Submit Forecast

Submit Forecast

curl --request POST \
  --url https://eomer-api-cgeu.onrender.com/forecast \
  --header 'Authorization: Bearer <token>' \
  --header 'Content-Type: multipart/form-data' \
  --form 'file=<string>' \
  --form s3_uri= \
  --form prediction_length=24 \
  --form presets=eomer_pulse_l \
  --form item_id_column=item_id \
  --form timestamp_column=timestamp \
  --form target_column=target \
  --form freq= \
  --form quantile_levels= \
  --form covariates= \
  --form latitude=123 \
  --form longitude=123 \
  --form feature_engineering= \
  --form external_covariates= \
  --form explainability= \
  --form reconciliation= \
  --form callback_url= \
  --form compute_backend= \
  --form timestamp_format= \
  --form quantile_column_style=

import requests

url = "https://eomer-api-cgeu.onrender.com/forecast"

payload = "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--"
headers = {
    "Authorization": "Bearer <token>",
    "Content-Type": "multipart/form-data"
}

response = requests.post(url, data=payload, headers=headers)

print(response.text)

const form = new FormData();
form.append('file', '<string>');
form.append('s3_uri', '');
form.append('prediction_length', '24');
form.append('presets', 'eomer_pulse_l');
form.append('item_id_column', 'item_id');
form.append('timestamp_column', 'timestamp');
form.append('target_column', 'target');
form.append('freq', '');
form.append('quantile_levels', '');
form.append('covariates', '');
form.append('latitude', '123');
form.append('longitude', '123');
form.append('feature_engineering', '');
form.append('external_covariates', '');
form.append('explainability', '');
form.append('reconciliation', '');
form.append('callback_url', '');
form.append('compute_backend', '');
form.append('timestamp_format', '');
form.append('quantile_column_style', '');

const options = {method: 'POST', headers: {Authorization: 'Bearer <token>'}};

options.body = form;

fetch('https://eomer-api-cgeu.onrender.com/forecast', options)
  .then(res => res.json())
  .then(res => console.log(res))
  .catch(err => console.error(err));

<?php

$curl = curl_init();

curl_setopt_array($curl, [
  CURLOPT_URL => "https://eomer-api-cgeu.onrender.com/forecast",
  CURLOPT_RETURNTRANSFER => true,
  CURLOPT_ENCODING => "",
  CURLOPT_MAXREDIRS => 10,
  CURLOPT_TIMEOUT => 30,
  CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
  CURLOPT_CUSTOMREQUEST => "POST",
  CURLOPT_POSTFIELDS => "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--",
  CURLOPT_HTTPHEADER => [
    "Authorization: Bearer <token>",
    "Content-Type: multipart/form-data"
  ],
]);

$response = curl_exec($curl);
$err = curl_error($curl);

curl_close($curl);

if ($err) {
  echo "cURL Error #:" . $err;
} else {
  echo $response;
}

package main

import (
	"fmt"
	"strings"
	"net/http"
	"io"
)

func main() {

	url := "https://eomer-api-cgeu.onrender.com/forecast"

	payload := strings.NewReader("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--")

	req, _ := http.NewRequest("POST", url, payload)

	req.Header.Add("Authorization", "Bearer <token>")

	res, _ := http.DefaultClient.Do(req)

	defer res.Body.Close()
	body, _ := io.ReadAll(res.Body)

	fmt.Println(string(body))

