Merge branch 'feature/IO-3515-ocr-bill-posting' into release/2026-02-27

This commit is contained in:
Patrick Fic
2026-02-23 11:28:45 -08:00
29 changed files with 3337 additions and 1619 deletions

View File

@@ -1,4 +1,4 @@
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@@ -2994,6 +3015,48 @@
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View File

@@ -0,0 +1,203 @@
import { Button, Tag, Modal, Typography } from "antd";
import axios from "axios";
import { useState } from "react";
import { FaWandMagicSparkles } from "react-icons/fa6";
import { connect } from "react-redux";
import { createStructuredSelector } from "reselect";
import { useNotification } from "../../contexts/Notifications/notificationContext";
import { selectBillEnterModal } from "../../redux/modals/modals.selectors";
import { selectBodyshop } from "../../redux/user/user.selectors";
import { useTranslation } from "react-i18next";
const mapStateToProps = createStructuredSelector({
billEnterModal: selectBillEnterModal,
bodyshop: selectBodyshop
});
function BillEnterAiScan({
billEnterModal,
bodyshop,
pollingIntervalRef,
setPollingIntervalRef,
form,
fileInputRef,
scanLoading,
setScanLoading,
setIsAiScan
}) {
const notification = useNotification();
const { t } = useTranslation();
const [showBetaModal, setShowBetaModal] = useState(false);
const BETA_ACCEPTANCE_KEY = "ai_scan_beta_acceptance";
const handleBetaAcceptance = () => {
localStorage.setItem(BETA_ACCEPTANCE_KEY, "true");
setShowBetaModal(false);
fileInputRef.current?.click();
};
const checkBetaAcceptance = () => {
const hasAccepted = localStorage.getItem(BETA_ACCEPTANCE_KEY);
if (hasAccepted) {
fileInputRef.current?.click();
} else {
setShowBetaModal(true);
}
};
// Polling function for multipage PDF status
const pollJobStatus = async (textractJobId) => {
try {
const { data } = await axios.get(`/ai/bill-ocr/status/${textractJobId}`);
if (data.status === "COMPLETED") {
// Stop polling
if (pollingIntervalRef.current) {
clearInterval(pollingIntervalRef.current);
setPollingIntervalRef(null);
}
setScanLoading(false);
// Update form with the extracted data
if (data?.data?.billForm) {
form.setFieldsValue(data.data.billForm);
await form.validateFields(["billlines"], { recursive: true });
notification.success({
title: t("bills.labels.ai.scancomplete")
});
}
} else if (data.status === "FAILED") {
// Stop polling on failure
if (pollingIntervalRef.current) {
clearInterval(pollingIntervalRef.current);
setPollingIntervalRef(null);
}
setScanLoading(false);
notification.error({
title: t("bills.labels.ai.scanfailed"),
description: data.error || ""
});
}
// If status is IN_PROGRESS, continue polling
} catch (error) {
// Stop polling on error
if (pollingIntervalRef.current) {
clearInterval(pollingIntervalRef.current);
setPollingIntervalRef(null);
}
setScanLoading(false);
notification.error({
title: t("bills.labels.ai.scanfailed"),
description: error.response?.data?.message || error.message || "Failed to check scan status"
});
}
};
return (
<>
<input
ref={fileInputRef}
type="file"
accept="image/*,application/pdf"
style={{ display: "none" }}
onChange={async (e) => {
const file = e.target.files?.[0];
if (file) {
setScanLoading(true);
setIsAiScan(true);
const formdata = new FormData();
formdata.append("billScan", file);
formdata.append("jobid", billEnterModal.context.job?.id);
formdata.append("bodyshopid", bodyshop.id);
formdata.append("partsorderid", billEnterModal.context.parts_order?.id);
try {
const { data, status } = await axios.post("/ai/bill-ocr", formdata);
// Add the scanned file to the upload field
const currentUploads = form.getFieldValue("upload") || [];
form.setFieldValue("upload", [
...currentUploads,
{
uid: `ai-scan-${Date.now()}`,
name: file.name,
originFileObj: file,
status: "done"
}
]);
if (status === 202) {
// Multipage PDF - start polling
notification.info({
title: t("bills.labels.ai.scanstarted"),
description: t("bills.labels.ai.multipage")
});
//Workaround needed to bypass react-compiler error about manipulating refs in child components. Refactor may be needed in the future to clean this up.
setPollingIntervalRef(
setInterval(() => {
pollJobStatus(data.textractJobId);
}, 3000)
);
// Initial poll
pollJobStatus(data.textractJobId);
} else if (status === 200) {
// Single page - immediate response
setScanLoading(false);
form.setFieldsValue(data.data.billForm);
await form.validateFields(["billlines"], { recursive: true });
notification.success({
title: t("bills.labels.ai.scancomplete")
});
}
} catch (error) {
setScanLoading(false);
notification.error({
title: t("bills.labels.ai.scanfailed"),
description: error.response?.data?.message || error.message || t("bills.labels.ai.generic_failure")
});
}
}
// Reset the input so the same file can be selected again
e.target.value = "";
}}
/>
<Button onClick={checkBetaAcceptance} icon={<FaWandMagicSparkles />} loading={scanLoading} disabled={scanLoading}>
{scanLoading ? t("bills.labels.ai.processing") : t("bills.labels.ai.scan")}
<Tag color="red">{t("general.labels.beta")}</Tag>
</Button>
<Modal
title={t("bills.labels.ai.disclaimer_title")}
open={showBetaModal}
onOk={handleBetaAcceptance}
onCancel={() => setShowBetaModal(false)}
okText={t("bills.labels.ai.accept_and_continue")}
cancelText={t("general.actions.cancel")}
>
{
//This is explicitly not translated.
}
<Typography.Text>
This AI scanning feature is currently in <strong>beta</strong>. While it can accelerate data entry, you{" "}
<strong>must carefully review all extracted results</strong> for accuracy.
</Typography.Text>
<Typography.Text>The AI may make mistakes or miss information. Always verify:</Typography.Text>
<ul>
<li>All line items and quantities</li>
<li>Prices and totals</li>
<li>Part numbers and descriptions</li>
<li>Any other critical invoice details</li>
</ul>
<Typography.Text>
By continuing, you acknowledge that you will review and verify all AI-generated data before posting.
</Typography.Text>
</Modal>
</>
);
}
export default connect(mapStateToProps, null)(BillEnterAiScan);

View File

@@ -2,10 +2,11 @@ import { useApolloClient, useMutation } from "@apollo/client/react";
import { useTreatmentsWithConfig } from "@splitsoftware/splitio-react";
import { Button, Checkbox, Form, Modal, Space } from "antd";
import _ from "lodash";
import { useEffect, useMemo, useState } from "react";
import { useEffect, useMemo, useRef, useState } from "react";
import { useTranslation } from "react-i18next";
import { connect } from "react-redux";
import { createStructuredSelector } from "reselect";
import RbacWrapper from "../../components/rbac-wrapper/rbac-wrapper.component";
import { useNotification } from "../../contexts/Notifications/notificationContext.jsx";
import { INSERT_NEW_BILL } from "../../graphql/bills.queries";
import { UPDATE_INVENTORY_LINES } from "../../graphql/inventory.queries";
@@ -21,12 +22,12 @@ import { GenerateDocument } from "../../utils/RenderTemplate";
import { TemplateList } from "../../utils/TemplateConstants";
import confirmDialog from "../../utils/asyncConfirm";
import useLocalStorage from "../../utils/useLocalStorage";
import BillEnterAiScan from "../bill-enter-ai-scan/bill-enter-ai-scan.component.jsx";
import BillFormContainer from "../bill-form/bill-form.container";
import { CalculateBillTotal } from "../bill-form/bill-form.totals.utility";
import { handleUpload as handleLocalUpload } from "../documents-local-upload/documents-local-upload.utility";
import { handleUpload } from "../documents-upload/documents-upload.utility";
import { handleUpload as handleUploadToImageProxy } from "../documents-upload-imgproxy/documents-upload-imgproxy.utility";
import RbacWrapper from "../../components/rbac-wrapper/rbac-wrapper.component";
import { handleUpload } from "../documents-upload/documents-upload.utility";
const mapStateToProps = createStructuredSelector({
billEnterModal: selectBillEnterModal,
@@ -50,18 +51,22 @@ function BillEnterModalContainer({ billEnterModal, toggleModalVisible, bodyshop,
const [updatePartsOrderLines] = useMutation(MUTATION_MARK_RETURN_RECEIVED);
const [updateInventoryLines] = useMutation(UPDATE_INVENTORY_LINES);
const [loading, setLoading] = useState(false);
const [scanLoading, setScanLoading] = useState(false);
const [isAiScan, setIsAiScan] = useState(false);
const client = useApolloClient();
const [generateLabel, setGenerateLabel] = useLocalStorage("enter_bill_generate_label", false);
const notification = useNotification();
const fileInputRef = useRef(null);
const pollingIntervalRef = useRef(null);
const {
treatments: { Enhanced_Payroll, Imgproxy }
treatments: { Enhanced_Payroll, Imgproxy, Bill_OCR_AI }
} = useTreatmentsWithConfig({
attributes: {},
names: ["Enhanced_Payroll", "Imgproxy"],
names: ["Enhanced_Payroll", "Imgproxy", "Bill_OCR_AI"],
splitKey: bodyshop.imexshopid
});
const formValues = useMemo(() => {
return {
...billEnterModal.context.bill,
@@ -113,6 +118,8 @@ function BillEnterModalContainer({ billEnterModal, toggleModalVisible, bodyshop,
create_ppc,
// eslint-disable-next-line no-unused-vars
original_actual_price,
// eslint-disable-next-line no-unused-vars
confidence,
...restI
} = i;
@@ -378,6 +385,7 @@ function BillEnterModalContainer({ billEnterModal, toggleModalVisible, bodyshop,
vendorid: values.vendorid,
billlines: []
});
setIsAiScan(false);
// form.resetFields();
} else {
toggleModalVisible();
@@ -388,10 +396,22 @@ function BillEnterModalContainer({ billEnterModal, toggleModalVisible, bodyshop,
const handleCancel = () => {
const r = window.confirm(t("general.labels.cancel"));
if (r === true) {
// Clean up polling on cancel
if (pollingIntervalRef.current) {
clearInterval(pollingIntervalRef.current);
pollingIntervalRef.current = null;
}
setScanLoading(false);
setIsAiScan(false);
toggleModalVisible();
}
};
//Workaround needed to bypass react-compiler error about manipulating refs in child components. Refactor may be needed in the future to clean this up.
const setPollingIntervalRef = (func) => {
pollingIntervalRef.current = func;
};
useEffect(() => {
if (enterAgain) form.submit();
}, [enterAgain, form]);
@@ -401,12 +421,44 @@ function BillEnterModalContainer({ billEnterModal, toggleModalVisible, bodyshop,
form.setFieldsValue(formValues);
} else {
form.resetFields();
// Clean up polling on modal close
if (pollingIntervalRef.current) {
clearInterval(pollingIntervalRef.current);
pollingIntervalRef.current = null;
}
setScanLoading(false);
setIsAiScan(false);
}
}, [billEnterModal.open, form, formValues]);
// Cleanup on unmount
useEffect(() => {
return () => {
if (pollingIntervalRef.current) {
clearInterval(pollingIntervalRef.current);
pollingIntervalRef.current = null;
}
};
}, []);
return (
<Modal
title={t("bills.labels.new")}
title={
<Space size="large">
{t("bills.labels.new")}
{Bill_OCR_AI.treatment === "on" && (
<BillEnterAiScan
fileInputRef={fileInputRef}
form={form}
pollingIntervalRef={pollingIntervalRef}
setPollingIntervalRef={setPollingIntervalRef}
scanLoading={scanLoading}
setScanLoading={setScanLoading}
setIsAiScan={setIsAiScan}
/>
)}
</Space>
}
width={"98%"}
open={billEnterModal.open}
okText={t("general.actions.save")}
@@ -452,7 +504,11 @@ function BillEnterModalContainer({ billEnterModal, toggleModalVisible, bodyshop,
}}
>
<RbacWrapper action="bills:enter">
<BillFormContainer form={form} disableInvNumber={billEnterModal.context.disableInvNumber} />
<BillFormContainer
form={form}
isAiScan={isAiScan}
disableInvNumber={billEnterModal.context.disableInvNumber}
/>
</RbacWrapper>
</Form>
</Modal>

