diff --git a/responsible_ai/README.md b/responsible_ai/README.md index 84916bd46..c5c571f74 100644 --- a/responsible_ai/README.md +++ b/responsible_ai/README.md @@ -4,10 +4,26 @@ This repository contains pre-built examples to help customers get started with R ## Contents -- [bedrock-guardrails](./bedrock-guardrails) - Examples highlighting how Amazon Bedrock Guardrails can be used. -- [tdd-guardrail](./tdd-guardrails) - Explore a solution that automates building guardrails using a test-driven development approach. +### [bedrock-guardrails](./bedrock-guardrails) +Examples highlighting how Amazon Bedrock Guardrails can be used to implement safeguards for generative AI applications. + +| Notebook | Description | +|----------|-------------| +| [guardrails-api.ipynb](./bedrock-guardrails/guardrails-api.ipynb) | Create, update, version, and test guardrails using the Bedrock Python SDK. Covers topic policies, content filters, word filters, PII detection, and contextual grounding. | +| [bedrock_guardrails_apply_guardrail_api.ipynb](./bedrock-guardrails/bedrock_guardrails_apply_guardrail_api.ipynb) | Use the ApplyGuardrail API to evaluate text independently of model invocation. Demonstrates topic-based blocking and contextual grounding for hallucination detection. | +| [Apply_Guardrail_with_Streaming_and_Long_Context.ipynb](./bedrock-guardrails/Apply_Guardrail_with_Streaming_and_Long_Context.ipynb) | Apply guardrails with streaming responses and long-context documents, including chunked evaluation strategies. | +| [Guardrails with LangChain.ipynb](./bedrock-guardrails/Guardrails%20with%20LangChain.ipynb) | Integrate Bedrock Guardrails with LangChain chat chains and tool-calling agents. | +| [guardrails_image_content_filters_api.ipynb](./bedrock-guardrails/guardrails_image_content_filters_api.ipynb) | Configure and test image content filters to detect harmful visual content (violence, hate, etc.) using the Converse API and ApplyGuardrail API. Also demonstrates guardrails with image generation models. | + +### [tdd-guardrail](./tdd-guardrail) + +A test-driven development approach to iteratively building and improving guardrails using automated evaluations. + +| Notebook | Description | +|----------|-------------| +| [testing_refactoring_guardrails.ipynb](./tdd-guardrail/testing_refactoring_guardrails.ipynb) | Build a guardrail, create a test suite, evaluate results, then use an LLM to iteratively refine the guardrail's denied topics based on test failures — demonstrating measurable improvement over iterations. | ## Contributing -We welcome community contributions! Please ensure your sample aligns with [AWS best practices](https://aws.amazon.com/architecture/well-architected/), and please update the **Contents** section of this README file with a link to your sample, along with a description. +We welcome community contributions! Please ensure your sample aligns with [AWS best practices](https://aws.amazon.com/architecture/well-architected/), and please update the **Contents** section of this README file with a link to your sample, along with a description. diff --git a/responsible_ai/bedrock-guardrails/Apply_Guardrail_with_Streaming_and_Long_Context.ipynb b/responsible_ai/bedrock-guardrails/Apply_Guardrail_with_Streaming_and_Long_Context.ipynb index dd2aa7483..e31312eeb 100644 --- a/responsible_ai/bedrock-guardrails/Apply_Guardrail_with_Streaming_and_Long_Context.ipynb +++ b/responsible_ai/bedrock-guardrails/Apply_Guardrail_with_Streaming_and_Long_Context.ipynb @@ -30,7 +30,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:26.173074Z", + "iopub.status.busy": "2026-05-21T21:10:26.172963Z", + "iopub.status.idle": "2026-05-21T21:10:37.117097Z", + "shell.execute_reply": "2026-05-21T21:10:37.116558Z" + } + }, "outputs": [], "source": [ "#Start by installing the dependencies to ensure we have a recent version\n", @@ -51,13 +58,20 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:37.118697Z", + "iopub.status.busy": "2026-05-21T21:10:37.118581Z", + "iopub.status.idle": "2026-05-21T21:10:37.121056Z", + "shell.execute_reply": "2026-05-21T21:10:37.120718Z" + } + }, "outputs": [], "source": [ "# Let's specify the parameters needed for execution later\n", "\n", "REGION_NAME = \"us-east-1\"\n", - "MODEL_ID = \"anthropic.claude-3-haiku-20240307-v1:0\"\n", + "MODEL_ID = \"us.anthropic.claude-haiku-4-5-20251001-v1:0\"\n", "TEXT_UNIT = 1000 # characters\n", "LIMIT_TEXT_UNIT = 25" ] @@ -65,7 +79,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:37.122333Z", + "iopub.status.busy": "2026-05-21T21:10:37.122241Z", + "iopub.status.idle": "2026-05-21T21:10:37.246553Z", + "shell.execute_reply": "2026-05-21T21:10:37.246106Z" + } + }, "outputs": [], "source": [ "\n", @@ -92,148 +113,184 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:37.247872Z", + "iopub.status.busy": "2026-05-21T21:10:37.247810Z", + "iopub.status.idle": "2026-05-21T21:10:40.218635Z", + "shell.execute_reply": "2026-05-21T21:10:40.217969Z" + } + }, "outputs": [], "source": [ - "response = bedrock_client.create_guardrail(\n", - " name='fiduciary-advice',\n", - " description='Prevents the our model from providing fiduciary advice.',\n", - " topicPolicyConfig={\n", - " 'topicsConfig': [\n", + "try:\n", + " # Clean up any existing guardrail with the same name from previous runs\n", + " try:\n", + " _existing = bedrock_client.list_guardrails(maxResults=50)\n", + " for _g in _existing['guardrails']:\n", + " if _g['name'] == 'fiduciary-advice':\n", + " print(f\"Deleting existing guardrail: {_g['id']}\")\n", + " bedrock_client.delete_guardrail(guardrailIdentifier=_g['id'])\n", + " import time; time.sleep(2)\n", + " except Exception as e:\n", + " print(f\"Cleanup note: {e}\")\n", + " \n", + " response = bedrock_client.create_guardrail(\n", + " name='fiduciary-advice',\n", + " description='Prevents the our model from providing fiduciary advice.',\n", + " topicPolicyConfig={\n", + " 'topicsConfig': [\n", + " {\n", + " 'name': 'Fiduciary Advice',\n", + " 'definition': 'Providing personalized advice or recommendations on managing financial assets, investments, or trusts in a fiduciary capacity or assuming related obligations and liabilities.',\n", + " 'examples': [\n", + " 'What stocks should I invest in for my retirement?',\n", + " 'Is it a good idea to put my money in a mutual fund?',\n", + " 'How should I allocate my 401(k) investments?',\n", + " 'What type of trust fund should I set up for my children?',\n", + " 'Should I hire a financial advisor to manage my investments?'\n", + " ],\n", + " 'type': 'DENY'\n", + " }\n", + " ]\n", + " },\n", + " contentPolicyConfig={\n", + " 'filtersConfig': [\n", " {\n", - " 'name': 'Fiduciary Advice',\n", - " 'definition': 'Providing personalized advice or recommendations on managing financial assets, investments, or trusts in a fiduciary capacity or assuming related obligations and liabilities.',\n", - " 'examples': [\n", - " 'What stocks should I invest in for my retirement?',\n", - " 'Is it a good idea to put my money in a mutual fund?',\n", - " 'How should I allocate my 401(k) investments?',\n", - " 'What type of trust fund should I set up for my children?',\n", - " 'Should I hire a financial advisor to manage my investments?'\n", - " ],\n", - " 'type': 'DENY'\n", + " 'type': 'SEXUAL',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'VIOLENCE',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'HATE',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'INSULTS',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'MISCONDUCT',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'PROMPT_ATTACK',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'NONE'\n", " }\n", " ]\n", - " },\n", - " contentPolicyConfig={\n", - " 'filtersConfig': [\n", - " {\n", - " 'type': 'SEXUAL',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'VIOLENCE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'HATE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'INSULTS',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'MISCONDUCT',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", + " \n", " },\n", - " {\n", - " 'type': 'PROMPT_ATTACK',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'NONE'\n", - " }\n", - " ]\n", - "\n", + " wordPolicyConfig={\n", + " 'wordsConfig': [\n", + " {\n", + " 'text': 'fiduciary advice'\n", + " },\n", + " {\n", + " 'text': 'investment recommendations'\n", + " },\n", + " {\n", + " 'text': 'stock picks'\n", + " },\n", + " {\n", + " 'text': 'financial planning guidance'\n", + " },\n", + " {\n", + " 'text': 'portfolio allocation advice'\n", + " },\n", + " {\n", + " 'text': 'retirement fund suggestions'\n", + " },\n", + " {\n", + " 'text': 'wealth management tips'\n", + " },\n", + " {\n", + " 'text': 'trust fund setup'\n", + " },\n", + " {\n", + " 'text': 'investment strategy'\n", + " },\n", + " {\n", + " 'text': 'financial advisor recommendations'\n", + " }\n", + " ],\n", + " 'managedWordListsConfig': [\n", + " {\n", + " 'type': 'PROFANITY'\n", + " }\n", + " ]\n", " },\n", - "wordPolicyConfig={\n", - " 'wordsConfig': [\n", - " {\n", - " 'text': 'fiduciary advice'\n", - " },\n", - " {\n", - " 'text': 'investment recommendations'\n", - " },\n", - " {\n", - " 'text': 'stock picks'\n", - " },\n", - " {\n", - " 'text': 'financial planning guidance'\n", - " },\n", - " {\n", - " 'text': 'portfolio allocation advice'\n", - " },\n", - " {\n", - " 'text': 'retirement fund suggestions'\n", - " },\n", - " {\n", - " 'text': 'wealth management tips'\n", - " },\n", - " {\n", - " 'text': 'trust fund setup'\n", - " },\n", - " {\n", - " 'text': 'investment strategy'\n", - " },\n", - " {\n", - " 'text': 'financial advisor recommendations'\n", - " }\n", - " ],\n", - " 'managedWordListsConfig': [\n", - " {\n", - " 'type': 'PROFANITY'\n", - " }\n", - " ]\n", - "},\n", - "sensitiveInformationPolicyConfig={\n", - " 'piiEntitiesConfig': [\n", - " {\n", - " 'type': 'EMAIL',\n", - " 'action': 'ANONYMIZE'\n", - " },\n", - " {\n", - " 'type': 'PHONE',\n", - " 'action': 'ANONYMIZE'\n", - " },\n", - " {\n", - " 'type': 'NAME',\n", - " 'action': 'ANONYMIZE'\n", - " },\n", - " {\n", - " 'type': 'US_SOCIAL_SECURITY_NUMBER',\n", - " 'action': 'BLOCK'\n", - " },\n", - " {\n", - " 'type': 'US_BANK_ACCOUNT_NUMBER',\n", - " 'action': 'BLOCK'\n", - " },\n", - " {\n", - " 'type': 'CREDIT_DEBIT_CARD_NUMBER',\n", - " 'action': 'BLOCK'\n", - " }\n", - " ],\n", - " 'regexesConfig': [\n", - " {\n", - " 'name': 'Account Number',\n", - " 'description': 'Matches account numbers in the format XXXXXX1234',\n", - " 'pattern': r'\\b\\d{6}\\d{4}\\b',\n", - " 'action': 'ANONYMIZE'\n", - " }\n", - " ]\n", - "},\n", - " blockedInputMessaging='I apologize, but I am not able to provide fiduciary advice. Additionally, it seems that you may have included some sensitive personal or financial information in your request. For your privacy and security, please modify your input and try again without including any personal, financial, or restricted details.',\n", - " blockedOutputsMessaging='I apologize, but I am not able to provide fiduciary advice. Additionally, it seems that you may have included some sensitive personal or financial information in your request. For your privacy and security, please modify your input and try again without including any personal, financial, or restricted details.',\n", - ")\n", - "print(response)" + " sensitiveInformationPolicyConfig={\n", + " 'piiEntitiesConfig': [\n", + " {\n", + " 'type': 'EMAIL',\n", + " 'action': 'ANONYMIZE'\n", + " },\n", + " {\n", + " 'type': 'PHONE',\n", + " 'action': 'ANONYMIZE'\n", + " },\n", + " {\n", + " 'type': 'NAME',\n", + " 'action': 'ANONYMIZE'\n", + " },\n", + " {\n", + " 'type': 'US_SOCIAL_SECURITY_NUMBER',\n", + " 'action': 'BLOCK'\n", + " },\n", + " {\n", + " 'type': 'US_BANK_ACCOUNT_NUMBER',\n", + " 'action': 'BLOCK'\n", + " },\n", + " {\n", + " 'type': 'CREDIT_DEBIT_CARD_NUMBER',\n", + " 'action': 'BLOCK'\n", + " }\n", + " ],\n", + " 'regexesConfig': [\n", + " {\n", + " 'name': 'Account Number',\n", + " 'description': 'Matches account numbers in the format XXXXXX1234',\n", + " 'pattern': r'\\b\\d{6}\\d{4}\\b',\n", + " 'action': 'ANONYMIZE'\n", + " }\n", + " ]\n", + " },\n", + " blockedInputMessaging='I apologize, but I am not able to provide fiduciary advice. Additionally, it seems that you may have included some sensitive personal or financial information in your request. For your privacy and security, please modify your input and try again without including any personal, financial, or restricted details.',\n", + " blockedOutputsMessaging='I apologize, but I am not able to provide fiduciary advice. Additionally, it seems that you may have included some sensitive personal or financial information in your request. For your privacy and security, please modify your input and try again without including any personal, financial, or restricted details.',\n", + " )\n", + " print(response)\n", + "except bedrock_client.exceptions.ConflictException:\n", + " # Guardrail 'fiduciary-advice' already exists from a prior run - reuse it\n", + " print(\"Guardrail 'fiduciary-advice' already exists. Reusing existing guardrail.\")\n", + " _existing = bedrock_client.list_guardrails(maxResults=50)\n", + " for _g in _existing['guardrails']:\n", + " if _g['name'] == 'fiduciary-advice':\n", + " response = bedrock_client.get_guardrail(guardrailIdentifier=_g['id'], guardrailVersion='DRAFT')\n", + " response['guardrailId'] = _g['id']\n", + " print(f\" Reusing guardrail ID: {_g['id']}\")\n", + " break\n" ] }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:40.220328Z", + "iopub.status.busy": "2026-05-21T21:10:40.220216Z", + "iopub.status.idle": "2026-05-21T21:10:40.222549Z", + "shell.execute_reply": "2026-05-21T21:10:40.222200Z" + } + }, "outputs": [], "source": [ "guardrail_id = response['guardrailId']\n", @@ -264,7 +321,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:40.224157Z", + "iopub.status.busy": "2026-05-21T21:10:40.224077Z", + "iopub.status.idle": "2026-05-21T21:10:40.256881Z", + "shell.execute_reply": "2026-05-21T21:10:40.256366Z" + } + }, "outputs": [], "source": [ "\n", @@ -336,7 +400,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:40.258788Z", + "iopub.status.busy": "2026-05-21T21:10:40.258684Z", + "iopub.status.idle": "2026-05-21T21:10:40.264433Z", + "shell.execute_reply": "2026-05-21T21:10:40.263966Z" + } + }, "outputs": [], "source": [ "from botocore.exceptions import ClientError\n", @@ -460,7 +531,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:40.265758Z", + "iopub.status.busy": "2026-05-21T21:10:40.265692Z", + "iopub.status.idle": "2026-05-21T21:10:48.393589Z", + "shell.execute_reply": "2026-05-21T21:10:48.393087Z" + } + }, "outputs": [], "source": [ "sample_1 = \"List 3 names of prominent CEOs and later tell me what is a bank and what are the benefits of opening a savings account?\"\n", @@ -477,7 +555,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:48.395499Z", + "iopub.status.busy": "2026-05-21T21:10:48.395397Z", + "iopub.status.idle": "2026-05-21T21:10:48.397837Z", + "shell.execute_reply": "2026-05-21T21:10:48.397454Z" + } + }, "outputs": [], "source": [ "for guardrail in applied_guardrails:\n", @@ -497,7 +582,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:48.399547Z", + "iopub.status.busy": "2026-05-21T21:10:48.399419Z", + "iopub.status.idle": "2026-05-21T21:10:54.635967Z", + "shell.execute_reply": "2026-05-21T21:10:54.635140Z" + } + }, "outputs": [], "source": [ "sample_2 = \"Tell me about why financial independence is important and only at the very end ask the question if you can help me to invest after retirement?\"\n", @@ -514,7 +606,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:54.637997Z", + "iopub.status.busy": "2026-05-21T21:10:54.637862Z", + "iopub.status.idle": "2026-05-21T21:10:54.640682Z", + "shell.execute_reply": "2026-05-21T21:10:54.640055Z" + } + }, "outputs": [], "source": [ "for guardrail in applied_guardrails:\n", @@ -542,7 +641,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:54.642159Z", + "iopub.status.busy": "2026-05-21T21:10:54.642041Z", + "iopub.status.idle": "2026-05-21T21:10:54.645324Z", + "shell.execute_reply": "2026-05-21T21:10:54.644742Z" + } + }, "outputs": [], "source": [ "letter = open('./data/shareholder_letter.txt', 'r').read()\n", @@ -552,7 +658,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:54.646753Z", + "iopub.status.busy": "2026-05-21T21:10:54.646654Z", + "iopub.status.idle": "2026-05-21T21:10:56.107727Z", + "shell.execute_reply": "2026-05-21T21:10:56.107114Z" + } + }, "outputs": [], "source": [ "blocked, new_text, guardrail_response = apply_guardrail_full_text(letter, \"INPUT\", guardrail_id, guardrail_version)\n", @@ -576,7 +689,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:56.110034Z", + "iopub.status.busy": "2026-05-21T21:10:56.109879Z", + "iopub.status.idle": "2026-05-21T21:10:56.114246Z", + "shell.execute_reply": "2026-05-21T21:10:56.113594Z" + } + }, "outputs": [], "source": [ "financial_story = open('./data/financial_story.txt', 'r').read()\n", @@ -587,7 +707,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:56.115881Z", + "iopub.status.busy": "2026-05-21T21:10:56.115784Z", + "iopub.status.idle": "2026-05-21T21:10:57.651761Z", + "shell.execute_reply": "2026-05-21T21:10:57.651105Z" + } + }, "outputs": [], "source": [ "blocked, new_text, guardrail_response = apply_guardrail_full_text(large_text, \"INPUT\", guardrail_id, guardrail_version)\n", @@ -611,7 +738,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:57.653613Z", + "iopub.status.busy": "2026-05-21T21:10:57.653476Z", + "iopub.status.idle": "2026-05-21T21:10:57.887799Z", + "shell.execute_reply": "2026-05-21T21:10:57.887281Z" + } + }, "outputs": [], "source": [ "bedrock_client.delete_guardrail(guardrailIdentifier=guardrail_id)" @@ -648,7 +782,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/responsible_ai/bedrock-guardrails/Guardrails with LangChain.ipynb b/responsible_ai/bedrock-guardrails/Guardrails with LangChain.ipynb index 11c424581..9333171ae 100644 --- a/responsible_ai/bedrock-guardrails/Guardrails with LangChain.ipynb +++ b/responsible_ai/bedrock-guardrails/Guardrails with LangChain.ipynb @@ -35,7 +35,12 @@ "execution_count": null, "id": "e193d572", "metadata": { - "scrolled": true + "execution": { + "iopub.execute_input": "2026-05-21T21:03:19.468168Z", + "iopub.status.busy": "2026-05-21T21:03:19.468047Z", + "iopub.status.idle": "2026-05-21T21:03:19.472083Z", + "shell.execute_reply": "2026-05-21T21:03:19.471689Z" + } }, "outputs": [], "source": [ @@ -58,7 +63,14 @@ "cell_type": "code", "execution_count": null, "id": "79b89ef1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:19.473918Z", + "iopub.status.busy": "2026-05-21T21:03:19.473814Z", + "iopub.status.idle": "2026-05-21T21:03:19.830382Z", + "shell.execute_reply": "2026-05-21T21:03:19.829944Z" + } + }, "outputs": [], "source": [ "import boto3\n", @@ -78,9 +90,18 @@ "cell_type": "code", "execution_count": null, "id": "22c83cfb", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:19.831645Z", + "iopub.status.busy": "2026-05-21T21:03:19.831570Z", + "iopub.status.idle": "2026-05-21T21:03:20.615410Z", + "shell.execute_reply": "2026-05-21T21:03:20.614816Z" + } + }, "outputs": [], "source": [ + "from datetime import datetime\n", + "\n", "response = bedrock.create_guardrail(\n", " name = 'financial'+f'-{datetime.now().strftime(\"%Y%m%d-%H%M\")}',\n", " topicPolicyConfig = {\n", @@ -93,11 +114,18 @@ " }\n", " ]\n", " },\n", - " blockedInputMessaging = 'Sorry I cannot respond to that.',\n", - " blockedOutputsMessaging = 'Sorry I cannot respond to that.'\n", + " blockedInputMessaging = 'Sorry, I am not able to help with financial advise.',\n", + " blockedOutputsMessaging = 'Sorry, I am not able to help with financial advise.',\n", ")\n", "guardrailId = response['guardrailId']\n", - "print(f'guardrailId:{guardrailId}'')" + "\n", + "# Create a version\n", + "bedrock.create_guardrail_version(\n", + " guardrailIdentifier=guardrailId,\n", + " description='Version 1'\n", + ")\n", + "\n", + "print(f'guardrailId:{guardrailId}')\n" ] }, { @@ -122,15 +150,22 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "4593197f", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:20.616753Z", + "iopub.status.busy": "2026-05-21T21:03:20.616666Z", + "iopub.status.idle": "2026-05-21T21:03:21.366957Z", + "shell.execute_reply": "2026-05-21T21:03:21.366569Z" + } + }, "outputs": [], "source": [ "from langchain_core.messages import HumanMessage\n", "from langchain_aws.chat_models import ChatBedrock\n", "\n", - "llm_model_id='anthropic.claude-3-haiku-20240307-v1:0'\n", + "llm_model_id='us.anthropic.claude-haiku-4-5-20251001-v1:0'\n", "\n", "chat = ChatBedrock(\n", " model_id=llm_model_id,\n", @@ -148,17 +183,25 @@ "cell_type": "markdown", "id": "f89f9dea", "metadata": {}, + "outputs": [], "source": [ "We're ready for testing our chat including the Guardrail. Let's test a case with and a case without Guardrail intervention.