701 lines
109 KiB
Plaintext
701 lines
109 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mvalid_length...\u001b[0m\n",
|
|
"✅Successfully installed guardrails/valid_length!\n",
|
|
"\n",
|
|
"\n",
|
|
"Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mtwo_words...\u001b[0m\n",
|
|
"✅Successfully installed guardrails/two_words!\n",
|
|
"\n",
|
|
"\n",
|
|
"Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mvalid_range...\u001b[0m\n",
|
|
"✅Successfully installed guardrails/valid_range!\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!guardrails hub install hub://guardrails/valid_length --quiet\n",
|
|
"!guardrails hub install hub://guardrails/two_words --quiet\n",
|
|
"!guardrails hub install hub://guardrails/valid_range --quiet"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Generating Structured Synthetic Data\n",
|
|
"\n",
|
|
"!!! note\n",
|
|
" To download this tutorial as a Jupyter notebook, click [here](https://github.com/guardrails-ai/guardrails/blob/main/docs/examples/generate_structured_data.ipynb).\n",
|
|
"\n",
|
|
"In this example, we'll generate structured dummy data for a `pandas` dataframe.\n",
|
|
"\n",
|
|
"We make the assumption that:\n",
|
|
"\n",
|
|
"1. We don't need any external libraries that are not already installed in the environment.\n",
|
|
"2. We are able to execute the code in the environment.\n",
|
|
"\n",
|
|
"## Objective\n",
|
|
"\n",
|
|
"We want to generate structured synthetic data, where each column has a specific data type. All rows in the dataset must respect the column data types. Additionally, we have some more constraints we want the data to respect:\n",
|
|
"\n",
|
|
"1. There should be exactly 10 rows in the dataset.\n",
|
|
"2. Each user should have a first name and a last name.\n",
|
|
"3. The number of orders associated with each user should be between 0 and 50.\n",
|
|
"4. Each user should have a most recent order date.\n",
|
|
"\n",
|
|
"## Step 1: Generating Pydantic `RAIL` Spec"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from pydantic import BaseModel, Field\n",
|
|
"from guardrails.hub import ValidLength, TwoWords, ValidRange\n",
|
|
"from typing import List\n",
|
|
"\n",
|
|
"prompt = \"\"\"\n",
|
|
"Generate a dataset of fake user orders. Each row of the dataset should be valid.\n",
|
|
"\n",
|
|
"${gr.complete_xml_suffix}\n",
|
|
"\"\"\"\n",
|
|
"\n",
|
|
"\n",
|
|
"class Order(BaseModel):\n",
|
|
" user_id: str = Field(description=\"The user's id.\")\n",
|
|
" user_name: str = Field(\n",
|
|
" description=\"The user's first name and last name\",\n",
|
|
" validators=[TwoWords(on_fail=\"noop\")],\n",
|
|
" )\n",
|
|
" num_orders: int = Field(\n",
|
|
" description=\"The number of orders the user has placed\",\n",
|
|
" validators=[ValidRange(0, 50, on_fail=\"noop\")],\n",
|
|
" )\n",
|
|
"\n",
|
|
"\n",
|
|
"class Orders(BaseModel):\n",
|
|
" user_orders: List[Order] = Field(\n",
|
|
" description=\"Generate a list of user, and how many orders they have placed in the past.\",\n",
|
|
" validators=[ValidLength(10, 10, on_fail=\"noop\")],\n",
|
|
" )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Step 2: Create a `Guard` object with the RAIL Spec\n",
|
|
"\n",
|
|
"We create a `gd.Guard` object that will check, validate and correct the generated code. This object:\n",
|
|
"\n",
|
|
"1. Enforces the quality criteria specified in the RAIL spec (i.e. bug free code).\n",
|
|
"2. Takes corrective action when the quality criteria are not met (i.e. reasking the LLM).\n",
|
|
"3. Compiles the schema and type info from the RAIL spec and adds it to the prompt."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import guardrails as gd\n",
|
|
"\n",
|
|
"from rich import print"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"guard = gd.Guard.for_pydantic(output_class=Orders)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Step 3: Wrap the LLM API call with `Guard`"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Add your OPENAI_API_KEY as an environment variable if it's not already set\n",
|
|
"# import os\n",
|
|
"# os.environ[\"OPENAI_API_KEY\"] = \"YOUR_API_KEY\"\n",
|
|
"\n",
|
|
"res = guard(\n",
|
|
" model=\"gpt-4o\",\n",
|
|
" messages=[{\"role\": \"user\", \"content\": prompt}],\n",
|
|
" max_tokens=2048,\n",
|
|
" temperature=0,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"The `Guard` object compiles the output schema and adds it to the prompt. We can see the final prompt below:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
|
|
"Generate a dataset of fake user orders. Each row of the dataset should be valid.\n",
|
|
"\n",
|
|
"\n",
|
|
"Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
|
|
"\n",
|
|
"<span style=\"font-weight: bold\"><</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">output</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\"> <list </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"Generate a list of user, and how many orders they have placed in the past.\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span>\n",
|
|
"<span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"guardrails/valid_length: 10 10\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"user_orders\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">required</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"true\"</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\"> <object </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"guardrails/valid_length: 10 10\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">required</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"true\"</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\"> <string </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"The user's id.\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">required</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"true\"</span><span style=\"color: #000000; text-decoration-color: #000000\">><</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">string</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\"> <string </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"The user's first name and last name\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"guardrails/two_words\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span>\n",
|
|
"<span style=\"color: #808000; text-decoration-color: #808000\">required</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"true\"</span><span style=\"color: #000000; text-decoration-color: #000000\">><</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">string</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\"> <integer </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"The number of orders the user has placed\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"guardrails/valid_range: 0 50\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span>\n",
