Bean Leaf 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"),
  {
    "Healthy": "A bean leaf that is mostly evenly green, with no prominent brown lesions or widespread rust-colored speckling. Minor blemishes may be present.",
    "Angular leaf spot": "A bean leaf with distinct brown or gray lesions, often angular and bounded by veins, with possible yellowing and damaged areas.",
    "Bean rust": "A bean leaf with numerous small rust-brown or reddish speckles or pustules scattered across its surface, sometimes surrounded by yellow tissue."
  },
  { 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(),
    {
      "Healthy": "A bean leaf that is mostly evenly green, with no prominent brown lesions or widespread rust-colored speckling. Minor blemishes may be present.",
      "Angular leaf spot": "A bean leaf with distinct brown or gray lesions, often angular and bounded by veins, with possible yellowing and damaged areas.",
      "Bean rust": "A bean leaf with numerous small rust-brown or reddish speckles or pustules scattered across its surface, sometimes surrounded by yellow tissue."
    },
    detail="low"
)

print(result)

# Reads MS_API_KEY. The image and the other fields are read from disk.
cat > classify-labels.json <<'DM1_LABELS'
{
  "Healthy": "A bean leaf that is mostly evenly green, with no prominent brown lesions or widespread rust-colored speckling. Minor blemishes may be present.",
  "Angular leaf spot": "A bean leaf with distinct brown or gray lesions, often angular and bounded by veins, with possible yellowing and damaged areas.",
  "Bean rust": "A bean leaf with numerous small rust-brown or reddish speckles or pustules scattered across its surface, sometimes surrounded by yellow tissue."
}
DM1_LABELS

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