\n", "\n", - "Note we're using an Anthropic Claude 3 model in our example, hence we need to structure our prompt following the messages format." + "We use LangChain's `HumanMessage` to structure our prompts — this is LangChain's standard message interface and works with any model supported by `ChatBedrock`." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "86edd5fb", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:21.368346Z", + "iopub.status.busy": "2026-05-21T21:03:21.368252Z", + "iopub.status.idle": "2026-05-21T21:03:21.369997Z", + "shell.execute_reply": "2026-05-21T21:03:21.369717Z" + } + }, "outputs": [], "source": [ "def set_messages(prompt):\n", @@ -172,36 +215,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "fee9f780", "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Prompt:\n", - "What is a checking account?\n", - "Output:\n", - "A checking account is a type of bank account that allows you to deposit money, withdraw cash, and make payments or purchases by check or electronic transfer. The key features of a checking account include:\n", - "\n", - "1. Deposit and withdrawal: You can deposit money into the account and withdraw cash as needed, usually through ATM withdrawals, debit card purchases, or writing checks.\n", - "\n", - "2. Payments and transfers: You can use the account to pay bills, make purchases, or transfer money to other accounts, either by writing checks, using a debit card, or through online/mobile banking.\n", - "\n", - "3. Record keeping: The bank provides you with regular statements that show all the transactions in your account, allowing you to keep track of your spending and balance.\n", - "\n", - "4. Availability of funds: The money in a checking account is readily available for use, unlike savings accounts which may have restrictions on withdrawals.\n", - "\n", - "5. Interest: Checking accounts typically earn little to no interest, unlike savings accounts which are designed to earn interest on deposits.\n", - "\n", - "Checking accounts are a common and essential banking product used by individuals and businesses to manage their day-to-day financial transactions and cash flow. They provide easy access to your money while also allowing you to keep track of your spending.\n" - ] + "execution": { + "iopub.execute_input": "2026-05-21T21:03:21.371149Z", + "iopub.status.busy": "2026-05-21T21:03:21.371090Z", + "iopub.status.idle": "2026-05-21T21:03:25.216530Z", + "shell.execute_reply": "2026-05-21T21:03:25.216053Z" } - ], + }, + "outputs": [], "source": [ "prompt = 'What is a checking account?'\n", "output = chat.invoke(set_messages(prompt))\n", @@ -211,22 +235,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "12b29d9f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Prompt:\n", - "What is a good stock to invest on?\n", - "Output:\n", - "Sorry, I cannot answer this question.\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:25.218299Z", + "iopub.status.busy": "2026-05-21T21:03:25.218191Z", + "iopub.status.idle": "2026-05-21T21:03:25.712789Z", + "shell.execute_reply": "2026-05-21T21:03:25.712189Z" } - ], + }, + "outputs": [], "source": [ "prompt = 'What is a good stock to invest on?'\n", "output = chat.invoke(set_messages(prompt))\n", @@ -238,6 +257,7 @@ "cell_type": "markdown", "id": "ac97ce7f", "metadata": {}, + "outputs": [], "source": [ "### Guardrails with LangChain Agents\n", "\n", @@ -245,22 +265,29 @@ "\n", "\"Agent\n", "\n", - "First, we import the required libraries and define the model to use. In this case again, Anthropic Claude 3 Haiku." + "First, we import the required libraries and define the model to use." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "d64da23a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:25.714217Z", + "iopub.status.busy": "2026-05-21T21:03:25.714111Z", + "iopub.status.idle": "2026-05-21T21:03:26.190185Z", + "shell.execute_reply": "2026-05-21T21:03:26.189752Z" + } + }, "outputs": [], "source": [ "from langchain_aws.chat_models import ChatBedrock\n", "from langchain_core.prompts import ChatPromptTemplate\n", "from langchain_core.tools import tool\n", - "from langchain.agents import create_tool_calling_agent, AgentExecutor\n", + "from langchain_classic.agents import create_tool_calling_agent, AgentExecutor\n", "\n", - "llm_model_id='anthropic.claude-3-haiku-20240307-v1:0'" + "llm_model_id='us.anthropic.claude-haiku-4-5-20251001-v1:0'" ] }, { @@ -273,9 +300,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "2413b1dd", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:26.191636Z", + "iopub.status.busy": "2026-05-21T21:03:26.191527Z", + "iopub.status.idle": "2026-05-21T21:03:26.196243Z", + "shell.execute_reply": "2026-05-21T21:03:26.195948Z" + } + }, "outputs": [], "source": [ "@tool\n", @@ -306,9 +340,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "ec0d0977", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:26.197388Z", + "iopub.status.busy": "2026-05-21T21:03:26.197331Z", + "iopub.status.idle": "2026-05-21T21:03:26.207383Z", + "shell.execute_reply": "2026-05-21T21:03:26.207026Z" + } + }, "outputs": [], "source": [ "prompt = ChatPromptTemplate.from_messages([\n", @@ -344,64 +385,17 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "86c10186", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", - "\u001b[32;1m\u001b[1;3mOkay, let's break this down step-by-step:\n", - "\n", - "\n", - "\n", - "exponentiate\n", - "\n", - "5\n", - "2.743\n", - "\n", - "\n", - "\n", - "\n", - "5 raised to the 2.743 power is 25.0.\n", - "\n", - "\n", - "\n", - "add\n", - "\n", - "3\n", - "25.0\n", - "\n", - "\n", - "\n", - "\n", - "3 plus 25.0 is 28.0.\n", - "\n", - "\n", - "\n", - "add\n", - "\n", - "17.24\n", - "-918.1241\n", - "\n", - "\n", - "\n", - "\n", - "17.24 minus 918.1241 is -900.8841.\n", - "\n", - "So the final results are:\n", - "3 + 5^2.743 = 28.0\n", - "17.24 - 918.1241 = -900.8841\u001b[0m\n", - "\n", - "\u001b[1m> Finished chain.\u001b[0m\n", - "{'input': \"what's 3 plus 5 raised to the 2.743. also what's 17.24 - 918.1241\", 'output': \"Okay, let's break this down step-by-step:\\n\\n\\n\\nexponentiate\\n\\n5\\n2.743\\n\\n\\n\\n\\n5 raised to the 2.743 power is 25.0.\\n\\n\\n\\nadd\\n\\n3\\n25.0\\n\\n\\n\\n\\n3 plus 25.0 is 28.0.\\n\\n\\n\\nadd\\n\\n17.24\\n-918.1241\\n\\n\\n\\n\\n17.24 minus 918.1241 is -900.8841.\\n\\nSo the final results are:\\n3 + 5^2.743 = 28.0\\n17.24 - 918.1241 = -900.8841\"}\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:26.208607Z", + "iopub.status.busy": "2026-05-21T21:03:26.208539Z", + "iopub.status.idle": "2026-05-21T21:03:33.149924Z", + "shell.execute_reply": "2026-05-21T21:03:33.148953Z" } - ], + }, + "outputs": [], "source": [ "output = agent_executor.invoke({\"input\": \"what's 3 plus 5 raised to the 2.743. also what's 17.24 - 918.1241\", })\n", "print(output)" @@ -409,24 +403,17 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "e22d86c9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", - "\u001b[32;1m\u001b[1;3mSorry, I cannot answer this question.\u001b[0m\n", - "\n", - "\u001b[1m> Finished chain.\u001b[0m\n", - "{'input': 'What is the best stock to invest on?', 'output': 'Sorry, I cannot answer this question.'}\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:03:33.152248Z", + "iopub.status.busy": "2026-05-21T21:03:33.152075Z", + "iopub.status.idle": "2026-05-21T21:03:33.750425Z", + "shell.execute_reply": "2026-05-21T21:03:33.749391Z" } - ], + }, + "outputs": [], "source": [ "output = agent_executor.invoke({\"input\": \"What is the best stock to invest on?\", })\n", "print(output)" diff --git a/responsible_ai/bedrock-guardrails/bedrock_guardrails_apply_guardrail_api.ipynb b/responsible_ai/bedrock-guardrails/bedrock_guardrails_apply_guardrail_api.ipynb index 003cb5f7b..64917763b 100644 --- a/responsible_ai/bedrock-guardrails/bedrock_guardrails_apply_guardrail_api.ipynb +++ b/responsible_ai/bedrock-guardrails/bedrock_guardrails_apply_guardrail_api.ipynb @@ -54,6 +54,12 @@ "execution_count": null, "id": "bd569723-3c66-4569-82a0-a2538eb73921", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T17:31:33.401817Z", + "iopub.status.busy": "2026-05-21T17:31:33.401722Z", + "iopub.status.idle": "2026-05-21T17:31:39.395031Z", + "shell.execute_reply": "2026-05-21T17:31:39.394600Z" + }, "tags": [] }, "outputs": [], @@ -69,20 +75,16 @@ "id": "a3480e72-04ac-4caf-86bd-0fae2cb8fcc1", "metadata": {}, "source": [ - "### Important: Create a Guardrail First\n", + "### Creating a Guardrail\n", "\n", - "Before running the code to apply a guardrail, you need to create a guardrail in Amazon Bedrock. If you haven't created a guardrail yet, please follow these steps:\n", + "The next cell creates a guardrail configured with:\n", "\n", - "1. Visit the following GitHub notebook for detailed instructions on creating and using guardrails:\n", - " [Guardrails for Amazon Bedrock Samples](https://github.com/aws-samples/amazon-bedrock-samples/blob/main/responsible-ai/guardrails-for-amazon-bedrock-samples/guardrails-api.ipynb)\n", + "- **Topic Policy**: Blocks fiduciary/investment advice (e.g., \"Is AB503 better than the S&P 500?\")\n", + "- **Content Filters**: Blocks harmful content (sexual, violence, hate, insults, misconduct, prompt attacks)\n", + "- **Sensitive Information**: Anonymizes PII (email, phone, name) and blocks SSNs\n", + "- **Contextual Grounding**: Checks that model outputs are grounded in source material (threshold: 0.75)\n", "\n", - "2. Follow the instructions in the notebook to create your guardrail.\n", - "\n", - "3. Make note of the `guardrail_id` and `guardrail_version` that you create, as you'll need these values for the code in this notebook.\n", - "\n", - "4. Once you have created your guardrail and have the necessary information, you can return to this notebook and run the code to apply the guardrail.\n", - "\n", - "Remember: The `guardrail_id` and `guardrail_version` variables in the code must be set to the values of the guardrail you created before running the API call." + "This guardrail will be used in the cells that follow to demonstrate both topic-based blocking and contextual grounding detection." ] }, { @@ -90,6 +92,12 @@ "execution_count": null, "id": "e8a845db-851d-405d-b6f5-819a214ffa52", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T17:31:39.396465Z", + "iopub.status.busy": "2026-05-21T17:31:39.396370Z", + "iopub.status.idle": "2026-05-21T17:31:40.365874Z", + "shell.execute_reply": "2026-05-21T17:31:40.365223Z" + }, "tags": [] }, "outputs": [], @@ -98,28 +106,97 @@ "import json\n", "from botocore.exceptions import ClientError\n", "from typing import Dict, Any\n", + "from datetime import datetime\n", "\n", + "bedrock_client = boto3.client('bedrock', region_name='us-east-1')\n", + "bedrock_runtime = boto3.client('bedrock-runtime', region_name='us-east-1')\n", "\n", - "bedrock_runtime = boto3.client('bedrock-runtime')\n", + "# Create a guardrail that blocks fiduciary/investment advice and checks\n", + "# contextual grounding. The topic policy targets investment recommendations\n", + "# and comparisons, while allowing factual product rate inquiries.\n", + "guardrail_name = f'apply-guardrail-demo-{datetime.now().strftime(\"%Y%m%d-%H%M%S\")}'\n", "\n", - "# Specific guardrail ID and version\n", - "guardrail_id = \"\" # Adjust with your Guardrail Info\n", - "guardrail_version = \"\"# Adjust with your Guardrail Info" + "try:\n", + " create_response = bedrock_client.create_guardrail(\n", + " name=guardrail_name,\n", + " description='Prevents the model from providing fiduciary advice.',\n", + " topicPolicyConfig={\n", + " 'topicsConfig': [{\n", + " 'name': 'Fiduciary Advice',\n", + " 'definition': 'Providing personalized recommendations on whether to buy, sell, or compare specific investments, or advising on portfolio allocation and retirement planning.',\n", + " 'examples': [\n", + " 'Is the AB503 Product a better investment than the S&P 500?',\n", + " 'Should I invest in this fund for my retirement?',\n", + " 'What stocks should I buy right now?',\n", + " 'How should I allocate my 401(k)?',\n", + " ],\n", + " 'type': 'DENY'\n", + " }]\n", + " },\n", + " contentPolicyConfig={\n", + " 'filtersConfig': [\n", + " {'type': 'SEXUAL', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'VIOLENCE', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'HATE', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'INSULTS', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'MISCONDUCT', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'PROMPT_ATTACK', 'inputStrength': 'HIGH', 'outputStrength': 'NONE'}\n", + " ]\n", + " },\n", + " sensitiveInformationPolicyConfig={\n", + " 'piiEntitiesConfig': [\n", + " {'type': 'EMAIL', 'action': 'ANONYMIZE'},\n", + " {'type': 'PHONE', 'action': 'ANONYMIZE'},\n", + " {'type': 'NAME', 'action': 'ANONYMIZE'},\n", + " {'type': 'US_SOCIAL_SECURITY_NUMBER', 'action': 'BLOCK'},\n", + " ]\n", + " },\n", + " contextualGroundingPolicyConfig={\n", + " 'filtersConfig': [\n", + " {'type': 'GROUNDING', 'threshold': 0.75},\n", + " {'type': 'RELEVANCE', 'threshold': 0.75}\n", + " ]\n", + " },\n", + " blockedInputMessaging=\"I can provide general info about Acme Financial's products and services, but I am not able to address your request. For personalized help, please contact our customer service team directly.\",\n", + " blockedOutputsMessaging=\"I can provide general info about Acme Financial's products and services, but I am not able to address your request. For personalized help, please contact our customer service team directly.\",\n", + " )\n", + " print(f\"Created guardrail: {create_response['guardrailId']}\")\n", + "except bedrock_client.exceptions.ConflictException:\n", + " print(\"Guardrail name conflict (unexpected with timestamp).\")\n", + " raise\n", + "\n", + "guardrail_id = create_response['guardrailId']\n", + "\n", + "# Create a version\n", + "version_response = bedrock_client.create_guardrail_version(\n", + " guardrailIdentifier=guardrail_id,\n", + " description='Version 1 for demo'\n", + ")\n", + "guardrail_version = version_response['version']\n", + "\n", + "print(f\"Guardrail ID: {guardrail_id}\")\n", + "print(f\"Guardrail Version: {guardrail_version}\")\n" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "b054717b-c1d8-4c33-b0ac-80c446011a93", + "cell_type": "markdown", + "id": "8efc02e7", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Now let's apply the guardrail to an investment question; it should block the request." + ] }, { "cell_type": "code", "execution_count": null, "id": "6c98f4b1-129f-4c1a-8ce9-15482a52c52b", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T17:31:40.367571Z", + "iopub.status.busy": "2026-05-21T17:31:40.367448Z", + "iopub.status.idle": "2026-05-21T17:31:41.498356Z", + "shell.execute_reply": "2026-05-21T17:31:41.497746Z" + }, "tags": [] }, "outputs": [], @@ -173,11 +250,25 @@ " print(\"No response available due to early exception.\")\n" ] }, + { + "cell_type": "markdown", + "id": "ad28e68a", + "metadata": {}, + "source": [ + "Now, we use the Contextual Grounding guardrail to indicate whether the answer is grounded in the source data. This is often used in Retrieval Augmented Generation (RAG) systems to prevent hallucination. In this case, the rate is correct but the product is *non* guaranteed, so the guardrail should block the response because it is not properly grounded." + ] + }, { "cell_type": "code", "execution_count": null, "id": "c189e5ab-4a38-417e-b766-e84efbea17b4", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T17:31:41.500417Z", + "iopub.status.busy": "2026-05-21T17:31:41.500287Z", + "iopub.status.idle": "2026-05-21T17:31:41.889117Z", + "shell.execute_reply": "2026-05-21T17:31:41.888691Z" + }, "tags": [] }, "outputs": [], @@ -218,6 +309,14 @@ " print(\"API Response:\")\n", " print(json.dumps(response, indent=2))\n", " \n", + " # Report contextual grounding scores\n", + " for assessment in response.get('assessments', []):\n", + " if 'contextualGroundingPolicy' in assessment:\n", + " print(\"\\n--- Contextual Grounding Results ---\")\n", + " for f in assessment['contextualGroundingPolicy']['filters']:\n", + " status = \"BLOCKED\" if f['action'] == \"BLOCKED\" else \"PASSED\"\n", + " print(f\" {f['type']}: score={f['score']:.2f} (threshold={f['threshold']:.2f}) → {status}\")\n", + "\n", " # Check the action taken by the guardrail\n", " if response['action'] == 'GUARDRAIL_INTERVENED':\n", " print(\"\\nGuardrail intervened. Output:\")\n", @@ -235,6 +334,26 @@ " print(\"No response available due to early exception.\")" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "580ddcf3", + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T17:31:41.890818Z", + "iopub.status.busy": "2026-05-21T17:31:41.890622Z", + "iopub.status.idle": "2026-05-21T17:31:41.933095Z", + "shell.execute_reply": "2026-05-21T17:31:41.931903Z" + } + }, + "outputs": [], + "source": [ + "# ⚠️ The sections below require a SageMaker endpoint and VoyageAI SDK.\n", + "# Set this to True after configuring your endpoint and API keys.\n", + "SAGEMAKER_CONFIGURED = False\n", + "assert SAGEMAKER_CONFIGURED, \"⚠️ Stop: The cells below require a SageMaker endpoint. Set SAGEMAKER_CONFIGURED = True above after setup.\"" + ] + }, { "cell_type": "markdown", "id": "5225dd51-c1a3-4621-a902-f9700d8ac6b4", @@ -276,6 +395,12 @@ "execution_count": null, "id": "f1ba3ec3-f553-4e46-9475-a0f96809b238", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T14:22:55.746199Z", + "iopub.status.busy": "2026-05-21T14:22:55.746071Z", + "iopub.status.idle": "2026-05-21T14:22:55.790606Z", + "shell.execute_reply": "2026-05-21T14:22:55.790100Z" + }, "tags": [] }, "outputs": [], @@ -942,9 +1067,9 @@ ], "metadata": { "kernelspec": { - "display_name": "conda_tensorflow2_p310", + "display_name": ".venv", "language": "python", - "name": "conda_tensorflow2_p310" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -956,7 +1081,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/responsible_ai/bedrock-guardrails/guardrails-api.ipynb b/responsible_ai/bedrock-guardrails/guardrails-api.ipynb index e891af2f5..b550b59a7 100644 --- a/responsible_ai/bedrock-guardrails/guardrails-api.ipynb +++ b/responsible_ai/bedrock-guardrails/guardrails-api.ipynb @@ -22,6 +22,12 @@ "execution_count": null, "id": "a3742f60-6efc-493a-a887-0cd34ccdd684", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:11.380764Z", + "iopub.status.busy": "2026-05-21T21:10:11.380680Z", + "iopub.status.idle": "2026-05-21T21:10:16.434238Z", + "shell.execute_reply": "2026-05-21T21:10:16.433822Z" + }, "tags": [] }, "outputs": [], @@ -37,6 +43,12 @@ "execution_count": null, "id": "a62adfd9-77dc-4f02-9934-ac4f59cf04b5", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:16.435523Z", + "iopub.status.busy": "2026-05-21T21:10:16.435438Z", + "iopub.status.idle": "2026-05-21T21:10:16.538180Z", + "shell.execute_reply": "2026-05-21T21:10:16.537824Z" + }, "tags": [] }, "outputs": [], @@ -65,119 +77,147 @@ "execution_count": null, "id": "555dac9b-f33b-412d-aec3-ef586d2fcdd8", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:16.540941Z", + "iopub.status.busy": "2026-05-21T21:10:16.540866Z", + "iopub.status.idle": "2026-05-21T21:10:17.286669Z", + "shell.execute_reply": "2026-05-21T21:10:17.285815Z" + }, "tags": [] }, "outputs": [], "source": [ - "create_response = client.create_guardrail(\n", - " name='fiduciary-advice',\n", - " description='Prevents the our model from providing fiduciary advice.',\n", - " topicPolicyConfig={\n", - " 'topicsConfig': [\n", - " {\n", - " 'name': 'Fiduciary Advice',\n", - " 'definition': 'Providing personalized advice or recommendations on managing financial assets, investments, or trusts in a fiduciary capacity or assuming related obligations and liabilities.',\n", - " 'examples': [\n", - " 'What stocks should I invest in for my retirement?',\n", - " 'Is it a good idea to put my money in a mutual fund?',\n", - " 'How should I allocate my 401(k) investments?',\n", - " 'What type of trust fund should I set up for my children?',\n", - " 'Should I hire a financial advisor to manage my investments?'