())\n", + "\n", + "# Helper function for calling the OpenAI Chat Completions API\n", + "def perform_chat_request(messages, tools=None, tool_choice=None, model=GPT_MODEL):\n", + " try:\n", + " response = client.chat.completions.create(\n", + " model=model,\n", + " messages=messages,\n", + " tools=tools,\n", + " tool_choice=tool_choice,\n", + " )\n", + " return response\n", + " except Exception as e:\n", + " print(\"Unable to generate ChatCompletion response\")\n", + " print(f\"Exception: {e}\")\n", + " return e" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "JyvEKQqvSq9E" + }, + "outputs": [], + "source": [ + "# User prompt - The weather tool requires no authentication\n", + "prompt = \"What is the weather in Prague?\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 81 + }, + "id": "5zG-Lpbkld-A", + "outputId": "9a109b34-5682-4449-a516-45b88a796b86" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ChatCompletion(id='chatcmpl-99u9jr7AmC358uN6FtFYumvuf720A', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='The current weather in Prague, Czech Republic is partly cloudy with a temperature of 13°C, and it feels like 13°C.', role='assistant', function_call=None, tool_calls=None))], created=1712147843, model='gpt-4-0125-preview', object='chat.completion', system_fingerprint='fp_a7daf7c51e', usage=CompletionUsage(completion_tokens=28, prompt_tokens=2314, total_tokens=2342))\n" + ] + }, + { + "data": { + "text/markdown": [ + "The current weather in Prague, Czech Republic is partly cloudy with a temperature of 13°C, and it feels like 13°C." + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "messages = []\n", + "messages.append({\"role\": \"system\", \"content\": INIT_INSTRUCTIONS})\n", + "\n", + "\n", + "messages.append({\n", + " \"role\": \"user\",\n", + " \"content\": prompt\n", + "})\n", + "\n", + "chat_response = perform_chat_request(\n", + " messages, tools=get_superface_tools()\n", + ")\n", + "\n", + "assistant_message = chat_response.choices[0].message\n", + "messages.append(assistant_message)\n", + "\n", + "#assistant_message\n", + "\n", + "tool_calls = assistant_message.tool_calls\n", + "\n", + "if (assistant_message.tool_calls):\n", + " # Assistant wants to call a tool, run it\n", + "\n", + " for tool_call in tool_calls:\n", + " function_name = tool_call.function.name\n", + " function_args = json.loads(tool_call.function.arguments)\n", + " function_response = perform_action(function_name, function_args)\n", + " #print(function_response)\n", + "\n", + " messages.append(\n", + " {\n", + " \"tool_call_id\": tool_call.id,\n", + " \"role\": \"tool\",\n", + " \"name\": function_name,\n", + " \"content\": function_response,\n", + " }\n", + " )\n", + "\n", + " second_chat_response = perform_chat_request(messages, tools=get_superface_tools())\n", + " print(second_chat_response)\n", + "\n", + " if second_chat_response.choices[0].message.content:\n", + " display(Markdown(second_chat_response.choices[0].message.content))" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "pytorch-env", + "language": "python", + "name": "pytorch-env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 9e7bec82daee532288a8b9bf136a7f7326d113cb Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 15:52:16 +0200 Subject: [PATCH 05/30] update intro paragraph --- docs/api/examples/index.mdx | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/docs/api/examples/index.mdx b/docs/api/examples/index.mdx index 12b182fe..6da34e71 100644 --- a/docs/api/examples/index.mdx +++ b/docs/api/examples/index.mdx @@ -1,5 +1,9 @@ import DocCardList from '@theme/DocCardList'; -# LLM Examples +# Examples + +In order to best demonstrate how Superface's API works with LLMs we have created two basic implementations using function calling. + +Both examples are written in Python and can be downloaded as `.ipynb` notebooks that you can use to test using your own credentials. From e658d0eb6ab42bf978c9b46e3f30dac4092ed2b6 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 15:52:39 +0200 Subject: [PATCH 06/30] add MistralAI integration example --- docs/api/examples/mistral.mdx | 168 +++++++++++++++++++++++++++++++++- 1 file changed, 167 insertions(+), 1 deletion(-) diff --git a/docs/api/examples/mistral.mdx b/docs/api/examples/mistral.mdx index 5f683885..1ae2de4c 100644 --- a/docs/api/examples/mistral.mdx +++ b/docs/api/examples/mistral.mdx @@ -1 +1,167 @@ -# Mistral AI +# MistralAI + +The below example demonstrates how to use the Superface API to provide access to external tools in a MinstralAI powered agent. + +If you want to run this example for yourself as a Jupyter Notebook, you can [download the `.ipynb` file](/notebooks/superface_agent_hub_mistralai_example.ipynb). + +## Prerequisities + +Install the following dependencies + +```bash +pip install pandas "mistralai>=0.1.2" +``` + +## Setup + +```python +import json +import random +import requests as r +from mistralai.client import MistralClient +from mistralai.models.chat_completion import ChatMessage +from IPython.display import display, Markdown + +# Set a random number of your choice, but don't change it +# once you have run the notebook, otherwise you will create another user. +SUPERFACE_USER_ID_CONSTANT = 123456789 + +# Use the number to create a unique ID +SUPERFACE_USER_ID = "sfmstrlaidemo|" + str(SUPERFACE_USER_ID_CONSTANT) + +# Default URL for Superface +SUPERFACE_BASE_URL = "https://pod.superface.ai/api/hub" + +# Set the Superface authentication token +SUPERFACE_AUTH_TOKEN="" + +# Mistral API Key +MISTRAL_API_KEY = "" + +# A new array for the user, system and LLM messages to be stored +messages = [] +``` + +## MistralAI Setup + +Using the MistralAI SDK set up the client and the model + +```python +# Setup MistralAI +model = "mistral-large-latest" +client = MistralClient(api_key="MISTRAL_API_KEY") +``` + +## Helper functions + +Below, we have defined two helper functions. + +- The first gets the list of available tools from your Superface account using the [`/fd`](../endpoints) endpoint. +- The second performs the action that the LLM selects using the [`/perform`](../endpoints#perform) endpoint. + +These helpers are for example purposes and you are welcome to build different ways to approach these in whatever manner you choose. + +```python +# Helper function to return the tool function descriptors +def get_superface_tools(): + headers = {"Authorization": "Bearer "+ SUPERFACE_AUTH_TOKEN} + tools = r.get(SUPERFACE_BASE_URL + "/fd", headers=headers) + return tools.json() + +# Helper function to perform the action for all the functions. +# This is the only API call required regardless of what the function is. +def perform_action(tool_name=None, tool_body=None): + headers = {"Authorization": "Bearer "+ SUPERFACE_AUTH_TOKEN, "x-superface-user-id": SUPERFACE_USER_ID} + perform = r.post(SUPERFACE_BASE_URL + "/perform/" + tool_name, headers=headers, json=tool_body) + return json.dumps(perform.json()) +``` + +## Prompt + +```python +# User prompt - The weather tool requires no authentication +prompt = "What is the weather in Prague?" +``` + +## Passing functions to MistralAI + +The code below represents starting a new chat session. + +- The initial user prompt is defined first +- The model, the user prompt, and the list of function definitions from Superface are passed over to the LLM. The `tool_choice` is set to auto so the LLM has freedom to decide for itself what it wants to use. + +```python +messages = [ + ChatMessage(role="user", content=prompt) +] + +response = client.chat( + model=model, + messages=messages, + tools=get_superface_tools(), + tool_choice="auto" +) + +# Output the response so we see what Mistral is doing +response + +# Add the response message to the message history so it stays in context +messages.append(response.choices[0].message) +``` + +## Perform function call + +From the user prompt and list of function defintions above, Mistral will make a decision about which function definition it wants to use, and what the expected parameters are to complete the task. + +These can be extracted from the message history, and used to call the API to get the result using the `perform_action` helper function. + +The response is then added to the `messages` array, so that the Mistral LLM can determine a final result to present to the user. + +```python +# Extract tool intents and params from the assistant response +tool_call = response.choices[0].message.tool_calls[0] +function_name = tool_call.function.name +function_params = json.loads(tool_call.function.arguments) + +# Pass the function name and arguments to Superface +run_function = perform_action(function_name, function_params) + +messages.append(ChatMessage(role="tool", name=function_name, content=run_function)) + +# Show the complete message history so far +messages +``` + +## Final response + +All of the information required by Mistral's LLM is now in place, so we pass the full `messages` array back to the model so that it can determine the output to the prompt the user submitted. + +```python +response = client.chat( + model=model, + messages=messages +) + +# Prettify the response as Markdown +display(Markdown(response.choices[0].message.content)) +``` + +The output for this example will look something like this: + +```text +The current weather in Prague, Czech Republic is sunny with a temperature of 13°C. It feels like 13°C. +``` + +## Summary + +The code shown here is basic example of how to set up MistralAI to accept a prompt and, using the supplied function defintions, decide which function is appropriate to use. + +It's up to you how you want to approach building the right elements into your agent. + +At a minimum, you need the following ways to interface with Superface's API: + +- A way to retrieve the function definitions from the `/fd` endpoint +- A way to create a user session using the `/session` endpoint +- A way to execute the selected function using the `/perform` endpoint + +For more detail on how Function Calling works with MistralAI, [check out their documentation](https://docs.mistral.ai/guides/function-calling/). From 8eafb50406d0f75aca91b1ab26f8468b6126619c Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 15:52:59 +0200 Subject: [PATCH 07/30] add OpenAI integration example --- docs/api/examples/openai.mdx | 186 ++++++++++++++++++++++++++++++++++- 1 file changed, 185 insertions(+), 1 deletion(-) diff --git a/docs/api/examples/openai.mdx b/docs/api/examples/openai.mdx index 195b71ae..19f1c8b7 100644 --- a/docs/api/examples/openai.mdx +++ b/docs/api/examples/openai.mdx @@ -1 +1,185 @@ -# Open AI +# OpenAI + +The following example outlines how to use OpenAI Function Calling and the Superface API. + +If you want to run this example for yourself as a Jupyter Notebook, you can [download the `.ipynb` file](/notebooks/superface_agent_hub_openai_example.ipynb). + +## Prerequisites + +```python +pip install openai +``` + +## Setup + +Import the dependencies, and setup the required constants. + +```python +import openai +import json +import random +import requests as r +from openai import OpenAI +from IPython.display import display, Markdown + +# Set a random number of your choice, but don't change it +# once you have run the notebook, otherwise you will create another user. +SUPERFACE_USER_ID_CONSTANT = + +# Use the number to create a unique ID +SUPERFACE_USER_ID = "sfoaidemo|" + str(SUPERFACE_USER_ID_CONSTANT) + +# Default URL for Superface +SUPERFACE_BASE_URL = "https://pod.superface.ai/api/hub" + +# Set the Superface authentication token +SUPERFACE_AUTH_TOKEN="" + +# Set the OpenAI API Key +OPENAI_API_KEY="" +``` + +## OpenAI setup + +Next, set up the basis of the OpenAI SDK including which model to use. The system prompt below can be changed, but it is worth including if you have space for it to ensure that the prompts returned by Superface's API are handled correctly in context. + +```python +# OpenAI Config +client = OpenAI(api_key=OPENAI_API_KEY) +GPT_MODEL = "gpt-4-turbo-preview" +INIT_INSTRUCTIONS = """ +You are a helpful assistant. +Respond to the following prompt by using function_call and then summarize actions. +Ask for clarification if a user request is ambiguous. +Display the agent_hint from the response to the user if it is present. +""" +``` + +## Helper functions + +Below, we have defined two helper functions. + +- The first gets the list of available tools from your Superface account using the [`/fd`](../endpoints) endpoint. +- The second performs the action that the LLM selects using the [`/perform`](../endpoints#perform) endpoint. + +These helpers are for example purposes and you are welcome to build different ways to approach these in whatever manner you choose. + +```python +# Helper function to return the tool function descriptors +def get_superface_tools(): + headers = {"Authorization": "Bearer "+ SUPERFACE_AUTH_TOKEN} + tools = r.get(SUPERFACE_BASE_URL + "/fd", headers=headers) + return tools.json() + +# Helper function to perform the action for all the functions. +# This is the only API call required regardless of what the function is. +def perform_action(tool_name=None, tool_body=None): + headers = {"Authorization": "Bearer "+ SUPERFACE_AUTH_TOKEN, "x-superface-user-id": SUPERFACE_USER_ID} + perform = r.post(SUPERFACE_BASE_URL + "/perform/" + tool_name, headers=headers, json=tool_body) + return json.dumps(perform.json()) + +# Helper function for calling the OpenAI Chat Completions API +def perform_chat_request(messages, tools=None, tool_choice=None, model=GPT_MODEL): + try: + response = client.chat.completions.create( + model=model, + messages=messages, + tools=tools, + tool_choice=tool_choice, + ) + return response + except Exception as e: + print("Unable to generate ChatCompletion response") + print(f"Exception: {e}") + return e +``` + +## Prompt + +```python +# User prompt - The weather tool requires no authentication +prompt = "What is the weather in Prague?" +``` + +## Passing functions to OpenAI + +The code below represents starting a new chat session, similar to when you first load ChatGPT. + +- The `system` prompt is loaded first to instruct the LLM on how to handle any further messages. +- The initial user prompt is defined as the subsequent message +- The system prompt, the user prompt, and the list of function definitions from Superface are passed over to the LLM + +```python +messages = [] +messages.append({"role": "system", "content": INIT_INSTRUCTIONS}) + +messages.append({ + "role": "user", + "content": prompt +}) + +chat_response = perform_chat_request( + messages, tools=get_superface_tools() +) +``` + +## Perform function call + +The OpenAI LLM responds with a decision that it needs to use a function to complete the task in the user's prompt. Good news though, you passed in a list of function definitions and it has selected one (or perhaps multiple) that seems appropriate to do it. + +```python +assistant_message = chat_response.choices[0].message +messages.append(assistant_message) + +# Uncomment assistant_message if you want to see the response from OpenAI +#assistant_message + +tool_calls = assistant_message.tool_calls + +if (assistant_message.tool_calls): + +# Assistant wants to call a tool, run it + +for tool_call in tool_calls: +function_name = tool_call.function.name +function_args = json.loads(tool_call.function.arguments) +function_response = perform_action(function_name, function_args) +#print(function_response) + + messages.append( + { + "tool_call_id": tool_call.id, + "role": "tool", + "name": function_name, + "content": function_response, + } + ) + + second_chat_response = perform_chat_request(messages, tools=get_superface_tools()) + #print(second_chat_response) + + if second_chat_response.choices[0].message.content: + display(Markdown(second_chat_response.choices[0].message.content)) +``` + +## Final response + +The final response will be something similar to: + +```text +The current weather in Prague, Czech Republic is partly cloudy with a temperature of 13°C, and it feels like 13°C. +``` + +## Summary + +The code shown here is basic example of how to set up OpenAI to accept a prompt and, using the supplied function defintions, decide which function is appropriate to use. + +Almost all of the code could be written differently, so it's up to you how you want to approach building the right elements into your agent. + +At a minimum, you need: + +- A way to retrieve the function definitions from the `/fd` endpoint +- A way to create a user session using the `/session` endpoint +- A way to execute the selected function using the `/perform` endpoint + +For more information on how to work with Function Calling with OpenAI, see the [OpenAI Function Calling](https://platform.openai.com/docs/guides/function-calling) documentation. From 049583c34dcfd47dc18aa8743266c50b75aea99d Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 15:53:15 +0200 Subject: [PATCH 08/30] update sessions info --- docs/api/sessions.mdx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/api/sessions.mdx b/docs/api/sessions.mdx index 3be43662..93d9d3c2 100644 --- a/docs/api/sessions.mdx +++ b/docs/api/sessions.mdx @@ -16,8 +16,8 @@ How you format the unique ID for your users is up to you as long as the same ID For example, an alphanumeric string such as `youragentname|unique_user_id` would be sufficient. -:::note Remember to store the unique ID -Remember to store this ID as part of your user's profile. Superface's API will need it to continue to identify their tool configurations. +:::tip Store the unique ID +Remember to store the unique ID as part of your user's profile. Superface's API will need it to continue to identify their tool configurations. ::: ## Create a new session From 39cb2cd25dec2f8bc10e22e755f1096ee81f3174 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 15:53:25 +0200 Subject: [PATCH 09/30] update nav --- sidebars.js | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sidebars.js b/sidebars.js index 60343066..eeb4f334 100644 --- a/sidebars.js +++ b/sidebars.js @@ -123,7 +123,7 @@ module.exports = { 'api/sessions', { type: 'category', - label: 'Function Calling Examples', + label: 'Examples', link: {type: 'doc', id: 'api/examples/index'}, collapsed: false, items: [ From 0cef2c609c887359951f0c7b920c5204c5e63f0a Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 17:15:05 +0200 Subject: [PATCH 10/30] additional authentication example --- docs/api/authentication.mdx | 16 ++++++++++++---- 1 file changed, 12 insertions(+), 4 deletions(-) diff --git a/docs/api/authentication.mdx b/docs/api/authentication.mdx index c1e10d29..969d131e 100644 --- a/docs/api/authentication.mdx +++ b/docs/api/authentication.mdx @@ -2,14 +2,22 @@ Every Superface account has an authentication token assigned to it. This token is used to authenticate API calls, but also to determine which set of tools and their associated functions should be returned for use by your agent. -## Your API token +## API token -You can find the API token in your Superface account by clicking on Hub API and copying it. +You can find the API token in the [Hub API](https://pod.superface.ai/hub/api) section of your Superface account. -## Authentication type +![The authentication token section of the Hub API in Superface](/img/api/hub-api-auth-token.png) + +## Authentication setup The Superface API uses `Bearer` authentication, and expects this as part of the headers that as passed with each request for every endpoint. ``` -Authentication-Type: Bearer +Authorization: Bearer +``` + +For example: + +```curl +curl -H "Authorization: Bearer " https://pod.superface.ai/api/hub/fd ``` From 0b460e9690ea5f4cf548e512544b37620d916be2 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 17:15:19 +0200 Subject: [PATCH 11/30] expanded overview --- docs/api/index.mdx | 22 ++++++++++++++++++---- 1 file changed, 18 insertions(+), 4 deletions(-) diff --git a/docs/api/index.mdx b/docs/api/index.mdx index 9dc1a599..b282ceab 100644 --- a/docs/api/index.mdx +++ b/docs/api/index.mdx @@ -1,14 +1,16 @@ # Overview -Superface offers the ability to connec to and use the tools it provides via API. This is particularly useful for developers who are building their own agents, and want to offer users the ability to connect to external APIs and services but don't want to build their integrations for themselves. +Superface offers the ability to connect to and use the tools it provides via API. This is particularly useful for developers who are building their own agents, and want to offer users the ability to connect to external APIs and services but don't want to build their integrations for themselves. ## How it works -LLMs such as OpenAI, Mistral, and services like LangChain allow developers to define and use "tools" to extend the functionality and connectivity of those models. +LLMs such as [OpenAI](https://openai.com), [MistralAI](https://mistral.ai), and services like [LangChain](https://langchain.com) allow developers to define and use functions to extend the functionality and connectivity of those models. + +### Example function These tools are defined and represented as JSON objects that outline what the tool is, what it does, and what parameters and value types are required in order to use it correctly. -For example, a simple tool for the service Wttr.in when defined in this way looks like this: +For example, a simple tool to get the current weather from the service Wttr.in when defined in this way looks like this: ```json { @@ -38,4 +40,16 @@ For example, a simple tool for the service Wttr.in when defined in this way look } ``` -At a minimum, this structured decription can be used by an LLM to determine which information it should gather before executing an API call to a specific service. Better still, it can use it to determine _which_ tool, or tools, should be used to complete the prompt you entered. +At a minimum, this decription can be used by an LLM to determine which information it should gather before executing an API call to a specific service. Better still, it can use it to determine _which_ tool, or tools, should be used to complete the prompt a user entered. + +## What Superface does + +Superface provides the ability to connect various tools such as the Google Suite, Notion, Jira, Todoist, HubSpot, Salesforce and [many, many, more](./tools/available-tools) to custom agents via our API. + +Any tools that are added to your account are made available to your end users, giving your agent a host of additional connectivity in just a few APIs calls. + +Using the Superface API you can: + +- Add function descriptions for all available tools with a single API call +- Allow users to securely authenticate their own accounts with any tools your agent offers +- Add, remove, or build custom tools and make them available to your agent at any time From 1dc2272dd99a5c4fb50f3112d0f9e56bf14c07a9 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Wed, 3 Apr 2024 17:15:33 +0200 Subject: [PATCH 12/30] update nav --- sidebars.js | 1 - 1 file 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'api/index', From 4e53eee73d4da4c2ca40a1dea211cf25f2d7bae9 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Thu, 4 Apr 2024 17:29:30 +0200 Subject: [PATCH 15/30] add langchain example --- docs/index.mdx | 17 +++++++++++++---- sidebars.js | 1 + 2 files changed, 14 insertions(+), 4 deletions(-) diff --git a/docs/index.mdx b/docs/index.mdx index fd15babe..acb87cbe 100644 --- a/docs/index.mdx +++ b/docs/index.mdx @@ -7,7 +7,7 @@ import DocCardList from '@theme/DocCardList'; # Welcome to Superface -**Superface allows GPT builders to easily connect to any API, enabling them to create, retrieve, and manage data from external platforms.** +**Superface allows GPT and agent builders to easily connect to any API, enabling them to create, retrieve, and manage data from external platforms.** ![A diagram that represents Superface as the connection between OpenAI Custom GPT and other tools](/img/HubIllustration2.webp) @@ -23,16 +23,25 @@ import DocCardList from '@theme/DocCardList';
