lasta/AI
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
Files
9eaba046ab39e4efa2d018b7766f17e4a82e0bdc
AI/참고/guardrails-main/docs/examples/guardrails_server.ipynb

632 lines
110 KiB
Plaintext
Raw Normal View History

참고소스 수정본
2026-05-12 19:40:31 +09:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
]
}
],
"source": [
"! pip install \"guardrails-ai[api]==0.5.0a9\" -q"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/calebcourier/Projects/gr-mono/guardrails/docs/.venv/bin/guardrails\n"
]
}
],
"source": [
"! which guardrails"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mregex_match...\u001b[0m\n",
"ERROR:guardrails-cli:No module named 'guardrails.hub.guardrails.regex_match'\n"
]
}
],
"source": [
"! guardrails hub install hub://guardrails/regex_match --quiet"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Run this in a terminal\n",
"# guardrails start --config=./data/config.py"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"http://localhost:8000\n"
]
}
],
"source": [
"import os\n",
"\n",
"os.environ[\"GUARDRAILS_BASE_URL\"] = \"http://localhost:8000\"\n",
"\n",
"\n",
"print(os.environ.get(\"GUARDRAILS_BASE_URL\"))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">ValidationOutcome</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">call_id</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'14555109792'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">raw_llm_output</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">validation_summaries</span>=<span style=\"font-weight: bold\">[]</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">validated_output</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">reask</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">validation_passed</span>=<span style=\"color: #00ff00; text-decoration-color: #00ff00; font-style: italic\">True</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">error</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"font-weight: bold\">)</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mcall_id\u001b[0m=\u001b[32m'14555109792'\u001b[0m,\n",
" \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33mvalidation_summaries\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
" \u001b[33mvalidated_output\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
" \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
"\u001b[1m)\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import logging\n",
"from rich import print\n",
"from guardrails import configure_logging\n",
"from guardrails import Guard, settings\n",
"\n",
"settings.use_server = True\n",
"configure_logging(None, log_level=logging.DEBUG)\n",
"\n",
"name_case = Guard(name=\"name-case\")\n",
"\n",
"response = name_case.parse(llm_output=\"Guardrails AI\")\n",
"\n",
"print(response)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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\"><span style=\"font-weight: bold\">[</span>\n",
" <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Call</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">id</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'14416771056'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">iterations</span>=<span style=\"font-weight: bold\">[</span>\n",
" <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Iteration</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">id</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'14545443632'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">index</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">call_id</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'14416771056'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">inputs</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Inputs</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">llm_api</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">llm_output</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">instructions</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">prompt</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">messages</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">msg_history</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">prompt_params</span>=<span style=\"font-weight: bold\">{}</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">num_reasks</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">full_schema_reask</span>=<span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">stream</span>=<span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span>\n",
" <span style=\"font-weight: bold\">)</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">outputs</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Outputs</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">llm_response_info</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">LLMResponse</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">prompt_token_count</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">response_token_count</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">output</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">stream_output</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">async_stream_output</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
" <span style=\"font-weight: bold\">)</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">raw_output</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">parsed_output</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">validation_response</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">guarded_output</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">reasks</span>=<span style=\"font-weight: bold\">[]</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">validator_logs</span>=<span style=\"font-weight: bold\">[</span>\n",
" <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">ValidatorLogs</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">validator_name</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'RegexMatch'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">registered_name</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'guardrails/regex_match'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">instance_id</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6127616944</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">property_path</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'$'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">value_before_validation</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">value_after_validation</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">validation_result</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">PassResult</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">outcome</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'pass'</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">value_override</span>=<span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span>\n",
"<span style=\"color: #008000; text-decoration-color: #008000\">'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validated_chunk</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">start_time</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.datetime</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2024</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">706666</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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">end_time</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.datetime</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2024</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">790514</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">error</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">exception</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">inputs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">CallInputs</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_api</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">instructions</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">msg_history</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">messages</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt_params</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">num_reasks</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">full_schema_reask</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">stream</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">args</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">kwargs</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\">'api_key'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'****************************************************EnZS'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">exception</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Call</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'14555105232'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">iterations</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Iteration</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'14555107312'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">index</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">call_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'14555105232'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">inputs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Inputs</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_api</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">instructions</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">messages</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">msg_history</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt_params</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">num_reasks</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">full_schema_reask</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">stream</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">outputs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Outputs</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_response_info</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">LLMResponse</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt_token_count</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">response_token_count</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">stream_