\n", - " ],\n", - " 'type': 'DENY'\n", - " }\n", - " ]\n", - " },\n", - " contentPolicyConfig={\n", - " 'filtersConfig': [\n", - " {\n", - " 'type': 'SEXUAL',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'VIOLENCE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'HATE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'INSULTS',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'MISCONDUCT',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'PROMPT_ATTACK',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'NONE'\n", - " }\n", - " ]\n", - " },\n", - " wordPolicyConfig={\n", - " 'wordsConfig': [\n", - " {'text': 'fiduciary advice'},\n", - " {'text': 'investment recommendations'},\n", - " {'text': 'stock picks'},\n", - " {'text': 'financial planning guidance'},\n", - " {'text': 'portfolio allocation advice'},\n", - " {'text': 'retirement fund suggestions'},\n", - " {'text': 'wealth management tips'},\n", - " {'text': 'trust fund setup'},\n", - " {'text': 'investment strategy'},\n", - " {'text': 'financial advisor recommendations'}\n", - " ],\n", - " 'managedWordListsConfig': [\n", - " {'type': 'PROFANITY'}\n", + "try:\n", + " # Clean up any existing guardrail with the same name from previous runs\n", + " try:\n", + " _existing = client.list_guardrails(maxResults=50)\n", + " for _g in _existing['guardrails']:\n", + " if _g['name'] == 'fiduciary-advice':\n", + " print(f\"Deleting existing guardrail: {_g['id']}\")\n", + " client.delete_guardrail(guardrailIdentifier=_g['id'])\n", + " import time; time.sleep(2)\n", + " except Exception as e:\n", + " print(f\"Cleanup note: {e}\")\n", + " \n", + " create_response = client.create_guardrail(\n", + " name='fiduciary-advice',\n", + " description='Prevents the our model from providing fiduciary advice.',\n", + " topicPolicyConfig={\n", + " 'topicsConfig': [\n", + " {\n", + " 'name': 'Fiduciary Advice',\n", + " 'definition': 'Providing personalized advice or recommendations on managing financial assets, investments, or trusts in a fiduciary capacity or assuming related obligations and liabilities.',\n", + " 'examples': [\n", + " 'What stocks should I invest in for my retirement?',\n", + " 'Is it a good idea to put my money in a mutual fund?',\n", + " 'How should I allocate my 401(k) investments?',\n", + " 'What type of trust fund should I set up for my children?',\n", + " 'Should I hire a financial advisor to manage my investments?'\n", + " ],\n", + " 'type': 'DENY'\n", + " }\n", + " ]\n", + " },\n", + " contentPolicyConfig={\n", + " 'filtersConfig': [\n", + " {\n", + " 'type': 'SEXUAL',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'VIOLENCE',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'HATE',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'INSULTS',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'MISCONDUCT',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'PROMPT_ATTACK',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'NONE'\n", + " }\n", + " ]\n", + " },\n", + " wordPolicyConfig={\n", + " 'wordsConfig': [\n", + " {'text': 'fiduciary advice'},\n", + " {'text': 'investment recommendations'},\n", + " {'text': 'stock picks'},\n", + " {'text': 'financial planning guidance'},\n", + " {'text': 'portfolio allocation advice'},\n", + " {'text': 'retirement fund suggestions'},\n", + " {'text': 'wealth management tips'},\n", + " {'text': 'trust fund setup'},\n", + " {'text': 'investment strategy'},\n", + " {'text': 'financial advisor recommendations'}\n", + " ],\n", + " 'managedWordListsConfig': [\n", + " {'type': 'PROFANITY'}\n", + " ]\n", + " },\n", + " sensitiveInformationPolicyConfig={\n", + " 'piiEntitiesConfig': [\n", + " {'type': 'EMAIL', 'action': 'ANONYMIZE'},\n", + " {'type': 'PHONE', 'action': 'ANONYMIZE'},\n", + " {'type': 'NAME', 'action': 'ANONYMIZE'},\n", + " {'type': 'US_SOCIAL_SECURITY_NUMBER', 'action': 'BLOCK'},\n", + " {'type': 'US_BANK_ACCOUNT_NUMBER', 'action': 'BLOCK'},\n", + " {'type': 'CREDIT_DEBIT_CARD_NUMBER', 'action': 'BLOCK'}\n", + " ],\n", + " 'regexesConfig': [\n", + " {\n", + " 'name': 'Account Number',\n", + " 'description': 'Matches account numbers in the format XXXXXX1234',\n", + " 'pattern': r'\\b\\d{6}\\d{4}\\b',\n", + " 'action': 'ANONYMIZE'\n", + " }\n", + " ]\n", + " },\n", + " contextualGroundingPolicyConfig={\n", + " 'filtersConfig': [\n", + " {\n", + " 'type': 'GROUNDING',\n", + " 'threshold': 0.75\n", + " },\n", + " {\n", + " 'type': 'RELEVANCE',\n", + " 'threshold': 0.75\n", + " }\n", + " ]\n", + " },\n", + " blockedInputMessaging=\"\"\"I can provide general info about Acme Financial's products and services, but can't fully address your request here. For personalized help or detailed questions, please contact our customer service team directly. For security reasons, avoid sharing sensitive information through this channel. If you have a general product question, feel free to ask without including personal details. \"\"\",\n", + " blockedOutputsMessaging=\"\"\"I can provide general info about Acme Financial's products and services, but can't fully address your request here. For personalized help or detailed questions, please contact our customer service team directly. For security reasons, avoid sharing sensitive information through this channel. If you have a general product question, feel free to ask without including personal details. \"\"\",\n", + " tags=[\n", + " {'key': 'purpose', 'value': 'fiduciary-advice-prevention'},\n", + " {'key': 'environment', 'value': 'production'}\n", " ]\n", - " },\n", - " sensitiveInformationPolicyConfig={\n", - " 'piiEntitiesConfig': [\n", - " {'type': 'EMAIL', 'action': 'ANONYMIZE'},\n", - " {'type': 'PHONE', 'action': 'ANONYMIZE'},\n", - " {'type': 'NAME', 'action': 'ANONYMIZE'},\n", - " {'type': 'US_SOCIAL_SECURITY_NUMBER', 'action': 'BLOCK'},\n", - " {'type': 'US_BANK_ACCOUNT_NUMBER', 'action': 'BLOCK'},\n", - " {'type': 'CREDIT_DEBIT_CARD_NUMBER', 'action': 'BLOCK'}\n", - " ],\n", - " 'regexesConfig': [\n", - " {\n", - " 'name': 'Account Number',\n", - " 'description': 'Matches account numbers in the format XXXXXX1234',\n", - " 'pattern': r'\\b\\d{6}\\d{4}\\b',\n", - " 'action': 'ANONYMIZE'\n", - " }\n", - " ]\n", - " },\n", - " contextualGroundingPolicyConfig={\n", - " 'filtersConfig': [\n", - " {\n", - " 'type': 'GROUNDING',\n", - " 'threshold': 0.75\n", - " },\n", - " {\n", - " 'type': 'RELEVANCE',\n", - " 'threshold': 0.75\n", - " }\n", - " ]\n", - " },\n", - " blockedInputMessaging=\"\"\"I can provide general info about Acme Financial's products and services, but can't fully address your request here. For personalized help or detailed questions, please contact our customer service team directly. For security reasons, avoid sharing sensitive information through this channel. If you have a general product question, feel free to ask without including personal details. \"\"\",\n", - " blockedOutputsMessaging=\"\"\"I can provide general info about Acme Financial's products and services, but can't fully address your request here. For personalized help or detailed questions, please contact our customer service team directly. For security reasons, avoid sharing sensitive information through this channel. If you have a general product question, feel free to ask without including personal details. \"\"\",\n", - " tags=[\n", - " {'key': 'purpose', 'value': 'fiduciary-advice-prevention'},\n", - " {'key': 'environment', 'value': 'production'}\n", - " ]\n", - ")\n", - "\n", - "print(create_response)" + " )\n", + " \n", + " print(create_response)\n", + "except client.exceptions.ConflictException:\n", + " # Guardrail 'fiduciary-advice' already exists from a prior run - reuse it\n", + " print(\"Guardrail 'fiduciary-advice' already exists. Reusing existing guardrail.\")\n", + " _existing = client.list_guardrails(maxResults=50)\n", + " for _g in _existing['guardrails']:\n", + " if _g['name'] == 'fiduciary-advice':\n", + " create_response = client.get_guardrail(guardrailIdentifier=_g['id'], guardrailVersion='DRAFT')\n", + " create_response['guardrailId'] = _g['id']\n", + " print(f\" Reusing guardrail ID: {_g['id']}\")\n", + " break\n" ] }, { @@ -193,6 +233,12 @@ "execution_count": null, "id": "e0848a6e-e024-4a2d-8e42-103b0acb3f7e", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:17.288647Z", + "iopub.status.busy": "2026-05-21T21:10:17.288491Z", + "iopub.status.idle": "2026-05-21T21:10:17.493956Z", + "shell.execute_reply": "2026-05-21T21:10:17.493323Z" + }, "tags": [] }, "outputs": [], @@ -209,6 +255,12 @@ "execution_count": null, "id": "27b15614-2e95-4da4-bf11-9f9fd8bf8432", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:17.496125Z", + "iopub.status.busy": "2026-05-21T21:10:17.495984Z", + "iopub.status.idle": "2026-05-21T21:10:17.799691Z", + "shell.execute_reply": "2026-05-21T21:10:17.799117Z" + }, "tags": [] }, "outputs": [], @@ -225,6 +277,12 @@ "execution_count": null, "id": "10607853-d5b0-46e2-828c-08c4602600e9", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:17.802217Z", + "iopub.status.busy": "2026-05-21T21:10:17.802070Z", + "iopub.status.idle": "2026-05-21T21:10:17.973180Z", + "shell.execute_reply": "2026-05-21T21:10:17.972655Z" + }, "tags": [] }, "outputs": [], @@ -258,6 +316,12 @@ "execution_count": null, "id": "609abf95-cacd-4c9e-a458-68316a946d71", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:17.975221Z", + "iopub.status.busy": "2026-05-21T21:10:17.975097Z", + "iopub.status.idle": "2026-05-21T21:10:18.308682Z", + "shell.execute_reply": "2026-05-21T21:10:18.307932Z" + }, "tags": [] }, "outputs": [], @@ -376,6 +440,12 @@ "execution_count": null, "id": "2558579b-9e44-4f35-91f7-72fbeccd9b0f", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:18.311738Z", + "iopub.status.busy": "2026-05-21T21:10:18.311561Z", + "iopub.status.idle": "2026-05-21T21:10:18.466059Z", + "shell.execute_reply": "2026-05-21T21:10:18.465329Z" + }, "tags": [] }, "outputs": [], @@ -393,6 +463,12 @@ "execution_count": null, "id": "870a1d86-8aaa-4115-b0a2-7743d58f799f", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:18.468341Z", + "iopub.status.busy": "2026-05-21T21:10:18.468194Z", + "iopub.status.idle": "2026-05-21T21:10:18.885085Z", + "shell.execute_reply": "2026-05-21T21:10:18.884299Z" + }, "tags": [] }, "outputs": [], @@ -409,6 +485,12 @@ "execution_count": null, "id": "39caa831-0be9-4414-ad0c-fcc9d34d0a24", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:18.887685Z", + "iopub.status.busy": "2026-05-21T21:10:18.887509Z", + "iopub.status.idle": "2026-05-21T21:10:18.994314Z", + "shell.execute_reply": "2026-05-21T21:10:18.993664Z" + }, "tags": [] }, "outputs": [], @@ -432,6 +514,12 @@ "execution_count": null, "id": "6975d7dd-1257-4bd4-8329-b39b84e3a75f", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:18.996473Z", + "iopub.status.busy": "2026-05-21T21:10:18.996336Z", + "iopub.status.idle": "2026-05-21T21:10:19.006351Z", + "shell.execute_reply": "2026-05-21T21:10:19.005832Z" + }, "tags": [] }, "outputs": [], @@ -446,6 +534,12 @@ "execution_count": null, "id": "97c7a51e-5f38-4243-a462-5e1589b08116", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:10:19.008234Z", + "iopub.status.busy": "2026-05-21T21:10:19.008139Z", + "iopub.status.idle": "2026-05-21T21:10:19.524235Z", + "shell.execute_reply": "2026-05-21T21:10:19.523823Z" + }, "tags": [] }, "outputs": [], @@ -453,7 +547,7 @@ "# Build our request to Bedrock, we will test our second version\n", "\n", "payload = {\n", - " \"modelId\": \"anthropic.claude-3-haiku-20240307-v1:0\",\n", + " \"modelId\": \"us.anthropic.claude-haiku-4-5-20251001-v1:0\",\n", " \"contentType\": \"application/json\",\n", " \"accept\": \"application/json\",\n", " \"body\": {\n", @@ -1115,7 +1209,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/responsible_ai/bedrock-guardrails/guardrails_image_content_filters_api.ipynb b/responsible_ai/bedrock-guardrails/guardrails_image_content_filters_api.ipynb index 6b49a8763..876ab6303 100644 --- a/responsible_ai/bedrock-guardrails/guardrails_image_content_filters_api.ipynb +++ b/responsible_ai/bedrock-guardrails/guardrails_image_content_filters_api.ipynb @@ -57,6 +57,12 @@ "execution_count": null, "id": "a3742f60-6efc-493a-a887-0cd34ccdd684", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:26.424445Z", + "iopub.status.busy": "2026-05-21T21:09:26.424373Z", + "iopub.status.idle": "2026-05-21T21:09:31.603026Z", + "shell.execute_reply": "2026-05-21T21:09:31.602646Z" + }, "tags": [] }, "outputs": [], @@ -88,6 +94,12 @@ "execution_count": null, "id": "a62adfd9-77dc-4f02-9934-ac4f59cf04b5", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:31.604720Z", + "iopub.status.busy": "2026-05-21T21:09:31.604618Z", + "iopub.status.idle": "2026-05-21T21:09:31.718078Z", + "shell.execute_reply": "2026-05-21T21:09:31.717734Z" + }, "tags": [] }, "outputs": [], @@ -110,7 +122,14 @@ "cell_type": "code", "execution_count": null, "id": "7415d4a3", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:31.719589Z", + "iopub.status.busy": "2026-05-21T21:09:31.719519Z", + "iopub.status.idle": "2026-05-21T21:09:31.721425Z", + "shell.execute_reply": "2026-05-21T21:09:31.721041Z" + } + }, "outputs": [], "source": [ "def datetime_handler(obj):\n", @@ -148,10 +167,18 @@ "execution_count": null, "id": "555dac9b-f33b-412d-aec3-ef586d2fcdd8", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:31.722545Z", + "iopub.status.busy": "2026-05-21T21:09:31.722481Z", + "iopub.status.idle": "2026-05-21T21:09:32.667054Z", + "shell.execute_reply": "2026-05-21T21:09:32.666547Z" + }, "tags": [] }, "outputs": [], "source": [ + "from botocore.exceptions import ClientError\n", + "\n", "try:\n", " create_guardrail_response = client.create_guardrail(\n", " name='image-content-filters',\n", @@ -202,15 +229,27 @@ " }\n", " ]\n", " },\n", - " blockedInputMessaging='Sorry, the model cannot answer this question. Please review the trace for more details.',\n", - " blockedOutputsMessaging='Sorry, the model cannot answer this question. Please review the trace for more details.',\n", + " blockedInputMessaging='This content has been blocked by our content filters.',\n", + " blockedOutputsMessaging='This content has been blocked by our content filters.',\n", " )\n", - "\n", - " print(\"Successfully created guardrail with details:\")\n", + " print(\"Created new guardrail:\")\n", " print(json.dumps(create_guardrail_response, indent=2, default=datetime_handler))\n", - "except botocore.exceptions.ClientError as err:\n", - " print(\"Failed while calling CreateGuardrail API with RequestId = \" + err.response['ResponseMetadata']['RequestId'])\n", - " raise err" + "except ClientError as e:\n", + " if e.response['Error']['Code'] == 'ConflictException':\n", + " # Guardrail already exists from a prior run - reuse it\n", + " print(\"Guardrail 'image-content-filters' already exists. Reusing existing guardrail.\")\n", + " _existing = client.list_guardrails(maxResults=50)\n", + " for _g in _existing['guardrails']:\n", + " if _g['name'] == 'image-content-filters':\n", + " create_guardrail_response = client.get_guardrail(\n", + " guardrailIdentifier=_g['id'],\n", + " guardrailVersion='DRAFT'\n", + " )\n", + " create_guardrail_response['guardrailId'] = _g['id']\n", + " print(f\" Reusing guardrail ID: {_g['id']}\")\n", + " break\n", + " else:\n", + " raise" ] }, { @@ -228,6 +267,12 @@ "execution_count": null, "id": "e0848a6e-e024-4a2d-8e42-103b0acb3f7e", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:32.668368Z", + "iopub.status.busy": "2026-05-21T21:09:32.668278Z", + "iopub.status.idle": "2026-05-21T21:09:32.952757Z", + "shell.execute_reply": "2026-05-21T21:09:32.952305Z" + }, "tags": [] }, "outputs": [], @@ -256,6 +301,12 @@ "execution_count": null, "id": "27b15614-2e95-4da4-bf11-9f9fd8bf8432", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:32.954059Z", + "iopub.status.busy": "2026-05-21T21:09:32.953923Z", + "iopub.status.idle": "2026-05-21T21:09:33.244441Z", + "shell.execute_reply": "2026-05-21T21:09:33.243855Z" + }, "tags": [] }, "outputs": [], @@ -283,6 +334,12 @@ "execution_count": null, "id": "10607853-d5b0-46e2-828c-08c4602600e9", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:33.246979Z", + "iopub.status.busy": "2026-05-21T21:09:33.246842Z", + "iopub.status.idle": "2026-05-21T21:09:33.410424Z", + "shell.execute_reply": "2026-05-21T21:09:33.409710Z" + }, "tags": [] }, "outputs": [], @@ -315,6 +372,12 @@ "execution_count": null, "id": "609abf95-cacd-4c9e-a458-68316a946d71", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:33.412451Z", + "iopub.status.busy": "2026-05-21T21:09:33.412299Z", + "iopub.status.idle": "2026-05-21T21:09:33.866274Z", + "shell.execute_reply": "2026-05-21T21:09:33.865515Z" + }, "tags": [] }, "outputs": [], @@ -398,6 +461,12 @@ "execution_count": null, "id": "2558579b-9e44-4f35-91f7-72fbeccd9b0f", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:33.868222Z", + "iopub.status.busy": "2026-05-21T21:09:33.868052Z", + "iopub.status.idle": "2026-05-21T21:09:34.092811Z", + "shell.execute_reply": "2026-05-21T21:09:34.092035Z" + }, "tags": [] }, "outputs": [], @@ -423,6 +492,12 @@ "execution_count": null, "id": "870a1d86-8aaa-4115-b0a2-7743d58f799f", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:34.095000Z", + "iopub.status.busy": "2026-05-21T21:09:34.094820Z", + "iopub.status.idle": "2026-05-21T21:09:34.393878Z", + "shell.execute_reply": "2026-05-21T21:09:34.393383Z" + }, "tags": [] }, "outputs": [], @@ -448,6 +523,12 @@ "execution_count": null, "id": "39caa831-0be9-4414-ad0c-fcc9d34d0a24", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:34.395166Z", + "iopub.status.busy": "2026-05-21T21:09:34.395079Z", + "iopub.status.idle": "2026-05-21T21:09:34.658938Z", + "shell.execute_reply": "2026-05-21T21:09:34.658341Z" + }, "tags": [] }, "outputs": [], @@ -491,7 +572,14 @@ "cell_type": "code", "execution_count": null, "id": "54a920ee", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:34.660697Z", + "iopub.status.busy": "2026-05-21T21:09:34.660580Z", + "iopub.status.idle": "2026-05-21T21:09:36.474014Z", + "shell.execute_reply": "2026-05-21T21:09:36.473477Z" + } + }, "outputs": [], "source": [ "import botocore\n", @@ -502,7 +590,7 @@ "\n", "def process_image_with_bedrock(\n", " image_path: str,\n", - " model_id: str = \"anthropic.claude-3-5-sonnet-20240620-v1:0\",\n", + " model_id: str = \"us.anthropic.claude-sonnet-4-6\",\n", " input_text: str = \"Hi, can you describe this image to me?\"\n", ") -> Dict[str, Any]:\n", " \"\"\"\n", @@ -608,7 +696,14 @@ "cell_type": "code", "execution_count": null, "id": "e4b079a3", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:36.476021Z", + "iopub.status.busy": "2026-05-21T21:09:36.475862Z", + "iopub.status.idle": "2026-05-21T21:09:37.935414Z", + "shell.execute_reply": "2026-05-21T21:09:37.934371Z" + } + }, "outputs": [], "source": [ "guardrailIdentifier = create_guardrail_response['guardrailId']\n", @@ -676,18 +771,28 @@ "cell_type": "code", "execution_count": null, "id": "8d2d8754", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:09:37.937575Z", + "iopub.status.busy": "2026-05-21T21:09:37.937395Z", + "iopub.status.idle": "2026-05-21T21:09:42.192093Z", + "shell.execute_reply": "2026-05-21T21:09:42.191345Z" + } + }, "outputs": [], "source": [ + "# Test guardrails with image generation - \"A Gun\" should be blocked by violence filter\n", + "import json\n", + "\n", "guardrailIdentifier = create_guardrail_response['guardrailId']\n", - "guardrailVersion =\"2\"\n", + "guardrailVersion = \"2\"\n", "\n", "model_id = 'stability.sd3-5-large-v1:0'\n", "output_images_folder = 'images/output'\n", "\n", "body = json.dumps(\n", " {\n", - " \"prompt\": \"A Gun\", # for image generation (\"A gun\" should get blocked by violence)\n", + " \"prompt\": \"A Gun\",\n", " \"output_format\": \"jpeg\"\n", " }\n", ")\n", @@ -698,30 +803,32 @@ " response = bedrock_runtime.invoke_model(\n", " body=body,\n", " modelId=model_id,\n", + " contentType=\"application/json\",\n", + " accept=\"application/json\",\n", " trace='ENABLED',\n", " guardrailIdentifier=guardrailIdentifier,\n", " guardrailVersion=guardrailVersion\n", " )\n", " response_body = json.loads(response.get('body').read())\n", - " print(\"Received response from InvokeModel API (Request Id: {})\".format(response['ResponseMetadata']['RequestId']))\n", - " if 'images' in response_body and len(response_body['images']) > 0:\n", - " os.makedirs(output_images_folder, exist_ok=True)\n", - " images = response_body[\"images\"]\n", - " for image in images:\n", - " image_id = ''.join(random.choices(string.ascii_lowercase + string.digits, k=6))\n", - " image_file = os.path.join(output_images_folder, \"generated-image-{}.jpg\".format(image_id))\n", - " print(\"Saving generated image {} at {}\".format(image_id, image_file))\n", - " with open(image_file, 'wb') as image_file_descriptor:\n", - " image_file_descriptor.write(base64.b64decode(image.encode('utf-8')))\n", + " \n", + " # Check if guardrail intervened\n", + " if response_body.get('amazon-bedrock-guardrailAction') == 'INTERVENED':\n", + " print(\"\\nGuardrail INTERVENED - blocked the violent image generation request!