• Exam Code: GES-C01
  • Exam Name: SnowPro® Specialty: Gen AI Certification Exam
  • Certification Provider: Snowflake
  • Corresponding Certification:Snowflake Certification
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Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

1. A Snowflake user attempts to access the Cortex Playground to experiment with LLM functions but receives an error indicating insufficient privileges. They have an active Snowflake session. Which of the following steps must be taken to ensure they can successfully use the Cortex Playground?

A) Option A
B) Option C
C) Option B
D) Option E
E) Option D


2. A developer is building a prototype Gen AI application using the Snowflake Cortex LLM REST API. During testing, they frequently encounter HTTP 429 'Too Many Requests' errors, particularly when rapidly invoking the 'COMPLETE endpoint. Which of the following statements accurately describes the usage quotas and troubleshooting steps for such rate limit events in the Cortex REST API?

A) To resolve rate limiting, the developer should increase the virtual warehouse size for their API requests, as larger warehouses automatically increase API quotas.
B) Rate limits are model-specific, and exceeding either the Tokens Processed per Minute (TPM) or Requests per Minute (RPM) limits will result in an HTTP 429 response code.
C) Cortex REST API rate limits are primarily based on Requests per Minute (RPM) and do not consider the total Tokens Processed per Minute (TPM).
D) If the usage is below the RPM limit but still triggers a 429, the developer should review the token usage rate as TPM limits might be exceeded.
E) The HTTP 429 response indicates that the daily credit consumption for Snowflake Cortex AISQL usage has exceeded the 10-credit limit for on-demand accounts without a valid payment method, requiring conversion to a paid account.


3. A data engineering team is building an automated pipeline in Snowflake to process customer reviews. They need to use AI_COMPLETE to extract specific details like product, sentiment, and issue type, and store them in a strictly defined JSON format for seamless downstream integration. They aim to maximize the accuracy of the structured output and manage potential model limitations. Which statements accurately reflect the best practices and characteristics when using AI_COMPLETE with structured outputs for this scenario?

A) Option A
B) Option C
C) Option B
D) Option E
E) Option D


4. A data engineering team has developed a Python-based generative AI application and instrumented its key functions using the TruLens SDK. Their next step is to register this application with Snowflake AI Observability to initiate evaluation runs and capture application traces within Snowflake.

A) Option A
B) Option C
C) Option B
D) Option E
E) Option D


5. A Gen AI Specialist is setting up AI Observability for a new generative AI application in Snowflake to monitor its performance and debug issues. The application is built in Python. Which of the following prerequisites must be met to enable tracing for this application?

A) The Python environment must have the TRULENS_OTEL_TRACING environment variable set to o before connecting to Snowflake.
B) The application must run exclusively within a Snowflake Notebook for observability features to function.
C) The Python project requires installation of trulens-core and trulens-connectors-snowflake packages, with versions earlier than 2.1.2.
D) The role used for creating and executing runs must have the CREATE EXTERNAL AGENT privilege on the schema.
E) The account role used must be granted the SNOWFLAKE. CORTEX_USER database role.


Solutions:

Question # 1
Answer: A,E
Question # 2
Answer: B,D
Question # 3
Answer: B,C,D
Question # 4
Answer: B
Question # 5
Answer: D,E

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