Calibrate Labels
by calibration-court.onrender.com in Other
Paid (x402, USDC on Base). Fit isotonic calibration on YOUR labelled outcomes ({p,y} pairs) and recalibrate the given probabilities. Statele
https://calibration-court.onrender.com/api/v1/calibrate-labels- Price
- $0.05
- per call in USDC
- Uptime
- 100%
- last 30 days
- Response time
- 583 ms
- 681 ms slowest 5%
- Last check
- Passed
- 2 h ago, next any minute now
Reliability
Status and outage history · Atom feed · Watch with other listings
How to call it
POST https://calibration-court.onrender.com/api/v1/calibrate-labels
Each call costs $0.05 in USDC on Base, paid with the request over x402.
Run a free test callOne unpaid request, the way an agent sends it. You see the payment challenge it gets back. Nothing is charged.
Example request
From the listing.
POST https://calibration-court.onrender.com/api/v1/calibrate-labels
content-type: application/json
{
"examples": [
{
"p": 0.9,
"y": 1
},
{
"p": 0.2,
"y": 0
}
],
"probs": [
0.65
]
}Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
examples | array of object | Yes | |
probs | array of number | Yes |
Example response
The provider's example. We can't check it without paying.
{
"note": "Calibration is fitted on the supplied labelled examples only and does not transfer to other distributions.",
"results": [
{
"ci95": [
0.5,
0.64
],
"p_calibrated": 0.57,
"p_raw": 0.65,
"sample_n": 250,
"status": "ok",
"support_n": 48
}
],
"sample": {
"base_rate": 0.42,
"brier": 0.18,
"ece": 0.03,
"n": 250,
"status": "ok"
}
}Call it from code
The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.05.
curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i -X POST 'https://calibration-court.onrender.com/api/v1/calibrate-labels' \
-H 'content-type: application/json' \
--data-raw '{"examples":[{"p":0.9,"y":1},{"p":0.2,"y":0}],"probs":[0.65]}'
# x402 v2 sends the challenge base64-encoded in the PAYMENT-REQUIRED header (v1 sends it in the body).
# To read the header:
curl -sS -g -o /dev/null -D - -X POST 'https://calibration-court.onrender.com/api/v1/calibrate-labels' \
-H 'content-type: application/json' \
--data-raw '{"examples":[{"p":0.9,"y":1},{"p":0.2,"y":0}],"probs":[0.65]}' \
| grep -i '^payment-required:' | cut -d' ' -f2 | tr -d '\r' | base64 --decodeJavaScript: pay and call
// npm i @x402/fetch @x402/evm viem
import { wrapFetchWithPayment, x402Client } from "@x402/fetch";
import { registerExactEvmScheme } from "@x402/evm/exact/client";
import { privateKeyToAccount } from "viem/accounts";
// Pays at most $0.05 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.05" });
registerExactEvmScheme(client, { signer: privateKeyToAccount(process.env.EVM_PRIVATE_KEY) });
const pay = wrapFetchWithPayment(fetch, client);
// Not sure it's safe to pay? ToolVet checks it first for $0.005. Pay for that from a separate
// client: this one is capped at $0.05 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fcalibration-court.onrender.com%2Fapi%2Fv1%2Fcalibrate-labels&method=POST
const res = await pay("https://calibration-court.onrender.com/api/v1/calibrate-labels", {
method: "POST",
headers: { "content-type": "application/json" },
body: JSON.stringify({
"examples": [
{
"p": 0.9,
"y": 1
},
{
"p": 0.2,
"y": 0
}
],
"probs": [
0.65
]
}),
});
console.log(res.status, await res.text());Python: pay and call
# pip install "x402[requests,evm]"
import os
from eth_account import Account
from x402 import x402ClientSync
from x402.http.clients import x402_requests
from x402.mechanisms.evm import EthAccountSigner
from x402.mechanisms.evm.exact.register import register_exact_evm_client
# Pays at most $0.05 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.05"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))
with x402_requests(client) as session:
res = session.post(
"https://calibration-court.onrender.com/api/v1/calibrate-labels",
json={
"examples": [
{
"p": 0.9,
"y": 1,
},
{
"p": 0.2,
"y": 0,
},
],
"probs": [
0.65,
],
},
)
print(res.status_code, res.text)Security scan
No findings
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Recent checks
| When | Result | HTTP | Time | Price |
|---|---|---|---|---|
| 2 h ago | Passed | 402 | 583 ms | $0.05 |
| 10 h ago | Passed | 402 | 619 ms | $0.05 |
| 17 h ago | Passed | 402 | 262 ms | $0.05 |
| 25 h ago | Passed | 402 | 234 ms | $0.05 |
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Show 10 older checks
| 41 h ago | Passed | 402 | 623 ms | $0.05 |
| 2 days ago | Passed | 402 | 681 ms | $0.05 |
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| 3 days ago | Passed | 402 | 275 ms | $0.05 |
| 3 days ago | Passed | 402 | 626 ms | $0.05 |
| 3 days ago | Passed | 402 | 248 ms | $0.05 |
| 3 days ago | Passed | 402 | 664 ms | $0.05 |
| 4 days ago | Passed | 402 | 589 ms | $0.05 |
| 4 days ago | Passed | 402 | 651 ms | $0.05 |
| 4 days ago | Passed | 402 | 235 ms | $0.05 |