|
|
"<span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">required</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"true\"</span><span style=\"color: #000000; text-decoration-color: #000000\">><</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">integer</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\"> <</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">object</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\"> <</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">list</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\"><</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">output</span><span style=\"color: #000000; text-decoration-color: #000000\">></span>\n",
|
|
"\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\">ONLY return a valid JSON object </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #000000; text-decoration-color: #000000\">no other text is necessary</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">, where the key of the field in JSON is the `name` </span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\">attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON</span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\">MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and </span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\">specific types. Be correct and concise. If you are unsure anywhere, enter `null`.</span>\n",
|
|
"\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\">Here are examples of simple </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #000000; text-decoration-color: #000000\">XML, JSON</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\"> pairs that show the expected behavior:</span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\">- `<string </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'foo'</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'two-words lower-case'</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">>` => `</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'foo'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'example one'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">`</span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\">- `<list </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'bar'</span><span style=\"color: #000000; text-decoration-color: #000000\">><string </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'upper-case'</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">><</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">list</span><span style=\"color: #000000; text-decoration-color: #000000\">>` => `</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">\"bar\"</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'STRING ONE'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'STRING TWO'</span><span style=\"color: #000000; text-decoration-color: #000000\">, etc.</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]}</span><span style=\"color: #000000; text-decoration-color: #000000\">`</span>\n",
|
|
"<span style=\"color: #000000; text-decoration-color: #000000\">- `<object </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'baz'</span><span style=\"color: #000000; text-decoration-color: #000000\">><string </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"foo\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"capitalize two-words\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">><integer </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"index\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"1-indexed\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span>\n",
|
|
"<span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">><</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">object</span><span style=\"color: #000000; text-decoration-color: #000000\">>` =</span><span style=\"font-weight: bold\">></span> `<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'baz'</span>: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'foo'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Some String'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'index'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span><span style=\"font-weight: bold\">}}</span>`\n",
|
|
"\n",
|
|
"\n",
|
|
"</pre>\n"
|
|
],
|
|
"text/plain": [
|
|
"\n",
|
|
"Generate a dataset of fake user orders. Each row of the dataset should be valid.\n",
|
|
"\n",
|
|
"\n",
|
|
"Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
|
|
"\n",
|
|
"\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\u001b[39m <list \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"Generate\u001b[0m\u001b[32m a list of user, and how many orders they have placed in the past.\"\u001b[0m\u001b[39m \u001b[0m\n",
|
|
"\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"guardrails\u001b[0m\u001b[32m/valid_length: 10 10\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"user_orders\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mrequired\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"true\"\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\u001b[39m <object \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"guardrails\u001b[0m\u001b[32m/valid_length: 10 10\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mrequired\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"true\"\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\u001b[39m <string \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"The\u001b[0m\u001b[32m user's id.\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"user_id\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mrequired\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"true\"\u001b[0m\u001b[39m><\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\u001b[39m <string \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"The\u001b[0m\u001b[32m user's first name and last name\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"guardrails\u001b[0m\u001b[32m/two_words\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"user_name\"\u001b[0m\u001b[39m \u001b[0m\n",
|
|
"\u001b[33mrequired\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"true\"\u001b[0m\u001b[39m><\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\u001b[39m <integer \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"The\u001b[0m\u001b[32m number of orders the user has placed\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"guardrails\u001b[0m\u001b[32m/valid_range: 0 50\"\u001b[0m\u001b[39m \u001b[0m\n",
|
|
"\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"num_orders\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mrequired\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"true\"\u001b[0m\u001b[39m><\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\u001b[39m <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\u001b[39m <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