}

HttpResponse<String> response = Unirest.post("https://eomer-api-cgeu.onrender.com/forecast")
  .header("Authorization", "Bearer <token>")
  .body("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--")
  .asString();

require 'uri'
require 'net/http'

url = URI("https://eomer-api-cgeu.onrender.com/forecast")

http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true

request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request.body = "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--"

response = http.request(request)
puts response.read_body

{
  "job_id": "<string>",
  "status": "pending",
  "created_at": "2023-11-07T05:31:56Z",
  "job_type": "forecast",
  "completed_at": "2023-11-07T05:31:56Z",
  "elapsed_seconds": 123,
  "num_items": 123,
  "prediction_length": 123,
  "error": "<string>",
  "error_code": "validation_error",
  "download_url": "<string>",
  "report_url": "<string>",
  "external_covariate_metadata": {},
  "explainability": {
    "enabled": false,
    "overview_markdown": "",
    "selected_analyses": [
      "<string>"
    ],
    "completed_analyses": [
      "<string>"
    ],
    "skipped_analyses": {},
    "warnings": [
      "<string>"
    ],
    "artifacts": [
      {
        "artifact_id": "<string>",
        "analysis": "<string>",
        "label": "<string>",
        "format": "<string>",
        "output_path": "<string>",
        "download_url": "<string>",
        "embed_url": "<string>",
        "description": "",
        "render_inline": false,
        "preview_markdown": "",
        "highlights": [
          "<string>"
        ],
        "display_order": 0,
        "is_primary_visual": false,
        "is_thumbnail": false
      }
    ],
    "summary_path": "<string>"
  },
  "explainability_url": "<string>",
  "forecast_plot_url": "<string>",
  "reconciliation": {},
  "timings": {},
  "explanation": {
    "headline": "",
    "narrative": "",
    "data_findings": [
      "<string>"
    ],
    "forecast_summary": [
      "<string>"
    ],
    "operational_implications": [
      "<string>"
    ],
    "caveats": [
      "<string>"
    ],
    "confidence": 0,
    "generated_by": "rules"
  },
  "request_id": "<string>",
  "config_hash": "<string>",
  "dataset_hash": "<string>",
  "model_version": "<string>",
  "delivery_status": "<string>",
  "delivery_connection_id": "<string>",
  "delivery_uri": "<string>",
  "delivery_error": "<string>"
}

{
  "detail": [
    {
      "loc": [
        "<string>"
      ],
      "msg": "<string>",
      "type": "<string>",
      "input": "<unknown>",
      "ctx": {}
    }
  ]
}

POST

forecast

Submit Forecast

curl --request POST \
  --url https://eomer-api-cgeu.onrender.com/forecast \
  --header 'Authorization: Bearer <token>' \
  --header 'Content-Type: multipart/form-data' \
  --form 'file=<string>' \
  --form s3_uri= \
  --form prediction_length=24 \
  --form presets=eomer_pulse_l \
  --form item_id_column=item_id \
  --form timestamp_column=timestamp \
  --form target_column=target \
  --form freq= \
  --form quantile_levels= \
  --form covariates= \
  --form latitude=123 \
  --form longitude=123 \
  --form feature_engineering= \
  --form external_covariates= \
  --form explainability= \
  --form reconciliation= \
  --form callback_url= \
  --form compute_backend= \
  --form timestamp_format= \
  --form quantile_column_style=

import requests

url = "https://eomer-api-cgeu.onrender.com/forecast"

payload = "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--"
headers = {
    "Authorization": "Bearer <token>",
    "Content-Type": "multipart/form-data"
}

response = requests.post(url, data=payload, headers=headers)

print(response.text)

const form = new FormData();
form.append('file', '<string>');
form.append('s3_uri', '');
form.append('prediction_length', '24');
form.append('presets', 'eomer_pulse_l');
form.append('item_id_column', 'item_id');
form.append('timestamp_column', 'timestamp');
form.append('target_column', 'target');
form.append('freq', '');
form.append('quantile_levels', '');
form.append('covariates', '');
form.append('latitude', '123');
form.append('longitude', '123');
form.append('feature_engineering', '');
form.append('external_covariates', '');
form.append('explainability', '');
form.append('reconciliation', '');
form.append('callback_url', '');
form.append('compute_backend', '');
form.append('timestamp_format', '');
form.append('quantile_column_style', '');

const options = {method: 'POST', headers: {Authorization: 'Bearer <token>'}};

options.body = form;

fetch('https://eomer-api-cgeu.onrender.com/forecast', options)
  .then(res => res.json())
  .then(res => console.log(res))
  .catch(err => console.error(err));