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">async_stream_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">raw_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">parsed_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validation_response</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">guarded_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">reasks</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validator_logs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">ValidatorLogs</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validator_name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'RegexMatch'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">registered_name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'guardrails/regex_match'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">instance_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6127616944</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">property_path</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'$'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">value_before_validation</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">value_after_validation</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validation_result</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">PassResult</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">outcome</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'pass'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">value_override</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;class </span>\n",
"<span style=\"color: #008000; text-decoration-color: #008000\">'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validated_chunk</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">start_time</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.datetime</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2024</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">134226</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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">end_time</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.datetime</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2024</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">204882</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">error</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">exception</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">inputs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">CallInputs</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_api</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">instructions</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">msg_history</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">messages</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt_params</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">num_reasks</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">full_schema_reask</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">stream</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">args</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">kwargs</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\">'api_key'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'****************************************************EnZS'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">exception</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Call</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'14555109792'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">iterations</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Iteration</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'14555110912'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">index</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">call_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'14555109792'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">inputs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Inputs</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_api</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">instructions</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">messages</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">msg_history</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt_params</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">num_reasks</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">full_schema_reask</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">stream</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">outputs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Outputs</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">llm_response_info</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">LLMResponse</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">prompt_token_count</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">response_token_count</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">stream_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">async_stream_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </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\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">raw_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">parsed_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validation_response</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">guarded_output</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">reasks</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: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validator_logs</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">ValidatorLogs</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validator_name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'RegexMatch'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">registered_name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'guardrails/regex_match'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">instance_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6127616944</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">property_path</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'$'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">value_before_validation</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">value_after_validation</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Guardrails AI'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">validation_result</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">PassResult</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">outcome</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'pass'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
"<span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">value_override</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;class </span>\n",
"<span style=\"color: #008000; text-decoration-color: #008000\">'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">validated_chunk</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
" <span style=\"font-weight: bold\">)</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">start_time</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2024</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">566512</span><span style=\"font-weight: bold\">)</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">end_time</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">datetime</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.datetime</span><span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2024</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">637393</span><span style=\"font-weight: bold\">)</span>\n",
" <span style=\"font-weight: bold\">)</span>\n",
" <span style=\"font-weight: bold\">]</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">error</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">exception</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
" <span style=\"font-weight: bold\">)</span>\n",
" <span style=\"font-weight: bold\">)</span>\n",
" <span style=\"font-weight: bold\">]</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">inputs</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">CallInputs</span><span style=\"font-weight: bold\">(</span>\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">llm_api</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">llm_output</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">instructions</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">prompt</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">msg_history</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">messages</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">prompt_params</span>=<span style=\"font-weight: bold\">{}</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">num_reasks</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">full_schema_reask</span>=<span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">stream</span>=<span style=\"color: #ff0000; text-decoration-color: #ff0000; font-style: italic\">False</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">args</span>=<span style=\"font-weight: bold\">[]</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">kwargs</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'api_key'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'****************************************************EnZS'</span><span style=\"font-weight: bold\">}</span>\n",
" <span style=\"font-weight: bold\">)</span>,\n",
" <span style=\"color: #808000; text-decoration-color: #808000\">exception</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
" <span style=\"font-weight: bold\">)</span>\n",
"<span style=\"font-weight: bold\">]</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1m[\u001b[0m\n",
" \u001b[1;35mCall\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mid\u001b[0m=\u001b[32m'14416771056'\u001b[0m,\n",
" \u001b[33miterations\u001b[0m=\u001b[1m[\u001b[0m\n",
" \u001b[1;35mIteration\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mid\u001b[0m=\u001b[32m'14545443632'\u001b[0m,\n",
" \u001b[33mindex\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
" \u001b[33mcall_id\u001b[0m=\u001b[32m'14416771056'\u001b[0m,\n",
