Roast Check

import { readFile } from "node:fs/promises";
import { DecisionMachine } from "@cloudraker/milliseconds";

// Run on your server; reads MS_API_KEY from the environment.
// The image carries the input; the leading text is optional context.
const dm = new DecisionMachine();

const { result, usage } = await dm.classify(
  await readFile("image.jpg"),
  {
    "green": "An unroasted coffee bean, pale green, gray-green or beige in color.",
    "light": "A lightly roasted coffee bean, golden tan or light brown, with a mostly dry surface.",
    "medium": "A medium-roasted coffee bean, medium brown with a mostly dry surface.",
    "dark": "A dark-roasted coffee bean, deep brown to nearly black, often with an oily sheen."
  },
  { detail: "low" }
).withUsage();

console.log(result);
console.log({ inputTokens: usage.inputTokens, modelMs: usage.inferenceMs });

from pathlib import Path
from milliseconds import DecisionMachine

# Reads MS_API_KEY from the environment.
# The image carries the input; the leading text is optional context.
dm = DecisionMachine()

result = dm.classify(
    Path("image.jpg").read_bytes(),
    {
      "green": "An unroasted coffee bean, pale green, gray-green or beige in color.",
      "light": "A lightly roasted coffee bean, golden tan or light brown, with a mostly dry surface.",
      "medium": "A medium-roasted coffee bean, medium brown with a mostly dry surface.",
      "dark": "A dark-roasted coffee bean, deep brown to nearly black, often with an oily sheen."
    },
    detail="low"
)

print(result)

# Reads MS_API_KEY. The image and the other fields are read from disk.
cat > classify-labels.json <<'DM1_LABELS'
{
  "green": "An unroasted coffee bean, pale green, gray-green or beige in color.",
  "light": "A lightly roasted coffee bean, golden tan or light brown, with a mostly dry surface.",
  "medium": "A medium-roasted coffee bean, medium brown with a mostly dry surface.",
  "dark": "A dark-roasted coffee bean, deep brown to nearly black, often with an oily sheen."
}
DM1_LABELS

dm1 classify --image image.jpg --detail low --labels @classify-labels.json --json --usage