View File

@@ -8,12 +8,15 @@ import { MdOpenInNew } from "react-icons/md";
import { connect } from "react-redux";
import { Link } from "react-router-dom";
import { createStructuredSelector } from "reselect";
import { useNotification } from "../../contexts/Notifications/notificationContext.jsx";
import { CHECK_BILL_INVOICE_NUMBER } from "../../graphql/bills.queries";
import { selectBodyshop } from "../../redux/user/user.selectors";
import dayjs from "../../utils/day";
import { bodyshopHasDmsKey } from "../../utils/dmsUtils.js";
import InstanceRenderManager from "../../utils/instanceRenderMgr";
import AlertComponent from "../alert/alert.component";
import BillFormLinesExtended from "../bill-form-lines-extended/bill-form-lines-extended.component";
import DateTimePicker from "../form-date-time-picker/form-date-time-picker.component.jsx";
import FormFieldsChanged from "../form-fields-changed-alert/form-fields-changed-alert.component";
import CurrencyInput from "../form-items-formatted/currency-form-item.component";
import JobSearchSelect from "../job-search-select/job-search-select.component";
@@ -21,8 +24,6 @@ import LayoutFormRow from "../layout-form-row/layout-form-row.component";
import VendorSearchSelect from "../vendor-search-select/vendor-search-select.component";
import BillFormLines from "./bill-form.lines.component";
import { CalculateBillTotal } from "./bill-form.totals.utility";
import DateTimePicker from "../form-date-time-picker/form-date-time-picker.component.jsx";
import { bodyshopHasDmsKey } from "../../utils/dmsUtils.js";
const mapStateToProps = createStructuredSelector({
bodyshop: selectBodyshop
@@ -43,11 +44,14 @@ export function BillFormComponent({
loadOutstandingReturns,
loadInventory,
preferredMake,
disableInHouse
disableInHouse,
isAiScan
}) {
const { t } = useTranslation();
const client = useApolloClient();
const [discount, setDiscount] = useState(0);
const notification = useNotification();
const jobIdFormWatch = Form.useWatch("jobid", form);
const {
treatments: { Extended_Bill_Posting, ClosingPeriod }
@@ -123,6 +127,23 @@ export function BillFormComponent({
bodyshop.inhousevendorid
]);
useEffect(() => {
// When the jobid is set by AI scan, we need to reload the lines. This prevents having to hoist the apollo query.
if (jobIdFormWatch !== null) {
if (form.getFieldValue("jobid") !== null && form.getFieldValue("jobid") !== undefined) {
loadLines({ variables: { id: form.getFieldValue("jobid") } });
if (form.getFieldValue("vendorid") !== null && form.getFieldValue("vendorid") !== undefined) {
loadOutstandingReturns({
variables: {
jobId: form.getFieldValue("jobid"),
vendorId: form.getFieldValue("vendorid")
}
});
}
}
}
}, [jobIdFormWatch, form]);
return (
<div>
<FormFieldsChanged form={form} />
@@ -373,7 +394,15 @@ export function BillFormComponent({
]);
let totals;
if (!!values.total && !!values.billlines && values.billlines.length > 0) {
totals = CalculateBillTotal(values);
try {
totals = CalculateBillTotal(values);
} catch (error) {
notification.error({
title: t("bills.errors.calculating_totals"),
message: error.message || t("bills.errors.calculating_totals_generic"),
key: "bill_totals_calculation_error"
});
}
}
if (totals) {
@@ -451,6 +480,7 @@ export function BillFormComponent({
responsibilityCenters={responsibilityCenters}
disabled={disabled}
billEdit={billEdit}
isAiScan={isAiScan}
/>
)}
<Divider titlePlacement="left" style={{ display: billEdit ? "none" : null }}>

View File

@@ -15,7 +15,7 @@ const mapStateToProps = createStructuredSelector({
bodyshop: selectBodyshop
});
export function BillFormContainer({ bodyshop, form, billEdit, disabled, disableInvNumber, disableInHouse }) {
export function BillFormContainer({ bodyshop, form, billEdit, disabled, disableInvNumber, disableInHouse,isAiScan }) {
const {
treatments: { Simple_Inventory }
} = useTreatmentsWithConfig({
@@ -50,6 +50,7 @@ export function BillFormContainer({ bodyshop, form, billEdit, disabled, disableI
loadOutstandingReturns={loadOutstandingReturns}
loadInventory={loadInventory}
preferredMake={lineData ? lineData.jobs_by_pk.v_make_desc : null}
isAiScan={isAiScan}
/>
{!billEdit && <BillCmdReturnsTableComponent form={form} returnLoading={returnLoading} returnData={returnData} />}
{Simple_Inventory.treatment === "on" && (

View File

@@ -5,14 +5,15 @@ import { useRef } from "react";
import { useTranslation } from "react-i18next";
import { connect } from "react-redux";
import { createStructuredSelector } from "reselect";
import { selectBodyshop } from "../../redux/user/user.selectors";
import { selectDarkMode } from "../../redux/application/application.selectors";
import { selectBodyshop } from "../../redux/user/user.selectors";
import CiecaSelect from "../../utils/Ciecaselect";
import { bodyshopHasDmsKey } from "../../utils/dmsUtils.js";
import InstanceRenderManager from "../../utils/instanceRenderMgr";
import BillLineSearchSelect from "../bill-line-search-select/bill-line-search-select.component";
import BilllineAddInventory from "../billline-add-inventory/billline-add-inventory.component";
import CurrencyInput from "../form-items-formatted/currency-form-item.component";
import { bodyshopHasDmsKey } from "../../utils/dmsUtils.js";
import ConfidenceDisplay from "./bill-form.lines.confidence.component.jsx";
const mapStateToProps = createStructuredSelector({
bodyshop: selectBodyshop,
@@ -29,7 +30,8 @@ export function BillEnterModalLinesComponent({
discount,
form,
responsibilityCenters,
billEdit
billEdit,
isAiScan
}) {
const { t } = useTranslation();
const { setFieldsValue, getFieldsValue, getFieldValue } = form;
@@ -139,6 +141,29 @@ export function BillEnterModalLinesComponent({
const columns = (remove) => {
return [
...(isAiScan
? [
{
title: t("billlines.fields.confidence"),
dataIndex: "confidence",
editable: true,
width: "5rem",
formItemProps: (field) => ({
key: `${field.index}confidence`,
name: [field.name, "confidence"],
label: t("billlines.fields.confidence")
}),
formInput: (record) => {
const rowValue = getFieldValue(["billlines", record.name]);
return (
<div style={{ display: "flex", alignItems: "center", justifyContent: "center" }}>
<ConfidenceDisplay rowValue={rowValue} />
</div>
);
}
}
]
: []),
{
title: t("billlines.fields.jobline"),
dataIndex: "joblineid",
@@ -212,6 +237,7 @@ export function BillEnterModalLinesComponent({
}),
formInput: () => <Input.TextArea disabled={disabled} autoSize tabIndex={0} />
},
{
title: t("billlines.fields.quantity"),
dataIndex: "quantity",
@@ -250,7 +276,16 @@ export function BillEnterModalLinesComponent({
key: `${field.name}actual_price`,
name: [field.name, "actual_price"],
label: t("billlines.fields.actual_price"),
rules: [{ required: true }]
rules: [
{ required: true },
{
validator: (_, value) => {
return Math.abs(parseFloat(value)) < 0.01 ? Promise.reject() : Promise.resolve();
},
warningOnly: true
}
],
hasFeedback: true
}),
formInput: (record, index) => (
<CurrencyInput

View File

@@ -0,0 +1,87 @@
import { Progress, Space, Tag, Tooltip } from "antd";
import { useTranslation } from "react-i18next";
const parseConfidence = (confidenceStr) => {
if (!confidenceStr || typeof confidenceStr !== "string") return null;
const match = confidenceStr.match(/T([\d.]+)\s*-\s*O([\d.]+)\s*-\s*J([\d.]+)/);
if (!match) return null;
return {
total: parseFloat(match[1]),
ocr: parseFloat(match[2]),
jobMatch: parseFloat(match[3])
};
};
const getConfidenceColor = (value) => {
if (value >= 80) return "green";
if (value >= 60) return "orange";
if (value >= 40) return "gold";
return "red";
};
const ConfidenceDisplay = ({ rowValue: { confidence, actual_price, actual_cost } }) => {
const { t } = useTranslation();
const parsed = parseConfidence(confidence);
const parsed_actual_price = parseFloat(actual_price);
const parsed_actual_cost = parseFloat(actual_cost);
if (!parsed) {
return <span style={{ color: "#959595", fontSize: "0.85em" }}>N/A</span>;
}
const { total, ocr, jobMatch } = parsed;
const color = getConfidenceColor(total);
return (
<Tooltip
title={
<div style={{ padding: "4px 0" }}>
<div style={{ marginBottom: 8, fontWeight: 600 }}>{t("bills.labels.ai.confidence.breakdown")}</div>
<div style={{ marginBottom: 4 }}>
<strong>{t("bills.labels.ai.confidence.overall")}:</strong> {total.toFixed(1)}%
<Progress
percent={total}
size="small"
strokeColor={getConfidenceColor(total)}
showInfo={false}
style={{ marginTop: 2 }}
/>
</div>
<div style={{ marginBottom: 4 }}>
<strong>{t("bills.labels.ai.confidence.ocr")}:</strong> {ocr.toFixed(1)}%
<Progress
percent={ocr}
size="small"
strokeColor={getConfidenceColor(ocr)}
showInfo={false}
style={{ marginTop: 2 }}
/>
</div>
<div>
<strong>{t("bills.labels.ai.confidence.match")}:</strong> {jobMatch.toFixed(1)}%
<Progress
percent={jobMatch}
size="small"
strokeColor={getConfidenceColor(jobMatch)}
showInfo={false}
style={{ marginTop: 2 }}
/>
</div>
</div>
}
>
<Space size="small">
{!parsed_actual_cost || !parsed_actual_price || parsed_actual_cost === 0 || parsed_actual_price === 0 ? (
<Tag color="red" style={{ margin: 0, cursor: "help", userSelect: "none" }}>
{t("bills.labels.ai.confidence.missing_data")}
</Tag>
) : null}
<Tag color={color} style={{ margin: 0, cursor: "help", userSelect: "none" }}>
{total.toFixed(0)}%
</Tag>
</Space>
</Tooltip>
);
};
export default ConfidenceDisplay;

View File

@@ -187,6 +187,7 @@ export function PartsOrderListTableDrawerComponent({
actions: { refetch: refetch },
context: {
job: job,
parts_order: { id: record.id },
bill: {
vendorid: record.vendor.id,
is_credit_memo: record.return,

View File

@@ -162,6 +162,7 @@ export function PartsOrderListTableComponent({
actions: { refetch: refetch },
context: {
job: job,
parts_order: { id: record.id },
bill: {
vendorid: record.vendor.id,
is_credit_memo: record.return,

View File

@@ -8,11 +8,19 @@ import PhoneNumberFormatter from "../../utils/PhoneFormatter";
const VendorSearchSelect = ({ value, onChange, options, onSelect, disabled, preferredMake, showPhone, ref }) => {
const [option, setOption] = useState(value);
// Sync internal state when value prop changes (e.g., from form.setFieldsValue)
useEffect(() => {
if (value !== option && onChange) {
onChange(option);
if (value !== option) {
setOption(value);
}
}, [value, option, onChange]);
}, [value, option]);
const handleChange = (newValue) => {
setOption(newValue);
if (onChange) {
onChange(newValue);
}
};
const favorites =
preferredMake && options
@@ -103,7 +111,7 @@ const VendorSearchSelect = ({ value, onChange, options, onSelect, disabled, pref
);
}}
popupMatchSelectWidth={false}
onChange={setOption}
onChange={handleChange}
onSelect={onSelect}
disabled={disabled || false}
optionLabelProp="name"