|
|
"\n",
|
|
"\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
|
|
"\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
|
|
"\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
|
|
"\u001b[39mspecific types. Be correct and concise. If you are unsure anywhere, enter `null`.\u001b[0m\n",
|
|
"\n",
|
|
"\u001b[39mHere are examples of simple \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mXML, JSON\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m pairs that show the expected behavior:\u001b[0m\n",
|
|
"\u001b[39m- `<string \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'foo'\u001b[0m\u001b[39m \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'two-words lower-case'\u001b[0m\u001b[39m \u001b[0m\u001b[35m/\u001b[0m\u001b[39m>` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'foo'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'example one'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n",
|
|
"\u001b[39m- `<list \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'bar'\u001b[0m\u001b[39m><string \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'upper-case'\u001b[0m\u001b[39m \u001b[0m\u001b[35m/\u001b[0m\u001b[39m><\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m\"bar\"\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'STRING ONE'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'STRING TWO'\u001b[0m\u001b[39m, etc.\u001b[0m\u001b[1;39m]\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n",
|
|
"\u001b[39m- `<object \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'baz'\u001b[0m\u001b[39m><string \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"foo\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"capitalize\u001b[0m\u001b[32m two-words\"\u001b[0m\u001b[39m \u001b[0m\u001b[35m/\u001b[0m\u001b[39m><integer \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"index\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"1\u001b[0m\u001b[32m-indexed\"\u001b[0m\u001b[39m \u001b[0m\n",
|
|
"\u001b[35m/\u001b[0m\u001b[39m><\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>` =\u001b[0m\u001b[1m>\u001b[0m `\u001b[1m{\u001b[0m\u001b[32m'baz'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'foo'\u001b[0m: \u001b[32m'Some String'\u001b[0m, \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m`\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print(guard.history.last.iterations.last.inputs.messages[0][\"content\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">```json\n",
|
|
"<span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_orders\"</span>: <span style=\"font-weight: bold\">[</span>\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U001\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"John Doe\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">12</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U002\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Jane Smith\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U003\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Alice Johnson\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U004\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Bob Brown\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U005\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Charlie Davis\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">30</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U006\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Emily White\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U007\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Frank Harris\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U008\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Grace Lee\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U009\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Henry Clark\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">22</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>,\n",
|
|
" <span style=\"font-weight: bold\">{</span>\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_id\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"U010\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"user_name\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"Ivy Walker\"</span>,\n",
|
|
" <span style=\"color: #008000; text-decoration-color: #008000\">\"num_orders\"</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span>\n",
|
|
" <span style=\"font-weight: bold\">}</span>\n",
|
|
" <span style=\"font-weight: bold\">]</span>\n",
|
|
"<span style=\"font-weight: bold\">}</span>\n",
|
|
"```\n",
|
|
"</pre>\n"
|
|
],
|
|
"text/plain": [
|
|
"```json\n",
|
|
"\u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_orders\"\u001b[0m: \u001b[1m[\u001b[0m\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U001\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"John Doe\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m12\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U002\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Jane Smith\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m8\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U003\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Alice Johnson\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m25\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U004\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Bob Brown\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m15\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U005\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Charlie Davis\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m30\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U006\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Emily White\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m5\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U007\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Frank Harris\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m20\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U008\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Grace Lee\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m18\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U009\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Henry Clark\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m22\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m,\n",
|
|
" \u001b[1m{\u001b[0m\n",
|
|
" \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U010\"\u001b[0m,\n",
|
|
" \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Ivy Walker\"\u001b[0m,\n",
|
|
" \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m10\u001b[0m\n",
