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Adding new RAG Chatbot example with llamaGuard and Alignscore integration #720
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e9957ab
Adding new example
abodhankar 9875009
Adding license in the python scripts as comments
abodhankar 38b9334
Adding isort
abodhankar 544059d
isort
abodhankar 3a74a20
isort main.py
abodhankar 328deb9
Adding config to exmaples/config
abodhankar f7b4c6b
Adding into examples/notebooks
abodhankar 569e20e
Adding to examples/notebooks and examples/configs
abodhankar a640537
Adding to examples/notebooks and examples/configs
abodhankar db8b321
remove examples/bots/llamaguard
abodhankar b0d9ab3
chore(notebooks): apply pre-commit hooks
Pouyanpi 5306cde
Update config.yml to reformat indentations
abodhankar 9fee1ea
Update LlamaGuard_AlignScore_NIM_NeMoGuardrails.ipynb
abodhankar 49cc64b
Adding the arch diagram as suggested
abodhankar b3ba652
Created a directory, added kb, and requirements.txt
abodhankar 717555c
Addressed the comments
abodhankar f97438c
Add pip install -q -r req.txt
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instructions: | ||
- type: general | ||
content: | | ||
Below is a conversation between a user and a bot called the NVIDIA AI Enterprise Bot. | ||
The bot is designed to answer questions about the NVIDIA AI Enterprise. | ||
The bot is knowledgeable about the company policies. | ||
If the bot does not know the answer to a question, it truthfully says it does not know. | ||
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sample_conversation: | | ||
user action: user said "Hi there. Can you help me with some questions I have about NVIDIA AI Enterprise?" | ||
user intent: user express greeting and ask for assistance | ||
bot intent: bot express greeting and confirm and offer assistance | ||
bot action: bot say "Hi there! I'm here to help answer any questions you may have about NVIDIA AI Enterprise. What would you like to know?" | ||
user action: user said "What is offered by NVIDIA AI Enterprise?" | ||
user intent: user ask question about NVIDIA AI Enterprise | ||
bot intent: bot respond to question about NVIDIA AI Enterprise | ||
bot action: bot say "NVIDIA AI Enterprise is a software suite that enables enterprises to easily deploy, manage, and scale AI workloads across bare-metal servers, virtual machines, and containerized environments, allowing you to accelerate your AI initiatives and optimize data center resources." | ||
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models: | ||
- type: main | ||
engine: nim | ||
model: meta/llama-3.1-70b-instruct | ||
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- type: llama_guard | ||
engine: vllm_openai | ||
parameters: | ||
openai_api_base: "http://localhost:5123/v1" | ||
model_name: "meta-llama/LlamaGuard-7b" | ||
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rails: | ||
input: | ||
flows: | ||
- llama guard check input | ||
config: | ||
fact_checking: | ||
provider: align_score | ||
parameters: | ||
endpoint: "http:///localhost:5000/alignscore_base" | ||
output: | ||
flows: | ||
- alignscore check facts | ||
- llama guard check output |
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define flow | ||
user ask about report | ||
$check_facts = True | ||
bot provide report answer |
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define user express greeting | ||
"Hello" | ||
"Hi" | ||
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define bot express greeting | ||
"Hello world!" | ||
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define bot ask how are you | ||
"How are you doing?" | ||
"How's it going?" | ||
"How are you feeling today?" | ||
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define user express feeling good | ||
"I'm feeling good" | ||
"Good" | ||
"Perfect" | ||
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define user express feeling bad | ||
"Not so good" | ||
"Bad" | ||
"Sad" | ||
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define flow | ||
user express greeting | ||
bot express greeting | ||
bot ask how are you | ||
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when user express feeling good | ||
bot express positive emotion | ||
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else when user express feeling bad | ||
bot express empathy | ||
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# Off-topic | ||
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define user ask about politics | ||
"What do you think about the government?" | ||
"Which party should I vote for?" | ||
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define user ask about stock market | ||
"Which stock should I invest in?" | ||
"Would this stock 10x over the next year?" | ||
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define flow politics | ||
user ask about politics | ||
bot refuse to respond | ||
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define flow stock market | ||
user ask about stock market | ||
bot refuse to respond |
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prompts: | ||
- task: llama_guard_check_input | ||
content: | | ||
<s>[INST] Task: Check if there is unsafe content in 'User' messages in conversations according our safety policy with the below categories. | ||