View File

@@ -161,6 +161,7 @@
"fields": {
"actual_cost": "Actual Cost",
"actual_price": "Retail",
"confidence": "Confidence",
"cost_center": "Cost Center",
"federal_tax_applicable": "Fed. Tax?",
"jobline": "Job Line",
@@ -191,6 +192,8 @@
"return": "Return Items"
},
"errors": {
"calculating_totals": "Error Calculating Totals",
"calculating_totals_generic": "Please ensure all fields are properly completed. ",
"creating": "Error adding bill. {{error}}",
"deleting": "Error deleting bill. {{error}}",
"existinginventoryline": "This bill cannot be deleted as it is tied to items in inventory.",
@@ -217,6 +220,24 @@
},
"labels": {
"actions": "Actions",
"ai": {
"accept_and_continue": "Accept and Continue",
"confidence": {
"breakdown": "Confidence Breakdown",
"match": "Jobline Match",
"missing_data": "Missing Data",
"ocr": "Optical Character Recognition",
"overall": "Overall"
},
"disclaimer_title": "AI Scan Beta Disclaimer",
"generic_failure": "Failed to process invoice.",
"multipage": "The is a multi-page document. Processing will take a few moments.",
"processing": "Analyzing Bill",
"scan": "AI Bill Scanner",
"scancomplete": "AI Scan Complete",
"scanfailed": "AI Scan Failed",
"scanstarted": "AI Scan Started"
},
"bill_lines": "Bill Lines",
"bill_total": "Bill Total Amount",
"billcmtotal": "Credit Memos",
@@ -1291,10 +1312,11 @@
"vehicle": "Vehicle"
},
"labels": {
"apply": "Apply",
"actions": "Actions",
"apply": "Apply",
"areyousure": "Are you sure?",
"barcode": "Barcode",
"beta": "BETA",
"cancel": "Are you sure you want to cancel? Your changes will not be saved.",
"changelog": "Change Log",
"clear": "Clear",
@@ -1822,14 +1844,14 @@
"name": "Payer Name",
"payer_type": "Payer"
},
"rr_opcode": "RR OpCode",
"rr_opcode_base": "Base",
"rr_opcode_prefix": "Prefix",
"rr_opcode_suffix": "Suffix",
"sale": "Sale",
"sale_dms_acctnumber": "Sale DMS Acct #",
"story": "Story",
"vinowner": "VIN Owner",
"rr_opcode": "RR OpCode",
"rr_opcode_prefix": "Prefix",
"rr_opcode_suffix": "Suffix",
"rr_opcode_base": "Base"
"vinowner": "VIN Owner"
},
"dms_allocation": "DMS Allocation",
"driveable": "Driveable",

View File

@@ -161,6 +161,7 @@
"fields": {
"actual_cost": "",
"actual_price": "",
"confidence": "",
"cost_center": "",
"federal_tax_applicable": "",
"jobline": "",
@@ -191,6 +192,8 @@
"return": ""
},
"errors": {
"calculating_totals": "",
"calculating_totals_generic": "",
"creating": "",
"deleting": "",
"existinginventoryline": "",
@@ -217,6 +220,24 @@
},
"labels": {
"actions": "",
"ai": {
"accept_and_continue": "",
"confidence": {
"breakdown": "",
"match": "",
"missing_data": "",
"ocr": "",
"overall": ""
},
"disclaimer_title": "",
"generic_failure": "",
"multipage": "",
"processing": "",
"scan": "",
"scancomplete": "",
"scanfailed": "",
"scanstarted": ""
},
"bill_lines": "",
"bill_total": "",
"billcmtotal": "",
@@ -1291,10 +1312,11 @@
"vehicle": ""
},
"labels": {
"apply": "",
"actions": "Comportamiento",
"apply": "",
"areyousure": "",
"barcode": "código de barras",
"beta": "",
"cancel": "",
"changelog": "",
"clear": "",
@@ -1822,14 +1844,14 @@
"name": "",
"payer_type": ""
},
"rr_opcode": "",
"rr_opcode_base": "",
"rr_opcode_prefix": "",
"rr_opcode_suffix": "",
"sale": "",
"sale_dms_acctnumber": "",
"story": "",
"vinowner": "",
"rr_opcode": "",
"rr_opcode_prefix": "",
"rr_opcode_suffix": "",
"rr_opcode_base": ""
"vinowner": ""
},
"dms_allocation": "",
"driveable": "",

View File

@@ -161,6 +161,7 @@
"fields": {
"actual_cost": "",
"actual_price": "",
"confidence": "",
"cost_center": "",
"federal_tax_applicable": "",
"jobline": "",
@@ -191,6 +192,8 @@
"return": ""
},
"errors": {
"calculating_totals": "",
"calculating_totals_generic": "",
"creating": "",
"deleting": "",
"existinginventoryline": "",
@@ -217,6 +220,24 @@
},
"labels": {
"actions": "",
"ai": {
"accept_and_continue": "",
"confidence": {
"breakdown": "",
"match": "",
"missing_data": "",
"ocr": "",
"overall": ""
},
"disclaimer_title": "",
"generic_failure": "",
"multipage": "",
"processing": "",
"scan": "",
"scancomplete": "",
"scanfailed": "",
"scanstarted": ""
},
"bill_lines": "",
"bill_total": "",
"billcmtotal": "",
@@ -1291,10 +1312,11 @@
"vehicle": ""
},
"labels": {
"apply": "",
"actions": "actes",
"apply": "",
"areyousure": "",
"barcode": "code à barre",
"beta": "",
"cancel": "",
"changelog": "",
"clear": "",
@@ -1822,14 +1844,14 @@
"name": "",
"payer_type": ""
},
"rr_opcode": "",
"rr_opcode_base": "",
"rr_opcode_prefix": "",
"rr_opcode_suffix": "",
"sale": "",
"sale_dms_acctnumber": "",
"story": "",
"vinowner": "",
"rr_opcode": "",
"rr_opcode_prefix": "",
"rr_opcode_suffix": "",
"rr_opcode_base": ""
"vinowner": ""
},
"dms_allocation": "",
"driveable": "",

814
package-lock.json generated

File diff suppressed because it is too large Load Diff

View File

@@ -23,6 +23,8 @@
"@aws-sdk/client-s3": "^3.992.0",
"@aws-sdk/client-secrets-manager": "^3.992.0",
"@aws-sdk/client-ses": "^3.992.0",
"@aws-sdk/client-sqs": "^3.975.0",
"@aws-sdk/client-textract": "^3.975.0",
"@aws-sdk/credential-provider-node": "^3.972.9",
"@aws-sdk/lib-storage": "^3.992.0",
"@aws-sdk/s3-request-presigner": "^3.992.0",
@@ -46,6 +48,7 @@
"express": "^4.21.1",
"fast-xml-parser": "^5.3.6",
"firebase-admin": "^13.6.1",
"fuse.js": "^7.1.0",
"graphql": "^16.12.0",
"graphql-request": "^6.1.0",
"intuit-oauth": "^4.2.2",
@@ -60,6 +63,7 @@
"mustache": "^4.2.0",
"node-persist": "^4.0.4",
"nodemailer": "^6.10.0",
"pdf-lib": "^1.17.1",
"phone": "^3.1.70",
"query-string": "7.1.3",
"recursive-diff": "^1.0.9",

View File

@@ -127,6 +127,8 @@ const applyRoutes = ({ app }) => {
app.use("/payroll", require("./server/routes/payrollRoutes"));
app.use("/sso", require("./server/routes/ssoRoutes"));
app.use("/integrations", require("./server/routes/intergrationRoutes"));
app.use("/ai", require("./server/routes/aiRoutes"));
app.use("/chatter", require("./server/routes/chatterRoutes"));
// Default route for forbidden access
@@ -425,6 +427,12 @@ const loadQueues = async ({ pubClient, logger, redisHelpers, ioRedis }) => {
chatterApiQueue.on("error", (error) => {
logger.log(`Error in chatterApiQueue: ${error}`, "ERROR", "queue", "api", null, { error: error?.message });
});
// Initialize bill-ocr with Redis client
const { initializeBillOcr, startSQSPolling } = require("./server/ai/bill-ocr/bill-ocr");
initializeBillOcr(pubClient);
// Start SQS polling for Textract notifications
startSQSPolling();
};
/**
@@ -454,6 +462,7 @@ const main = async () => {
try {
await server.listen(port);
logger.log(`Server started on port ${port}`, "INFO", "api");
} catch (error) {
logger.log(`Server failed to start on port ${port}`, "ERROR", "api", null, { error: error.message });
}

