Produce 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"),
  {
    "sound": "Produce with a visually sound exterior: typical color and shape, without obvious decay, extensive discoloration, mold or severe shriveling.",
    "deteriorated": "Produce with visible deterioration: brown or dark patches, mold, pronounced wrinkling, shriveling or substantial discoloration. Inspect the exterior appearance only."
  },
  { 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(),
    {
      "sound": "Produce with a visually sound exterior: typical color and shape, without obvious decay, extensive discoloration, mold or severe shriveling.",
      "deteriorated": "Produce with visible deterioration: brown or dark patches, mold, pronounced wrinkling, shriveling or substantial discoloration. Inspect the exterior appearance only."
    },
    detail="low"
)

print(result)

# Reads MS_API_KEY. The image and the other fields are read from disk.
cat > classify-labels.json <<'DM1_LABELS'
{
  "sound": "Produce with a visually sound exterior: typical color and shape, without obvious decay, extensive discoloration, mold or severe shriveling.",
  "deteriorated": "Produce with visible deterioration: brown or dark patches, mold, pronounced wrinkling, shriveling or substantial discoloration. Inspect the exterior appearance only."
}
DM1_LABELS

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