+
Date: Thu, 4 Apr 2024 17:32:08 +0200 Subject: [PATCH 16/30] add langchain example --- docs/api/examples/langchain.mdx | 125 ++++++++++++++++++++++++++++++++ 1 file changed, 125 insertions(+) create mode 100644 docs/api/examples/langchain.mdx diff --git a/docs/api/examples/langchain.mdx b/docs/api/examples/langchain.mdx new file mode 100644 index 00000000..1862116e --- /dev/null +++ b/docs/api/examples/langchain.mdx @@ -0,0 +1,125 @@ +# LangChain + +LangChain is a framework for developing applications that are powered by language models. The LangChain ecosystem is always growing and has a vibrant community that is constantly providing new updates for the latest models and tools. + +In this example we will focus on building a simple agent that can consume and use the functions definitions provided by Superface using the [LangChain.js library](https://js.langchain.com/docs/get_started/introduction), OpenAI and Node.js. + +You can get all the code for this example on [GitHub](https://github.com/superfaceai/hubapi-example-langchain) + +## Example breakdown + +This example expands on [LangChain's OpenAI Tool Calling](https://js.langchain.com/docs/integrations/chat/openai#tool-calling) example. Their hardcoded tool for weather has been removed, and replaced with real API calls to the Superface Hub API to get the weather in real time. + +We will call out the additions that we made below. + +```javascript +const { ChatOpenAI } = require('@langchain/openai'); +const { ToolMessage } = require('@langchain/core/messages'); +const axios = require('axios'); + +const OPENAI_API_KEY = ''; +const SUPERFACE_AUTH_TOKEN = ''; +const SUPERFACE_BASE_URL = 'https://pod.superface.ai/api/hub'; +const PROMPT = "What's the weather like in Prague and in Kosice?"; + +(async () => { +``` + +Below we define two helper functions. The first retrieves the list of avaiable tools from the Superface account attached to the `SUPERFACE_AUTH_TOKEN` that was used. + +The second function handles calling the API with the specific function and required payload. + +```javascript +async function getSuperfaceTools() { + try { + const response = await axios.get(`${SUPERFACE_BASE_URL}/fd`, { + headers: { + Authorization: `Bearer ${SUPERFACE_AUTH_TOKEN}`, + }, + }); + return response.data; + } catch (error) { + console.error(error); + } +} + +async function performAction(functionName, toolCallArguments) { + try { + const actionResponse = await axios.post( + `${SUPERFACE_BASE_URL}/perform/${functionName}`, + toolCallArguments, + { + headers: { + Authorization: `Bearer ${SUPERFACE_AUTH_TOKEN}`, + 'Content-Type': 'application/json', + 'x-superface-user-id': 'sflangchainexample|123', + }, + } + ); + + let result = JSON.stringify(actionResponse.data); + console.log(`SUPERFACE RESPONSE: ${result}`); + return result; + } catch (error) { + console.error(`PERFORM ERROR: ${error.response}`); + return error.response.data; + } +} +``` + +Then we're back to setting up LangChain's OpenAI bindings. Below we set up the model we want to use as well as ensuring that the latest tools are loaded in via the `getSuperfaceTools()` helper function. + +```javascript +// Bind function to the model as a tool +const chat = new ChatOpenAI({ + modelName: 'gpt-4-1106-preview', + maxTokens: 128, + openAIApiKey: OPENAI_API_KEY, +}).bind({ + tools: await getSuperfaceTools(), + tool_choice: 'auto', +}); +``` + +Create an initial prompt from a "human". In this case the human wants to know about the weather. + +```javascript +// Ask initial question that requires multiple tool calls +const res = await chat.invoke([['human', PROMPT]]); +``` + +OpenAI will choose a tool that is most appropriate for the prompt that was submitted, this could require more than one tool call so the code below handles this, and passes each one over to the `performAction()` helper function. + +```javascript + // Format the results from calling the tool calls back to OpenAI as ToolMessages + const toolMessages = res.additional_kwargs.tool_calls?.map(async toolCall => { + const toolCallResult = await performAction( + toolCall.function.name, + JSON.parse(toolCall.function.arguments) + ); +``` + +Each response is re-formatted as a `ToolMessage` + +```javascript + return new ToolMessage({ + tool_call_id: toolCall.id, + name: toolCall.function.name, + content: toolCallResult, + }); + }); +``` + +Finally, all the messages, and the responses from the Superface Hub API for the selected tool are passed back to OpenAI so it can determine and present the final result for the submitted prompt. + +```javascript + // Send the results back as the next step in the conversation + const finalResponse = await chat.invoke([ + ['human', PROMPT], + res, + ...(await Promise.all(toolMessages ?? [])), + ]); + + console.log(finalResponse.content); +})(); +``` From 20daf952c6fb628aecdd250c7acfdcb22e8143e2 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Thu, 4 Apr 2024 17:43:17 +0200 Subject: [PATCH 17/30] update nav name for Hub --- sidebars.js | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sidebars.js b/sidebars.js index 70786f5d..fa90036f 100644 --- a/sidebars.js +++ b/sidebars.js @@ -113,7 +113,7 @@ module.exports = { }, { type: 'category', - label: 'API for Agent Builders', + label: 'Hub API', collapsed: false, items: [ 'api/index', From 72ea5be1caae42c33cb1e1bc0847d25f04df7710 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 15:10:27 +0200 Subject: [PATCH 18/30] update api intro --- docs/api/index.mdx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/api/index.mdx b/docs/api/index.mdx index b282ceab..fc567eab 100644 --- a/docs/api/index.mdx +++ b/docs/api/index.mdx @@ -1,10 +1,10 @@ # Overview -Superface offers the ability to connect to and use the tools it provides via API. This is particularly useful for developers who are building their own agents, and want to offer users the ability to connect to external APIs and services but don't want to build their integrations for themselves. +Superface's Hub API enables you to connect to and use the tools added to your account via API. This is particularly useful for developers who are building their own agents, and want to offer users the ability to connect to external APIs and services but don't want to build those integrations for themselves. ## How it works -LLMs such as [OpenAI](https://openai.com), [MistralAI](https://mistral.ai), and services like [LangChain](https://langchain.com) allow developers to define and use functions to extend the functionality and connectivity of those models. +LLMs such as [OpenAI](https://openai.com), [MistralAI](https://mistral.ai), [Anthropic](https://anthropic.com) and projects like [LangChain](https://langchain.com) allow developers to define and use functions that extend the functionality and connectivity of LLMs by providing user speciifc, real-time, or more context specific data in response to user prompts. ### Example function From 639d3fe7ddae5fee2d1146eea1d665761de44332 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 15:10:47 +0200 Subject: [PATCH 19/30] add Anthropic Claude example --- docs/api/examples/anthropic.mdx | 225 ++++++++++++++++++++++++++++++++ 1 file changed, 225 insertions(+) create mode 100644 docs/api/examples/anthropic.mdx diff --git a/docs/api/examples/anthropic.mdx b/docs/api/examples/anthropic.mdx new file mode 100644 index 00000000..001d6d29 --- /dev/null +++ b/docs/api/examples/anthropic.mdx @@ -0,0 +1,225 @@ +# Anthropic + +Anthropic are building a series of Large Language Models under the name Claude. In this example we show how to use their approach to [function calls and tools](https://docs.anthropic.com/claude/docs/tool-use) (currenly in Beta). + +The tool function definitions and execution of the API calls for the selected tool(s) is handled by Superface using the [Hub API endpoints](../endpoints). The choice of which tool to use, and other decision making is handled by Claude. + +You can download this example as a [runnable .ipynb notebook](/notebooks/superface_hub_api_anthropic_weather_example.ipynb). + +## Prerequisites + +The Anthropic Python SDK is required for this example. + +```python +pip install anthropic +``` + +## Setup + +Import the dependencies and configure the required constants. Some of these, such as those relating to the `SUPERFACE_USER_ID` are for example purposes. In a production environment you would handle this differenly, as outlined in the [Session Management guide](../sessions). + +```python +import anthropic +import json +import requests as r +from IPython.display import display, Markdown + +# Set a random number of your choice, but don't change it +# once you have run the notebook, otherwise you will create another user. +SUPERFACE_USER_ID_CONSTANT = + +# Use the number to create a unique ID +SUPERFACE_USER_ID = "sfoaidemo|" + str(SUPERFACE_USER_ID_CONSTANT) + +# Default URL for Superface +SUPERFACE_BASE_URL = "https://pod.superface.ai/api/hub" + +# Set the Superface authentication token +SUPERFACE_API_TOKEN=" +To get the current weather forecast for Prague, I should use the weather__current-weather__CurrentWeather function. Let's check if I have the required parameters: + +city: The user provided "Prague" as the city. To be more precise, I'll specify "Prague, Czech Republic". +units: This is an optional parameter. The user did not specify units, so I can omit this and the function will use the default of Celsius. + +I have the required city parameter, so I can proceed with calling the function. + +``` + +Additionally, as part of the response Claude will provide the name of the selected tool, and the required inputs so that a call to the Superface Hub API can be made. + +## Perform function call + +If Claude wants to use a tool (which is this case is true), add the last response to the message history, then extract the function name, and the inputs and use the `perform_action()` helper to pass them to the Hub API. + +```python +if (response.content[1] and response.content[1].type == "tool_use"): + claude_response = response.content[1] + messages.append({ + "role": "assistant", + "content": [ + { + "type": "text", + "text": response.content[0].text + }, + { + "type": claude_response.type, + "id": claude_response.id, + "name": claude_response.name, + "input": claude_response.input + } + ] + }) + + function_name = claude_response.name + function_inputs = claude_response.input + tool_use_id = claude_response.id + + superface_response = perform_action(function_name, function_inputs) + +superface_response +``` + +The response from Superface in this instance will look similar to this: + +```json +{ + "status": "success", + "assistant_hint": "Format the result in 'result' field to the user. If the user asked for a specific format, respect it", + "result": { + "description": "Partly cloudy", + "feelsLike": 16, + "temperature": 16 + } +} +``` + +## Final response + +Now that the Hub API has executed the function and returned a result, this needs to be added to the message history and sent back to Claude to determine a final response. + +```python +tool_response_content = [{ + "type": "tool_result", + "tool_use_id": tool_use_id, + "content": superface_response + +}] +claude_response = talk_to_claude("user", tool_response_content) +``` + +Claude will reply with the final response which can also be added to the message history: + +```python +messages.append({"role": "assistant", "content": claude_response.content[0].text}) +``` + +In notebook form, this can be displayed nicely to the user: + +```python +display(Markdown(claude_response.content[0].text)) +``` + +```text +Current weather in Prague, Czech Republic: Temperature: 16°C Feels like: 16°C Description: Partly cloudy +``` + +## Summary + +This example builds on the function calling example that Anthropic use, however, with Superface's Hub API you can access many varied APIs, including your own custom tools. + +The approach to implementing those would be similar, especialy when you consider that just a single function is required to execute any of the functions an LLM selects and Superface will handle it from there. + +For more information on how to implement function calling with Anthropic Claude3, take a look at their [documentation}(https://docs.anthropic.com/claude/docs/tool-use). From b0b0b8d68190cb1ef37f09de400ba9d996832d66 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 15:11:11 +0200 Subject: [PATCH 20/30] add anthropic notebook --- ...ce_hub_api_anthropic_weather_example.ipynb | 356 ++++++++++++++++++ 1 file changed, 356 insertions(+) create mode 100644 static/notebooks/superface_hub_api_anthropic_weather_example.ipynb diff --git a/static/notebooks/superface_hub_api_anthropic_weather_example.ipynb b/static/notebooks/superface_hub_api_anthropic_weather_example.ipynb new file mode 100644 index 00000000..bb559507 --- /dev/null +++ b/static/notebooks/superface_hub_api_anthropic_weather_example.ipynb @@ -0,0 +1,356 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "qabP5mEbU86f" + }, + "source": [ + "# Superface Hub API - Anthropic Claude3 Example\n", + "\n", + "This notebook demonstrates how to use Superface's Hub API to with the function calling capability of the Claude3 LLMs." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "iGEDJkt9VCxe" + }, + "outputs": [], + "source": [ + "%pip install anthropic --quiet" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "D6uZXG6lU4xG" + }, + "source": [ + "## Setup and configuration" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "v5uK6K_oWMP1" + }, + "outputs": [], + "source": [ + "import anthropic\n", + "import json\n", + "import requests as r\n", + "from IPython.display import display, Markdown\n", + "\n", + "# Set a random number of your choice, but don't change it\n", + "# once you have run the notebook, otherwise you will create another user.\n", + "SUPERFACE_USER_ID_CONSTANT = 123456789\n", + "\n", + "# Use the number to create a unique ID\n", + "SUPERFACE_USER_ID = \"sfoaidemo|\" + str(SUPERFACE_USER_ID_CONSTANT)\n", + "\n", + "# Default URL for Superface\n", + "SUPERFACE_BASE_URL = \"https://pod.superface.ai/api/hub\"\n", + "\n", + "# Set the Superface authentication token\n", + "SUPERFACE_AUTH_TOKEN=\"\"\n", + "\n", + "# Set the OpenAI API Key\n", + "ANTHROPIC_API_KEY=\"\"\n", + "\n", + "client = anthropic.Anthropic(api_key=ANTHROPIC_API_KEY)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TSkiGsdSVSHx" + }, + "source": [ + "## Helper functions\n", + "Defines helpers for communicating with the Superface HUB API, and also with Claude.\n", + "\n", + "Anthropic expects a slightly different JSON schema for function definition than that used by OpenAI, MistralAI and LangChain, which is what Hub API delivers by default.\n", + "\n", + "To combat this, the `get_formatted_tools()` function is required to alter the structure and keep Claude happy." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "De6vpHZuW6rk" + }, + "outputs": [], + "source": [ + "# Helper function to return the tool function descriptors\n", + "def get_superface_tools():\n", + " headers = {\"Authorization\": \"Bearer \"+ SUPERFACE_AUTH_TOKEN}\n", + " tools = r.get(SUPERFACE_BASE_URL + \"/fd\", headers=headers)\n", + " return tools.json()\n", + "\n", + "# Helper function to perform the action for all the functions.\n", + "# This is the only API call required regardless of what the function is.\n", + "def perform_action(tool_name=None, tool_body=None):\n", + " headers = {\"Authorization\": \"Bearer \"+ SUPERFACE_AUTH_TOKEN, \"x-superface-user-id\": SUPERFACE_USER_ID}\n", + " perform = r.post(SUPERFACE_BASE_URL + \"/perform/\" + tool_name, headers=headers, json=tool_body)\n", + " return json.dumps(perform.json())\n", + "\n", + "# Anthropic uses a slightly different schema, so reformat the function definitions JSON to suit\n", + "def get_formatted_tools():\n", + " original_tools = get_superface_tools()\n", + " formatted_tools = []\n", + "\n", + " for tool in original_tools:\n", + " formatted_tools.append(tool['function'])\n", + "\n", + " for tool in formatted_tools:\n", + " tool['input_schema'] = tool.pop(\"parameters\")\n", + "\n", + " return formatted_tools\n", + "\n", + "def talk_to_claude(role=None, message=None):\n", + " messages.append({\"role\": role, \"content\": message})\n", + " response = client.beta.tools.messages.create(\n", + " model=\"claude-3-opus-20240229\",\n", + " max_tokens=1024,\n", + " system=\"Today is April 5, 2024\",\n", + " tools=get_formatted_tools(),\n", + " messages=messages,\n", + " )\n", + " return response" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "T-KIowX7V7IU" + }, + "source": [ + "## Message history\n", + "The cell below sets up the message history. If you want to start your session again, you can just re-run this cell. There is no need to start again from the top of the notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "Wnm_GgOUznxT" + }, + "outputs": [], + "source": [ + "messages = []" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KrHGHmIwWI8V" + }, + "source": [ + "## Submit an initial prompt" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "AynWL3B0WvGq", + "outputId": "0fbd120a-84e2-4816-fc2a-8499cbb16fca" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ToolsBetaMessage(id='msg_01KL4PHnAeMiY13AaV3fLMQN', content=[TextBlock(text='\\nTo get the current weather forecast for Prague, I should use the weather__current-weather__CurrentWeather function. Let\\'s check if I have the required parameters:\\n\\ncity: The user provided \"Prague\" as the city. To be more precise, I\\'ll specify \"Prague, Czech Republic\".\\nunits: This is an optional parameter. The user did not specify units, so I can omit this and the function will use the default of Celsius.\\n\\nI have the required city parameter, so I can proceed with calling the function.\\n', type='text'), ToolUseBlock(id='toolu_01SBw1Bov8VnjnL7Q6u16hYG', input={'city': 'Prague, Czech Republic'}, name='weather__current-weather__CurrentWeather', type='tool_use')], model='claude-3-opus-20240229', role='assistant', stop_reason='tool_use', stop_sequence=None, type='message', usage=Usage(input_tokens=4595, output_tokens=179))\n" + ] + } + ], + "source": [ + "response = talk_to_claude(\"user\", \"What's the weather like in Prague?\")\n", + "print(response)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "T-ViCHmwoWMv" + }, + "source": [ + "## Find out what Claude is thinking" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LatXYvG7lrPQ", + "outputId": "75aec956-793f-4a71-d74e-5d4a627684cc" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "To get the current weather forecast for Prague, I should use the weather__current-weather__CurrentWeather function. Let's check if I have the required parameters:\n", + "\n", + "city: The user provided \"Prague\" as the city. To be more precise, I'll specify \"Prague, Czech Republic\".\n", + "units: This is an optional parameter. The user did not specify units, so I can omit this and the function will use the default of Celsius.\n", + "\n", + "I have the required city parameter, so I can proceed with calling the function.\n", + "\n" + ] + } + ], + "source": [ + "print(response.content[0].text)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JV4TlECh6v1m" + }, + "source": [ + "## Run the tool Claude chose with Hub API" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 53 + }, + "id": "Ft8sKHApo-jz", + "outputId": "91b47aaa-949d-445e-95c9-a3d534fcc5fc" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + }, + "text/plain": [ + "'{\"status\": \"success\", \"assistant_hint\": \"Format the result in \\'result\\' field to the user. If the user asked for a specific format, respect it\", \"result\": {\"description\": \"Partly cloudy\", \"feelsLike\": 16, \"temperature\": 16}}'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if (response.content[1] and response.content[1].type == \"tool_use\"):\n", + " claude_response = response.content[1]\n", + " messages.append({\n", + " \"role\": \"assistant\",\n", + " \"content\": [\n", + " {\n", + " \"type\": \"text\",\n", + " \"text\": response.content[0].text\n", + " },\n", + " {\n", + " \"type\": claude_response.type,\n", + " \"id\": claude_response.id,\n", + " \"name\": claude_response.name,\n", + " \"input\": claude_response.input\n", + " }\n", + " ]\n", + " })\n", + "\n", + " function_name = claude_response.name\n", + " function_inputs = claude_response.input\n", + " tool_use_id = claude_response.id\n", + "\n", + " superface_response = perform_action(function_name, function_inputs)\n", + "\n", + "superface_response" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "2IWPuDVjsVOr" + }, + "outputs": [], + "source": [ + "tool_response_content = [{\n", + " \"type\": \"tool_result\",\n", + " \"tool_use_id\": tool_use_id,\n", + " \"content\": superface_response\n", + "\n", + "}]\n", + "claude_response = talk_to_claude(\"user\", tool_response_content)\n", + "messages.append({\"role\": \"assistant\", \"content\": claude_response.content[0].text})" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qCAaNj4THGGp" + }, + "source": [ + "## Final response" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 46 + }, + "id": "wN0oxy24zHRo", + "outputId": "ea3de838-bbb0-46e7-bc94-adf607415424" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "Current weather in Prague, Czech Republic:\n", + "Temperature: 16°C\n", + "Feels like: 16°C\n", + "Description: Partly cloudy" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(Markdown(claude_response.content[0].text))" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From c036135b95e7003933e9d987289fa443be8eae2c Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 15:11:26 +0200 Subject: [PATCH 21/30] update nav and add Anthropic --- sidebars.js | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/sidebars.js b/sidebars.js index fa90036f..78710a30 100644 --- a/sidebars.js +++ b/sidebars.js @@ -128,7 +128,8 @@ module.exports = { items: [ 'api/examples/openai', 'api/examples/mistral', - 'api/examples/langchain' + 'api/examples/langchain', + 'api/examples/anthropic', ] } ] From 0cf655bdc440261949eeb8921eb96f5c20127c52 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 15:11:53 +0200 Subject: [PATCH 22/30] update notebooks to remove user id --- static/notebooks/superface_agent_hub_mistralai_example.ipynb | 3 +-- static/notebooks/superface_agent_hub_openai_example.ipynb | 3 +-- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/static/notebooks/superface_agent_hub_mistralai_example.ipynb b/static/notebooks/superface_agent_hub_mistralai_example.ipynb index d78dfd5d..fedc7bb4 100644 --- a/static/notebooks/superface_agent_hub_mistralai_example.ipynb +++ b/static/notebooks/superface_agent_hub_mistralai_example.ipynb @@ -47,7 +47,6 @@ "outputs": [], "source": [ "import json\n", - "import random\n", "import requests as r\n", "from mistralai.client import MistralClient\n", "from mistralai.models.chat_completion import ChatMessage\n", @@ -55,7 +54,7 @@ "\n", "# Set a random number of your choice, but don't change it\n", "# once you have run the notebook, otherwise you will create another user.