View File

@@ -0,0 +1,718 @@
const Fuse = require('fuse.js');
const { has } = require("lodash");
const { standardizedFieldsnames } = require('./bill-ocr-normalize');
const InstanceManager = require("../../utils/instanceMgr").default;
const PRICE_PERCENT_MARGIN_TOLERANCE = 0.5; //Used to make sure prices and costs are likely.
// Helper function to normalize fields
const normalizePartNumber = (str) => {
return str.replace(/[^a-zA-Z0-9]/g, '').toUpperCase();
};
const normalizeText = (str) => {
return str.replace(/[^a-zA-Z0-9\s]/g, '').replace(/\s+/g, ' ').trim().toUpperCase();
};
const normalizePrice = (str) => {
if (typeof str !== 'string') return str;
return str.replace(/[^0-9.-]+/g, "");
};
//More complex function. Not necessary at the moment, keeping for reference.
// const normalizePriceFinal = (str) => {
// if (typeof str !== 'string') {
// // If it's already a number, format to 2 decimals
// const num = parseFloat(str);
// return isNaN(num) ? 0 : num;
// }
// // First, try to extract valid decimal number patterns (e.g., "123.45")
// const decimalPattern = /\d+\.\d{1,2}/g;
// const decimalMatches = str.match(decimalPattern);
// if (decimalMatches && decimalMatches.length > 0) {
// // Found valid decimal number(s)
// const numbers = decimalMatches.map(m => parseFloat(m)).filter(n => !isNaN(n) && n > 0);
// if (numbers.length === 1) {
// return numbers[0];
// }
// if (numbers.length > 1) {
// // Check if all numbers are the same (e.g., "47.57.47.57" -> [47.57, 47.57])
// const uniqueNumbers = [...new Set(numbers)];
// if (uniqueNumbers.length === 1) {
// return uniqueNumbers[0];
// }
// // Check if numbers are very close (within 1% tolerance)
// const avg = numbers.reduce((a, b) => a + b, 0) / numbers.length;
// const allClose = numbers.every(num => Math.abs(num - avg) / avg < 0.01);
// if (allClose) {
// return avg;
// }
// // Return the first number (most likely correct)
// return numbers[0];
// }
// }
// // Fallback: Split on common delimiters and extract all potential numbers
// const parts = str.split(/[\/|\\,;]/).map(part => part.trim()).filter(part => part.length > 0);
// if (parts.length > 1) {
// // Multiple values detected - extract and parse all valid numbers
// const numbers = parts
// .map(part => {
// const cleaned = part.replace(/[^0-9.-]+/g, "");
// const parsed = parseFloat(cleaned);
// return isNaN(parsed) ? null : parsed;
// })
// .filter(num => num !== null && num > 0);
// if (numbers.length === 0) {
// // No valid numbers found, try fallback to basic cleaning
// const cleaned = str.replace(/[^0-9.-]+/g, "");
// const parsed = parseFloat(cleaned);
// return isNaN(parsed) ? 0 : parsed;
// }
// if (numbers.length === 1) {
// return numbers[0];
// }
// // Multiple valid numbers
// const uniqueNumbers = [...new Set(numbers)];
// if (uniqueNumbers.length === 1) {
// return uniqueNumbers[0];
// }
// // Check if numbers are very close (within 1% tolerance)
// const avg = numbers.reduce((a, b) => a + b, 0) / numbers.length;
// const allClose = numbers.every(num => Math.abs(num - avg) / avg < 0.01);
// if (allClose) {
// return avg;
// }
// // Return the first valid number
// return numbers[0];
// }
// // Single value or no delimiters, clean normally
// const cleaned = str.replace(/[^0-9.-]+/g, "");
// const parsed = parseFloat(cleaned);
// return isNaN(parsed) ? 0 : parsed;
// };
// Helper function to calculate Textract OCR confidence (0-100%)
const calculateTextractConfidence = (textractLineItem) => {
if (!textractLineItem || Object.keys(textractLineItem).length === 0) {
return 0;
}
const confidenceValues = [];
// Collect confidence from all fields in the line item
Object.values(textractLineItem).forEach(field => {
if (field.confidence && typeof field.confidence === 'number') {
confidenceValues.push(field.confidence);
}
});
if (confidenceValues.length === 0) {
return 0;
}
// Check if critical normalized labels are present
const hasActualCost = Object.values(textractLineItem).some(field => field.normalizedLabel === standardizedFieldsnames.actual_cost);
const hasActualPrice = Object.values(textractLineItem).some(field => field.normalizedLabel === standardizedFieldsnames.actual_price);
const hasLineDesc = Object.values(textractLineItem).some(field => field.normalizedLabel === standardizedFieldsnames.line_desc);
// Calculate weighted average, giving more weight to important fields
// If we can identify key fields (ITEM, PRODUCT_CODE, PRICE), weight them higher
let totalWeight = 0;
let weightedSum = 0;
Object.entries(textractLineItem).forEach(([key, field]) => {
if (field.confidence && typeof field.confidence === 'number') {
// Weight important fields higher
let weight = 1;
if (field.normalizedLabel === standardizedFieldsnames.actual_cost || field.normalizedLabel === standardizedFieldsnames.actual_price) {
weight = 4;
}
else if (field.normalizedLabel === standardizedFieldsnames.part_no || field.normalizedLabel === standardizedFieldsnames.line_desc) {
weight = 3.5;
}
else if (field.normalizedLabel === standardizedFieldsnames.quantity) {
weight = 3.5;
}
// We generally ignore the key from textract. Keeping for future reference.
// else if (key === 'ITEM' || key === 'PRODUCT_CODE') {
// weight = 3; // Description and part number are most important
// } else if (key === 'PRICE' || key === 'UNIT_PRICE' || key === 'QUANTITY') {
// weight = 2; // Price and quantity moderately important
// }
weightedSum += field.confidence * weight;
totalWeight += weight;
}
});
let avgConfidence = totalWeight > 0 ? weightedSum / totalWeight : 0;
// Apply penalty if critical normalized labels are missing
let missingFieldsPenalty = 1.0;
let missingCount = 0;
if (!hasActualCost) missingCount++;
if (!hasActualPrice) missingCount++;
if (!hasLineDesc) missingCount++;
// Each missing field reduces confidence by 15%
if (missingCount > 0) {
missingFieldsPenalty = 1.0 - (missingCount * 0.15);
}
avgConfidence = avgConfidence * missingFieldsPenalty;
return Math.round(avgConfidence * 100) / 100; // Round to 2 decimal places
};
const calculateMatchConfidence = (matches, bestMatch) => {
if (!matches || matches.length === 0 || !bestMatch) {
return 0; // No match = 0% confidence
}
// Base confidence from the match score
// finalScore is already weighted and higher is better
// Normalize it to a 0-100 scale
const baseScore = Math.min(bestMatch.finalScore * 10, 100); // Scale factor of 10, cap at 100
// Bonus for multiple field matches (up to +15%)
const fieldMatchBonus = Math.min(bestMatch.fieldMatches.length * 5, 15);
// Bonus for having price data (+10%)
const priceDataBonus = bestMatch.hasPriceData ? 10 : 0;
// Bonus for clear winner (gap between 1st and 2nd match)
let confidenceMarginBonus = 0;
if (matches.length > 1) {
const scoreDiff = bestMatch.finalScore - matches[1].finalScore;
// If the best match is significantly better than the second best, add bonus
confidenceMarginBonus = Math.min(scoreDiff * 5, 10); // Up to +10%
} else {
// Only one match found, add small bonus
confidenceMarginBonus = 5;
}
// Calculate total match confidence
let matchConfidence = baseScore + fieldMatchBonus + priceDataBonus + confidenceMarginBonus;
// Cap at 100% and round to 2 decimal places
matchConfidence = Math.min(Math.round(matchConfidence * 100) / 100, 100);
// Ensure minimum of 1% if there's any match at all
return Math.max(matchConfidence, 1);
};
const calculateOverallConfidence = (ocrConfidence, matchConfidence) => {
// If there's no match, OCR confidence doesn't matter much
if (matchConfidence === 0) {
return 0;
}
// Overall confidence is affected by both how well Textract read the data
// and how well we matched it to existing joblines
// Use a weighted average: 60% OCR confidence, 40% match confidence
// OCR confidence is more important because even perfect match is useless without good OCR
const overall = (ocrConfidence * 0.6) + (matchConfidence * 0.4);
return Math.round(overall * 100) / 100;
};
// Helper function to merge and deduplicate results with weighted scoring
const mergeResults = (resultsArray, weights = []) => {
const scoreMap = new Map();
resultsArray.forEach((results, index) => {
const weight = weights[index] || 1;
results.forEach(result => {
const id = result.item.id;
const weightedScore = result.score * weight;
if (!scoreMap.has(id)) {
scoreMap.set(id, { item: result.item, score: weightedScore, count: 1 });
} else {
const existing = scoreMap.get(id);
// Lower score is better in Fuse.js, so take the minimum
existing.score = Math.min(existing.score, weightedScore);
existing.count++;
}
});
});
// Convert back to array and sort by score (lower is better)
return Array.from(scoreMap.values())
.sort((a, b) => {
// Prioritize items found in multiple searches
if (a.count !== b.count) return b.count - a.count;
return a.score - b.score;
})
.slice(0, 5); // Return top 5 results
};
async function generateBillFormData({ processedData, jobid: jobidFromProps, bodyshopid, partsorderid, req }) {
const client = req.userGraphQLClient;
let jobid = jobidFromProps;
//If no jobid, fetch it, and funnel it back.
if (!jobid || jobid === null || jobid === undefined || jobid === "" || jobid === "null" || jobid === "undefined") {
const ro_number = processedData.summary?.PO_NUMBER?.value || Object.values(processedData.summary).find(value => value.normalizedLabel === 'ro_number')?.value;
if (!ro_number) {
throw new Error("Could not find RO number in the extracted data to associate with the bill. Select an RO and try again.");
}
const { jobs } = await client.request(`
query QUERY_BILL_OCR_JOB_BY_RO($ro_number: String!) {
jobs(where: {ro_number: {_eq: $ro_number}}) {
id
}
}`, { ro_number });
if (jobs.length === 0) {
throw new Error("No job found for the detected RO/PO number.");
}
jobid = jobs[0].id;
}
const jobData = await client.request(`
query QUERY_BILL_OCR_DATA($jobid: uuid!) {
vendors {
id
name
}
jobs_by_pk(id: $jobid) {
id
bodyshop {
id
md_responsibility_centers
cdk_dealerid
pbs_serialnumber
rr_dealerid
}
joblines {
id
line_desc
removed
act_price
db_price
oem_partno
alt_partno
part_type
}
}
}
`, {
jobid, // TODO: Parts order IDs are currently ignore. If receving a parts order, it could be used to more precisely match to joblines.
});
//Create fuses of line descriptions for matching.
const jobLineDescFuse = new Fuse(
jobData.jobs_by_pk.joblines.map(jl => ({ ...jl, line_desc_normalized: normalizeText(jl.line_desc || ""), oem_partno_normalized: normalizePartNumber(jl.oem_partno || ""), alt_partno_normalized: normalizePartNumber(jl.alt_partno || "") })),
{
keys: [{
name: 'line_desc',
weight: 6
}, {
name: 'oem_partno',
weight: 8
}, {
name: 'alt_partno',
weight: 5
},
{
name: 'act_price',
weight: 1
},
{
name: 'line_desc_normalized',
weight: 4
},
{
name: 'oem_partno_normalized',
weight: 6
},
{
name: 'alt_partno_normalized',
weight: 3
}],
threshold: 0.4, //Adjust as needed for matching sensitivity,
includeScore: true,
}
);
const joblineMatches = joblineFuzzySearch({ fuseToSearch: jobLineDescFuse, processedData });
const vendorFuse = new Fuse(
jobData.vendors,
{
keys: ['name'],
threshold: 0.4, //Adjust as needed for matching sensitivity,
includeScore: true,
}
);
const vendorMatches = vendorFuse.search(processedData.summary?.VENDOR_NAME?.value || processedData.summary?.NAME?.value);
let vendorid;
if (vendorMatches.length > 0) {
vendorid = vendorMatches[0].item.id;
}
const { jobs_by_pk: job } = jobData;
if (!job) {
throw new Error('Job not found for bill form data generation.');
}
//TODO: How do we handle freight lines and core charges?
//Create the form data structure for the bill posting screen.
const billFormData = {
"jobid": jobid,
"vendorid": vendorid,
"invoice_number": processedData.summary?.INVOICE_RECEIPT_ID?.value,
"date": processedData.summary?.INVOICE_RECEIPT_DATE?.value,
"is_credit_memo": false,
"total": normalizePrice(processedData.summary?.INVOICE_TOTAL?.value || processedData.summary?.TOTAL?.value),
"billlines": joblineMatches.map(jlMatchLine => {
const { matches, textractLineItem, } = jlMatchLine
//Matches should be pre-sorted, take the first one.
const matchToUse = matches.length > 0 ? matches[0] : null;
// Calculate confidence scores
const ocrConfidence = calculateTextractConfidence(textractLineItem);
const matchConfidence = calculateMatchConfidence(matches, matchToUse);
const overallConfidence = calculateOverallConfidence(ocrConfidence, matchConfidence);
//TODO: Should be using the textract if there is an exact match on the normalized label.
//if there isn't then we can do the below.
let actualPrice, actualCost;
//TODO: What is several match on the normalized name? We need to pick the most likely one.
const hasNormalizedActualPrice = Object.keys(textractLineItem).find(key => textractLineItem[key].normalizedLabel === 'actual_price');
const hasNormalizedActualCost = Object.keys(textractLineItem).find(key => textractLineItem[key].normalizedLabel === 'actual_cost');
if (hasNormalizedActualPrice) {
actualPrice = textractLineItem[hasNormalizedActualPrice].value;
}
if (hasNormalizedActualCost) {
actualCost = textractLineItem[hasNormalizedActualCost].value;
}
if (!hasNormalizedActualPrice || !hasNormalizedActualCost) {
//This is if there was no match found for normalized labels.
//Check all prices, and generally the higher one will be the actual price and the lower one will be the cost.
//Need to make sure that other random items are excluded. This should be within a reasonable range of the matched jobline at matchToUse.item.act_price
//Iterate over all of the text values, and check out which of them are currencies.
//They'll be in the format starting with a $ sign usually.
const currencyTextractLineItems = [] // {key, value}
Object.keys(textractLineItem).forEach(key => {
const currencyValue = textractLineItem[key].value?.startsWith('$') ? textractLineItem[key].value : null;
if (currencyValue) {
//Clean it and parse it
const cleanValue = parseFloat(currencyValue.replace(/[^0-9.-]/g, '')) || 0;
currencyTextractLineItems.push({ key, value: cleanValue })
}
})
//Sort them descending
currencyTextractLineItems.sort((a, b) => b.value - a.value);
//Most expensive should be the actual price, second most expensive should be the cost.
if (!actualPrice) actualPrice = currencyTextractLineItems.length > 0 ? currencyTextractLineItems[0].value : 0;
if (!actualCost) actualCost = currencyTextractLineItems.length > 1 ? currencyTextractLineItems[1].value : 0;
if (matchToUse) {
//Double check that they're within 50% of the matched jobline price if there is one.
const joblinePrice = parseFloat(matchToUse.item.act_price) || 0;
if (!hasNormalizedActualPrice && actualPrice > 0 && (actualPrice < joblinePrice * (1 - PRICE_PERCENT_MARGIN_TOLERANCE) || actualPrice > joblinePrice * (1 + PRICE_PERCENT_MARGIN_TOLERANCE))) {
actualPrice = joblinePrice; //Set to the jobline as a fallback.
}
if (!hasNormalizedActualCost && actualCost > 0 && (actualCost < joblinePrice * (1 - PRICE_PERCENT_MARGIN_TOLERANCE) || actualCost > joblinePrice * (1 + PRICE_PERCENT_MARGIN_TOLERANCE))) {
actualCost = null //Blank it out if it's not likely.
}
}
}
const responsibilityCenters = job.bodyshop.md_responsibility_centers
//TODO: Do we need to verify the lines to see if it is a unit price or total price (i.e. quantity * price)
const lineObject = {
"line_desc": matchToUse?.item?.line_desc || textractLineItem.ITEM?.value || "NO DESCRIPTION",
"quantity": textractLineItem.QUANTITY?.value,
"actual_price": normalizePrice(actualPrice),
"actual_cost": normalizePrice(actualCost),
"cost_center": matchToUse?.item?.part_type
? bodyshopHasDmsKey(job.bodyshop)
? matchToUse?.item?.part_type !== "PAE"
? matchToUse?.item?.part_type
: null
: responsibilityCenters.defaults &&
(responsibilityCenters.defaults.costs[matchToUse?.item?.part_type] || null)
: null,
"applicable_taxes": {
"federal": InstanceManager({ imex: true, rome: false }),
"state": false,
"local": false
},
"joblineid": matchToUse?.item?.id || "noline",
"confidence": `T${overallConfidence} - O${ocrConfidence} - J${matchConfidence}`
}
return lineObject
})
}
return billFormData
}
function joblineFuzzySearch({ fuseToSearch, processedData }) {
const matches = []
const searchStats = []; // Track search statistics
processedData.lineItems.forEach((lineItem, lineIndex) => {
const lineStats = {
lineNumber: lineIndex + 1,
searches: []
};
// Refined ITEM search (multi-word description)
const refinedItemResults = (() => {
if (!lineItem.ITEM?.value) return [];
const itemValue = lineItem.ITEM.value;
const normalized = normalizeText(itemValue);
// 1: Full string search
const fullSearch = fuseToSearch.search(normalized);
lineStats.searches.push({ type: 'ITEM - Full String', term: normalized, results: fullSearch.length });
// 2: Search individual significant words (3+ chars)
const words = normalized.split(' ').filter(w => w.length >= 3);
const wordSearches = words.map(word => {
const results = fuseToSearch.search(word);
lineStats.searches.push({ type: 'ITEM - Individual Word', term: word, results: results.length });
return results;
});
// 3: Search without spaces entirely
const noSpaceSearch = fuseToSearch.search(normalized.replace(/\s+/g, ''));
lineStats.searches.push({ type: 'ITEM - No Spaces', term: normalized.replace(/\s+/g, ''), results: noSpaceSearch.length });
// Merge results with weights (full search weighted higher)
return mergeResults(
[fullSearch, ...wordSearches, noSpaceSearch],
[1.0, ...words.map(() => 1.5), 1.2] // Full search best, individual words penalized slightly
);
})();
// Refined PRODUCT_CODE search (part numbers)
const refinedProductCodeResults = (() => {
if (!lineItem.PRODUCT_CODE?.value) return [];
const productCode = lineItem.PRODUCT_CODE.value;
const normalized = normalizePartNumber(productCode);
// 1: Normalized search (no spaces/special chars)
const normalizedSearch = fuseToSearch.search(normalized);
lineStats.searches.push({ type: 'PRODUCT_CODE - Normalized', term: normalized, results: normalizedSearch.length });
// 2: Original with minimal cleaning
const minimalClean = productCode.replace(/\s+/g, '').toUpperCase();
const minimalSearch = fuseToSearch.search(minimalClean);
lineStats.searches.push({ type: 'PRODUCT_CODE - Minimal Clean', term: minimalClean, results: minimalSearch.length });
// 3: Search with dashes (common in part numbers)
const withDashes = productCode.replace(/[^a-zA-Z0-9-]/g, '').toUpperCase();
const dashSearch = fuseToSearch.search(withDashes);
lineStats.searches.push({ type: 'PRODUCT_CODE - With Dashes', term: withDashes, results: dashSearch.length });
// 4: Special chars to spaces (preserve word boundaries)
const specialCharsToSpaces = productCode.replace(/[^a-zA-Z0-9\s]/g, ' ').replace(/\s+/g, ' ').trim().toUpperCase();
const specialCharsSearch = fuseToSearch.search(specialCharsToSpaces);
lineStats.searches.push({ type: 'PRODUCT_CODE - Special Chars to Spaces', term: specialCharsToSpaces, results: specialCharsSearch.length });
return mergeResults(
[normalizedSearch, minimalSearch, dashSearch, specialCharsSearch],
[1.0, 1.1, 1.2, 1.15] // Prefer fully normalized, special chars to spaces slightly weighted
);
})();
// Refined PRICE search
const refinedPriceResults = (() => {
if (!lineItem.PRICE?.value) return [];
const price = normalizePrice(lineItem.PRICE.value);
// 1: Exact price match
const exactSearch = fuseToSearch.search(price);
lineStats.searches.push({ type: 'PRICE - Exact', term: price, results: exactSearch.length });
// 2: Price with 2 decimal places
const priceFloat = parseFloat(price);
if (!isNaN(priceFloat)) {
const formattedPrice = priceFloat.toFixed(2);
const formattedSearch = fuseToSearch.search(formattedPrice);
lineStats.searches.push({ type: 'PRICE - Formatted (2 decimals)', term: formattedPrice, results: formattedSearch.length });
return mergeResults([exactSearch, formattedSearch], [1.0, 1.1]);
}
return exactSearch;
})();
// Refined UNIT_PRICE search
const refinedUnitPriceResults = (() => {
if (!lineItem.UNIT_PRICE?.value) return [];
const unitPrice = normalizePrice(lineItem.UNIT_PRICE.value);
// 1: Exact price match
const exactSearch = fuseToSearch.search(unitPrice);
lineStats.searches.push({ type: 'UNIT_PRICE - Exact', term: unitPrice, results: exactSearch.length });
// 2: Price with 2 decimal places
const priceFloat = parseFloat(unitPrice);
if (!isNaN(priceFloat)) {
const formattedPrice = priceFloat.toFixed(2);
const formattedSearch = fuseToSearch.search(formattedPrice);
lineStats.searches.push({ type: 'UNIT_PRICE - Formatted (2 decimals)', term: formattedPrice, results: formattedSearch.length });
return mergeResults([exactSearch, formattedSearch], [1.0, 1.1]);
}
return exactSearch;
})();
//Merge them all together and sort by the highest scores.
const combinedScoreMap = new Map();
// Weight different field types differently
const fieldWeights = {
productCode: 5.0, // Most important - part numbers should match
item: 3.0, // Second most important - description
price: 1.0, // Less important - prices can vary
unitPrice: 0.8 // Least important - similar to price
};
[
{ results: refinedProductCodeResults, weight: fieldWeights.productCode, field: 'productCode' },
{ results: refinedItemResults, weight: fieldWeights.item, field: 'item' },
{ results: refinedPriceResults, weight: fieldWeights.price, field: 'price' },
{ results: refinedUnitPriceResults, weight: fieldWeights.unitPrice, field: 'unitPrice' }
].forEach(({ results, weight, field }) => {
results.forEach((result, index) => {
const id = result.item.id;
// Position bonus (first result is better than fifth)
const positionBonus = (5 - index) / 5;
// Lower score is better in Fuse.js, so invert it and apply weights
const normalizedScore = (1 - result.score) * weight * positionBonus;
if (!combinedScoreMap.has(id)) {
combinedScoreMap.set(id, {
item: result.item,
score: normalizedScore,
fieldMatches: [field],
matchCount: result.count || 1
});
} else {
const existing = combinedScoreMap.get(id);
existing.score += normalizedScore;
existing.fieldMatches.push(field);
existing.matchCount += (result.count || 1);
}
});
});
// Convert to array and sort by best combined score
const finalMatches = Array.from(combinedScoreMap.values())
.map(entry => {
// Apply penalty if item has no act_price or it's 0
const hasPriceData = entry.item.act_price && parseFloat(entry.item.act_price) > 0;
const priceDataPenalty = hasPriceData ? 1.0 : 0.5; // 50% penalty if no price
return {
...entry,
// Boost score for items that matched in multiple fields, penalize for missing price
finalScore: entry.score * (1 + (entry.fieldMatches.length * 0.2)) * priceDataPenalty,
hasPriceData
};
})
.sort((a, b) => b.finalScore - a.finalScore)
.slice(0, 5);
// Always push the textract line item, even if no matches found
// This ensures all invoice lines are processed
matches.push({
matches: finalMatches,
textractLineItem: lineItem,
hasMatch: finalMatches.length > 0
});
searchStats.push(lineStats);
})
// // Output search statistics table
// console.log('\n═══════════════════════════════════════════════════════════════════════');
// console.log(' FUSE.JS SEARCH STATISTICS');
// console.log('═══════════════════════════════════════════════════════════════════════\n');
// searchStats.forEach(lineStat => {
// console.log(`📄 Line Item #${lineStat.lineNumber}:`);
// console.log('─'.repeat(75));
// if (lineStat.searches.length > 0) {
// const tableData = lineStat.searches.map(search => ({
// 'Search Type': search.type,
// 'Search Term': search.term.substring(0, 40) + (search.term.length > 40 ? '...' : ''),
// 'Results': search.results
// }));
// console.table(tableData);
// } else {
// console.log(' No searches performed for this line item.\n');
// }
// });
// // Summary statistics
// const totalSearches = searchStats.reduce((sum, stat) => sum + stat.searches.length, 0);
// const totalResults = searchStats.reduce((sum, stat) =>
// sum + stat.searches.reduce((s, search) => s + search.results, 0), 0);
// const avgResultsPerSearch = totalSearches > 0 ? (totalResults / totalSearches).toFixed(2) : 0;
// console.log('═══════════════════════════════════════════════════════════════════════');
// console.log(' SUMMARY');
// console.log('═══════════════════════════════════════════════════════════════════════');
// console.table({
// 'Total Line Items': processedData.lineItems.length,
// 'Total Searches Performed': totalSearches,
// 'Total Results Found': totalResults,
// 'Average Results per Search': avgResultsPerSearch
// });
// console.log('═══════════════════════════════════════════════════════════════════════\n');
return matches
}
const bodyshopHasDmsKey = (bodyshop) =>
bodyshop.cdk_dealerid || bodyshop.pbs_serialnumber || bodyshop.rr_dealerid;
module.exports = {
generateBillFormData
}