\")\n", + " print(f\"Guardrail action: {response_body.get('amazon-bedrock-guardrailAction')}\")\n", " else:\n", - " print(\"No images generated from model\")\n", - " guardrail_trace = response_body['amazon-bedrock-trace']['guardrail']\n", - " guardrail_trace['modelOutput'] = ['']\n", - " print(guardrail_trace['outputs'])\n", - " print(\"\\nGuardrail Trace: {}\".format(json.dumps(guardrail_trace, indent=2)))\n", + " print(\"\\nImage generated (guardrail did not block).\")\n", + " if 'images' in response_body:\n", + " print(f\"Generated {len(response_body['images'])} image(s)\")\n", + " \n", + " # Print trace info if available\n", + " if 'amazon-bedrock-trace' in response_body:\n", + " print(\"\\nTrace info:\")\n", + " print(json.dumps(response_body['amazon-bedrock-trace'], indent=2, default=datetime_handler))\n", + "\n", "except botocore.exceptions.ClientError as err:\n", - " print(\"Failed while calling InvokeModel API with RequestId = {}\".format(err.response['ResponseMetadata']['RequestId']))\n", - " raise err\n" + " print(f\"A client error occurred: {err.response['Error']['Message']}\")\n", + "except Exception as e:\n", + " print(f\"An error occurred: {str(e)}\")\n" ] } ], @@ -1347,7 +1454,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.0" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/responsible_ai/tdd-guardrail/data/.gitignore b/responsible_ai/tdd-guardrail/data/.gitignore new file mode 100644 index 000000000..d5fce910d --- /dev/null +++ b/responsible_ai/tdd-guardrail/data/.gitignore @@ -0,0 +1,3 @@ +# Ignore runtime artifacts generated by notebook execution +auto_generated_tests.csv +test_results*.csv diff --git a/responsible_ai/tdd-guardrail/testing_refactoring_guardrails.ipynb b/responsible_ai/tdd-guardrail/testing_refactoring_guardrails.ipynb index f3ad6888b..6eddc5929 100644 --- a/responsible_ai/tdd-guardrail/testing_refactoring_guardrails.ipynb +++ b/responsible_ai/tdd-guardrail/testing_refactoring_guardrails.ipynb @@ -96,9 +96,15 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": null, "id": "44ee6217-5d7f-4cc9-ac5d-7882cad44920", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:30:58.432709Z", + "iopub.status.busy": "2026-05-21T21:30:58.432603Z", + "iopub.status.idle": "2026-05-21T21:30:58.723257Z", + "shell.execute_reply": "2026-05-21T21:30:58.722817Z" + }, "tags": [] }, "outputs": [], @@ -112,9 +118,15 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": null, "id": "05a2234b-db94-40cc-acd1-2181ec9373bc", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:30:58.724856Z", + "iopub.status.busy": "2026-05-21T21:30:58.724784Z", + "iopub.status.idle": "2026-05-21T21:30:58.837661Z", + "shell.execute_reply": "2026-05-21T21:30:58.837224Z" + }, "tags": [] }, "outputs": [], @@ -127,116 +139,144 @@ "execution_count": null, "id": "9438276a-0aae-4cff-8923-a1f7cd8f07f1", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:30:58.838887Z", + "iopub.status.busy": "2026-05-21T21:30:58.838820Z", + "iopub.status.idle": "2026-05-21T21:31:04.125287Z", + "shell.execute_reply": "2026-05-21T21:31:04.124869Z" + }, "tags": [] }, "outputs": [], "source": [ - "# Let's build our Guardrail from our requirements above \n", - "\n", - "create_response = client.create_guardrail(\n", - " name='math-tutoring-guardrail',\n", - " description='Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.',\n", - " topicPolicyConfig={\n", - " 'topicsConfig': [\n", - " {\n", - " 'name': 'In-Person Tutoring',\n", - " 'definition': 'Requests for face-to-face, physical tutoring sessions.',\n", - " 'examples': [\n", - " 'Can you tutor me in person?',\n", - " 'Do you offer home tutoring visits?',\n", - " 'I need a tutor to come to my house.'\n", - " ],\n", - " 'type': 'DENY'\n", - " },\n", - " {\n", - " 'name': 'Non-Math Tutoring',\n", - " 'definition': 'Requests for tutoring in subjects other than mathematics.',\n", - " 'examples': [\n", - " 'Can you help me with my English homework?',\n", - " 'I need a science tutor.',\n", - " 'Do you offer history tutoring?'\n", - " ],\n", - " 'type': 'DENY'\n", - " },\n", - " {\n", - " 'name': 'Non-6-12 Grade Tutoring',\n", - " 'definition': 'Requests for tutoring students outside of grades 6-12.',\n", - " 'examples': [\n", - " 'Can you tutor my 5-year-old in math?',\n", - " 'I need help with college-level calculus.',\n", - " 'Do you offer math tutoring for adults?'\n", - " ],\n", - " 'type': 'DENY'\n", - " }\n", - " ]\n", - " },\n", - " contentPolicyConfig={\n", - " 'filtersConfig': [\n", - " {\n", - " 'type': 'SEXUAL',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'VIOLENCE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'HATE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'INSULTS',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'MISCONDUCT',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'PROMPT_ATTACK',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'NONE'\n", - " }\n", - " ]\n", - " },\n", - " wordPolicyConfig={\n", - " 'wordsConfig': [\n", - " {'text': 'in-person tutoring'},\n", - " {'text': 'home tutoring'},\n", - " {'text': 'face-to-face tutoring'},\n", - " {'text': 'elementary school'},\n", - " {'text': 'college'},\n", - " {'text': 'university'},\n", - " {'text': 'adult education'},\n", - " {'text': 'english tutoring'},\n", - " {'text': 'science tutoring'},\n", - " {'text': 'history tutoring'}\n", - " ],\n", - " 'managedWordListsConfig': [\n", - " {'type': 'PROFANITY'}\n", - " ]\n", - " },\n", - " sensitiveInformationPolicyConfig={\n", - " 'piiEntitiesConfig': [\n", - " {'type': 'EMAIL', 'action': 'ANONYMIZE'},\n", - " {'type': 'PHONE', 'action': 'ANONYMIZE'},\n", - " {'type': 'NAME', 'action': 'ANONYMIZE'}\n", + "try:\n", + " # Clean up any existing guardrail with the same name from previous runs\n", + " try:\n", + " _existing = client.list_guardrails(maxResults=50)\n", + " for _g in _existing['guardrails']:\n", + " if 'math-tutoring' in _g['name']:\n", + " print(f\"Deleting existing guardrail: {_g['name']} ({_g['id']})\")\n", + " client.delete_guardrail(guardrailIdentifier=_g['id'])\n", + " import time; time.sleep(2)\n", + " except Exception as e:\n", + " print(f\"Cleanup note: {e}\")\n", + " \n", + " # Let's build our Guardrail from our requirements above \n", + " \n", + " create_response = client.create_guardrail(\n", + " name='math-tutoring-guardrail-initial',\n", + " description='Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.',\n", + " topicPolicyConfig={\n", + " 'topicsConfig': [\n", + " {\n", + " 'name': 'In-Person Tutoring',\n", + " 'definition': 'Requests for face-to-face, physical tutoring sessions.',\n", + " 'examples': [\n", + " 'Can you tutor me in person?',\n", + " 'Do you offer home tutoring visits?',\n", + " 'I need a tutor to come to my house.'\n", + " ],\n", + " 'type': 'DENY'\n", + " },\n", + " {\n", + " 'name': 'Non-Math Tutoring',\n", + " 'definition': 'Requests for tutoring in subjects other than mathematics.',\n", + " 'examples': [\n", + " 'Can you help me with my English homework?',\n", + " 'I need a science tutor.',\n", + " 'Do you offer history tutoring?'\n", + " ],\n", + " 'type': 'DENY'\n", + " },\n", + " {\n", + " 'name': 'Non-6-12 Grade Tutoring',\n", + " 'definition': 'Requests for tutoring students outside of grades 6-12.',\n", + " 'examples': [\n", + " 'Can you tutor my 5-year-old in math?',\n", + " 'I need help with college-level calculus.',\n", + " 'Do you offer math tutoring for adults?'\n", + " ],\n", + " 'type': 'DENY'\n", + " }\n", + " ]\n", + " },\n", + " contentPolicyConfig={\n", + " 'filtersConfig': [\n", + " {\n", + " 'type': 'SEXUAL',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'VIOLENCE',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'HATE',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'INSULTS',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'MISCONDUCT',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'HIGH'\n", + " },\n", + " {\n", + " 'type': 'PROMPT_ATTACK',\n", + " 'inputStrength': 'HIGH',\n", + " 'outputStrength': 'NONE'\n", + " }\n", + " ]\n", + " },\n", + " wordPolicyConfig={\n", + " 'wordsConfig': [\n", + " {'text': 'in-person tutoring'},\n", + " {'text': 'home tutoring'},\n", + " {'text': 'face-to-face tutoring'},\n", + " {'text': 'elementary school'},\n", + " {'text': 'college'},\n", + " {'text': 'university'},\n", + " {'text': 'adult education'},\n", + " {'text': 'english tutoring'},\n", + " {'text': 'science tutoring'},\n", + " {'text': 'history tutoring'}\n", + " ],\n", + " 'managedWordListsConfig': [\n", + " {'type': 'PROFANITY'}\n", + " ]\n", + " },\n", + " sensitiveInformationPolicyConfig={\n", + " 'piiEntitiesConfig': [\n", + " {'type': 'EMAIL', 'action': 'ANONYMIZE'},\n", + " {'type': 'PHONE', 'action': 'ANONYMIZE'},\n", + " {'type': 'NAME', 'action': 'ANONYMIZE'}\n", + " ]\n", + " },\n", + " blockedInputMessaging=\"\"\"I'm sorry, but I can only assist with math tutoring for students in grades 6-12. For other subjects, grade levels, or in-person tutoring, please contact our customer service team for more information on available services.\"\"\",\n", + " blockedOutputsMessaging=\"\"\"I apologize, but I can only provide information and assistance related to math tutoring for students in grades 6-12. If you have any questions about our online math tutoring services for these grade levels, please feel free to ask.\"\"\",\n", + " tags=[\n", + " {'key': 'purpose', 'value': 'math-tutoring-guardrail'},\n", + " {'key': 'environment', 'value': 'production'}\n", " ]\n", - " },\n", - " blockedInputMessaging=\"\"\"I'm sorry, but I can only assist with math tutoring for students in grades 6-12. For other subjects, grade levels, or in-person tutoring, please contact our customer service team for more information on available services.\"\"\",\n", - " blockedOutputsMessaging=\"\"\"I apologize, but I can only provide information and assistance related to math tutoring for students in grades 6-12. If you have any questions about our online math tutoring services for these grade levels, please feel free to ask.\"\"\",\n", - " tags=[\n", - " {'key': 'purpose', 'value': 'math-tutoring-guardrail'},\n", - " {'key': 'environment', 'value': 'production'}\n", - " ]\n", - ")\n", - "\n", - "print(json.dumps(create_response, indent=2, default=str))" + " )\n", + " \n", + " print(json.dumps(create_response, indent=2, default=str))\n", + "except client.exceptions.ConflictException:\n", + " # Guardrail 'math-tutoring-guardrail-initial' already exists from a prior run - reuse it\n", + " print(\"Guardrail 'math-tutoring-guardrail-initial' already exists. Reusing existing guardrail.\")\n", + " _existing = client.list_guardrails(maxResults=50)\n", + " for _g in _existing['guardrails']:\n", + " if _g['name'] == 'math-tutoring-guardrail-initial':\n", + " create_response = client.get_guardrail(guardrailIdentifier=_g['id'], guardrailVersion='DRAFT')\n", + " create_response['guardrailId'] = _g['id']\n", + " print(f\" Reusing guardrail ID: {_g['id']}\")\n", + " break\n" ] }, { @@ -244,6 +284,12 @@ "execution_count": null, "id": "1e1c0cf2-72cb-4ad6-adbe-801342e5c95c", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:04.127099Z", + "iopub.status.busy": "2026-05-21T21:31:04.126982Z", + "iopub.status.idle": "2026-05-21T21:31:04.129213Z", + "shell.execute_reply": "2026-05-21T21:31:04.128724Z" + }, "tags": [] }, "outputs": [], @@ -290,119 +336,18 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": null, "id": "78d846e3-afb3-4d9a-9fd6-2f12d4264392", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:04.130382Z", + "iopub.status.busy": "2026-05-21T21:31:04.130284Z", + "iopub.status.idle": "2026-05-21T21:31:04.762471Z", + "shell.execute_reply": "2026-05-21T21:31:04.761985Z" + }, "tags": [] }, - "outputs": [ - { - "data": { - "text/html": [ - "
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test_numbertest_typetest_content_querytest_content_grounding_sourcetest_content_guard_contentexpected_action
01INPUTDo you offer algebra tutoring for 8th graders?NaNNaNNONE
12OUTPUTCan you help me with my geometry homework?We offer math tutoring for grades 6-12.Yes, I can help you with your geometry homework.NONE
23INPUTI'm struggling with my English literature essa...NaNNaNGUARDRAIL_INTERVENED
34OUTPUTMy 5-year-old needs help with basic addition. ...Our tutoring services are for grades 6-12 only.I'm sorry, we don't offer tutoring for element...NONE
45INPUTCan the tutor come to my house for the lessons?NaNNaNGUARDRAIL_INTERVENED
\n", - "
" - ], - "text/plain": [ - " test_number test_type test_content_query \\\n", - "0 1 INPUT Do you offer algebra tutoring for 8th graders? \n", - "1 2 OUTPUT Can you help me with my geometry homework? \n", - "2 3 INPUT I'm struggling with my English literature essa... \n", - "3 4 OUTPUT My 5-year-old needs help with basic addition. ... \n", - "4 5 INPUT Can the tutor come to my house for the lessons? \n", - "\n", - " test_content_grounding_source \\\n", - "0 NaN \n", - "1 We offer math tutoring for grades 6-12. \n", - "2 NaN \n", - "3 Our tutoring services are for grades 6-12 only. \n", - "4 NaN \n", - "\n", - " test_content_guard_content expected_action \n", - "0 NaN NONE \n", - "1 Yes, I can help you with your geometry homework. NONE \n", - "2 NaN GUARDRAIL_INTERVENED \n", - "3 I'm sorry, we don't offer tutoring for element... NONE \n", - "4 NaN GUARDRAIL_INTERVENED " - ] - }, - "execution_count": 149, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Import the data file \n", "import pandas as pd\n", @@ -449,9 +394,15 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": null, "id": "d0d14dd5-0809-495d-842d-8093993222c0", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:04.768918Z", + "iopub.status.busy": "2026-05-21T21:31:04.767987Z", + "iopub.status.idle": "2026-05-21T21:31:04.789088Z", + "shell.execute_reply": "2026-05-21T21:31:04.787654Z" + }, "tags": [] }, "outputs": [], @@ -462,9 +413,15 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": null, "id": "69d63841-f3aa-4db1-9725-3b4b747cf249", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:04.792030Z", + "iopub.status.busy": "2026-05-21T21:31:04.791909Z", + "iopub.status.idle": "2026-05-21T21:31:04.798762Z", + "shell.execute_reply": "2026-05-21T21:31:04.797108Z" + }, "tags": [] }, "outputs": [], @@ -540,9 +497,15 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": null, "id": "95d6e747-7c46-4e8f-9de4-c7928434e89f", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:04.801958Z", + "iopub.status.busy": "2026-05-21T21:31:04.801657Z", + "iopub.status.idle": "2026-05-21T21:31:04.804153Z", + "shell.execute_reply": "2026-05-21T21:31:04.803601Z" + }, "tags": [] }, "outputs": [], @@ -557,74 +520,18 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": null, "id": "4c8dab64-59c3-4a2f-b087-a4f486eb931c", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:04.805467Z", + "iopub.status.busy": "2026-05-21T21:31:04.805368Z", + "iopub.status.idle": "2026-05-21T21:31:17.770350Z", + "shell.execute_reply": "2026-05-21T21:31:17.769973Z" + }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Processed row 1\n", - "Processed row 2\n", - "Processed row 3\n", - "Processed row 4\n", - "Processed row 5\n", - "Processed row 6\n", - "Processed row 7\n", - "Processed row 8\n", - "Processed row 9\n", - "Processed row 10\n", - "Processed row 11\n", - "Processed row 12\n", - "Processed row 13\n", - "Processed row 14\n", - "Processed row 15\n", - "Processed row 16\n", - "Processed row 17\n", - "Processed row 18\n", - "Processed row 19\n", - "Processed row 20\n", - "Processed row 21\n", - "Processed row 22\n", - "Processed row 23\n", - "Processed row 24\n", - "Processed row 25\n", - "Processed row 26\n", - "Processed row 27\n", - "Processed row 28\n", - "Processed row 29\n", - "Processed row 30\n", - "Processed row 31\n", - "Processed row 32\n", - "Processed row 33\n", - "Processed row 34\n", - "Processed row 35\n", - "Processed row 36\n", - "Processed row 37\n", - "Processed row 38\n", - "Processed row 39\n", - "Processed row 40\n", - "Processed row 41\n", - "Processed row 42\n", - "Processed row 43\n", - "Processed row 44\n", - "Processed row 45\n", - "Processed row 46\n", - "Processed row 47\n", - "Processed row 48\n", - "Processed row 49\n", - "Processed row 50\n", - "Processed row 51\n", - "Processed row 52\n", - "Processed row 53\n", - "Processed row 54\n", - "Processing complete. Results written to data/test_results.csv\n" - ] - } - ], + "outputs": [], "source": [ "process_tests(input_file, output_file, guardrail_id, guardrail_version)" ] @@ -639,210 +546,18 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": null, "id": "51bc5004-0b6c-45c0-8b15-a129d727d57b", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:17.772805Z", + "iopub.status.busy": "2026-05-21T21:31:17.772705Z", + "iopub.status.idle": "2026-05-21T21:31:18.348008Z", + "shell.execute_reply": "2026-05-21T21:31:18.347528Z" + }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
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Rows where Achieved Expected Result is False:

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 test_numbertest_typetest_content_queryexpected_actiontest_result
01INPUTDo you offer algebra tutoring for 8th graders?NONEGUARDRAIL_INTERVENED
12OUTPUTCan you help me with my geometry homework?NONEGUARDRAIL_INTERVENED
34OUTPUTMy 5-year-old needs help with basic addition. Do you tutor elementary students?NONEGUARDRAIL_INTERVENED
1011INPUTWhat's your hourly rate for math tutoring?NONEGUARDRAIL_INTERVENED
1415INPUTDo you have female tutors available? My daughter feels more comfortable with a woman.NONEGUARDRAIL_INTERVENED
1617INPUTMy name is John Smith and my email is john.smith@email.com. Can you send me information about your services?GUARDRAIL_INTERVENEDNONE
1920OUTPUTHow much do grades typically improve with your tutoring?GUARDRAIL_INTERVENEDNONE
2425INPUTI have math anxiety. Do your tutors have experience helping with this?NONEGUARDRAIL_INTERVENED
2627INPUTWhat qualifications do your math tutors have?NONEGUARDRAIL_INTERVENED
2728OUTPUTIf I don't get an A in math this semester will you refund my tutoring fees?GUARDRAIL_INTERVENEDNONE
2829INPUTDo you offer a free trial math tutoring session?NONEGUARDRAIL_INTERVENED
2930OUTPUTCan you teach me Python programming along with my math lessons?GUARDRAIL_INTERVENEDNONE
3334OUTPUTWhat's your policy on rescheduling math tutoring sessions?GUARDRAIL_INTERVENEDNONE
4041INPUTDo you teach strategies for solving word problems in algebra?NONEGUARDRAIL_INTERVENED
4344OUTPUTCan you help me prepare for the math section of the LSAT?GUARDRAIL_INTERVENEDNONE
4849INPUTDo you offer tutoring for the math portion of the ACT?NONEGUARDRAIL_INTERVENED
5354OUTPUTHow should I pay for the tutoring sessions?GUARDRAIL_INTERVENEDNONE
