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tessl/pypi-vllm

tessl install tessl/pypi-vllm@0.10.0

A high-throughput and memory-efficient inference and serving engine for LLMs

Agent Success

Agent success rate when using this tile

69%

Improvement

Agent success rate improvement when using this tile compared to baseline

1.33x

Baseline

Agent success rate without this tile

52%

rubric.jsonevals/scenario-2/

{
  "context": "This evaluation assesses how well the engineer uses vLLM's text generation capabilities to implement a story generator. The focus is on proper usage of the LLM class, generate() method, and SamplingParams configuration.",
  "type": "weighted_checklist",
  "checklist": [
    {
      "name": "LLM initialization",
      "description": "Uses vLLM's LLM class to initialize the model in __init__ method, properly storing it as an instance variable. The model_name parameter should be passed to the LLM constructor.",
      "max_score": 20
    },
    {
      "name": "generate() method usage",
      "description": "Uses the LLM.generate() method to generate text from prompts. The method should accept prompts as input and return RequestOutput objects containing the generated text.",
      "max_score": 25
    },
    {
      "name": "SamplingParams configuration",
      "description": "Creates and uses SamplingParams objects to configure generation behavior. Must properly set max_tokens, temperature, and n parameters based on the method arguments.",
      "max_score": 30
    },
    {
      "name": "Output extraction",
      "description": "Correctly extracts generated text from RequestOutput objects by accessing the outputs attribute and getting the text from CompletionOutput objects. Returns a list of strings as specified in the API.",
      "max_score": 15
    },
    {
      "name": "Error handling",
      "description": "Implements proper validation to raise ValueError when prompt is empty, as specified in the API documentation.",
      "max_score": 10
    }
  ]
}

Version

Workspace
tessl
Visibility
Public
Created
Last updated
Describes
pypipkg:pypi/vllm@0.10.x
tile.json