Upload README.md with huggingface_hub

README.md

@@ -25,8 +25,8 @@ This is an ONNX export of the [Chronos-2](amazon/chronos-2) time series forecast
 
 ## Files
 
-- `model.onnx` - FP32 ONNX model (456.4 MB)
-
+- `model.onnx` - FP32 ONNX model (456.3 MB)
+- `model_quantized.onnx` - INT8 quantized model (124.7 MB, ~70% size reduction). transformers.js symlinks point to this file by default.
 - `config.json` - Model configuration
 - `generation_config.json` - Generation parameters
 - `onnx/` - transformers.js-compatible directory structure
@@ -69,6 +69,30 @@ const outputs = await forecaster(batch);
 // Returns array of forecasts, one per input series
 ```
 
+### Forecast with Covariates
+
+```javascript
+const result = await forecaster(
+    {
+        target: salesSeries,
+        past_covariates: {
+            temperature: pastTemps,
+            promo: pastPromoFlags,
+        },
+        future_covariates: {
+            temperature: futureTemps,
+            promo: futurePromoFlags,
+        },
+    },
+    {
+        prediction_length: 24,
+        quantile_levels: [0.1, 0.5, 0.9],
+    },
+);
+
+console.log(result.forecast[0]);  // Quantile matrix for the target series
+```
+
 ## Performance
 
 - **Inference Time:** ~35-80ms per series (CPU, Node.js)