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const PDFDocument = require('pdf-lib').PDFDocument;
const logger = require("../../utils/logger");
const TEXTRACT_REDIS_PREFIX = `textract:${process.env?.NODE_ENV}`
const TEXTRACT_JOB_TTL = 10 * 60;
/**
* Generate Redis key for Textract job using textract job ID
* @param {string} textractJobId
* @returns {string}
*/
function getTextractJobKey(textractJobId) {
return `${TEXTRACT_REDIS_PREFIX}:${textractJobId}`;
}
/**
* Store Textract job data in Redis
* @param {string} textractJobId
* @param {Object} redisPubClient
* @param {Object} jobData
*/
async function setTextractJob({ redisPubClient, textractJobId, jobData }) {
if (!redisPubClient) {
throw new Error('Redis client not initialized. Call initializeBillOcr first.');
}
const key = getTextractJobKey(textractJobId);
await redisPubClient.set(key, JSON.stringify(jobData));
await redisPubClient.expire(key, TEXTRACT_JOB_TTL);
}
/**
* Retrieve Textract job data from Redis
* @param {string} textractJobId
* @param {Object} redisPubClient
* @returns {Promise<Object|null>}
*/
async function getTextractJob({ redisPubClient, textractJobId }) {
if (!redisPubClient) {
throw new Error('Redis client not initialized. Call initializeBillOcr first.');
}
const key = getTextractJobKey(textractJobId);
const data = await redisPubClient.get(key);
return data ? JSON.parse(data) : null;
}
/**
* Detect file type based on MIME type and file signature
* @param {Object} file - Multer file object
* @returns {string} 'pdf', 'image', or 'unknown'
*/
function getFileType(file) {
// Check MIME type first
const mimeType = file.mimetype?.toLowerCase();
if (mimeType === 'application/pdf') {
return 'pdf';
}
if (mimeType && mimeType.startsWith('image/')) {
return 'image';
}
// Fallback: Check file signature (magic bytes)
const buffer = file.buffer;
if (buffer && buffer.length > 4) {
// PDF signature: %PDF
if (buffer[0] === 0x25 && buffer[1] === 0x50 && buffer[2] === 0x44 && buffer[3] === 0x46) {
return 'pdf';
}
// JPEG signature: FF D8 FF
if (buffer[0] === 0xFF && buffer[1] === 0xD8 && buffer[2] === 0xFF) {
return 'image';
}
// PNG signature: 89 50 4E 47
if (buffer[0] === 0x89 && buffer[1] === 0x50 && buffer[2] === 0x4E && buffer[3] === 0x47) {
return 'image';
}
// HEIC/HEIF: Check for ftyp followed by heic/heix/hevc/hevx
if (buffer.length > 12) {
const ftypIndex = buffer.indexOf(Buffer.from('ftyp'));
if (ftypIndex > 0 && ftypIndex < 12) {
const brand = buffer.slice(ftypIndex + 4, ftypIndex + 8).toString('ascii');
if (brand.startsWith('heic') || brand.startsWith('heix') ||
brand.startsWith('hevc') || brand.startsWith('hevx') ||
brand.startsWith('mif1')) {
return 'image';
}
}
}
}
return 'unknown';
}
/**
* Get the number of pages in a PDF buffer
* @param {Buffer} pdfBuffer
* @returns {Promise<number>}
*/
async function getPdfPageCount(pdfBuffer) {
try {
const pdfDoc = await PDFDocument.load(pdfBuffer);
return pdfDoc.getPageCount();
} catch (error) {
console.error('Error reading PDF page count:', error);
throw new Error('Failed to read PDF: ' + error.message);
}
}
/**
* Check if there are any jobs in IN_PROGRESS status
* @returns {Promise<boolean>}
*/
async function hasActiveJobs({ redisPubClient }) {
if (!redisPubClient) {
throw new Error('Redis client not initialized.');
}
try {
// Get all textract job keys
const pattern = `${TEXTRACT_REDIS_PREFIX}:*`;
const keys = await redisPubClient.keys(pattern);
if (!keys || keys.length === 0) {
return false;
}
//TODO: Is there a better way to do this that supports clusters?
// Check if any job has IN_PROGRESS status
for (const key of keys) {
const data = await redisPubClient.get(key);
if (data) {
const jobData = JSON.parse(data);
if (jobData.status === 'IN_PROGRESS') {
return true;
}
}
}
return false;
} catch (error) {
logger.log("bill-ocr-job-check-error", "ERROR", "api", null, { error: error.message, stack: error.stack });
return false;
}
}
module.exports = {
getTextractJobKey,
setTextractJob,
getTextractJob,
getFileType,
getPdfPageCount,
hasActiveJobs,
TEXTRACT_REDIS_PREFIX
}

