ToolAssay

Solves a bounded dense multi-output least-squares problem and returns the minimu

Solves a bounded dense multi-output least-squares problem and returns the minimum-norm solution together with the diagnostics that say whether it can be trusted: numerical rank, the full singular value spectrum, the rank threshold actually applied, the residual, and the effective condition number. A rank-deficient system still gets an answer here, but it gets one that announces its own deficiency instead of a plausible vector with no warning attached.

Answeringour last check, 2026-10-24
1 of 1checks answered this week
894 msmedian answer time
$0.002listed price per call
$0.002price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

POST https://stat.halowerk.com/v1/oss-openblas-dense-minimum-norm-solve

CategoryEverything else
Provider hoststat.halowerk.com
Networkseip155:8453
Payment schemesexact
Self-reported calls, 30 days2 from 2 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-10-24 valid payment request 402$0.002 894 ms

Example input (from the provider)

{
  "body": {
    "a": [
      [
        1,
        0
      ],
      [
        1,
        1
      ],
      [
        1,
        2
      ]
    ],
    "b": [
      [
        1
      ],
      [
        2
      ],
      [
        2
      ]
    ],
    "error_covariance": null,
    "rcond": 1e-12
  },
  "bodyType": "json",
  "method": "POST",
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "additionalProperties": false,
          "properties": {
            "a": {
              "items": {
                "items": {
                  "maximum": 1000000,
                  "minimum": -1000000,
                  "type": "number"
                },
                "maxItems": 128,
                "minItems": 1,
                "type": "array"
              },
              "maxItems": 128,
              "minItems": 1,
              "type": "array"
            },
            "b": {
              "items": {
                "items": {
                  "maximum": 1000000,
                  "minimum": -1000000,
                  "type": "number"
                },
                "maxItems": 32,
                "minItems": 1,
                "type": "array"
              },
              "maxItems": 128,
              "minItems": 1,
              "type": "array"
            },
            "error_covariance": {
              "anyOf": [
                {
                  "type": "null"
                },
                {
                  "items": {
                    "items": {
                      "maximum": 1000000,
                      "minimum": -1000000,
                      "type": "number"
                    },
                    "maxItems": 128,
                    "minItems": 1,
                    "type": "array"
                  },
                  "maxItems": 128,
                  "minItems": 1,
                  "type": "array"
                }
              ]
            },
            "rcond": {
              "maximum": 0.01,
              "minimum": 1e-12,
              "type": "number"
            }
          },
          "required": [
            "a",
            "b",
            "error_covariance",
            "rcond"
          ],
          "type": "object"
        },
        "bodyType": {
          "enum": [
            "json",
            "form-data",
            "text"
          ],
          "type": "string"
        },
        "method": {
          "enum": [
            "POST",
            "PUT",
            "PATCH"
          ],
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method",
        "bodyType",
        "body"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}

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