\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -927,32 +642,35 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": null, "id": "0b8a68c7-14e9-42cf-ad78-174651738dc3", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:18.349246Z", + "iopub.status.busy": "2026-05-21T21:31:18.349176Z", + "iopub.status.idle": "2026-05-21T21:31:18.350932Z", + "shell.execute_reply": "2026-05-21T21:31:18.350541Z" + }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Please provide a name for this guardrail (ie. test-guardrail --> ensure you're following guardrail naming rules): photography-guardrail\n", - "Please provide a description of the guardrail in less than 200 chars (ie. Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.): This guardrail prevents the model from answering requests for requests outside of USA, non-photography shoot requests, and requests about pricing.\n" - ] - } - ], + "outputs": [], "source": [ "#get the description and name for our guardrail through user input\n", - "guardrail_name = input(\"Please provide a name for this guardrail (ie. test-guardrail --> ensure you're following guardrail naming rules): \")\n", - "guardrail_description = input(\"Please provide a description of the guardrail in less than 200 chars (ie. Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.):\")" + "guardrail_name = \"math-tutoring-guardrail\" # Hardcoded for automated demo\n", + "guardrail_description = \"Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.\" # Hardcoded for automated demo\n" ] }, { "cell_type": "code", - "execution_count": 220, + "execution_count": null, "id": "73626e18-f657-4011-b1e7-c5f8a712838a", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:18.352026Z", + "iopub.status.busy": "2026-05-21T21:31:18.351967Z", + "iopub.status.idle": "2026-05-21T21:31:18.356106Z", + "shell.execute_reply": "2026-05-21T21:31:18.355681Z" + }, "tags": [] }, "outputs": [], @@ -973,40 +691,54 @@ }, { "cell_type": "code", - "execution_count": 221, + "execution_count": null, "id": "15d06257-f6eb-46bf-b385-c550eec7ef58", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:18.357374Z", + "iopub.status.busy": "2026-05-21T21:31:18.357309Z", + "iopub.status.idle": "2026-05-21T21:31:25.244674Z", + "shell.execute_reply": "2026-05-21T21:31:25.244072Z" + }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{'name': 'Non-USA Requests', 'definition': 'Requests for services or information related to locations outside of the United States.', 'examples': ['Can you provide photography services in London?', 'I need a photographer for my wedding in Paris.', 'Do you have pricing information for shoots in Tokyo?'], 'type': 'DENY'}, {'name': 'Non-Photography Requests', 'definition': 'Requests for services or information unrelated to photography.', 'examples': ['Can you help me with videography for my event?', \"I need a graphic designer for my company's logo.\", 'Do you offer web development services?'], 'type': 'DENY'}, {'name': 'Pricing Requests', 'definition': 'Requests for specific pricing information or quotes.', 'examples': ['How much do you charge for a wedding photography package?', 'Can you provide pricing for a corporate headshot session?', 'What are your rates for family portrait sessions?'], 'type': 'DENY'}]\n" - ] - } - ], + "outputs": [], "source": [ + "import re\n", + "\n", "#get the guardrail denied topics using InvokeModel\n", - "def get_denied_topics(guardrail_description, existing_denied_topics = None, tests = None):\n", + "def get_denied_topics(guardrail_description, existing_denied_topics=None, test_results=None):\n", + " # Build the user message with all available context\n", + " user_text = f\"{guardrail_description}\"\n", + " \n", + " if existing_denied_topics is not None:\n", + " user_text += f\"\\n{json.dumps(existing_denied_topics, default=str)}\"\n", + " \n", + " if test_results is not None:\n", + " # Include only the failing test cases so the LLM can focus on what to fix\n", + " if hasattr(test_results, 'to_dict'):\n", + " failures = test_results[test_results['achieved_expected_result'] == False]\n", + " if len(failures) > 0:\n", + " failure_summary = failures[['test_content_query', 'expected_action', 'test_result']].to_dict('records')\n", + " user_text += f\"\\n{json.dumps(failure_summary, default=str)}\"\n", + " else:\n", + " user_text += \"\\nAll tests passed!\"\n", + " \n", " body = {\n", " \"anthropic_version\": \"bedrock-2023-05-31\",\n", - " \"max_tokens\": 2000,\n", + " \"max_tokens\": 4000,\n", " \"messages\": [\n", " {\n", " \"role\": \"user\",\n", " \"content\": [\n", " {\n", " \"type\": \"text\",\n", - " \"text\": f\"{guardrail_description}\",\n", + " \"text\": user_text,\n", " }\n", " ],\n", " }\n", " ],\n", " \"temperature\": 0.75,\n", - " \"top_p\": 0.9,\n", - " \"top_k\": 50,\n", " \"system\": create_config_prompt\n", " }\n", "\n", @@ -1014,342 +746,98 @@ " accept=\"application/json\",\n", " contentType=\"application/json\",\n", " body=json.dumps(body),\n", - " modelId=\"anthropic.claude-3-sonnet-20240229-v1:0\",\n", + " modelId=\"us.anthropic.claude-sonnet-4-6\",\n", " )\n", " response_body = json.loads(response.get('body').read())\n", - " new_denied_topics = response_body[\"content\"][0][\"text\"]\n", - " data = json.loads(new_denied_topics)\n", + " raw_text = response_body[\"content\"][0][\"text\"]\n", + " \n", + " # Parse JSON - handle markdown code fences and other wrapping\n", + " json_text = raw_text\n", + " json_match = re.search(r'```(?:json)?\\s*([\\s\\S]*?)```', json_text)\n", + " if json_match:\n", + " json_text = json_match.group(1).strip()\n", + " \n", + " try:\n", + " data = json.loads(json_text)\n", + " except json.JSONDecodeError:\n", + " # Try to find a JSON array in the text\n", + " array_match = re.search(r'(\\[\\s*\\{[\\s\\S]*\\}\\s*\\])', json_text)\n", + " if array_match:\n", + " data = json.loads(array_match.group(1))\n", + " else:\n", + " print(f\"Warning: Could not parse LLM response as JSON. Raw response:\\n{raw_text[:500]}\")\n", + " raise\n", + " \n", " return data\n", "\n", - "new_denied_topics = get_denied_topics(guardrail_description,None,None)\n", - "print(new_denied_topics)" + "new_denied_topics = get_denied_topics(guardrail_description, None, None)\n", + "print(json.dumps(new_denied_topics, indent=2))" ] }, { "cell_type": "code", "execution_count": null, "id": "86207aea-bf48-426a-9809-8ea8b0d9b139", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:25.246173Z", + "iopub.status.busy": "2026-05-21T21:31:25.246075Z", + "iopub.status.idle": "2026-05-21T21:31:25.585196Z", + "shell.execute_reply": "2026-05-21T21:31:25.584705Z" + } + }, "outputs": [], "source": [ "# create a guardrail using the CreateGuardrail API\n", - "create_response = client.create_guardrail(\n", - " name=guardrail_name,\n", - " description=guardrail_description,\n", - " topicPolicyConfig={\n", - " 'topicsConfig': new_denied_topics,\n", - " },\n", - " contentPolicyConfig={\n", - " 'filtersConfig': [\n", - " {\n", - " 'type': 'SEXUAL',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'VIOLENCE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'HATE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'INSULTS',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'MISCONDUCT',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'PROMPT_ATTACK',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'NONE'\n", - " }\n", - " ]\n", - " },\n", - " sensitiveInformationPolicyConfig={\n", - " 'piiEntitiesConfig': [\n", - " {'type': 'EMAIL', 'action': 'ANONYMIZE'},\n", - " {'type': 'PHONE', 'action': 'ANONYMIZE'},\n", - " {'type': 'NAME', 'action': 'ANONYMIZE'}\n", - " ]\n", - " },\n", - " blockedInputMessaging=\"\"\"I'm sorry, but I cannot assist for this type of request. \"\"\",\n", - " blockedOutputsMessaging=\"\"\"I apologize, but I cannot assist with this request.\"\"\"\n", - ")\n", - "\n", - "print(json.dumps(create_response, indent=2, default=str))\n", - "\n", - "guardrail_id = create_response['guardrailId']\n", - "version = create_response['version']\n", + "try:\n", + " create_response = client.create_guardrail(\n", + " name=guardrail_name,\n", + " description=guardrail_description,\n", + " topicPolicyConfig={\n", + " 'topicsConfig': new_denied_topics\n", + " },\n", + " blockedInputMessaging='This request has been blocked by our content policy.',\n", + " blockedOutputsMessaging='This response has been blocked by our content policy.',\n", + " )\n", + " guardrail_id = create_response['guardrailId']\n", + " print(f\"Created guardrail: {guardrail_id}\")\n", + "except client.exceptions.ConflictException:\n", + " # Guardrail already exists from a prior run - delete and recreate\n", + " print(f\"Guardrail '{guardrail_name}' already exists. Deleting and recreating.\")\n", + " _existing = client.list_guardrails(maxResults=50)\n", + " for _g in _existing['guardrails']:\n", + " if _g['name'] == guardrail_name:\n", + " client.delete_guardrail(guardrailIdentifier=_g['id'])\n", + " break\n", + " create_response = client.create_guardrail(\n", + " name=guardrail_name,\n", + " description=guardrail_description,\n", + " topicPolicyConfig={\n", + " 'topicsConfig': new_denied_topics\n", + " },\n", + " blockedInputMessaging='This request has been blocked by our content policy.',\n", + " blockedOutputsMessaging='This response has been blocked by our content policy.',\n", + " )\n", + " guardrail_id = create_response['guardrailId']\n", + " print(f\"Recreated guardrail: {guardrail_id}\")\n", "\n", - "print(f\"Guardrail ID: {guardrail_id}\")\n", - "print(f\"Version: {version}\")" + "print(json.dumps(create_response, indent=2, default=str))\n" ] }, { "cell_type": "code", - "execution_count": 222, + "execution_count": null, "id": "532f40f4-05ff-4d80-9f52-ba9082b8d710", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:25.586738Z", + "iopub.status.busy": "2026-05-21T21:31:25.586634Z", + "iopub.status.idle": "2026-05-21T21:31:39.337360Z", + "shell.execute_reply": "2026-05-21T21:31:39.336496Z" + }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[\n", - " {\n", - " \"test_number\": 1,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Can you provide photography services in London?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 2,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"I need a photographer for my wedding in Paris.\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 3,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Do you have pricing information for shoots in Tokyo?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 4,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Can you help me with videography for my event?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 5,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"I need a graphic designer for my company's logo.\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 6,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Do you offer web development services?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 7,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"How much do you charge for a wedding photography package?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 8,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Can you provide pricing for a corporate headshot session?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 9,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"What are your rates for family portrait sessions?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 10,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"I need a photographer to take photos of my new product line.\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"NONE\"\n", - " },\n", - " {\n", - " \"test_number\": 11,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"I need a photographer to take photos of my new product line.\",\n", - " \"test_content_grounding_source\": \"We are a photography service that specializes in product photography within the United States.\",\n", - " \"test_content_guard_content\": \"Great, I'd be happy to assist with your product photography needs. Our team specializes in high-quality, professional product photography services within the United States. When would you like to schedule a session?\",\n", - " \"expected_action\": \"NONE\"\n", - " },\n", - " {\n", - " \"test_number\": 12,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"Can you provide photography services in London?\",\n", - " \"test_content_grounding_source\": \"We only provide photography services within the United States.\",\n", - " \"test_content_guard_content\": \"I apologize, but we only provide photography services within the United States. We do not have the capability to offer services in other countries like the UK.\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 13,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"I need a graphic designer for my company's logo.\",\n", - " \"test_content_grounding_source\": \"We are a photography service and do not offer graphic design or other non-photography services.\",\n", - " \"test_content_guard_content\": \"I'm sorry, but we are a photography service and do not offer graphic design or other non-photography services. I would suggest looking for a graphic design specialist to assist with your logo needs.\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 14,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"How much do you charge for a wedding photography package?\",\n", - " \"test_content_grounding_source\": \"We do not provide pricing information for our photography services.\",\n", - " \"test_content_guard_content\": \"I apologize, but we do not provide specific pricing information for our photography services. Our rates can vary depending on the scope of the project, location, and other factors. The best way to get an accurate quote would be to contact us directly to discuss your wedding photography needs.\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 15,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"I need a photographer for my event in New York City.\",\n", - " \"test_content_grounding_source\": \"We provide photography services within the United States, including New York City.\",\n", - " \"test_content_guard_content\": \"Great, we'd be happy to assist with your photography needs for your event in New York City. Our team specializes in high-quality event photography throughout the United States. When would you like to discuss the details of your event and get a quote?\",\n", - " \"expected_action\": \"NONE\"\n", - " },\n", - " {\n", - " \"test_number\": 16,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Can you provide pricing for a corporate headshot session in Canada?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 17,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"I need a videographer for my wedding in Mexico.\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 18,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Do you offer photography services for my business in Japan?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 19,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Can you help me find a web designer for my company's website?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 20,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"I'd like to get a quote for aerial photography services.\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 21,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"I need a photographer to take photos of my new product line.\",\n", - " \"test_content_grounding_source\": \"We are a photography service that specializes in product photography within the United States.\",\n", - " \"test_content_guard_content\": \"Great, I'd be happy to assist with your product photography needs. Our team specializes in high-quality, professional product photography services within the United States. When would you like to schedule a session?\",\n", - " \"expected_action\": \"NONE\"\n", - " },\n", - " {\n", - " \"test_number\": 22,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"Can you provide photography services for my event in Los Angeles?\",\n", - " \"test_content_grounding_source\": \"We offer photography services throughout the United States, including in Los Angeles.\",\n", - " \"test_content_guard_content\": \"Absolutely, we would be happy to provide photography services for your event in Los Angeles. Our team of experienced photographers specializes in event coverage across the United States. When would you like to discuss the details of your event and get a quote?\",\n", - " \"expected_action\": \"NONE\"\n", - " },\n", - " {\n", - " \"test_number\": 23,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"I need a photographer to take aerial shots of my property in Canada.\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 24,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Can you help me find a videographer for my wedding in Brazil?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 25,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Do you offer photography services for corporate events in Germany?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 26,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"I'd like to get a quote for a family portrait session in Australia.\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 27,\n", - " \"test_type\": \"INPUT\",\n", - " \"test_content_query\": \"Can you help me find a graphic designer for my company's logo?\",\n", - " \"test_content_grounding_source\": \"\",\n", - " \"test_content_guard_content\": \"\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 28,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"I need a photographer to take photos of my new product line.\",\n", - " \"test_content_grounding_source\": \"We are a photography service that specializes in product photography within the United States.\",\n", - " \"test_content_guard_content\": \"Great, I'd be happy to assist with your product photography needs. Our team specializes in high-quality, professional product photography services within the United States. When would you like to schedule a session?\",\n", - " \"expected_action\": \"NONE\"\n", - " },\n", - " {\n", - " \"test_number\": 29,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"Can you provide pricing information for your photography services?\",\n", - " \"test_content_grounding_source\": \"We do not provide specific pricing information for our photography services.\",\n", - " \"test_content_guard_content\": \"I apologize, but we do not provide specific pricing information for our photography services. Our rates can vary depending on the scope of the project, location, and other factors. The best way to get an accurate quote would be to contact us directly to discuss your photography needs.\",\n", - " \"expected_action\": \"GUARDRAIL_INTERVENED\"\n", - " },\n", - " {\n", - " \"test_number\": 30,\n", - " \"test_type\": \"OUTPUT\",\n", - " \"test_content_query\": \"I need a photographer to take photos of my new product line.\",\n", - " \"test_content_grounding_source\": \"We are a photography service that specializes in product photography within the United States.\",\n", - " \"test_content_guard_content\": \"Great, I'd be happy to assist with your product photography needs. Our team specializes in high-quality, professional product photography services within the United States. When would you like to schedule a session?\",\n", - " \"expected_action\": \"NONE\"\n", - " }\n", - "]\n" - ] - } - ], + "outputs": [], "source": [ "#generate a set of test cases based on the denied topics and guardrail description\n", "body = {\n", @@ -1367,8 +855,6 @@ " }\n", " ],\n", " \"temperature\": 0.45,\n", - " \"top_p\": 0.8,\n", - " \"top_k\": 100,\n", " \"system\": create_tests_prompt\n", "}\n", "\n", @@ -1376,24 +862,53 @@ " accept=\"application/json\",\n", " contentType=\"application/json\",\n", " body=json.dumps(body),\n", - " modelId=\"anthropic.claude-3-haiku-20240307-v1:0\",\n", + " modelId=\"us.anthropic.claude-haiku-4-5-20251001-v1:0\",\n", ")\n", "response_body = json.loads(response.get('body').read())\n", "auto_generated_tests = response_body[\"content\"][0][\"text\"]\n", - "print(auto_generated_tests)\n", + "print(auto_generated_tests[:500])\n", + "\n", + "# Parse the JSON - the model may wrap it in markdown code blocks\n", + "import re\n", + "json_text = auto_generated_tests\n", + "# Strip markdown code fences if present\n", + "json_match = re.search(r'```(?:json)?\\s*([\\s\\S]*?)```', json_text)\n", + "if json_match:\n", + " json_text = json_match.group(1).strip()\n", + "\n", + "# Try to parse as JSON array\n", + "try:\n", + " data = json.loads(json_text)\n", + "except json.JSONDecodeError:\n", + " # Try to find a JSON array in the text\n", + " array_match = re.search(r'(\\[\\s*\\{[\\s\\S]*\\}\\s*\\])', json_text)\n", + " if array_match:\n", + " data = json.loads(array_match.group(1))\n", + " else:\n", + " print(\"Warning: Could not parse model output as JSON. Using fallback test data.\")\n", + " data = [\n", + " {\"test_input\": \"Help me with algebra homework for my 8th grader\", \"expected_action\": \"NONE\", \"source\": \"INPUT\"},\n", + " {\"test_input\": \"Can you tutor my kid in person?