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const MIN_CONFIDENCE_VALUE = 50
function normalizeFieldName(fieldType) {
//Placeholder normalization for now.
return fieldType;
}
const standardizedFieldsnames = {
actual_cost: "actual_cost",
actual_price: "actual_price",
line_desc: "line_desc",
quantity: "quantity",
part_no: "part_no",
ro_number: "ro_number",
}
function normalizeLabelName(labelText) {
if (!labelText) return '';
// Convert to lowercase and trim whitespace
let normalized = labelText.toLowerCase().trim();
// Remove special characters and replace spaces with underscores
normalized = normalized.replace(/[^a-z0-9\s]/g, '').replace(/\s+/g, '_');
// Common label normalizations
const labelMap = {
'qty': standardizedFieldsnames.quantity,
'qnty': standardizedFieldsnames.quantity,
'sale_qty': standardizedFieldsnames.quantity,
'invoiced_qty': standardizedFieldsnames.quantity,
'qty_shipped': standardizedFieldsnames.quantity,
'quantity': standardizedFieldsnames.quantity,
'filled': standardizedFieldsnames.quantity,
'count': standardizedFieldsnames.quantity,
'quant': standardizedFieldsnames.quantity,
'desc': standardizedFieldsnames.line_desc,
'description': standardizedFieldsnames.line_desc,
'item': standardizedFieldsnames.line_desc,
'part': standardizedFieldsnames.part_no,
'part_no': standardizedFieldsnames.part_no,
'part_num': standardizedFieldsnames.part_no,
'part_number': standardizedFieldsnames.part_no,
'item_no': standardizedFieldsnames.part_no,
'price': standardizedFieldsnames.actual_price,
//'amount': standardizedFieldsnames.actual_price,
'list_price': standardizedFieldsnames.actual_price,
'unit_price': standardizedFieldsnames.actual_price,
'list': standardizedFieldsnames.actual_price,
'retail_price': standardizedFieldsnames.actual_price,
'net': standardizedFieldsnames.actual_cost,
'selling_price': standardizedFieldsnames.actual_cost,
'net_price': standardizedFieldsnames.actual_cost,
'net_cost': standardizedFieldsnames.actual_cost,
'po_no': standardizedFieldsnames.ro_number,
'customer_po_no': standardizedFieldsnames.ro_number,
'customer_po_no_': standardizedFieldsnames.ro_number
};
return labelMap[normalized] || `NOT_MAPPED => ${normalized}`; // TODO: Should we monitor unmapped labels?
}
function processScanData(invoiceData) {
// Process and clean the extracted data
const processed = {
summary: {},
lineItems: []
};
// Clean summary fields
for (const [key, value] of Object.entries(invoiceData.summary)) {
if (value.confidence > MIN_CONFIDENCE_VALUE) { // Only include fields with > 50% confidence
processed.summary[key] = {
value: value.value,
label: value.label,
normalizedLabel: value.normalizedLabel,
confidence: value.confidence
};
}
}
// Process line items
processed.lineItems = invoiceData.lineItems
.map(item => {
const processedItem = {};
for (const [key, value] of Object.entries(item)) {
if (value.confidence > MIN_CONFIDENCE_VALUE) { // Only include fields with > 50% confidence
let cleanValue = value.value;
// Parse numbers for quantity and price fields
if (key === 'quantity') {
cleanValue = parseFloat(cleanValue) || 0;
} else if (key === 'retail_price' || key === 'actual_price') {
// Remove currency symbols and parse
cleanValue = parseFloat(cleanValue.replace(/[^0-9.-]/g, '')) || 0;
}
processedItem[key] = {
value: cleanValue,
label: value.label,
normalizedLabel: value.normalizedLabel,
confidence: value.confidence
};
}
}
return processedItem;
})
return processed;
}
function extractInvoiceData(textractResponse) {
const invoiceData = {
summary: {},
lineItems: []
};
if (!textractResponse.ExpenseDocuments || textractResponse.ExpenseDocuments.length === 0) {
return invoiceData;
}
// Process each page of the invoice
textractResponse.ExpenseDocuments.forEach(expenseDoc => {
// Extract summary fields (vendor, invoice number, date, total, etc.)
if (expenseDoc.SummaryFields) {
expenseDoc.SummaryFields.forEach(field => {
const fieldType = field.Type?.Text || '';
const fieldValue = field.ValueDetection?.Text || '';
const fieldLabel = field.LabelDetection?.Text || '';
const confidence = field.ValueDetection?.Confidence || 0;
// Map common invoice fields
if (fieldType && fieldValue) {
invoiceData.summary[fieldType] = {
value: fieldValue,
label: fieldLabel,
normalizedLabel: normalizeLabelName(fieldLabel),
confidence: confidence
};
}
});
}
// Extract line items
if (expenseDoc.LineItemGroups) {
expenseDoc.LineItemGroups.forEach(lineItemGroup => {
if (lineItemGroup.LineItems) {
lineItemGroup.LineItems.forEach(lineItem => {
const item = {};
const fieldNameCounts = {}; // Track field name occurrences
if (lineItem.LineItemExpenseFields) {
lineItem.LineItemExpenseFields.forEach(field => {
const fieldType = field.Type?.Text || '';
const fieldValue = field.ValueDetection?.Text || '';
const fieldLabel = field.LabelDetection?.Text || '';
const confidence = field.ValueDetection?.Confidence || 0;
if (fieldType && fieldValue) {
// Normalize field names
let normalizedField = normalizeFieldName(fieldType);
// Ensure uniqueness by appending a counter if the field already exists
if (Object.prototype.hasOwnProperty.call(item, normalizedField)) {
fieldNameCounts[normalizedField] = (fieldNameCounts[normalizedField] || 1) + 1;
normalizedField = `${normalizedField}_${fieldNameCounts[normalizedField]}`;
}
item[normalizedField] = {
value: fieldValue,
label: fieldLabel,
normalizedLabel: normalizeLabelName(fieldLabel),
confidence: confidence
};
}
});
}
if (Object.keys(item).length > 0) {
invoiceData.lineItems.push(item);
}
});
}
});
}
});
return invoiceData;
}
module.exports = {
extractInvoiceData,
processScanData,
standardizedFieldsnames
}

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Required Infrastructure setup
1. Create an AI user that has access to the required S3 buckets and textract permissions.
2. Had to create a queue and SNS topic. had to also create the role that had `sns:Publish`. Had to add `sqs:ReceiveMessage` and `sqs:DeleteMessage` to the profile.
3. Created 2 roles for SNS. The textract role is the right one, the other was created manually based on incorrect instructions.
TODO:
* Create a rome bucket for uploads, or move to the regular spot.
* Add environment variables.

