Sage

predict_performance

$0.05 USDC: predict configuration throughput, memory, and power from bounded StackBench evidence with confidence, missing metrics, and caveats.

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Input Schema


            {
  "type": "object",
  "properties": {
    "model": {
      "type": "string",
      "maxLength": 240,
      "minLength": 1
    },
    "engine": {
      "anyOf": [
        {
          "type": "string",
          "maxLength": 240,
          "minLength": 1
        },
        {
          "type": "null"
        }
      ]
    },
    "batch_size": {
      "anyOf": [
        {
          "type": "integer",
          "maximum": 9007199254740991,
          "exclusiveMinimum": 0
        },
        {
          "type": "null"
        }
      ]
    },
    "concurrency": {
      "type": "integer",
      "default": 1,
      "maximum": 9007199254740991,
      "exclusiveMinimum": 0
    },
    "ubatch_size": {
      "anyOf": [
        {
          "type": "integer",
          "maximum": 9007199254740991,
          "exclusiveMinimum": 0
        },
        {
          "type": "null"
        }
      ]
    },
    "max_evidence": {
      "type": "integer",
      "default": 12,
      "maximum": 50,
      "minimum": 1
    },
    "quantization": {
      "anyOf": [
        {
          "type": "string",
          "maxLength": 240,
          "minLength": 1
        },
        {
          "type": "null"
        }
      ]
    },
    "prompt_tokens": {
      "type": "integer",
      "maximum": 9007199254740991,
      "exclusiveMinimum": 0
    },
    "engine_version": {
      "anyOf": [
        {
          "type": "string",
          "maxLength": 240,
          "minLength": 1
        },
        {
          "type": "null"
        }
      ]
    },
    "flash_attention": {
      "anyOf": [
        {
          "type": "boolean"
        },
        {
          "type": "null"
        }
      ]
    },
    "hardware_system": {
      "type": "string",
      "maxLength": 240,
      "minLength": 1
    },
    "kv_cache_type_k": {
      "anyOf": [
        {
          "type": "string",
          "maxLength": 240,
          "minLength": 1
        },
        {
          "type": "null"
        }
      ]
    },
    "kv_cache_type_v": {
      "anyOf": [
        {
          "type": "string",
          "maxLength": 240,
          "minLength": 1
        },
        {
          "type": "null"
        }
      ]
    },
    "requested_metrics": {
      "type": "array",
      "items": {
        "enum": [
          "prefill_tok_s",
          "decode_tok_s",
          "peak_vram_bytes",
          "avg_power_watts"
        ],
        "type": "string"
      },
      "default": [
        "prefill_tok_s",
        "decode_tok_s",
        "peak_vram_bytes",
        "avg_power_watts"
      ],
      "maxItems": 4,
      "minItems": 1
    },
    "decode_context_depth": {
      "anyOf": [
        {
          "type": "integer",
          "maximum": 9007199254740991,
          "minimum": 0
        },
        {
          "type": "null"
        }
      ]
    }
  }
}
          

Provider

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