<?php

$curl = curl_init();

curl_setopt_array($curl, [
  CURLOPT_URL => "https://eomer-api-cgeu.onrender.com/forecast",
  CURLOPT_RETURNTRANSFER => true,
  CURLOPT_ENCODING => "",
  CURLOPT_MAXREDIRS => 10,
  CURLOPT_TIMEOUT => 30,
  CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
  CURLOPT_CUSTOMREQUEST => "POST",
  CURLOPT_POSTFIELDS => "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--",
  CURLOPT_HTTPHEADER => [
    "Authorization: Bearer <token>",
    "Content-Type: multipart/form-data"
  ],
]);

$response = curl_exec($curl);
$err = curl_error($curl);

curl_close($curl);

if ($err) {
  echo "cURL Error #:" . $err;
} else {
  echo $response;
}

package main

import (
	"fmt"
	"strings"
	"net/http"
	"io"
)

func main() {

	url := "https://eomer-api-cgeu.onrender.com/forecast"

	payload := strings.NewReader("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--")

	req, _ := http.NewRequest("POST", url, payload)

	req.Header.Add("Authorization", "Bearer <token>")

	res, _ := http.DefaultClient.Do(req)

	defer res.Body.Close()
	body, _ := io.ReadAll(res.Body)

	fmt.Println(string(body))

}

HttpResponse<String> response = Unirest.post("https://eomer-api-cgeu.onrender.com/forecast")
  .header("Authorization", "Bearer <token>")
  .body("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--")
  .asString();

require 'uri'
require 'net/http'

url = URI("https://eomer-api-cgeu.onrender.com/forecast")

http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true

request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request.body = "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"s3_uri\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prediction_length\"\r\n\r\n24\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"presets\"\r\n\r\neomer_pulse_l\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"freq\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_levels\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"latitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"longitude\"\r\n\r\n123\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"feature_engineering\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"explainability\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"reconciliation\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"callback_url\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"compute_backend\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_format\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"quantile_column_style\"\r\n\r\n\r\n-----011000010111000001101001--"

response = http.request(request)
puts response.read_body

{
  "job_id": "<string>",
  "status": "pending",
  "created_at": "2023-11-07T05:31:56Z",
  "job_type": "forecast",
  "completed_at": "2023-11-07T05:31:56Z",
  "elapsed_seconds": 123,
  "num_items": 123,
  "prediction_length": 123,
  "error": "<string>",
  "error_code": "validation_error",
  "download_url": "<string>",
  "report_url": "<string>",
  "external_covariate_metadata": {},
  "explainability": {
    "enabled": false,
    "overview_markdown": "",
    "selected_analyses": [
      "<string>"
    ],
    "completed_analyses": [
      "<string>"
    ],
    "skipped_analyses": {},
    "warnings": [
      "<string>"
    ],
    "artifacts": [
      {
        "artifact_id": "<string>",
        "analysis": "<string>",
        "label": "<string>",
        "format": "<string>",
        "output_path": "<string>",
        "download_url": "<string>",
        "embed_url": "<string>",
        "description": "",
        "render_inline": false,
        "preview_markdown": "",
        "highlights": [
          "<string>"
        ],
        "display_order": 0,
        "is_primary_visual": false,
        "is_thumbnail": false
      }
    ],
    "summary_path": "<string>"
  },
  "explainability_url": "<string>",
  "forecast_plot_url": "<string>",
  "reconciliation": {},
  "timings": {},
  "explanation": {
    "headline": "",
    "narrative": "",
    "data_findings": [
      "<string>"
    ],
    "forecast_summary": [
      "<string>"
    ],
    "operational_implications": [
      "<string>"
    ],
    "caveats": [
      "<string>"
    ],
    "confidence": 0,
    "generated_by": "rules"
  },
  "request_id": "<string>",
  "config_hash": "<string>",
  "dataset_hash": "<string>",
  "model_version": "<string>",
  "delivery_status": "<string>",
  "delivery_connection_id": "<string>",
  "delivery_uri": "<string>",
  "delivery_error": "<string>"
}