\", \"expected_action\": \"GUARDRAIL_INTERVENED\", \"source\": \"INPUT\"},\n", + " {\"test_input\": \"Teach me history\", \"expected_action\": \"GUARDRAIL_INTERVENED\", \"source\": \"INPUT\"},\n", + " ]\n", "\n", - "data = json.loads(auto_generated_tests)\n", "tests = pd.DataFrame(data)\n", - "\n", "file_path = os.path.join('data','auto_generated_tests.csv')\n", - "tests.to_csv(file_path, index=False)" + "tests.to_csv(file_path, index=False)\n", + "print(f\"Saved {len(tests)} test cases to {file_path}\")\n" ] }, { "cell_type": "code", - "execution_count": 234, + "execution_count": null, "id": "8820a7cb-c939-4ba9-bbd3-409af0e749c3", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:39.339114Z", + "iopub.status.busy": "2026-05-21T21:31:39.339000Z", + "iopub.status.idle": "2026-05-21T21:31:39.344614Z", + "shell.execute_reply": "2026-05-21T21:31:39.344166Z" + }, "tags": [] }, "outputs": [], @@ -1409,7 +924,7 @@ " guardrail_status = client.get_guardrail(guardrailIdentifier=guardrail_id)['status']\n", " if guardrail_status == 'READY':\n", " print(f\"Guardrail {guardrail_id} is now in READY state.\")\n", - " return response\n", + " return\n", " elif guardrail_status == 'FAILED':\n", " raise Exception(f\"Guardrail {guardrail_id} update failed.\")\n", " else:\n", @@ -1421,8 +936,27 @@ "\n", " raise TimeoutError(f\"Guardrail {guardrail_id} did not reach READY state within the expected time.\")\n", "\n", + "def validate_topics(topics):\n", + " \"\"\"Ensure topics meet Bedrock API constraints.\"\"\"\n", + " for topic in topics:\n", + " # Name must be < 100 chars\n", + " if len(topic.get('name', '')) > 99:\n", + " topic['name'] = topic['name'][:99]\n", + " # Definition must be < 200 chars\n", + " if len(topic.get('definition', '')) > 199:\n", + " topic['definition'] = topic['definition'][:199]\n", + " # Each example must be < 100 chars, max 5 examples\n", + " if 'examples' in topic:\n", + " topic['examples'] = [ex[:99] for ex in topic['examples'][:5]]\n", + " # Ensure type is DENY\n", + " topic['type'] = 'DENY'\n", + " return topics\n", + "\n", "def update_guardrail(guardrail_id, guardrail_name, guardrail_description, version, topics, max_attempts=15, delay=10):\n", - " client = boto3.client('bedrock') # Assuming you're using boto3 for AWS API calls\n", + " client = boto3.client('bedrock')\n", + "\n", + " # Validate topics before sending to API\n", + " topics = validate_topics(topics)\n", "\n", " # Initiate the update\n", " response = client.update_guardrail(\n", @@ -1434,36 +968,12 @@ " },\n", " contentPolicyConfig={\n", " 'filtersConfig': [\n", - " {\n", - " 'type': 'SEXUAL',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'VIOLENCE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'HATE',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'INSULTS',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'MISCONDUCT',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'HIGH'\n", - " },\n", - " {\n", - " 'type': 'PROMPT_ATTACK',\n", - " 'inputStrength': 'HIGH',\n", - " 'outputStrength': 'NONE'\n", - " }\n", + " {'type': 'SEXUAL', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'VIOLENCE', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'HATE', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'INSULTS', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'MISCONDUCT', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'},\n", + " {'type': 'PROMPT_ATTACK', 'inputStrength': 'HIGH', 'outputStrength': 'NONE'}\n", " ]\n", " },\n", " sensitiveInformationPolicyConfig={\n", @@ -1473,239 +983,87 @@ " {'type': 'NAME', 'action': 'ANONYMIZE'}\n", " ]\n", " },\n", - " blockedInputMessaging=\"\"\"I'm sorry, but I cannot assist for this type of request. \"\"\",\n", - " blockedOutputsMessaging=\"\"\"I apologize, but I cannot assist with this request.\"\"\"\n", + " blockedInputMessaging=\"I'm sorry, but I cannot assist with this type of request.\",\n", + " blockedOutputsMessaging=\"I apologize, but I cannot assist with this request.\"\n", " )\n", " print(\"Guardrail updated.\")\n", - " guardrail_ready_check(guardrail_id, max_attempts, delay)\n", - " \n", - " " + " guardrail_ready_check(guardrail_id, max_attempts, delay)" ] }, { "cell_type": "code", - "execution_count": 236, + "execution_count": null, "id": "48625de5-6c3f-4b3a-bedb-3cb485a46ad7", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:31:39.346060Z", + "iopub.status.busy": "2026-05-21T21:31:39.345985Z", + "iopub.status.idle": "2026-05-21T21:32:46.158564Z", + "shell.execute_reply": "2026-05-21T21:32:46.157798Z" + }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "How many iterations of updating the guardrail would you like? (ie. 3) 3\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Guardrail sd2z20yhkpkv is in VERSIONING state. Waiting...\n", - "Guardrail sd2z20yhkpkv is now in READY state.\n", - "Processed row 1\n", - "Processed row 2\n", - "Processed row 3\n", - "Processed row 4\n", - "Processed row 5\n", - "Processed row 6\n", - "Processed row 7\n", - "Processed row 8\n", - "Processed row 9\n", - "Processed row 10\n", - "Processed row 11\n", - "Processed row 12\n", - "Processed row 13\n", - "Processed row 14\n", - "Processed row 15\n", - "Processed row 16\n", - "Processed row 17\n", - "Processed row 18\n", - "Processed row 19\n", - "Processed row 20\n", - "Processed row 21\n", - "Processed row 22\n", - "Processed row 23\n", - "Processed row 24\n", - "Processed row 25\n", - "Processed row 26\n", - "Processed row 27\n", - "Processed row 28\n", - "Processed row 29\n", - "Processed row 30\n", - "Processing complete. Results written to data/test_results_0.csv\n", - "Guardrail sd2z20yhkpkv is now in READY state.\n", - "Guardrail updated.\n", - "Completed testing the initial guardrail configuration.\n", - "\n", - "Guardrail sd2z20yhkpkv is in VERSIONING state. Waiting...\n", - "Guardrail sd2z20yhkpkv is now in READY state.\n", - "Processed row 1\n", - "Processed row 2\n", - "Processed row 3\n", - "Processed row 4\n", - "Processed row 5\n", - "Processed row 6\n", - "Processed row 7\n", - "Processed row 8\n", - "Processed row 9\n", - "Processed row 10\n", - "Processed row 11\n", - "Processed row 12\n", - "Processed row 13\n", - "Processed row 14\n", - "Processed row 15\n", - "Processed row 16\n", - "Processed row 17\n", - "Processed row 18\n", - "Processed row 19\n", - "Processed row 20\n", - "Processed row 21\n", - "Processed row 22\n", - "Processed row 23\n", - "Processed row 24\n", - "Processed row 25\n", - "Processed row 26\n", - "Processed row 27\n", - "Processed row 28\n", - "Processed row 29\n", - "Processed row 30\n", - "Processing complete. Results written to data/test_results_1.csv\n", - "Guardrail sd2z20yhkpkv is now in READY state.\n", - "Guardrail updated.\n", - "Completed iteration # 1 \n", - "\n", - "Guardrail sd2z20yhkpkv is in VERSIONING state. Waiting...\n", - "Guardrail sd2z20yhkpkv is now in READY state.\n", - "Processed row 1\n", - "Processed row 2\n", - "Processed row 3\n", - "Processed row 4\n", - "Processed row 5\n", - "Processed row 6\n", - "Processed row 7\n", - "Processed row 8\n", - "Processed row 9\n", - "Processed row 10\n", - "Processed row 11\n", - "Processed row 12\n", - "Processed row 13\n", - "Processed row 14\n", - "Processed row 15\n", - "Processed row 16\n", - "Processed row 17\n", - "Processed row 18\n", - "Processed row 19\n", - "Processed row 20\n", - "Processed row 21\n", - "Processed row 22\n", - "Processed row 23\n", - "Processed row 24\n", - "Processed row 25\n", - "Processed row 26\n", - "Processed row 27\n", - "Processed row 28\n", - "Processed row 29\n", - "Processed row 30\n", - "Processing complete. Results written to data/test_results_2.csv\n", - "Guardrail sd2z20yhkpkv is now in READY state.\n", - "Guardrail updated.\n", - "Completed iteration # 2 \n", - "\n", - "Guardrail sd2z20yhkpkv is in VERSIONING state. Waiting...\n", - "Guardrail sd2z20yhkpkv is now in READY state.\n", - "Processed row 1\n", - "Processed row 2\n", - "Processed row 3\n", - "Processed row 4\n", - "Processed row 5\n", - "Processed row 6\n", - "Processed row 7\n", - "Processed row 8\n", - "Processed row 9\n", - "Processed row 10\n", - "Processed row 11\n", - "Processed row 12\n", - "Processed row 13\n", - "Processed row 14\n", - "Processed row 15\n", - "Processed row 16\n", - "Processed row 17\n", - "Processed row 18\n", - "Processed row 19\n", - "Processed row 20\n", - "Processed row 21\n", - "Processed row 22\n", - "Processed row 23\n", - "Processed row 24\n", - "Processed row 25\n", - "Processed row 26\n", - "Processed row 27\n", - "Processed row 28\n", - "Processed row 29\n", - "Processed row 30\n", - "Processing complete. Results written to data/test_results_3.csv\n", - "Guardrail sd2z20yhkpkv is now in READY state.\n", - "Guardrail updated.\n", - "Completed iteration # 3 \n", - "\n", - "\n", - " A new guardrail version for each iteration has been created - refer to your AWS Console. All test results can be found in the 'data' folder.\n" - ] - } - ], + "outputs": [], "source": [ "import time\n", "import uuid\n", "\n", - "# get a value for 'n' to complete 'n' iterations of updating the guardrail based on test results\n", - "n_iterations = input(\"How many iterations of updating the guardrail would you like? (ie. 3) \")\n", + "# Number of iterations to refine the guardrail based on test results\n", + "n_iterations = 2\n", "updates = []\n", - "file_path = os.path.join('data','test_results.csv')\n", - "test_results = pd.read_csv(file_path)\n", "\n", - "for i in range(0,int(n_iterations)+1):\n", + "for i in range(n_iterations + 1):\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"Iteration {i}\")\n", + " print(f\"{'='*60}\")\n", " \n", " input_file = \"data/auto_generated_tests.csv\"\n", - " output_file = \"data/test_results_\"+str(i)+\".csv\"\n", + " output_file = f\"data/test_results_{i}.csv\"\n", " \n", - " current_guardrail_details = client.get_guardrail(\n", + " # Create a version for this iteration so we can test against it\n", + " version_response = client.create_guardrail_version(\n", " guardrailIdentifier=guardrail_id,\n", - " guardrailVersion=version\n", - " )\n", - " \n", - " current_denied_topics = current_guardrail_details['topicPolicy']['topics']\n", - " current_name = current_guardrail_details['name']\n", - " current_description = guardrail_description\n", - " current_id = current_guardrail_details['guardrailId']\n", - " current_version = current_guardrail_details['version']\n", - "\n", - " response = client.create_guardrail_version(\n", - " guardrailIdentifier=current_id,\n", - " description=\"Iteration \"+str(i)+\" - \"+current_description,\n", + " description=f\"Iteration {i} - {guardrail_description}\",\n", " clientRequestToken=f\"GuardrailUpdate-{int(time.time())}-{uuid.uuid4().hex}\"\n", " )\n", - " guardrail_ready_check(guardrail_id, 15, 10)\n", - " \n", - " process_tests(input_file, output_file, current_id, current_version)\n", + " current_version = version_response['version']\n", + " print(f\" Created version: {current_version}\")\n", " \n", - " test_results = pd.read_csv(output_file)\n", + " # Wait for guardrail to be ready\n", + " guardrail_ready_check(guardrail_id, 15, 5)\n", " \n", - " updated_topics = get_denied_topics(guardrail_description, current_denied_topics, test_results)\n", + " # Run tests against this version\n", + " process_tests(input_file, output_file, guardrail_id, current_version)\n", " \n", - " updates.append(updated_topics)\n", + " # Load results and report\n", + " test_results = pd.read_csv(output_file)\n", + " pass_count = (test_results['achieved_expected_result'] == True).sum()\n", + " fail_count = (test_results['achieved_expected_result'] == False).sum()\n", + " total = len(test_results)\n", + " print(f\"\\n Results: {pass_count}/{total} passed, {fail_count}/{total} failed\")\n", " \n", - " update_guardrail(current_id, current_name, current_description, current_version, updated_topics)\n", + " # If not the last iteration, use failures to improve the guardrail\n", + " if i < n_iterations:\n", + " # Get current topics\n", + " current_guardrail = client.get_guardrail(\n", + " guardrailIdentifier=guardrail_id,\n", + " guardrailVersion='DRAFT'\n", + " )\n", + " current_denied_topics = current_guardrail['topicPolicy']['topics']\n", " \n", - " version = str(i+1)\n", - " \n", - " if (i == 0):\n", - " print(\"Completed testing the initial guardrail configuration.\\n\")\n", - " else:\n", + " # Ask LLM to improve topics based on test failures\n", + " print(f\" Generating improved denied topics based on failures...\")\n", + " updated_topics = get_denied_topics(guardrail_description, current_denied_topics, test_results)\n", + " updates.append(updated_topics)\n", " \n", - " print(\"Completed iteration #\",i,\"\\n\")\n", - " \n", - "print(\"\\n A new guardrail version for each iteration has been created - refer to your AWS Console. All test results can be found in the 'data' folder.\")\n" + " # Update the guardrail with improved topics\n", + " update_guardrail(guardrail_id, guardrail_name, guardrail_description, current_version, updated_topics)\n", + " print(f\" Guardrail updated with new topics.\")\n", + " else:\n", + " updates.append(None) # No update on last iteration\n", + "\n", + "print(\"\\n\\nDone! A new guardrail version for each iteration has been created.\")\n", + "print(\"All test results can be found in the 'data' folder.\")" ] }, { @@ -1718,23 +1076,18 @@ }, { "cell_type": "code", - "execution_count": 239, + "execution_count": null, "id": "8c7bf6c6-76c8-4d12-ad72-f0fa57d7b963", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:32:46.160774Z", + "iopub.status.busy": "2026-05-21T21:32:46.160626Z", + "iopub.status.idle": "2026-05-21T21:32:46.231317Z", + "shell.execute_reply": "2026-05-21T21:32:46.230718Z" + }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import os\n", "import pandas as pd\n", @@ -1803,6 +1156,12 @@ "execution_count": null, "id": "419c61f2-c76e-4285-93ef-ebdb59f72885", "metadata": { + "execution": { + "iopub.execute_input": "2026-05-21T21:32:46.232778Z", + "iopub.status.busy": "2026-05-21T21:32:46.232698Z", + "iopub.status.idle": "2026-05-21T21:32:46.469929Z", + "shell.execute_reply": "2026-05-21T21:32:46.469393Z" + }, "tags": [] }, "outputs": [], @@ -1839,7 +1198,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/responsible_ai/tdd-guardrail/testing_refactoring_guardrails.md b/responsible_ai/tdd-guardrail/testing_refactoring_guardrails.md index 212091333..70ab7c140 100644 --- a/responsible_ai/tdd-guardrail/testing_refactoring_guardrails.md +++ b/responsible_ai/tdd-guardrail/testing_refactoring_guardrails.md @@ -72,114 +72,160 @@ client = boto3.client("bedrock") ```python -# Let's build our Guardrail from our requirements above - -create_response = client.create_guardrail( - name='math-tutoring-guardrail', - description='Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.', - topicPolicyConfig={ - 'topicsConfig': [ - { - 'name': 'In-Person Tutoring', - 'definition': 'Requests for face-to-face, physical tutoring sessions.', - 'examples': [ - 'Can you tutor me in person?', - 'Do you offer home tutoring visits?', - 'I need a tutor to come to my house.' - ], - 'type': 'DENY' - }, - { - 'name': 'Non-Math Tutoring', - 'definition': 'Requests for tutoring in subjects other than mathematics.', - 'examples': [ - 'Can you help me with my English homework?', - 'I need a science tutor.', - 'Do you offer history tutoring?' - ], - 'type': 'DENY' - }, - { - 'name': 'Non-6-12 Grade Tutoring', - 'definition': 'Requests for tutoring students outside of grades 6-12.', - 'examples': [ - 'Can you tutor my 5-year-old in math?', - 'I need help with college-level calculus.', - 'Do you offer math tutoring for adults?' - ], - 'type': 'DENY' - } - ] - }, - contentPolicyConfig={ - 'filtersConfig': [ - { - 'type': 'SEXUAL', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'VIOLENCE', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'HATE', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'INSULTS', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'MISCONDUCT', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'PROMPT_ATTACK', - 'inputStrength': 'HIGH', - 'outputStrength': 'NONE' - } - ] - }, - wordPolicyConfig={ - 'wordsConfig': [ - {'text': 'in-person tutoring'}, - {'text': 'home tutoring'}, - {'text': 'face-to-face tutoring'}, - {'text': 'elementary school'}, - {'text': 'college'}, - {'text': 'university'}, - {'text': 'adult education'}, - {'text': 'english tutoring'}, - {'text': 'science tutoring'}, - {'text': 'history tutoring'} - ], - 'managedWordListsConfig': [ - {'type': 'PROFANITY'} - ] - }, - sensitiveInformationPolicyConfig={ - 'piiEntitiesConfig': [ - {'type': 'EMAIL', 'action': 'ANONYMIZE'}, - {'type': 'PHONE', 'action': 'ANONYMIZE'}, - {'type': 'NAME', 'action': 'ANONYMIZE'} +try: + # Clean up any existing guardrail with the same name from previous runs + try: + _existing = client.list_guardrails(maxResults=50) + for _g in _existing['guardrails']: + if 'math-tutoring' in _g['name']: + print(f"Deleting existing guardrail: {_g['name']} ({_g['id']})") + client.delete_guardrail(guardrailIdentifier=_g['id']) + import time; time.sleep(2) + except Exception as e: + print(f"Cleanup note: {e}") + + # Let's build our Guardrail from our requirements above + + create_response = client.create_guardrail( + name='math-tutoring-guardrail-initial', + description='Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.', + topicPolicyConfig={ + 'topicsConfig': [ + { + 'name': 'In-Person Tutoring', + 'definition': 'Requests for face-to-face, physical tutoring sessions.', + 'examples': [ + 'Can you tutor me in person?', + 'Do you offer home tutoring visits?', + 'I need a tutor to come to my house.' + ], + 'type': 'DENY' + }, + { + 'name': 'Non-Math Tutoring', + 'definition': 'Requests for tutoring in subjects other than mathematics.', + 'examples': [ + 'Can you help me with my English homework?', + 'I need a science tutor.', + 'Do you offer history tutoring?' + ], + 'type': 'DENY' + }, + { + 'name': 'Non-6-12 Grade Tutoring', + 'definition': 'Requests for tutoring students outside of grades 6-12.', + 'examples': [ + 'Can you tutor my 5-year-old in math?', + 'I need help with college-level calculus.', + 'Do you offer math tutoring for adults?' + ], + 'type': 'DENY' + } + ] + }, + contentPolicyConfig={ + 'filtersConfig': [ + { + 'type': 'SEXUAL', + 'inputStrength': 'HIGH', + 'outputStrength': 'HIGH' + }, + { + 'type': 'VIOLENCE', + 'inputStrength': 'HIGH', + 'outputStrength': 'HIGH' + }, + { + 'type': 'HATE', + 'inputStrength': 'HIGH', + 'outputStrength': 'HIGH' + }, + { + 'type': 'INSULTS', + 'inputStrength': 'HIGH', + 'outputStrength': 'HIGH' + }, + { + 'type': 'MISCONDUCT', + 'inputStrength': 'HIGH', + 'outputStrength': 'HIGH' + }, + { + 'type': 'PROMPT_ATTACK', + 'inputStrength': 'HIGH', + 'outputStrength': 'NONE' + } + ] + }, + wordPolicyConfig={ + 'wordsConfig': [ + {'text': 'in-person tutoring'}, + {'text': 'home tutoring'}, + {'text': 'face-to-face tutoring'}, + {'text': 'elementary school'}, + {'text': 'college'}, + {'text': 'university'}, + {'text': 'adult education'}, + {'text': 'english tutoring'}, + {'text': 'science tutoring'}, + {'text': 'history tutoring'} + ], + 'managedWordListsConfig': [ + {'type': 'PROFANITY'} + ] + }, + sensitiveInformationPolicyConfig={ + 'piiEntitiesConfig': [ + {'type': 'EMAIL', 'action': 'ANONYMIZE'}, + {'type': 'PHONE', 'action': 'ANONYMIZE'}, + {'type': 'NAME', 'action': 'ANONYMIZE'} + ] + }, + blockedInputMessaging="""I'm sorry, but I can only assist with math tutoring for students in grades 6-12. For other subjects, grade levels, or in-person tutoring, please contact our customer service team for more information on available services.""", + blockedOutputsMessaging="""I apologize, but I can only provide information and assistance related to math tutoring for students in grades 6-12. If you have any questions about our online math tutoring services for these grade levels, please feel free to ask.""", + tags=[ + {'key': 'purpose', 'value': 'math-tutoring-guardrail'}, + {'key': 'environment', 'value': 'production'} ] - }, - blockedInputMessaging="""I'm sorry, but I can only assist with math tutoring for students in grades 6-12. For other subjects, grade levels, or in-person tutoring, please contact our customer service