" \u001b[33minputs\u001b[0m=\u001b[1;35mInputs\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mllm_api\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mllm_output\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33minstructions\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mprompt\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mmessages\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mmsg_history\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mprompt_params\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
" \u001b[33mnum_reasks\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
" \u001b[33mfull_schema_reask\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n",
" \u001b[33mstream\u001b[0m=\u001b[3;91mFalse\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33moutputs\u001b[0m=\u001b[1;35mOutputs\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mllm_response_info\u001b[0m=\u001b[1;35mLLMResponse\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mprompt_token_count\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mresponse_token_count\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33moutput\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33mstream_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33masync_stream_output\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33mraw_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mparsed_output\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33mvalidation_response\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33mguarded_output\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33mreasks\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
" \u001b[33mvalidator_logs\u001b[0m=\u001b[1m[\u001b[0m\n",
" \u001b[1;35mValidatorLogs\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mvalidator_name\u001b[0m=\u001b[32m'RegexMatch'\u001b[0m,\n",
" \u001b[33mregistered_name\u001b[0m=\u001b[32m'guardrails/regex_match'\u001b[0m,\n",
" \u001b[33minstance_id\u001b[0m=\u001b[1;36m6127616944\u001b[0m,\n",
" \u001b[33mproperty_path\u001b[0m=\u001b[32m'$'\u001b[0m,\n",
" \u001b[33mvalue_before_validation\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33mvalue_after_validation\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
" \u001b[33mvalidation_result\u001b[0m=\u001b[1;35mPassResult\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33moutcome\u001b[0m=\u001b[32m'pass'\u001b[0m,\n",
" \u001b[33mvalue_override\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\n",
"\u001b[32m'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'\u001b[0m\u001b[39m>,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m24\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m706666\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m24\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m790514\u001b[0m\u001b[1;39m)\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33merror\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mexception\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mCallInputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_api\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33margs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mkwargs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'api_key'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'****************************************************EnZS'\u001b[0m\u001b[1;39m}\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mexception\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;35mCall\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mid\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555105232'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33miterations\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;35mIteration\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mid\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555107312'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mindex\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mcall_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555105232'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mInputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_api\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33moutputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mOutputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_response_info\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mLLMResponse\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mresponse_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33moutput\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mstream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33masync_stream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mraw_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mparsed_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidation_response\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mguarded_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mreasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidator_logs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'RegexMatch'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/regex_match'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m6127616944\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=<class \u001b[0m\n",
"\u001b[32m'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'\u001b[0m\u001b[39m>,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m24\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m41\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m134226\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m24\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m41\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m204882\u001b[0m\u001b[1;39m)\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33merror\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mexception\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mCallInputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_api\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33margs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mkwargs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'api_key'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'****************************************************EnZS'\u001b[0m\u001b[1;39m}\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mexception\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;35mCall\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mid\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555109792'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33miterations\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;35mIteration\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mid\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555110912'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mindex\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mcall_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555109792'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mInputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_api\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33moutputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mOutputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mllm_response_info\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mLLMResponse\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mprompt_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mresponse_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33moutput\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mstream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33masync_stream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mraw_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mparsed_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidation_response\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mguarded_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mreasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidator_logs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'RegexMatch'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/regex_match'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m6127616944\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
"\u001b[39m \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=<class \u001b[0m\n",
"\u001b[32m'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'\u001b[0m\u001b[1m>\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33mstart_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m25\u001b[0m, \u001b[1;36m46\u001b[0m, \u001b[1;36m566512\u001b[0m\u001b[1m)\u001b[0m,\n",
" \u001b[33mend_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m25\u001b[0m, \u001b[1;36m46\u001b[0m, \u001b[1;36m637393\u001b[0m\u001b[1m)\u001b[0m\n",
" \u001b[1m)\u001b[0m\n",
" \u001b[1m]\u001b[0m,\n",
" \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mexception\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
" \u001b[1m)\u001b[0m\n",
" \u001b[1m)\u001b[0m\n",
" \u001b[1m]\u001b[0m,\n",
" \u001b[33minputs\u001b[0m=\u001b[1;35mCallInputs\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mllm_api\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mllm_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33minstructions\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mprompt\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mmsg_history\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mmessages\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
" \u001b[33mprompt_params\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
" \u001b[33mnum_reasks\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
" \u001b[33mfull_schema_reask\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n",
" \u001b[33mstream\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n",
" \u001b[33margs\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
" \u001b[33mkwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'api_key'\u001b[0m: \u001b[32m'****************************************************EnZS'\u001b[0m\u001b[1m}\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33mexception\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
" \u001b[1m)\u001b[0m\n",
"\u001b[1m]\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(name_case.history)"
]
}
],
"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"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Reference in New Issue Copy Permalink