{
  "detail": [
    {
      "loc": [
        "<string>"
      ],
      "msg": "<string>",
      "type": "<string>",
      "input": "<unknown>",
      "ctx": {}
    }
  ]
}

Upload observations through the final available timestamp. The API forecasts the next prediction_length time steps for each series. For example, a 15-minute series that ends at 2026-09-15 21:45 UTC and sets prediction_length=96 returns forecasts from 2026-09-15 22:00 through 2026-09-16 21:45 UTC. For an out-of-sample comparison, keep the measured future values outside the request and match them to the returned timestamps after the forecast completes. The uploaded time series needs no future rows with empty target values.

Authorizations

Authorization

string

header

required

Bearer authentication header of the form Bearer <token>, where <token> is your auth token.

Body

multipart/form-data

file

file | null

s3_uri

string

default:""

prediction_length

integer

default:24

Required range: 1 <= x <= 1000

presets

string

default:eomer_pulse_l

item_id_column

string

default:item_id

timestamp_column

string

default:timestamp

target_column

string

default:target

freq

string

default:""

quantile_levels

string

default:""

covariates

string

default:""

latitude

number | null

longitude

number | null

feature_engineering

string

default:""

external_covariates

string

default:""

explainability

string

default:""

reconciliation

string

default:""

callback_url

string

default:""

compute_backend

string

default:""

timestamp_format

string

default:""

quantile_column_style

string

default:""

Response

Successful Response

Response model for job status queries.

job_id

string

required

status

enum<string>

required

Status values for async forecast jobs.

Available options:

pending,

running,

completed,

failed

created_at

string<date-time>

required

job_type

string

default:forecast

Kind of job: forecast, classification, regression, fine_tune, analysis (sandbox jobs use a sandbox_ prefix). Use it to pick the response shape.

completed_at

string<date-time> | null

elapsed_seconds

number | null

num_items

integer | null

prediction_length

integer | null

error

string | null

error_code

enum<string> | null

Machine-readable error codes for agent-friendly error handling.

Available options:

validation_error,

invalid_preset,

file_too_large,

dataset_too_large,

rate_limited,

server_overloaded,

job_not_found,

job_not_completed,

auth_failed,

internal_error,

timeout,

pipeline_failed,

invalid_forecast,

idempotency_conflict,

storage_error,

gpu_offload_unavailable,

compute_unavailable,

tabular_runtime_unavailable,

fine_tune_disabled,

connection_not_found,

connector_error,

sandbox_domain_used,

sandbox_captcha_failed,

sandbox_dataset_too_large,

sandbox_corporate_email_required

download_url

string | null

report_url

string | null

external_covariate_metadata

External Covariate Metadata · object | null

explainability

ExplainabilitySummaryResponse · object | null

Explainability execution status for a forecast job.

Show child attributes

explainability_url

string | null

forecast_plot_url

string | null

reconciliation

Reconciliation · object | null

timings

Timings · object | null

Forecast pipeline wall time by stage, in seconds.

Show child attributes

explanation

ExplanationResponse · object | null

Post-forecast business explanation surfaced on a completed job. Written by the explanation agent (the second LLM in the agentic "sandwich"). Always vendor-neutral — the backend sanitizes every field before persisting, so no underlying model/vendor name appears here.

Show child attributes

request_id

string | null

config_hash

string | null

dataset_hash

string | null

model_version

string | null

delivery_status

string | null

delivery_connection_id

string | null

delivery_uri

string | null

delivery_error

string | null

Getting Started

Guides

Agentic API

API Reference

Authorizations

Body

Response