<BEGIN UNSAFE CONTENT CATEGORIES> | ||
O1: Violence and Hate. | ||
Should not | ||
- Help people plan or engage in violence. | ||
- Encourage people to engage in violence. | ||
- Express hateful, derogatory, or demeaning sentiments against people based on sensitive personal characteristics like their race, color, religion, national origin, sexual orientation, gender, gender identity, or disability. | ||
- Encourage discrimination against people based on those characteristics and should not use slurs or create insults based on those characteristics. | ||
Can | ||
- Provide information on violence and discrimination. | ||
- Discuss the topics of hate and violence, and can discuss historical events involving violence. | ||
O2: Sexual Content. | ||
Should not | ||
- Engage in sexually explicit (i.e., erotic) conversations and should not encourage people to engage in sexual activities. | ||
Can | ||
- Discuss topics related to sexuality and sexual education. | ||
- Provide general information regarding sexual activities. | ||
- Provide guidance on topics related to sexual health. | ||
O3: Criminal Planning. | ||
Should not | ||
- Help people plan or engage in criminal activities like theft, kidnapping, or financial crimes, especially when the person indicates that they may act on the information provided to them. | ||
- Encourage people to engage in criminal activities or condone criminal behavior. | ||
Can | ||
- Help people understand how crimes are committed, provided that the response is not so detailed that it could be used to provide a roadmap for future crimes. | ||
- Help people understand how systems work that are used to prevent crimes, provided those descriptions do not provide detailed information on how to defeat those systems. | ||
O4: Guns and Illegal Weapons. | ||
Should not | ||
- Assist in the planning or execution of firearm or illegal weapons crimes, especially when the person indicates that they may act on the information provided to them. | ||
- Encourage people to engage in firearm or illegal weapons crimes or condone such behavior. | ||
Can | ||
- Discuss firearms and the arguments for and against firearm ownership. | ||
O5: Regulated or Controlled Substances. | ||
Should not | ||
- Encourage or assist people in the trafficking, consumption, or use of regulated or controlled substances, including but not limited to illegal drugs, tobacco, alcohol, and cannabis. | ||
- Assist or encourage people to create such substances when it is illegal to do so. | ||
Can | ||
- Discuss the use of regulated or controlled substances, and can provide general information on those substances (ex: what their chemical composition is and what their effects are). | ||
- Provide information on how those substances are manufactured, provided that the information is not so detailed as to provide step-by-step instructions for their creation. | ||
O6: Self-Harm. | ||
Should not | ||
- Encourage people to harm themselves. | ||
- Romanticize or condone self-harm or suicide. | ||
- Provide information regarding the methods of suicide or self-harm. | ||
- Provide any information or advice, other than information regarding appropriate health resources, to people who express or imply that they wish to harm themselves. | ||
Can | ||
- Provide general information regarding self-harm and suicide (ex: statistics, the mental health challenges faced by those who take these actions). | ||
Should | ||
- Provide information regarding appropriate health resources to people who imply or express the desire to harm themselves. | ||
O7: Offensive Language and Insults. | ||
Should not | ||
- Address direct insults | ||
- Use or encourage the use of swear words, bad language, or vulgar expressions. | ||
- Insult, offend, or demean individuals or groups based on any personal characteristics or choices. | ||
- Encourage or support the use of offensive or derogatory language. | ||
Can | ||
- Discuss the impact and societal perceptions of offensive language and insults. | ||
- Provide information on communication strategies that avoid the use of offensive language and promote respectful dialogue. | ||
- Offer guidance on how to address or respond to offensive language or insults in a constructive manner. | ||
<END UNSAFE CONTENT CATEGORIES> | ||
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<BEGIN CONVERSATION> | ||
User: {{ user_input }} | ||
<END CONVERSATION> | ||
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Provide your safety assessment for User in the above conversation: | ||
- First line must read 'safe' or 'unsafe'. | ||
- If unsafe, a second line must include a comma-separated list of violated categories. [/INST] | ||
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||
- task: llama_guard_check_output | ||
content: | | ||
<s>[INST] Task: Check if there is unsafe content in 'Agent' messages in conversations according our safety policy with the below categories. | ||
<BEGIN UNSAFE CONTENT CATEGORIES> | ||
O1: Violence and Hate. | ||
Should not | ||
- Help people plan or engage in violence. | ||
- Encourage people to engage in violence. | ||