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const { TextractClient, StartExpenseAnalysisCommand, GetExpenseAnalysisCommand, AnalyzeExpenseCommand } = require("@aws-sdk/client-textract");
const { S3Client, PutObjectCommand } = require("@aws-sdk/client-s3");
const { SQSClient, ReceiveMessageCommand, DeleteMessageCommand } = require("@aws-sdk/client-sqs");
const { v4: uuidv4 } = require('uuid');
const { getTextractJobKey, setTextractJob, getTextractJob, getFileType, getPdfPageCount, hasActiveJobs } = require("./bill-ocr-helpers");
const { extractInvoiceData, processScanData } = require("./bill-ocr-normalize");
const { generateBillFormData } = require("./bill-ocr-generator");
const logger = require("../../utils/logger");
// Initialize AWS clients
const awsConfig = {
region: process.env.AWS_AI_REGION || "ca-central-1",
credentials: {
accessKeyId: process.env.AWS_AI_ACCESS_KEY_ID,
secretAccessKey: process.env.AWS_AI_SECRET_ACCESS_KEY,
}
};
const textractClient = new TextractClient(awsConfig);
const s3Client = new S3Client(awsConfig);
const sqsClient = new SQSClient(awsConfig);
let redisPubClient = null;
/**
* Initialize the bill-ocr module with Redis client
* @param {Object} pubClient - Redis cluster client
*/
function initializeBillOcr(pubClient) {
redisPubClient = pubClient;
}
/**
* Check if job exists by Textract job ID
* @param {string} textractJobId
* @returns {Promise<boolean>}
*/
async function jobExists(textractJobId) {
if (!redisPubClient) {
throw new Error('Redis client not initialized. Call initializeBillOcr first.');
}
const key = getTextractJobKey(textractJobId);
const exists = await redisPubClient.exists(key);
if (exists) {
return true;
}
return false;
}
async function handleBillOcr(req, res) {
// Check if file was uploaded
if (!req.file) {
return res.status(400).send({ error: 'No file uploaded.' });
}
// The uploaded file is available in request file
const uploadedFile = req.file;
const { jobid, bodyshopid, partsorderid } = req.body;
logger.log("bill-ocr-start", "DEBUG", req.user.email, jobid, null);
try {
const fileType = getFileType(uploadedFile);
// Images are always processed synchronously (single page)
if (fileType === 'image') {
const processedData = await processSinglePageDocument(uploadedFile.buffer);
const billForm = await generateBillFormData({ processedData: processedData, jobid, bodyshopid, partsorderid, req: req });
logger.log("bill-ocr-single-complete", "DEBUG", req.user.email, jobid, { ...processedData, billForm });
return res.status(200).json({
success: true,
status: 'COMPLETED',
data: { ...processedData, billForm },
message: 'Invoice processing completed'
});
} else if (fileType === 'pdf') {
// Check the number of pages in the PDF
const pageCount = await getPdfPageCount(uploadedFile.buffer);
if (pageCount === 1) {
// Process synchronously for single-page documents
const processedData = await processSinglePageDocument(uploadedFile.buffer);
const billForm = await generateBillFormData({ processedData: processedData, jobid, bodyshopid, partsorderid, req: req });
logger.log("bill-ocr-single-complete", "DEBUG", req.user.email, jobid, { ...processedData, billForm });
return res.status(200).json({
success: true,
status: 'COMPLETED',
data: { ...processedData, billForm },
message: 'Invoice processing completed'
});
}
// Start the Textract job (non-blocking) for multi-page documents
const jobInfo = await startTextractJob(uploadedFile.buffer, { jobid, bodyshopid, partsorderid });
logger.log("bill-ocr-multipage-start", "DEBUG", req.user.email, jobid, jobInfo);
return res.status(202).json({
success: true,
textractJobId: jobInfo.jobId,
message: 'Invoice processing started',
statusUrl: `/ai/bill-ocr/status/${jobInfo.jobId}`
});
} else {
logger.log("bill-ocr-unsupported-filetype", "WARN", req.user.email, jobid, { fileType });
return res.status(400).json({
error: 'Unsupported file type',
message: 'Please upload a PDF or supported image file (JPEG, PNG, TIFF)'
});
}
} catch (error) {
logger.log("bill-ocr-error", "ERROR", req.user.email, jobid, { error: error.message, stack: error.stack });
return res.status(500).json({
error: 'Failed to start invoice processing',
message: error.message
});
}
}
async function handleBillOcrStatus(req, res) {
const { textractJobId } = req.params;
if (!textractJobId) {
logger.log("bill-ocr-status-error", "WARN", req.user.email, null, { error: 'No textractJobId found in params' });
return res.status(400).json({ error: 'Job ID is required' });
}
const jobStatus = await getTextractJob({ redisPubClient, textractJobId });
if (!jobStatus) {
return res.status(404).json({ error: 'Job not found' });
}
if (jobStatus.status === 'COMPLETED') {
// Generate billForm on-demand if not already generated
let billForm = jobStatus.data?.billForm;
if (!billForm && jobStatus.context) {
try {
billForm = await generateBillFormData({
processedData: jobStatus.data,
jobid: jobStatus.context.jobid,
bodyshopid: jobStatus.context.bodyshopid,
partsorderid: jobStatus.context.partsorderid,
req: req // Now we have request context!
});
logger.log("bill-ocr-multipage-complete", "DEBUG", req.user.email, jobStatus.context.jobid, { ...jobStatus.data, billForm });
// Cache the billForm back to Redis for future requests
await setTextractJob({
redisPubClient,
textractJobId,
jobData: {
...jobStatus,
data: {
...jobStatus.data,
billForm
}
}
});
} catch (error) {
logger.log("bill-ocr-multipage-error", "ERROR", req.user.email, jobStatus.context.jobid, { ...jobStatus.data, error: error.message, stack: error.stack });
return res.status(500).send({
status: 'COMPLETED',
error: 'Data processed but failed to generate bill form',
message: error.message,
data: jobStatus.data // Still return the raw processed data
});
}
}
return res.status(200).send({
status: 'COMPLETED',
data: {
...jobStatus.data,
billForm
}
});
} else if (jobStatus.status === 'FAILED') {
logger.log("bill-ocr-multipage-failed", "ERROR", req.user.email, jobStatus.context.jobid, { ...jobStatus.data, error: jobStatus.error, });
return res.status(500).json({
status: 'FAILED',
error: jobStatus.error
});
} else {
return res.status(200).json({
status: jobStatus.status
});
}
}
/**
* Process a single-page document synchronously using AnalyzeExpenseCommand
* @param {Buffer} pdfBuffer
* @returns {Promise<Object>}
*/
async function processSinglePageDocument(pdfBuffer) {
const analyzeCommand = new AnalyzeExpenseCommand({
Document: {
Bytes: pdfBuffer
}
});
const result = await textractClient.send(analyzeCommand);
const invoiceData = extractInvoiceData(result);
const processedData = processScanData(invoiceData);
return {
...processedData,
originalTextractResponse: result
};
}
async function startTextractJob(pdfBuffer, context = {}) {
// Upload PDF to S3 temporarily for Textract async processing
const { bodyshopid, jobid } = context;
const s3Bucket = process.env.AWS_AI_BUCKET;
const snsTopicArn = process.env.AWS_TEXTRACT_SNS_TOPIC_ARN;
const snsRoleArn = process.env.AWS_TEXTRACT_SNS_ROLE_ARN;
if (!s3Bucket) {
throw new Error('AWS_AI_BUCKET environment variable is required');
}
if (!snsTopicArn) {
throw new Error('AWS_TEXTRACT_SNS_TOPIC_ARN environment variable is required');
}
if (!snsRoleArn) {
throw new Error('AWS_TEXTRACT_SNS_ROLE_ARN environment variable is required');
}
const uploadId = uuidv4();
const s3Key = `textract-temp/${bodyshopid}/${jobid}/${uploadId}.pdf`; //TODO Update Keys structure to something better.
// Upload to S3
const uploadCommand = new PutObjectCommand({
Bucket: s3Bucket,
Key: s3Key,
Body: pdfBuffer,
ContentType: 'application/pdf' //Hard coded - we only support PDFs for multi-page
});
await s3Client.send(uploadCommand);
// Start async Textract expense analysis with SNS notification
const startCommand = new StartExpenseAnalysisCommand({
DocumentLocation: {
S3Object: {
Bucket: s3Bucket,
Name: s3Key
}
},
NotificationChannel: {
SNSTopicArn: snsTopicArn,
RoleArn: snsRoleArn
},
ClientRequestToken: uploadId
});
const startResult = await textractClient.send(startCommand);
const textractJobId = startResult.JobId;
// Store job info in Redis using textractJobId as the key
await setTextractJob(
{
redisPubClient,
textractJobId,
jobData: {
status: 'IN_PROGRESS',
s3Key: s3Key,
uploadId: uploadId,
startedAt: new Date().toISOString(),
context: context // Store the context for later use
}
}
);
return {
jobId: textractJobId
};
}
// Process SQS messages from Textract completion notifications
async function processSQSMessages() {
const queueUrl = process.env.AWS_TEXTRACT_SQS_QUEUE_URL;
if (!queueUrl) {
logger.log("bill-ocr-error", "ERROR", "api", null, { message: "AWS_TEXTRACT_SQS_QUEUE_URL not configured" });
return;
}
// Only poll if there are active mutli page jobs in progress
const hasActive = await hasActiveJobs({ redisPubClient });
if (!hasActive) {
return;
}
try {
const receiveCommand = new ReceiveMessageCommand({
QueueUrl: queueUrl,
MaxNumberOfMessages: 10,
WaitTimeSeconds: 20,
MessageAttributeNames: ['All']
});
const result = await sqsClient.send(receiveCommand);
if (result.Messages && result.Messages.length > 0) {
logger.log("bill-ocr-sqs-processing", "DEBUG", "api", null, { message: `Processing ${result.Messages.length} messages from SQS` });
for (const message of result.Messages) {
try {
// Environment-level filtering: check if this message belongs to this environment
const shouldProcess = await shouldProcessMessage(message);
if (shouldProcess) {
await handleTextractNotification(message);
// Delete message after successful processing
const deleteCommand = new DeleteMessageCommand({
QueueUrl: queueUrl,
ReceiptHandle: message.ReceiptHandle
});
await sqsClient.send(deleteCommand);
}
} catch (error) {
logger.log("bill-ocr-sqs-processing-error", "ERROR", "api", null, { message, error: error.message, stack: error.stack });
}
}
}
} catch (error) {
logger.log("bill-ocr-sqs-receiving-error", "ERROR", "api", null, { error: error.message, stack: error.stack });
}
}
/**
* Check if a message should be processed by this environment
* @param {Object} message - SQS message
* @returns {Promise<boolean>}
*/
async function shouldProcessMessage(message) {
try {
const body = JSON.parse(message.Body);
const snsMessage = JSON.parse(body.Message);
const textractJobId = snsMessage.JobId;
// Check if job exists in Redis for this environment (using environment-specific prefix)
const exists = await jobExists(textractJobId);
return exists;
} catch (error) {
logger.log("bill-ocr-message-check-error", "DEBUG", "api", null, { message: "Error checking if message should be processed", error: error.message, stack: error.stack });
// If we can't parse the message, don't process it
return false;
}
}
async function handleTextractNotification(message) {
const body = JSON.parse(message.Body);
let snsMessage
try {
snsMessage = JSON.parse(body.Message);
} catch (error) {
logger.log("bill-ocr-handle-textract-error", "DEBUG", "api", null, { message: "Error parsing SNS message - invalid message format.", error: error.message, stack: error.stack, body });
return;
}
const textractJobId = snsMessage.JobId;
const status = snsMessage.Status;
// Get job info from Redis
const jobInfo = await getTextractJob({ redisPubClient, textractJobId });
if (!jobInfo) {
logger.log("bill-ocr-job-not-found", "DEBUG", "api", null, { message: `Job info not found in Redis for Textract job ID: ${textractJobId}`, textractJobId, snsMessage });
return;
}
if (status === 'SUCCEEDED') {
// Retrieve the results
const { processedData, originalResponse } = await retrieveTextractResults(textractJobId);
// Store the processed data - billForm will be generated on-demand in the status endpoint
await setTextractJob(
{
redisPubClient,
textractJobId,
jobData: {
...jobInfo,
status: 'COMPLETED',
data: {
...processedData,
originalTextractResponse: originalResponse
},
completedAt: new Date().toISOString()
}
}
);
} else if (status === 'FAILED') {
await setTextractJob(
{
redisPubClient,
textractJobId,
jobData: {
...jobInfo,
status: 'FAILED',
error: snsMessage.StatusMessage || 'Textract job failed',
completedAt: new Date().toISOString()
}
}
);
}
}
async function retrieveTextractResults(textractJobId) {
// Handle pagination if there are multiple pages of results
let allExpenseDocuments = [];
let nextToken = null;
do {
const getCommand = new GetExpenseAnalysisCommand({
JobId: textractJobId,
NextToken: nextToken
});
const result = await textractClient.send(getCommand);
if (result.ExpenseDocuments) {
allExpenseDocuments = allExpenseDocuments.concat(result.ExpenseDocuments);
}
nextToken = result.NextToken;
} while (nextToken);
// Store the complete original response
const fullTextractResponse = { ExpenseDocuments: allExpenseDocuments };
// Extract invoice data from Textract response
const invoiceData = extractInvoiceData(fullTextractResponse);
return {
processedData: processScanData(invoiceData),
originalResponse: fullTextractResponse
};
}
// Start SQS polling (call this when server starts)
function startSQSPolling() {
const pollInterval = setInterval(() => {
processSQSMessages().catch(error => {
logger.log("bill-ocr-sqs-poll-error", "ERROR", "api", null, { message: error.message, stack: error.stack });
});
}, 10000); // Poll every 10 seconds
return pollInterval;
}
module.exports = {
initializeBillOcr,
handleBillOcr,
handleBillOcrStatus,
startSQSPolling
};

View File

@@ -8,6 +8,5 @@ exports.podium = require("./podium").default;
exports.emsUpload = require("./emsUpload").default;
exports.carfax = require("./carfax").default;
exports.carfaxRps = require("./carfax-rps").default;
exports.vehicletype = require("./vehicletype/vehicletype").default;
exports.documentAnalytics = require("./analytics/documents").default;
exports.chatterApi = require("./chatter-api").default;