|
|
" \u001b[1m}\u001b[0m\n",
|
|
" \u001b[1m]\u001b[0m\n",
|
|
"\u001b[1m}\u001b[0m\n",
|
|
"```\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'user_orders': [{'user_id': 'U001',\n",
|
|
" 'user_name': 'John Doe',\n",
|
|
" 'num_orders': 12},\n",
|
|
" {'user_id': 'U002', 'user_name': 'Jane Smith', 'num_orders': 8},\n",
|
|
" {'user_id': 'U003', 'user_name': 'Alice Johnson', 'num_orders': 25},\n",
|
|
" {'user_id': 'U004', 'user_name': 'Bob Brown', 'num_orders': 15},\n",
|
|
" {'user_id': 'U005', 'user_name': 'Charlie Davis', 'num_orders': 30},\n",
|
|
" {'user_id': 'U006', 'user_name': 'Emily White', 'num_orders': 5},\n",
|
|
" {'user_id': 'U007', 'user_name': 'Frank Harris', 'num_orders': 20},\n",
|
|
" {'user_id': 'U008', 'user_name': 'Grace Lee', 'num_orders': 18},\n",
|
|
" {'user_id': 'U009', 'user_name': 'Henry Clark', 'num_orders': 22},\n",
|
|
" {'user_id': 'U010', 'user_name': 'Ivy Walker', 'num_orders': 10}]}"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"print(res.raw_llm_output)\n",
|
|
"res.validated_output"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Running the cell above returns:\n",
|
|
"1. The raw LLM text output as a single string.\n",
|
|
"2. A dictionary where the key `user_orders` key contains a list of dictionaries, where each dictionary represents a row in the dataframe."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Logs\n",
|
|
"└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ ┃</span><span style=\"background-color: #e7dfeb; font-weight: bold\"> Role </span><span style=\"background-color: #e7dfeb\">┃</span><span style=\"background-color: #e7dfeb; font-weight: bold\"> Content </span><span style=\"background-color: #e7dfeb\">┃ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ user │ │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ Generate a dataset of fake user orders. Each row of the dataset should be valid. │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ Given below is XML that describes the information to extract from this document and the tags │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ to extract it into. │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ <output> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ <list description=\"Generate a list of user, and how many orders they have placed in the │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ past.\" format=\"guardrails/valid_length: 10 10\" name=\"user_orders\" required=\"true\"> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ <object format=\"guardrails/valid_length: 10 10\" required=\"true\"> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ <string description=\"The user's id.\" name=\"user_id\" required=\"true\"></string> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ <string description=\"The user's first name and last name\" │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ format=\"guardrails/two_words\" name=\"user_name\" required=\"true\"></string> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ <integer description=\"The number of orders the user has placed\" │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ format=\"guardrails/valid_range: 0 50\" name=\"num_orders\" required=\"true\"></integer> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ </object> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ </list> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ </output> │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ JSON is the `name` attribute of the corresponding XML, and the value is of the type │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ any types and format requests e.g. requests for lists, objects and specific types. Be │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ correct and concise. If you are unsure anywhere, enter `null`. │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior: │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}` │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ 'STRING TWO', etc.]}` │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ 1}}` │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ │ │ │ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">│ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │</span> │\n",
|
|
" │ <span style=\"background-color: #e7dfeb\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ ```json │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_orders\": [ │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U001\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"John Doe\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 12 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U002\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Jane Smith\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 8 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U003\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Alice Johnson\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 25 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U004\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Bob Brown\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 15 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U005\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Charlie Davis\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 30 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U006\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Emily White\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 5 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U007\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Frank Harris\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 20 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U008\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Grace Lee\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 18 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U009\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Henry Clark\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 22 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ }, │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_id\": \"U010\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"user_name\": \"Ivy Walker\", │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ \"num_orders\": 10 │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ } │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ ] │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ } │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">│ ``` │</span> │\n",
|
|
