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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-7/

{
  "context": "This criteria evaluates how effectively the engineer uses vLLM's LoRA (Low-Rank Adaptation) capabilities to implement a multi-adapter text generation service. The focus is on correct usage of vLLM's adapter configuration, initialization parameters, and request-time adapter specification.",
  "type": "weighted_checklist",
  "checklist": [
    {
      "name": "LLM Initialization",
      "description": "Uses vLLM's LLM class to initialize the model with enable_lora parameter set appropriately to enable LoRA support",
      "max_score": 15
    },
    {
      "name": "Max LoRAs Configuration",
      "description": "Configures max_loras parameter during LLM initialization to control the maximum number of concurrent LoRA adapters",
      "max_score": 15
    },
    {
      "name": "Max LoRA Rank",
      "description": "Configures max_lora_rank parameter during LLM initialization to set the maximum rank for LoRA adapters",
      "max_score": 15
    },
    {
      "name": "LoRA Request Object",
      "description": "Uses vLLM's LoRARequest class to create adapter request objects with lora_name and lora_path parameters",
      "max_score": 25
    },
    {
      "name": "Adapter in Generate",
      "description": "Passes the LoRARequest object to the generate() method using the lora_request parameter to apply the adapter during generation",
      "max_score": 20
    },
    {
      "name": "Base Model Generation",
      "description": "Correctly handles base model generation by calling generate() without a lora_request parameter when no adapter is specified",
      "max_score": 10
    }
  ]
}

Version

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