\n", - "SUPERFACE_USER_ID_CONSTANT = 123456789\n", + "SUPERFACE_USER_ID_CONSTANT = \n", "\n", "# Use the number to create a unique ID\n", "SUPERFACE_USER_ID = \"sfoaidemo|\" + str(SUPERFACE_USER_ID_CONSTANT)\n", diff --git a/static/notebooks/superface_agent_hub_openai_example.ipynb b/static/notebooks/superface_agent_hub_openai_example.ipynb index 7134ef43..9bf9546c 100644 --- a/static/notebooks/superface_agent_hub_openai_example.ipynb +++ b/static/notebooks/superface_agent_hub_openai_example.ipynb @@ -41,14 +41,13 @@ "source": [ "import openai\n", "import json\n", - "import random\n", "import requests as r\n", "from openai import OpenAI\n", "from IPython.display import display, Markdown\n", "\n", "# Set a random number of your choice, but don't change it\n", "# once you have run the notebook, otherwise you will create another user.\n", - "SUPERFACE_USER_ID_CONSTANT = 123456789\n", + "SUPERFACE_USER_ID_CONSTANT = \n", "\n", "# Use the number to create a unique ID\n", "SUPERFACE_USER_ID = \"sfoaidemo|\" + str(SUPERFACE_USER_ID_CONSTANT)\n", From ec647f9f29309495bf1357cf8505ec3c63cb1a3d Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 16:04:28 +0200 Subject: [PATCH 23/30] update nav --- sidebars.js | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/sidebars.js b/sidebars.js index 78710a30..c767bc4b 100644 --- a/sidebars.js +++ b/sidebars.js @@ -117,8 +117,9 @@ module.exports = { collapsed: false, items: [ 'api/index', - 'api/authentication', + 'api/setup', 'api/endpoints', + 'api/authentication', 'api/sessions', { type: 'category', From 07be83305e7e89d4ae815507298a96ef97a15c0e Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 16:04:49 +0200 Subject: [PATCH 24/30] add a UI config guide --- docs/api/setup.mdx | 43 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) create mode 100644 docs/api/setup.mdx diff --git a/docs/api/setup.mdx b/docs/api/setup.mdx new file mode 100644 index 00000000..62ccb225 --- /dev/null +++ b/docs/api/setup.mdx @@ -0,0 +1,43 @@ +# Setup a Hub + +The following steps will get you setup to use tools via the Hub API. + +## Step 1: Sign up + +Start by registering a new account for [Superface](https://pod.superface.ai). + +## Step 2: Add tools + +Think about which tools you want to be able to access via the Hub API. You can add any tools that Superface has already built from the Tools section. + +If you are expecting that users will provide their own credentials for these tools in order to use them in your agent, or application, you don't need to configure them. + +![The tools choice in the Superface UI](/img/api/hub-api-tool-choice.png) + +## Step 3: Check your function definitions + +After adding some tools (you'll have the Wttr.in tool by default). They will show up in your function defintions schema. This is what LLMs use to understand which tools are available and what they can do. + +You can find this by clicking on Hub, and selecting Hub API. + +![The Hub API main screen](/img/api/hub-api-function-definitions.png) + +You can see what the defintions look like by clicking on _Function Definitions JSON_. This will show you the JSON schema that will be returned from the `/fd` endpoint when called. + +## Step 4: Set your authentication + +There are two ways to handle how tools are authenticated. You must choose the option that best suits your end use case. + +![The user authentication choices](/img/api/hub-api-authentication.png) + +**Use my credentials**: If you plan on only using your own accounts, or private APIs that you and your colleagues have access to then _Use my credentials_ is fine. You will need to configure these tools from the Tools section if you choose this. + +**Users provide their own credentials**: If you are going to offer public access to an agent, or application, and require that users provide their own account credentials for the tools on offer, choose _Users provide their own credentials_. This will ensure that they are prompted to authenticate securely before a tool can be used. + +## Step 5: Start building + +That's all the setup that is required in the Superface interface. Your Hub now has tools and is ready for you to start building your implementation. + +:::note Are multiple hubs possible? +Superface does not currently offer the ability to manage multiple Hub configurations under one account. If you want to build multiple projects, or use both a development and production hub, you will need to create an account for each project. +::: From e4daaa352cf2bd67c8dfa8c96291a7d752985d54 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 16:05:03 +0200 Subject: [PATCH 25/30] change the title --- docs/api/endpoints.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/api/endpoints.mdx b/docs/api/endpoints.mdx index 4fcd9d35..83157363 100644 --- a/docs/api/endpoints.mdx +++ b/docs/api/endpoints.mdx @@ -1,4 +1,4 @@ -# API Endpoints +# API Endpoints Overview In order to use the tools that Superface offers in your own Agent you don't have to use lots of different endpoints. In fact, using Superface significantly cut down the amount of code you need to write to communicate with external APIs. From 1beb22a606bb96ad92a1c05f315463982d9c37e2 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 16:05:15 +0200 Subject: [PATCH 26/30] update index --- docs/api/index.mdx | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/docs/api/index.mdx b/docs/api/index.mdx index fc567eab..53b8ea65 100644 --- a/docs/api/index.mdx +++ b/docs/api/index.mdx @@ -1,6 +1,8 @@ # Overview -Superface's Hub API enables you to connect to and use the tools added to your account via API. This is particularly useful for developers who are building their own agents, and want to offer users the ability to connect to external APIs and services but don't want to build those integrations for themselves. +Superface's Hub API enables you to connect to and use the tools added to your account via API. + +This is particularly useful for developers who are building their own agents, and want to offer users the ability to connect to external APIs and services but don't want to build those integrations for themselves. ## How it works @@ -42,7 +44,7 @@ For example, a simple tool to get the current weather from the service Wttr.in w At a minimum, this decription can be used by an LLM to determine which information it should gather before executing an API call to a specific service. Better still, it can use it to determine _which_ tool, or tools, should be used to complete the prompt a user entered. -## What Superface does +## Superface Hub API Superface provides the ability to connect various tools such as the Google Suite, Notion, Jira, Todoist, HubSpot, Salesforce and [many, many, more](./tools/available-tools) to custom agents via our API. From d0594c29c5decb6e8eab1909117c0b63d455df20 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 16:05:45 +0200 Subject: [PATCH 27/30] update main index --- docs/index.mdx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/index.mdx b/docs/index.mdx index acb87cbe..494ac132 100644 --- a/docs/index.mdx +++ b/docs/index.mdx @@ -26,8 +26,8 @@ import DocCardList from '@theme/DocCardList'; href="/docs/api" className="card padding--lg cardContainer_node_modules-@docusaurus-theme-classic-lib-theme-DocCard-styles-module" > -

🔌 Agents API

-

Add tools to your custom agents using the Superface API.