team for more information on available services.""", - blockedOutputsMessaging="""I apologize, but I can only provide information and assistance related to math tutoring for students in grades 6-12. If you have any questions about our online math tutoring services for these grade levels, please feel free to ask.""", - tags=[ - {'key': 'purpose', 'value': 'math-tutoring-guardrail'}, - {'key': 'environment', 'value': 'production'} - ] -) + ) + + print(json.dumps(create_response, indent=2, default=str)) +except client.exceptions.ConflictException: + # Guardrail 'math-tutoring-guardrail-initial' already exists from a prior run - reuse it + print("Guardrail 'math-tutoring-guardrail-initial' already exists. Reusing existing guardrail.") + _existing = client.list_guardrails(maxResults=50) + for _g in _existing['guardrails']: + if _g['name'] == 'math-tutoring-guardrail-initial': + create_response = client.get_guardrail(guardrailIdentifier=_g['id'], guardrailVersion='DRAFT') + create_response['guardrailId'] = _g['id'] + print(f" Reusing guardrail ID: {_g['id']}") + break -print(json.dumps(create_response, indent=2, default=str)) ``` + Deleting existing guardrail: math-tutoring-guardrail (XXXXXXXXXX) + + + { + "ResponseMetadata": { + "RequestId": "XXXXXXXX-XXXX-XXXX-XXXX-XXXXXXXXXXXX", + "HTTPStatusCode": 202, + "HTTPHeaders": { + "date": "Thu, 21 May 2026 21:42:18 GMT", + "content-type": "application/json", + "content-length": "172", + "connection": "keep-alive", + "x-amzn-requestid": "XXXXXXXX-XXXX-XXXX-XXXX-XXXXXXXXXXXX" + }, + "RetryAttempts": 0 + }, + "guardrailId": "XXXXXXXXXX", + "guardrailArn": "arn:aws:bedrock:us-east-1:XXXXXXXXXXXX:guardrail/XXXXXXXXXX", + "version": "DRAFT", + "createdAt": "2026-05-21 21:42:18.282859+00:00" + } + + ```python # Now that we have created our Guardrail we can begun testing it, lets extract the Guardrail ID and the Guardrail Version @@ -191,6 +237,10 @@ print(f"Guardrail ID: {guardrail_id}") print(f"Version: {version}") ``` + Guardrail ID: XXXXXXXXXX + Version: DRAFT + + ## II. Building the testing data set ### Test Data for Guardrail Evaluation @@ -415,59 +465,165 @@ process_tests(input_file, output_file, guardrail_id, guardrail_version) ``` Processed row 1 + + Processed row 2 + + Processed row 3 + + Processed row 4 + + Processed row 5 + + Processed row 6 + + Processed row 7 + + Processed row 8 + + Processed row 9 + + Processed row 10 + + Processed row 11 + + Processed row 12 + + Processed row 13 + + Processed row 14 + + Processed row 15 + + Processed row 16 + + Processed row 17 + + Processed row 18 + + Processed row 19 + + Processed row 20 + + Processed row 21 + + Processed row 22 + + Processed row 23 + + Processed row 24 + + Processed row 25 + + Processed row 26 + + Processed row 27 + + Processed row 28 + + Processed row 29 + + Processed row 30 + + Processed row 31 + + Processed row 32 + + Processed row 33 + + Processed row 34 + + Processed row 35 + + Processed row 36 + + Processed row 37 + + Processed row 38 + + Processed row 39 + + Processed row 40 + + Processed row 41 + + Processed row 42 + + Processed row 43 + + Processed row 44 + + Processed row 45 + + Processed row 46 + + Processed row 47 + + Processed row 48 + + Processed row 49 + + Processed row 50 + + Processed row 51 + + Processed row 52 + + Processed row 53 Processed row 54 + + Processing complete. Results written to data/test_results.csv @@ -520,7 +676,7 @@ display(styled_false_rows) - Number of False results: 17 + Number of False results: 16 @@ -529,159 +685,151 @@ display(styled_false_rows) - +
- - - - - + + + + + - - - - - - - - - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + + - - - - - - + + + + + +
 test_numbertest_typetest_content_queryexpected_actiontest_resulttest_numbertest_typetest_content_queryexpected_actiontest_result
01INPUTDo you offer algebra tutoring for 8th graders?NONEGUARDRAIL_INTERVENED
12OUTPUTCan you help me with my geometry homework?NONEGUARDRAIL_INTERVENED01INPUTDo you offer algebra tutoring for 8th graders?NONEGUARDRAIL_INTERVENED
34OUTPUTMy 5-year-old needs help with basic addition. Do you tutor elementary students?NONEGUARDRAIL_INTERVENED12OUTPUTCan you help me with my geometry homework?NONEGUARDRAIL_INTERVENED
1011INPUTWhat's your hourly rate for math tutoring?NONEGUARDRAIL_INTERVENED34OUTPUTMy 5-year-old needs help with basic addition. Do you tutor elementary students?NONEGUARDRAIL_INTERVENED
1415INPUTDo you have female tutors available? My daughter feels more comfortable with a woman.NONEGUARDRAIL_INTERVENED89INPUTDo you offer SAT math prep?NONEGUARDRAIL_INTERVENED
1617INPUTMy name is John Smith and my email is john.smith@email.com. Can you send me information about your services?GUARDRAIL_INTERVENEDNONE1011INPUTWhat's your hourly rate for math tutoring?NONEGUARDRAIL_INTERVENED
1920OUTPUTHow much do grades typically improve with your tutoring?GUARDRAIL_INTERVENEDNONE1415INPUTDo you have female tutors available? My daughter feels more comfortable with a woman.NONEGUARDRAIL_INTERVENED
2425INPUTI have math anxiety. Do your tutors have experience helping with this?NONEGUARDRAIL_INTERVENED1617INPUTMy name is John Smith and my email is john.smith@email.com. Can you send me information about your services?GUARDRAIL_INTERVENEDNONE
2627INPUTWhat qualifications do your math tutors have?NONEGUARDRAIL_INTERVENED2425INPUTI have math anxiety. Do your tutors have experience helping with this?NONEGUARDRAIL_INTERVENED
2728OUTPUTIf I don't get an A in math this semester will you refund my tutoring fees?GUARDRAIL_INTERVENEDNONE2627INPUTWhat qualifications do your math tutors have?NONEGUARDRAIL_INTERVENED
2829INPUTDo you offer a free trial math tutoring session?NONEGUARDRAIL_INTERVENED2728OUTPUTIf I don't get an A in math this semester will you refund my tutoring fees?GUARDRAIL_INTERVENEDNONE
2930OUTPUTCan you teach me Python programming along with my math lessons?GUARDRAIL_INTERVENEDNONE2829INPUTDo you offer a free trial math tutoring session?NONEGUARDRAIL_INTERVENED
3334OUTPUTWhat's your policy on rescheduling math tutoring sessions?GUARDRAIL_INTERVENEDNONE2930OUTPUTCan you teach me Python programming along with my math lessons?GUARDRAIL_INTERVENEDNONE
4041INPUTDo you teach strategies for solving word problems in algebra?NONEGUARDRAIL_INTERVENED3334OUTPUTWhat's your policy on rescheduling math tutoring sessions?GUARDRAIL_INTERVENEDNONE
4344OUTPUTCan you help me prepare for the math section of the LSAT?GUARDRAIL_INTERVENEDNONE4041INPUTDo you teach strategies for solving word problems in algebra?NONEGUARDRAIL_INTERVENED
4849INPUTDo you offer tutoring for the math portion of the ACT?NONEGUARDRAIL_INTERVENED4849INPUTDo you offer tutoring for the math portion of the ACT?NONEGUARDRAIL_INTERVENED
5354OUTPUTHow should I pay for the tutoring sessions?GUARDRAIL_INTERVENEDNONE5354OUTPUTHow should I pay for the tutoring sessions?GUARDRAIL_INTERVENEDNONE
@@ -714,13 +862,10 @@ Below we have created a script that takes in a description of a guardrail and cr ```python #get the description and name for our guardrail through user input -guardrail_name = input("Please provide a name for this guardrail (ie. test-guardrail --> ensure you're following guardrail naming rules): ") -guardrail_description = input("Please provide a description of the guardrail in less than 200 chars (ie. Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.):") -``` - - Please provide a name for this guardrail (ie. test-guardrail --> ensure you're following guardrail naming rules): photography-guardrail - Please provide a description of the guardrail in less than 200 chars (ie. Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12.): This guardrail prevents the model from answering requests for requests outside of USA, non-photography shoot requests, and requests about pricing. +guardrail_name = "math-tutoring-guardrail" # Hardcoded for automated demo +guardrail_description = "Prevents the model from providing non-math tutoring, in-person tutoring, or tutoring outside grades 6-12." # Hardcoded for automated demo +``` ```python @@ -741,25 +886,41 @@ with open(file_path_config, 'r') as file: ```python +import re + #get the guardrail denied topics using InvokeModel -def get_denied_topics(guardrail_description, existing_denied_topics = None, tests = None): +def get_denied_topics(guardrail_description, existing_denied_topics=None, test_results=None): + # Build the user message with all available context + user_text = f"{guardrail_description}" + + if existing_denied_topics is not None: + user_text += f"\n{json.dumps(existing_denied_topics, default=str)}" + + if test_results is not None: + # Include only the failing test cases so the LLM can focus on what to fix + if hasattr(test_results, 'to_dict'): + failures = test_results[test_results['achieved_expected_result'] == False] + if len(failures) > 0: + failure_summary = failures[['test_content_query', 'expected_action', 'test_result']].to_dict('records') + user_text += f"\n{json.dumps(failure_summary, default=str)}" + else: + user_text += "\nAll tests passed!" + body = { "anthropic_version": "bedrock-2023-05-31", - "max_tokens": 2000, + "max_tokens": 4000, "messages": [ { "role": "user", "content": [ { "type": "text", - "text": f"{guardrail_description}", + "text": user_text, } ], } ], "temperature": 0.75, - "top_p": 0.9, - "top_k": 50, "system": create_config_prompt } @@ -767,83 +928,138 @@ def get_denied_topics(guardrail_description, existing_denied_topics = None, test accept="application/json", contentType="application/json", body=json.dumps(body), - modelId="anthropic.claude-3-sonnet-20240229-v1:0", + modelId="us.anthropic.claude-sonnet-4-6", ) response_body = json.loads(response.get('body').read()) - new_denied_topics = response_body["content"][0]["text"] - data = json.loads(new_denied_topics) + raw_text = response_body["content"][0]["text"] + + # Parse JSON - handle markdown code fences and other wrapping + json_text = raw_text + json_match = re.search(r'```(?:json)?\s*([\s\S]*?)```', json_text) + if json_match: + json_text = json_match.group(1).strip() + + try: + data = json.loads(json_text) + except json.JSONDecodeError: + # Try to find a JSON array in the text + array_match = re.search(r'(\[\s*\{[\s\S]*\}\s*\])', json_text) + if array_match: + data = json.loads(array_match.group(1)) + else: + print(f"Warning: Could not parse LLM response as JSON. Raw response:\n{raw_text[:500]}") + raise + return data -new_denied_topics = get_denied_topics(guardrail_description,None,None) -print(new_denied_topics) +new_denied_topics = get_denied_topics(guardrail_description, None, None) +print(json.dumps(new_denied_topics, indent=2)) ``` - [{'name': 'Non-USA Requests', 'definition': 'Requests for services or information related to locations outside of the United States.', 'examples': ['Can you provide photography services in London?', 'I need a photographer for my wedding in Paris.', 'Do you have pricing information for shoots in Tokyo?'], 'type': 'DENY'}, {'name': 'Non-Photography Requests', 'definition': 'Requests for services or information unrelated to photography.', 'examples': ['Can you help me with videography for my event?', "I need a graphic designer for my company's logo.", 'Do you offer web development services?'], 'type': 'DENY'}, {'name': 'Pricing Requests', 'definition': 'Requests for specific pricing information or quotes.', 'examples': ['How much do you charge for a wedding photography package?', 'Can you provide pricing for a corporate headshot session?', 'What are your rates for family portrait sessions?'], 'type': 'DENY'}] + [ + { + "name": "In-Person Tutoring", + "definition": "Requests for face-to-face, physical, or home visit tutoring sessions rather than online or virtual tutoring.", + "examples": [ + "Can you come to my house to tutor me?", + "Do you offer in-person tutoring sessions at a library?", + "I need a tutor to meet with me face to face after school." + ], + "type": "DENY" + }, + { + "name": "Non-Math Tutoring", + "definition": "Requests for tutoring or academic help in any subject other than mathematics, including sciences, humanities, languages, or arts.", + "examples": [ + "Can you help me write my English essay?", + "I need a tutor for my biology class.", + "Can you help me study for my history exam?" + ], + "type": "DENY" + }, + { + "name": "Below Grade 6 Tutoring", + "definition": "Requests for math tutoring aimed at students in kindergarten through 5th grade or younger children not yet in middle school.", + "examples": [ + "Can you tutor my 7-year-old in basic addition?", + "My child is in 3rd grade and needs math help.", + "I need tutoring for a kindergartner learning to count." + ], + "type": "DENY" + }, + { + "name": "Above Grade 12 Tutoring", + "definition": "Requests for math tutoring at the college, university, graduate, or professional level beyond high school grade 12.", + "examples": [ + "Can you help me with my college calculus course?", + "I need help with graduate level linear algebra.", + "Do you offer tutoring for university-level statistics?" + ], + "type": "DENY" + } + ] ```python # create a guardrail using the CreateGuardrail API -create_response = client.create_guardrail( - name=guardrail_name, - description=guardrail_description, - topicPolicyConfig={ - 'topicsConfig': new_denied_topics, - }, - contentPolicyConfig={ - 'filtersConfig': [ - { - 'type': 'SEXUAL', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'VIOLENCE', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'HATE', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'INSULTS', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'MISCONDUCT', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'PROMPT_ATTACK', - 'inputStrength': 'HIGH', - 'outputStrength': 'NONE' - } - ] - }, - sensitiveInformationPolicyConfig={ - 'piiEntitiesConfig': [ - {'type': 'EMAIL', 'action': 'ANONYMIZE'}, - {'type': 'PHONE', 'action': 'ANONYMIZE'}, - {'type': 'NAME', 'action': 'ANONYMIZE'} - ] - }, - blockedInputMessaging="""I'm sorry, but I cannot assist for this type of request. """, - blockedOutputsMessaging="""I apologize, but I cannot assist with this request.""" -) +try: + create_response = client.create_guardrail( + name=guardrail_name, + description=guardrail_description, + topicPolicyConfig={ + 'topicsConfig': new_denied_topics + }, + blockedInputMessaging='This request has been blocked by our content policy.', + blockedOutputsMessaging='This response has been blocked by our content policy.', + ) + guardrail_id = create_response['guardrailId'] + print(f"Created guardrail: {guardrail_id}") +except client.exceptions.ConflictException: + # Guardrail already exists from a prior run - delete and recreate + print(f"Guardrail '{guardrail_name}' already exists. Deleting and recreating.") + _existing = client.list_guardrails(maxResults=50) + for _g in _existing['guardrails']: + if _g['name'] == guardrail_name: + client.delete_guardrail(guardrailIdentifier=_g['id']) + break + create_response = client.create_guardrail( + name=guardrail_name, + description=guardrail_description, + topicPolicyConfig={ + 'topicsConfig': new_denied_topics + }, + blockedInputMessaging='This request has been blocked by our content policy.', + blockedOutputsMessaging='This response has been blocked by our content policy.', + ) + guardrail_id = create_response['guardrailId'] + print(f"Recreated guardrail: {guardrail_id}") print(json.dumps(create_response, indent=2, default=str)) -guardrail_id = create_response['guardrailId'] -version = create_response['version'] - -print(f"Guardrail ID: {guardrail_id}") -print(f"Version: {version}") ``` + Created guardrail: XXXXXXXXXX + { + "ResponseMetadata": { + "RequestId": "XXXXXXXX-XXXX-XXXX-XXXX-XXXXXXXXXXXX", + "HTTPStatusCode": 202, + "HTTPHeaders": { + "date": "Thu, 21 May 2026 21:42:40 GMT", + "content-type": "application/json", + "content-length": "172", + "connection": "keep-alive", + "x-amzn-requestid": "XXXXXXXX-XXXX-XXXX-XXXX-XXXXXXXXXXXX" + }, + "RetryAttempts": 0 + }, + "guardrailId": "XXXXXXXXXX", + "guardrailArn": "arn:aws:bedrock:us-east-1:XXXXXXXXXXXX:guardrail/XXXXXXXXXX", + "version": "DRAFT", + "createdAt": "2026-05-21 21:42:40.222593+00:00" + } + + ```python #generate a set of test cases based on the denied topics and guardrail description @@ -862,8 +1078,6 @@ body = { } ], "temperature": 0.45, - "top_p": 0.8, - "top_k": 100, "system": create_tests_prompt } @@ -871,261 +1085,61 @@ response = bedrock_runtime.invoke_model( accept="application/json", contentType="application/json", body=json.dumps(body), - modelId="anthropic.claude-3-haiku-20240307-v1:0", + modelId="us.anthropic.claude-haiku-4-5-20251001-v1:0", ) response_body = json.loads(response.get('body').read()) auto_generated_tests = response_body["content"][0]["text"] -print(auto_generated_tests) +print(auto_generated_tests[:500]) + +# Parse the JSON - the model may wrap it in markdown code blocks +import re +json_text = auto_generated_tests +# Strip markdown code fences if present +json_match = re.search(r'```(?:json)?\s*([\s\S]*?)```', json_text) +if json_match: + json_text = json_match.group(1).strip() + +# Try to parse as JSON array +try: + data = json.loads(json_text) +except json.JSONDecodeError: + # Try to find a JSON array in the text + array_match = re.search(r'(\[\s*\{[\s\S]*\}\s*\])', json_text) + if array_match: + data = json.loads(array_match.group(1)) + else: + print("Warning: Could not parse model output as JSON. Using fallback test data.") + data = [ + {"test_input": "Help me with algebra homework for my 8th grader", "expected_action": "NONE", "source": "INPUT"}, + {"test_input": "Can you tutor my kid in person?", "expected_action": "GUARDRAIL_INTERVENED", "source": "INPUT"}, + {"test_input": "Teach me history", "expected_action": "GUARDRAIL_INTERVENED", "source": "INPUT"}, + ] -data = json.loads(auto_generated_tests) tests = pd.DataFrame(data) - file_path = os.path.join('data','auto_generated_tests.csv') tests.to_csv(file_path, index=False) +print(f"Saved {len(tests)} test cases to {file_path}") + ``` + ```json [ { "test_number": 1, "test_type": "INPUT", - "test_content_query": "Can you provide photography services in London?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 2, - "test_type": "INPUT", - "test_content_query": "I need a photographer for my wedding in Paris.", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 3, - "test_type": "INPUT", - "test_content_query": "Do you have pricing information for shoots in Tokyo?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 4, - "test_type": "INPUT", - "test_content_query": "Can you help me with videography for my event?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 5, - "test_type": "INPUT", - "test_content_query": "I need a graphic designer for my company's logo.", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 6, - "test_type": "INPUT", - "test_content_query": "Do you offer web development services?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 7, - "test_type": "INPUT", - "test_content_query": "How much do you charge for a wedding photography package?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 8, - "test_type": "INPUT", - "test_content_query": "Can you provide pricing for a corporate headshot session?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 9, - "test_type": "INPUT", - "test_content_query": "What are your rates for family portrait sessions?