- Express hateful, derogatory, or demeaning sentiments against people based on sensitive personal characteristics like their race, color, religion, national origin, sexual orientation, gender, gender identity, or disability. | ||
- Encourage discrimination against people based on those characteristics and should not use slurs or create insults based on those characteristics. | ||
Can | ||
- Provide information on violence and discrimination. | ||
- Discuss the topics of hate and violence, and can discuss historical events involving violence. | ||
O2: Sexual Content. | ||
Should not | ||
- Engage in sexually explicit (i.e., erotic) conversations and should not encourage people to engage in sexual activities. | ||
Can | ||
- Discuss topics related to sexuality and sexual education. | ||
- Provide general information regarding sexual activities. | ||
- Provide guidance on topics related to sexual health. | ||
O3: Criminal Planning. | ||
Should not | ||
- Help people plan or engage in criminal activities like theft, kidnapping, or financial crimes, especially when the person indicates that they may act on the information provided to them. | ||
- Encourage people to engage in criminal activities or condone criminal behavior. | ||
Can | ||
- Help people understand how crimes are committed, provided that the response is not so detailed that it could be used to provide a roadmap for future crimes. | ||
- Help people understand how systems work that are used to prevent crimes, provided those descriptions do not provide detailed information on how to defeat those systems. | ||
O4: Guns and Illegal Weapons. | ||
Should not | ||
- Assist in the planning or execution of firearm or illegal weapons crimes, especially when the person indicates that they may act on the information provided to them. | ||
- Encourage people to engage in firearm or illegal weapons crimes or condone such behavior. | ||
Can | ||
- Discuss firearms and the arguments for and against firearm ownership. | ||
O5: Regulated or Controlled Substances. | ||
Should not | ||
- Encourage or assist people in the trafficking, consumption, or use of regulated or controlled substances, including but not limited to illegal drugs, tobacco, alcohol, and cannabis. | ||
- Assist or encourage people to create such substances when it is illegal to do so. | ||
Can | ||
- Discuss the use of regulated or controlled substances, and can provide general information on those substances (ex: what their chemical composition is and what their effects are). | ||
- Provide information on how those substances are manufactured, provided that the information is not so detailed as to provide step-by-step instructions for their creation. | ||
O6: Self-Harm. | ||
Should not | ||
- Encourage people to harm themselves. | ||
- Romanticize or condone self-harm or suicide. | ||
- Provide information regarding the methods of suicide or self-harm. | ||
- Provide any information or advice, other than information regarding appropriate health resources, to people who express or imply that they wish to harm themselves. | ||
Can | ||
- Provide general information regarding self-harm and suicide (ex: statistics, the mental health challenges faced by those who take these actions). | ||
Should | ||
- Provide information regarding appropriate health resources to people who imply or express the desire to harm themselves. | ||
O7: Offensive Language and Insults. | ||
Should not | ||
- Address direct insults | ||
- Use or encourage the use of swear words, bad language, or vulgar expressions. | ||
- Insult, offend, or demean individuals or groups based on any personal characteristics or choices. | ||
- Encourage or support the use of offensive or derogatory language. | ||
Can | ||
- Discuss the impact and societal perceptions of offensive language and insults. | ||
- Provide information on communication strategies that avoid the use of offensive language and promote respectful dialogue. | ||
- Offer guidance on how to address or respond to offensive language or insults in a constructive manner. | ||
<END UNSAFE CONTENT CATEGORIES> | ||
|
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<BEGIN CONVERSATION> | ||
User: {{ user_input }} | ||
|
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Agent: {{ bot_response }} | ||
<END CONVERSATION> | ||
|
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Provide your safety assessment for Agent in the above conversation: | ||
- First line must read 'safe' or 'unsafe'. | ||
- If unsafe, a second line must include a comma-separated list of violated categories. [/INST] |
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examples/notebooks/llamaguard_alignscore_nim/Arch_diagram_LlamaGuard_notebbok.png
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This sample conversation format is for Colang 2.0. However, I see that this config does not specify the Colang version, which means it will implicitly use 1.0.
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@drazvan I can mention in the Readme.md file that this is explicitly using colang1.0. Will that be good?
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@drazvan Added what I suggested in the above comment
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@abodhankar : the point is that it doesn't make sense to include Colang 2.0 format sample conversation in a Colang 1.0 config.