+

🔌 Hub API

+

Add tools to your custom agents using the Superface Hub API.

From 1abeec3ae185529bb564094e505c98ece0c5fc4c Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 16:06:03 +0200 Subject: [PATCH 28/30] add new images for Hub API UI --- static/img/api/hub-api-authentication.png | Bin 0 -> 179351 bytes .../img/api/hub-api-function-definitions.png | Bin 0 -> 149848 bytes static/img/api/hub-api-tool-choice.png | Bin 0 -> 261227 bytes 3 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 static/img/api/hub-api-authentication.png create mode 100644 static/img/api/hub-api-function-definitions.png create mode 100644 static/img/api/hub-api-tool-choice.png diff --git a/static/img/api/hub-api-authentication.png b/static/img/api/hub-api-authentication.png new file mode 100644 index 0000000000000000000000000000000000000000..6507943954e19b7319b6137da22cbb28ce32c381 GIT binary patch literal 179351 zcmeFZby(Eh);EqQq97tlD6I(6BMJ;XAkrz_gCO1Ai~}Mnk`mG&B~k*?F(4(~UDC}+ zGYri9zH^^*$2pIlb6vmddf)f?Z+VSv2AfAp-O>N9v 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z05954wG%DAW#fd7tPI=CYR<$C8y1rZMdAN-jQmU6^Vd#73lyT7n9ni{_T6)K{+a_^ zL%diR*AR8F8Psvx^p}=yIj6i-$fIpdy|u%_-WYz2=L8W5MhoC5)+0>nM|U$_HYb0u zCZxvO$A_1_&6IM(;^jJ>#2vrI@58A*8|aYeDF)9vZeXjhee^>t`Y>LN74Li1<*}f{ zhEfPw+eQQc%l9xpYWkkb%dkI>8*17Z-S1R^QbB& znp3%m<{+}xn)SgzVWf+mag^a>aV?6oT|Df;Z!#|K{4?t-FSNMa$ZF7G~_IN z1!Wk|wlkRT6VEu9S^Gz`kPaieNp>G>VvNdBFSN4i-wY3JvK+25>@Mp zk&oMScI&mbSEXvPdH+Zl@herP$~IOTNU~$?AdKgo_o?8uS$vLqrfQkGt@itCU`yjw zbu(#vdGczxwRvQDBDYcQB&^-?yk&-WeImk%H>La21BHF%|9Y Date: Fri, 5 Apr 2024 16:11:07 +0200 Subject: [PATCH 29/30] change the name back --- docs/api/endpoints.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/api/endpoints.mdx b/docs/api/endpoints.mdx index 83157363..4fcd9d35 100644 --- a/docs/api/endpoints.mdx +++ b/docs/api/endpoints.mdx @@ -1,4 +1,4 @@ -# API Endpoints Overview +# API Endpoints In order to use the tools that Superface offers in your own Agent you don't have to use lots of different endpoints. In fact, using Superface significantly cut down the amount of code you need to write to communicate with external APIs. From 4a60cab5d9b5f05400c1bf7e3cb88b7472c2f065 Mon Sep 17 00:00:00 2001 From: Martyn Davies Date: Fri, 5 Apr 2024 16:19:06 +0200 Subject: [PATCH 30/30] update getting started wording --- docs/api/setup.mdx | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/docs/api/setup.mdx b/docs/api/setup.mdx index 62ccb225..4f2dbc58 100644 --- a/docs/api/setup.mdx +++ b/docs/api/setup.mdx @@ -10,15 +10,17 @@ Start by registering a new account for [Superface](https://pod.superface.ai). Think about which tools you want to be able to access via the Hub API. You can add any tools that Superface has already built from the Tools section. -If you are expecting that users will provide their own credentials for these tools in order to use them in your agent, or application, you don't need to configure them. +If you want to add your own tools, you can do this by using our Tool Authoring system. You can see more about how to do this in the [Create Tools documentation](../tools/create-tools). + +If you are expecting that users will provide their own credentials for these tools in order to use them in your agent, or application, you don't need to configure them any further. ![The tools choice in the Superface UI](/img/api/hub-api-tool-choice.png) ## Step 3: Check your function definitions -After adding some tools (you'll have the Wttr.in tool by default). They will show up in your function defintions schema. This is what LLMs use to understand which tools are available and what they can do. +After adding some tools (you'll have the Wttr.in tool by default). They will show up in your Tool Function Defintions schema. This schema is used by LLMs to understand which tools are available and what they can do. -You can find this by clicking on Hub, and selecting Hub API. +You can find yours by clicking on Hub, and selecting Hub API. ![The Hub API main screen](/img/api/hub-api-function-definitions.png) @@ -26,7 +28,7 @@ You can see what the defintions look like by clicking on _Function Definitions J ## Step 4: Set your authentication -There are two ways to handle how tools are authenticated. You must choose the option that best suits your end use case. +There are two ways to handle how tools are authenticated when using Hub API. You must choose the option that best suits your end use case. ![The user authentication choices](/img/api/hub-api-authentication.png)