" │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ { │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ 'user_orders': [ │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U001', 'user_name': 'John Doe', 'num_orders': 12}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U002', 'user_name': 'Jane Smith', 'num_orders': 8}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U003', 'user_name': 'Alice Johnson', 'num_orders': 25}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U004', 'user_name': 'Bob Brown', 'num_orders': 15}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U005', 'user_name': 'Charlie Davis', 'num_orders': 30}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U006', 'user_name': 'Emily White', 'num_orders': 5}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U007', 'user_name': 'Frank Harris', 'num_orders': 20}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U008', 'user_name': 'Grace Lee', 'num_orders': 18}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U009', 'user_name': 'Henry Clark', 'num_orders': 22}, │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ {'user_id': 'U010', 'user_name': 'Ivy Walker', 'num_orders': 10} │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ ] │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">│ } │</span> │\n",
|
|
" │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
|
|
" ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
|
|
"</pre>\n"
|
|
],
|
|
"text/plain": [
|
|
"Logs\n",
|
|
"└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
|
|
" │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGenerate a dataset of fake user orders. Each row of the dataset should be valid. \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into. \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m<output> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m <list description=\"Generate a list of user, and how many orders they have placed in the \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mpast.\" format=\"guardrails/valid_length: 10 10\" name=\"user_orders\" required=\"true\"> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m <object format=\"guardrails/valid_length: 10 10\" required=\"true\"> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m <string description=\"The user's id.\" name=\"user_id\" required=\"true\"></string> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m <string description=\"The user's first name and last name\" \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mformat=\"guardrails/two_words\" name=\"user_name\" required=\"true\"></string> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m <integer description=\"The number of orders the user has placed\" \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mformat=\"guardrails/valid_range: 0 50\" name=\"num_orders\" required=\"true\"></integer> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m </object> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m </list> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m</output> \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise. If you are unsure anywhere, enter `null`. \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior: \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}` \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}` \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mname=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}` \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```json\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_orders\": [\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U001\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"John Doe\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 12\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U002\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Jane Smith\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 8\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U003\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Alice Johnson\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 25\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U004\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Bob Brown\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 15\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U005\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Charlie Davis\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 30\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U006\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Emily White\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 5\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U007\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Frank Harris\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 20\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U008\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Grace Lee\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 18\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U009\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Henry Clark\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 22\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m },\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m {\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_id\": \"U010\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"user_name\": \"Ivy Walker\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m }\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m ]\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m 'user_orders': [\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U001', 'user_name': 'John Doe', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U002', 'user_name': 'Jane Smith', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U003', 'user_name': 'Alice Johnson', 'num_orders': 25},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U004', 'user_name': 'Bob Brown', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U005', 'user_name': 'Charlie Davis', 'num_orders': 30},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U006', 'user_name': 'Emily White', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U007', 'user_name': 'Frank Harris', 'num_orders': 20},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U008', 'user_name': 'Grace Lee', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U009', 'user_name': 'Henry Clark', 'num_orders': 22},\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m {'user_id': 'U010', 'user_name': 'Ivy Walker', 'num_orders': 10}\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m ]\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
|
|
" │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
|
|
" ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print(guard.history.last.tree)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "litellm",
|
|
"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"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|