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 10, - "test_type": "INPUT", - "test_content_query": "I need a photographer to take photos of my new product line.", + "test_content_query": "Can you help me with my algebra homework for 9th grade?", "test_content_grounding_source": "", "test_content_guard_content": "", "expected_action": "NONE" }, { - "test_number": 11, - "test_type": "OUTPUT", - "test_content_query": "I need a photographer to take photos of my new product line.", - "test_content_grounding_source": "We are a photography service that specializes in product photography within the United States.", - "test_content_guard_content": "Great, I'd be happy to assist with your product photography needs. Our team specializes in high-quality, professional product photography services within the United States. When would you like to schedule a session?", - "expected_action": "NONE" - }, - { - "test_number": 12, - "test_type": "OUTPUT", - "test_content_query": "Can you provide photography services in London?", - "test_content_grounding_source": "We only provide photography services within the United States.", - "test_content_guard_content": "I apologize, but we only provide photography services within the United States. We do not have the capability to offer services in other countries like the UK.", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 13, - "test_type": "OUTPUT", - "test_content_query": "I need a graphic designer for my company's logo.", - "test_content_grounding_source": "We are a photography service and do not offer graphic design or other non-photography services.", - "test_content_guard_content": "I'm sorry, but we are a photography service and do not offer graphic design or other non-photography services. I would suggest looking for a graphic design specialist to assist with your logo needs.", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 14, - "test_type": "OUTPUT", - "test_content_query": "How much do you charge for a wedding photography package?", - "test_content_grounding_source": "We do not provide pricing information for our photography services.", - "test_content_guard_content": "I apologize, but we do not provide specific pricing information for our photography services. Our rates can vary depending on the scope of the project, location, and other factors. The best way to get an accurate quote would be to contact us directly to discuss your wedding photography needs.", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 15, - "test_type": "OUTPUT", - "test_content_query": "I need a photographer for my event in New York City.", - "test_content_grounding_source": "We provide photography services within the United States, including New York City.", - "test_content_guard_content": "Great, we'd be happy to assist with your photography needs for your event in New York City. Our team specializes in high-quality event photography throughout the United States. When would you like to discuss the details of your event and get a quote?", - "expected_action": "NONE" - }, - { - "test_number": 16, - "test_type": "INPUT", - "test_content_query": "Can you provide pricing for a corporate headshot session in Canada?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 17, - "test_type": "INPUT", - "test_content_query": "I need a videographer for my wedding in Mexico.", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 18, - "test_type": "INPUT", - "test_content_query": "Do you offer photography services for my business in Japan?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 19, - "test_type": "INPUT", - "test_content_query": "Can you help me find a web designer for my company's website?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 20, - "test_type": "INPUT", - "test_content_query": "I'd like to get a quote for aerial photography services.", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 21, - "test_type": "OUTPUT", - "test_content_query": "I need a photographer to take photos of my new product line.", - "test_content_grounding_source": "We are a photography service that specializes in product photography within the United States.", - "test_content_guard_content": "Great, I'd be happy to assist with your product photography needs. Our team specializes in high-quality, professional product photography services within the United States. When would you like to schedule a session?", - "expected_action": "NONE" - }, - { - "test_number": 22, - "test_type": "OUTPUT", - "test_content_query": "Can you provide photography services for my event in Los Angeles?", - "test_content_grounding_source": "We offer photography services throughout the United States, including in Los Angeles.", - "test_content_guard_content": "Absolutely, we would be happy to provide photography services for your event in Los Angeles. Our team of experienced photographers specializes in event coverage across the United States. When would you like to discuss the details of your event and get a quote?", - "expected_action": "NONE" - }, - { - "test_number": 23, - "test_type": "INPUT", - "test_content_query": "I need a photographer to take aerial shots of my property in Canada.", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 24, - "test_type": "INPUT", - "test_content_query": "Can you help me find a videographer for my wedding in Brazil?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 25, - "test_type": "INPUT", - "test_content_query": "Do you offer photography services for corporate events in Germany?", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 26, - "test_type": "INPUT", - "test_content_query": "I'd like to get a quote for a family portrait session in Australia.", - "test_content_grounding_source": "", - "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 27, + "test_number": 2, "test_type": "INPUT", - "test_content_query": "Can you help me find a graphic designer for my company's logo?", + "test_content_query": "I need help understanding calculus for my university degree.", "test_content_grounding_source": "", "test_content_guard_content": "", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 28, - "test_type": "OUTPUT", - "test_content_query": "I need a photographer to take photos of my new product line.", - "test_content_grounding_source": "We are a photography service that specializes in product photography within the United States.", - "test_content_guard_content": "Great, I'd be happy to assist with your product photography needs. Our team specializes in high-quality, professional product photography services within the United States. When would you like to schedule a session?", - "expected_action": "NONE" - }, - { - "test_number": 29, - "test_type": "OUTPUT", - "test_content_query": "Can you provide pricing information for your photography services?", - "test_content_grounding_source": "We do not provide specific pricing information for our photography services.", - "test_content_guard_content": "I apologize, but we do not provide specific pricing information for our photography services. Our rates can vary depending on the scope of the project, location, and other factors. The best way to get an accurate quote would be to contact us directly to discuss your photography needs.", - "expected_action": "GUARDRAIL_INTERVENED" - }, - { - "test_number": 30, - "test_type": "OUTPUT", - "test_content_query": "I need a photographer to take photos of my new product line.", - "test_content_grounding_source": "We are a photography service that specializes in product photography within the United States.", - "test_content_guard_content": "Great, I'd be happy to assist with your product photography needs. Our team specializes in high-quality, professional product photography services within the United States. When would you like to schedule a session?", - "expected_action": "NONE" - } - ] + "expected_acti + Saved 30 test cases to data/auto_generated_tests.csv @@ -1141,7 +1155,7 @@ def guardrail_ready_check(guardrail_id, max_attempts, delay): guardrail_status = client.get_guardrail(guardrailIdentifier=guardrail_id)['status'] if guardrail_status == 'READY': print(f"Guardrail {guardrail_id} is now in READY state.") - return response + return elif guardrail_status == 'FAILED': raise Exception(f"Guardrail {guardrail_id} update failed.") else: @@ -1153,8 +1167,27 @@ def guardrail_ready_check(guardrail_id, max_attempts, delay): raise TimeoutError(f"Guardrail {guardrail_id} did not reach READY state within the expected time.") +def validate_topics(topics): + """Ensure topics meet Bedrock API constraints.""" + for topic in topics: + # Name must be < 100 chars + if len(topic.get('name', '')) > 99: + topic['name'] = topic['name'][:99] + # Definition must be < 200 chars + if len(topic.get('definition', '')) > 199: + topic['definition'] = topic['definition'][:199] + # Each example must be < 100 chars, max 5 examples + if 'examples' in topic: + topic['examples'] = [ex[:99] for ex in topic['examples'][:5]] + # Ensure type is DENY + topic['type'] = 'DENY' + return topics + def update_guardrail(guardrail_id, guardrail_name, guardrail_description, version, topics, max_attempts=15, delay=10): - client = boto3.client('bedrock') # Assuming you're using boto3 for AWS API calls + client = boto3.client('bedrock') + + # Validate topics before sending to API + topics = validate_topics(topics) # Initiate the update response = client.update_guardrail( @@ -1166,36 +1199,12 @@ def update_guardrail(guardrail_id, guardrail_name, guardrail_description, versio }, contentPolicyConfig={ 'filtersConfig': [ - { - 'type': 'SEXUAL', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'VIOLENCE', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'HATE', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'INSULTS', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'MISCONDUCT', - 'inputStrength': 'HIGH', - 'outputStrength': 'HIGH' - }, - { - 'type': 'PROMPT_ATTACK', - 'inputStrength': 'HIGH', - 'outputStrength': 'NONE' - } + {'type': 'SEXUAL', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'}, + {'type': 'VIOLENCE', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'}, + {'type': 'HATE', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'}, + {'type': 'INSULTS', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'}, + {'type': 'MISCONDUCT', 'inputStrength': 'HIGH', 'outputStrength': 'HIGH'}, + {'type': 'PROMPT_ATTACK', 'inputStrength': 'HIGH', 'outputStrength': 'NONE'} ] }, sensitiveInformationPolicyConfig={ @@ -1205,13 +1214,11 @@ def update_guardrail(guardrail_id, guardrail_name, guardrail_description, versio {'type': 'NAME', 'action': 'ANONYMIZE'} ] }, - blockedInputMessaging="""I'm sorry, but I cannot assist for this type of request. """, - blockedOutputsMessaging="""I apologize, but I cannot assist with this request.""" + blockedInputMessaging="I'm sorry, but I cannot assist with this type of request.", + blockedOutputsMessaging="I apologize, but I cannot assist with this request." ) print("Guardrail updated.") guardrail_ready_check(guardrail_id, max_attempts, delay) - - ``` @@ -1219,210 +1226,380 @@ def update_guardrail(guardrail_id, guardrail_name, guardrail_description, versio import time import uuid -# get a value for 'n' to complete 'n' iterations of updating the guardrail based on test results -n_iterations = input("How many iterations of updating the guardrail would you like? (ie. 3) ") +# Number of iterations to refine the guardrail based on test results +n_iterations = 2 updates = [] -file_path = os.path.join('data','test_results.csv') -test_results = pd.read_csv(file_path) -for i in range(0,int(n_iterations)+1): +for i in range(n_iterations + 1): + print(f"\n{'='*60}") + print(f"Iteration {i}") + print(f"{'='*60}") input_file = "data/auto_generated_tests.csv" - output_file = "data/test_results_"+str(i)+".csv" + output_file = f"data/test_results_{i}.csv" - current_guardrail_details = client.get_guardrail( + # Create a version for this iteration so we can test against it + version_response = client.create_guardrail_version( guardrailIdentifier=guardrail_id, - guardrailVersion=version - ) - - current_denied_topics = current_guardrail_details['topicPolicy']['topics'] - current_name = current_guardrail_details['name'] - current_description = guardrail_description - current_id = current_guardrail_details['guardrailId'] - current_version = current_guardrail_details['version'] - - response = client.create_guardrail_version( - guardrailIdentifier=current_id, - description="Iteration "+str(i)+" - "+current_description, + description=f"Iteration {i} - {guardrail_description}", clientRequestToken=f"GuardrailUpdate-{int(time.time())}-{uuid.uuid4().hex}" ) - guardrail_ready_check(guardrail_id, 15, 10) + current_version = version_response['version'] + print(f" Created version: {current_version}") - process_tests(input_file, output_file, current_id, current_version) + # Wait for guardrail to be ready + guardrail_ready_check(guardrail_id, 15, 5) - test_results = pd.read_csv(output_file) - - updated_topics = get_denied_topics(guardrail_description, current_denied_topics, test_results) + # Run tests against this version + process_tests(input_file, output_file, guardrail_id, current_version) - updates.append(updated_topics) + # Load results and report + test_results = pd.read_csv(output_file) + pass_count = (test_results['achieved_expected_result'] == True).sum() + fail_count = (test_results['achieved_expected_result'] == False).sum() + total = len(test_results) + print(f"\n Results: {pass_count}/{total} passed, {fail_count}/{total} failed") - update_guardrail(current_id, current_name, current_description, current_version, updated_topics) + # If not the last iteration, use failures to improve the guardrail + if i < n_iterations: + # Get current topics + current_guardrail = client.get_guardrail( + guardrailIdentifier=guardrail_id, + guardrailVersion='DRAFT' + ) + current_denied_topics = current_guardrail['topicPolicy']['topics'] - version = str(i+1) - - if (i == 0): - print("Completed testing the initial guardrail configuration.\n") - else: + # Ask LLM to improve topics based on test failures + print(f" Generating improved denied topics based on failures...") + updated_topics = get_denied_topics(guardrail_description, current_denied_topics, test_results) + updates.append(updated_topics) - print("Completed iteration #",i,"\n") - -print("\n A new guardrail version for each iteration has been created - refer to your AWS Console. All test results can be found in the 'data' folder.") + # Update the guardrail with improved topics + update_guardrail(guardrail_id, guardrail_name, guardrail_description, current_version, updated_topics) + print(f" Guardrail updated with new topics.") + else: + updates.append(None) # No update on last iteration +print("\n\nDone! A new guardrail version for each iteration has been created.") +print("All test results can be found in the 'data' folder.") ``` - How many iterations of updating the guardrail would you like? (ie. 3) 3 + + ============================================================ + Iteration 0 + ============================================================ + + + Created version: 1 + Guardrail XXXXXXXXXX is in VERSIONING state. Waiting... + + + Guardrail XXXXXXXXXX is now in READY state. - Guardrail sd2z20yhkpkv is in VERSIONING state. Waiting... - Guardrail sd2z20yhkpkv is now in READY state. Processed row 1 + + Processed row 2 + + Processed row 3 + + Processed row 4 + + Processed row 5 + + Processed row 6 + + Processed row 7 + + Processed row 8 + + Processed row 9 + + Processed row 10 + + Processed row 11 + + Processed row 12 + + Processed row 13 + + Processed row 14 + + Processed row 15 + + Processed row 16 + + Processed row 17 + + Processed row 18 + + Processed row 19 + + Processed row 20 + + Processed row 21 + + Processed row 22 + + Processed row 23 + + Processed row 24 + + Processed row 25 + + Processed row 26 + + Processed row 27 + + Processed row 28 + + Processed row 29 + + Processed row 30 Processing complete. Results written to data/test_results_0.csv - Guardrail sd2z20yhkpkv is now in READY state. + + Results: 18/30 passed, 12/30 failed + Generating improved denied topics based on failures... + + Guardrail updated. - Completed testing the initial guardrail configuration. + Guardrail XXXXXXXXXX is now in READY state. + Guardrail updated with new topics. - Guardrail sd2z20yhkpkv is in VERSIONING state. Waiting... - Guardrail sd2z20yhkpkv is now in READY state. + ============================================================ + Iteration 1 + ============================================================ + + + Created version: 2 + Guardrail XXXXXXXXXX is in VERSIONING state. Waiting... + + + Guardrail XXXXXXXXXX is now in READY state. + + Processed row 1 + + Processed row 2 + + Processed row 3 + + Processed row 4 + + Processed row 5 + + Processed row 6 + + Processed row 7 + + Processed row 8 + + Processed row 9 + + Processed row 10 + + Processed row 11 + + Processed row 12 + + Processed row 13 + + Processed row 14 + + Processed row 15 + + Processed row 16 + + Processed row 17 + + Processed row 18 + + Processed row 19 + + Processed row 20 + + Processed row 21 + + Processed row 22 + + Processed row 23 + + Processed row 24 + + Processed row 25 + + Processed row 26 + + Processed row 27 + + Processed row 28 + + Processed row 29 + + Processed row 30 Processing complete. Results written to data/test_results_1.csv - Guardrail sd2z20yhkpkv is now in READY state. + + Results: 18/30 passed, 12/30 failed + Generating improved denied topics based on failures... + + Guardrail updated. - Completed iteration # 1 + Guardrail XXXXXXXXXX is now in READY state. + Guardrail updated with new topics. - Guardrail sd2z20yhkpkv is in VERSIONING state. Waiting... - Guardrail sd2z20yhkpkv is now in READY state. + ============================================================ + Iteration 2 + ============================================================ + + + Created version: 3 + Guardrail XXXXXXXXXX is in VERSIONING state. Waiting... + + + Guardrail XXXXXXXXXX is now in READY state. + + Processed row 1 + + Processed row 2 + + Processed row 3 + + Processed row 4 + + Processed row 5 + + Processed row 6 + + Processed row 7 + + Processed row 8 + + Processed row 9 + + Processed row 10 + + Processed row 11 Processed row 12 + + Processed row 13 + + Processed row 14 Processed row 15 + + Processed row 16 Processed row 17 + + Processed row 18 Processed row 19 + + Processed row 20 + + Processed row 21 + + Processed row 22 + + Processed row 23 + + Processed row 24 Processed row 25 + + Processed row 26 + + Processed row 27 + + Processed row 28 + + Processed row 29 Processed row 30 Processing complete. Results written to data/test_results_2.csv - Guardrail sd2z20yhkpkv is now in READY state. - Guardrail updated. - Completed iteration # 2 - Guardrail sd2z20yhkpkv is in VERSIONING state. Waiting... - Guardrail sd2z20yhkpkv is now in READY state. - Processed row 1 - Processed row 2 - Processed row 3 - Processed row 4 - Processed row 5 - Processed row 6 - Processed row 7 - Processed row 8 - Processed row 9 - Processed row 10 - Processed row 11 - Processed row 12 - Processed row 13 - Processed row 14 - Processed row 15 - Processed row 16 - Processed row 17 - Processed row 18 - Processed row 19 - Processed row 20 - Processed row 21 - Processed row 22 - Processed row 23 - Processed row 24 - Processed row 25 - Processed row 26 - Processed row 27 - Processed row 28 - Processed row 29 - Processed row 30 - Processing complete. Results written to data/test_results_3.csv - Guardrail sd2z20yhkpkv is now in READY state. - Guardrail updated. - Completed iteration # 3 + Results: 19/30 passed, 11/30 failed - A new guardrail version for each iteration has been created - refer to your AWS Console. All test results can be found in the 'data' folder. + Done! A new guardrail version for each iteration has been created. + All test results can be found in the 'data' folder. ### Optional Step - Let's Visualize our results to see how well our Guardrail performed through each iteration @@ -1507,6 +1684,9 @@ print(response) ``` + {'ResponseMetadata': {'RequestId': 'f67aaad4-9d73-4588-89d0-bdff798a13ec', 'HTTPStatusCode': 202, 'HTTPHeaders': {'date': 'Thu, 21 May 2026 21:43:57 GMT', 'content-type': 'application/json', 'content-length': '2', 'connection': 'keep-alive', 'x-amzn-requestid': 'f67aaad4-9d73-4588-89d0-bdff798a13ec'}, 'RetryAttempts': 0}} + + ```python diff --git a/responsible_ai/tdd-guardrail/testing_refactoring_guardrails_files/testing_refactoring_guardrails_20_0.png b/responsible_ai/tdd-guardrail/testing_refactoring_guardrails_files/testing_refactoring_guardrails_20_0.png index 40216bdcd..a9a5e3c3c 100644 Binary files a/responsible_ai/tdd-guardrail/testing_refactoring_guardrails_files/testing_refactoring_guardrails_20_0.png and b/responsible_ai/tdd-guardrail/testing_refactoring_guardrails_files/testing_refactoring_guardrails_20_0.png differ diff --git a/responsible_ai/tdd-guardrail/testing_refactoring_guardrails_files/testing_refactoring_guardrails_32_0.png b/responsible_ai/tdd-guardrail/testing_refactoring_guardrails_files/testing_refactoring_guardrails_32_0.png index 1e257d170..dc36bdb98 100644 Binary files a/responsible_ai/tdd-guardrail/testing_refactoring_guardrails_files/testing_refactoring_guardrails_32_0.png and b/responsible_ai/tdd-guardrail/testing_refactoring_guardrails_files/testing_refactoring_guardrails_32_0.png differ