simonw / llm-anyscale-endpoints

LLM plugin for models hosted by Anyscale Endpoints
Apache License 2.0
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Add Meta-Llama/Llama-Guard-7b #5

Closed simonw closed 4 months ago

simonw commented 9 months ago

https://docs.endpoints.anyscale.com/supported-models/Meta-Llama-Llama-Guard-7b/ https://docs.endpoints.anyscale.com/examples/llama-guard/

simonw commented 9 months ago
index 7167d64..0604c3b 100644
--- a/llm_anyscale_endpoints.py
+++ b/llm_anyscale_endpoints.py
@@ -6,6 +6,7 @@ MODELS = (
     "meta-llama/Llama-2-13b-chat-hf",
     "meta-llama/Llama-2-70b-chat-hf",
     "codellama/CodeLlama-34b-Instruct-hf",
+    "Meta-Llama/Llama-Guard-7b",
 )]
llm -m Meta-Llama/Llama-Guard-7b 'hi'
Error: Unable to find requested model. Please confirm that the model exists and you have permission. (Request ID: PiPrFuNsI7gAa6LJGwc_-dLFmOsoFLlwpalpa_d_fp4)

rayllm.backend.server.openai_compat.openai_exception.OpenAIHTTPException: (404, 'Unable to find requested model. Please confirm that the model exists and you have permission.', 'Not found') (Request ID: PiPrFuNsI7gAa6LJGwc_-dLFmOsoFLlwpalpa_d_fp4)
simonw commented 9 months ago

It's going to need a complex prompt template. From that example page:

from string import Template

B_INST, E_INST = "[INST]", "[/INST]"

PROMPT_TEMPLATE = Template("""Task: Check if there is unsafe content in '$agent_type' 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.
<END UNSAFE CONTENT CATEGORIES>
​
<BEGIN CONVERSATION>

$prompt

<END CONVERSATION>

Provide your safety assessment for $agent_type 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.""")

def format_prompt(role, message):
    prompt = PROMPT_TEMPLATE.substitute(prompt=message, agent_type=role)
    prompt = f"<s>{B_INST} {prompt.strip()} {E_INST}"
    return prompt
simonw commented 8 months ago

I tried Meta-Llama/Llama-Guard-7b but got this error:

endpoints llm -m Meta-Llama/Llama-Guard-7b hello Error: rayllm.common.models.PromptFormatDisabledError: This model doesn't support chat completions. Please use the completions endpoint instead. (Request ID: TImvQaY61Ge0wkfMmPV56zDPFJh1_pUHjBJI9_0UYOU)

simonw commented 4 months ago

This isn't listed by their /v1/models endpoint - see #7 - so I've decided not to implement this.