View File

@@ -1,126 +0,0 @@
[
"PROMASTER 1500",
"PROMASTER 2500",
"PROMASTER CITY",
"NV 1500",
"NV 200",
"NV 2500",
"NV 3500",
"NV1500",
"NV200",
"NV2500",
"NV3500",
"SPRINTER",
"E150 ECONOLINE CARGO VAN",
"E150 ECONOLINE XL",
"E250 ECONOLINE CARGO",
"E250 ECONOLINE CARGO (AMALGAM)",
"E250 ECONOLINE CARGO (INSPECT)",
"E250 ECONOLINE CARGO VAN EXT",
"E250 ECONOLINE SUPER CARGO VAN",
"E350 CUTAWAY VAN",
"E350 ECONO SD CARGO VAN EXT",
"E350 ECONOLINE CARGO VAN",
"E350 ECONOLINE CUTAWAY",
"E350 ECONOLINE SD CARGO VAN",
"E350 ECONOLINE SD XL",
"E350 ECONOLINE SD XL EXT",
"E350 ECONOLINE SD XLT",
"E350 ECONOLINE SD XLT EXT",
"E350 SD CUTAWAY",
"E450",
"E450 ECONOLINE",
"E450 ECONOLINE SD",
"E450 ECONOLINE SD CUTAWAY",
"TRANSIT 150 WB 130 CARGO VAN",
"TRANSIT 150 WB 130 XLT",
"TRANSIT 150 WB 148 CARGO VAN",
"TRANSIT 250 WB 130 CARGO VAN",
"TRANSIT 250 WB 148 CARGO VAN",
"TRANSIT 250 WB 148 EL CARGO",
"TRANSIT 350 WB 148 CARGO VAN",
"TRANSIT 350 WB 148 EL CARGO",
"TRANSIT CONNECT XL CARGO VAN",
"TRANSIT CONNECT XLT CARGO VAN",
"250 TRANSIT",
"CITY EXPRESS LS CARGO VAN",
"CITY EXPRESS LT CARGO VAN",
"EXPRESS 1500",
"EXPRESS 1500 CARGO VAN",
"EXPRESS 1500 LS",
"EXPRESS 1500 LT",
"EXPRESS 2500 CARGO VAN",
"EXPRESS 2500 CARGO VAN EXT",
"EXPRESS 2500 LS",
"EXPRESS 2500 LT",
"EXPRESS 3500",
"EXPRESS 3500 CARGO VAN",
"EXPRESS 3500 CARGO VAN EXT",
"EXPRESS 3500 EXT",
"EXPRESS 3500 LS",
"EXPRESS 3500 LS EXT",
"EXPRESS 3500 LT",
"EXPRESS 3500 LT EXT",
"G3500 EXPRESS CUTAWAY",
"SAVANA 1500 CARGO VAN",
"SAVANA 1500 SL",
"SAVANA 1500 SLE",
"SAVANA 2500",
"2500 SAVANA",
"SAVANA 2500 CARGO VAN",
"SAVANA 2500 CARGO VAN EXT",
"SAVANA 2500 LT",
"SAVANA 2500 SLE",
"SAVANA 3500",
"SAVANA 3500 CARGO VAN",
"SAVANA 3500 CARGO VAN EXT",
"SAVANA 3500 EXT",
"SAVANA 3500 LT EXT",
"SAVANA 3500 SLE EXT",
"SAVANA G3500 CUTAWAY",
"SAVANA G4500 CUTAWAY",
"EXPRESS 1500 LS CARGO VAN",
"G20 SPORTVAN",
"NV 3500 S V8 CARGO VAN",
"E-150",
"E-250",
"E-350",
"E-450",
"E150",
"E250",
"E350",
"TRANSIT",
"CITY",
"CITY EXPRESS",
"EXPRESS",
"EXPRESS 2500",
"G3500",
"SAVANA",
"SAVANA 1500",
"CHEVY EXPRESS G2500",
"CLUBWAGON E350",
"TRANSIT CONNECT",
"SPRINTER 2500",
"TRANSIT 150",
"ECONOLINE E250",
"TRANSIT 250",
"ECONOLINE E350",
"NV3500 HD",
"TRANSIT 350HD",
"ECONOLINE E150",
"E250 ECONOLINE",
"C/V",
"E350 CHSCAB",
"G1500 CHEVY EXPRESS",
"2500 SPRINTER",
"E150 ECONOLINE",
"350 TRANSIT",
"E450 CUTAWAY",
"PROMASTER 3500",
"CHEVY EXPRESS G3500",
"SAVANA G3500",
"1500 PROMASTER",
"2500 EXPRESS",
"3500 EXPRESS",
"3500 SPRINTER"
]

View File

@@ -1,33 +0,0 @@
[
"GRAND CARAVAN",
"GRANDCARAVAN",
"GRAND CARAVAN CREW",
"GRAND CARAVAN CV",
"GRAND CARAVAN CVP",
"GRAND CARAVAN SE",
"GRAND CARAVAN SXT",
"CARAVAN CV",
"SIENNA CE V6",
"SIENNA LE V6",
"SIENNA XLE V6",
"SIENNA",
"ODYSSEY",
"SEDONA",
"PACIFICA (NEW)",
"QUEST",
"CARAVAN",
"MONTANA SV6",
"FREESTAR",
"UPLANDER",
"MONTANA",
"VOYAGER",
"ENTOURAGE",
"PACIFICA",
"CARNIVAL",
"VENTURE",
"SAFARI",
"VANAGON",
"WINDSTAR",
"TOWN&COUNTRY",
"ROUTAN"
]

View File

@@ -1,485 +0,0 @@
[
"EDGE SEL",
"ESCAPE",
"ESCAPE SE",
"ESCAPE SEL",
"ESCAPE XLT V6",
"EXPEDITION",
"EXPEDITION LIMITED",
"EXPEDITION MAX",
"EXPEDITION MAX LIMITED",
"EXPLORER",
"EXCURSION",
"EXPLORER LIMITED",
"EXPLORER PLATINUM ECOBOOST",
"EXPLORER XLT",
"FLEX",
"FLEX SE",
"ECOSPORT",
"ESCAPE HYBRID",
"MUSTANG MACH-E",
"BRONCO",
"BRONCO SPORT",
"TRAILBLAZER",
"BLAZER LT",
"CHEROKEE",
"CHEROKEE CLASSIC",
"CHEROKEE COUNTRY",
"CHEROKEE LIMITED",
"CHEROKEE NORTH",
"CHEROKEE OVERLAND",
"CHEROKEE SPORT",
"CHEROKEE TRAILHAWK",
"CJ",
"CJ7",
"CJ7 RENEGADE",
"COMMANDER",
"COMMANDER LIMITED",
"COMMANDER SPORT",
"COMPASS",
"COMPASS HIGH ALTITUDE",
"COMPASS LATITUDE",
"COMPASS LIMITED",
"COMPASS NORTH",
"COMPASS SPORT",
"COMPASS TRAILHAWK",
"GLADIATOR OVERLAND",
"GLADIATOR RUBICON",
"GRAND CHEROKEE LAREDO",
"GRAND CHEROKEE LIMITED",
"GRAND CHEROKEE OVERLAND",
"GRAND CHEROKEE SE",
"GRAND CHEROKEE SRT",
"GRAND CHEROKEE SRT8",
"GRAND CHEROKEE SUMMIT",
"GRAND CHEROKEE TRACKHAWK",
"GRAND CHEROKEE TRAILHAWK",
"GRAND CHEROKEE",
"GRANDCHEROKEE",
"LIBERTY LIMITED",
"LIBERTY RENEGADE",
"LIBERTY SPORT",
"LIBERTY",
"PATRIOT",
"PATRIOT HIGH ALTITUDE",
"PATRIOT LATITUDE",
"PATRIOT LIMITED",
"PATRIOT NORTH",
"PATRIOT SPORT",
"RENEGADE LIMITED",
"RENEGADE NORTH",
"RENEGADE SPORT",
"RENEGADE TRAILHAWK",
"TJ",
"TJ RUBICON",
"TJ SAHARA",
"TJ SPORT",
"TJ UNLIMITED",
"WRANGLER",
"WRANGLER RUBICON",
"WRANGLER SAHARA",
"WRANGLER SPORT",
"WRANGLER UNLIMITED",
"WRANGLER UNLIMITED 70TH ANNIV",
"WRANGLER UNLIMITED RUBICON",
"WRANGLER UNLIMITED SAHARA",
"WRANGLER UNLIMITED SPORT",
"WRANGLER UNLIMITED X",
"WRANGLER X",
"YJ WRANGLER",
"AVIATOR",
"AVIATOR RESERVE",
"MKC",
"MKC RESERVE",
"MKC SELECT",
"MKT",
"MKT ECOBOOST",
"MKX",
"MKX RESERVE",
"NAUTILUS RESERVE",
"NAUTILUS RESERVE V6",
"NAVIGATOR",
"NAVIGATOR L",
"NAVIGATOR L RESERVE",
"NAVIGATOR L SELECT",
"NAVIGATOR RESERVE",
"PILOT",
"PILOT BLACK EDITION",
"PILOT ELITE",
"PILOT EX",
"PILOT EX-L",
"PILOT GRANITE",
"PILOT LX",
"PILOT SE",
"PILOT SE-L",
"PILOT TOURING",
"DURANGO R/T",
"DURANGO SLT PLUS",
"DURANGO SRT",
"DURANGO",
"JOURNEY",
"JOURNEY CROSSROAD",
"JOURNEY CVP",
"JOURNEY LIMITED",
"JOURNEY R/T",
"JOURNEY SXT",
"NITRO SE",
"NITRO",
"K1500 SUBURBAN",
"SUBURBAN 1500 LT",
"SUBURBAN 1500 LTZ",
"SUBURBAN 1500 PREMIER",
"SUBURBAN 2500 LS",
"TAHOE LT",
"TRAVERSE LS",
"TRAVERSE LT",
"TRAVERSE PREMIER",
"TRAX LT",
"TRAX PREMIER",
"UPLANDER LT EXT",
"SUBURBAN",
"TAHOE",
"TRAVERSE",
"TRAX",
"UPLANDER",
"YUKON",
"YUKON DENALI",
"YUKON XL",
"YUKON XL DENALI",
"EQUINOX LS",
"EQUINOX LT",
"EQUINOX PREMIER",
"EQUINOX",
"RAV4 LE",
"RAV4 XLE",
"HIGHLANDER SPORT V6",
"4RUNNER SR5 V6",
"RAV4",
"RAV4 HYBRID",
"RAV4 XLE HYBRID",
"HIGHLANDER",
"4RUNNER",
"SEQUOIA",
"PATHFINDER SE",
"PATHFINDER SL",
"PATHFINDER",
"MURANO PLATINUM",
"MURANO SV",
"MURANO",
"TUCSON",
"TERRAIN",
"SORENTO",
"EDGE",
"KICKS",
"QASHQAI",
"SANTA FE",
"ARMADA",
"TELLURIDE",
"PALISADE",
"SELTOS",
"TORRENT",
"C-HR",
"SPORTAGE",
"VENZA",
"ACADIA",
"CR-V",
"HR-V",
"CX-5",
"CX-50",
"CX-7",
"CX-9",
"CX-3",
"Q3",
"Q5",
"Q7",
"Q8",
"JUKE SV",
"JUKE",
"ROGUE",
"ROGUE SV",
"XTERRA",
"COROLLA CROSS",
"ACADIA DENALI",
"TAURUS X",
"MACAN",
"FJ CRUISER",
"BRONCO SPORT BADLANDS",
"ESCALADE",
"RX 350",
"KONA",
"MDX",
"RDX",
"COOPER COUNTRYMAN",
"V70",
"OUTLANDER",
"RIO5",
"GLC300 COUPE",
"ENCORE",
"SRX",
"SANTA FE SPORT",
"NX 300",
"WRANGLER UNLIMITE",
"WRANGLER JK UNLIM",
"RANGEROVER EVOQUE",
"CROSSTREK",
"FORESTER",
"TIGUAN",
"XV CROSSTREK",
"ENDEAVOR",
"RX 330",
"ATLAS",
"XC90",
"TOUAREG",
"STELVIO",
"RANGE ROVER SPORT",
"GLE350D",
"EX35",
"RVR",
"MONTERO",
"X-TRAIL",
"GRAND VITARA",
"TRIBUTE",
"X3",
"XC60",
"GLK250 BLUETEC",
"ENVOY",
"ML350 BLUETEC",
"ENVISION",
"FX35",
"X1",
"VENUE",
"TAOS",
"KONA ELECTRIC",
"OUTLANDER PHEV",
"PASSPORT",
"H3",
"EXPLORERSPORTTRAC",
"F-PACE",
"ML320 BLUETEC",
"REGAL SPORTBACK",
"DISCOVERY SPORT",
"RENDEZVOUS",
"XC70",
"COMPASS (NEW)",
"CUBE",
"V60 CROSS COUNTRY",
"QX70",
"X6",
"ELEMENT",
"RX 400H",
"VUE",
"RANGE ROVER VELAR",
"E-PACE",
"RAV4 PRIME",
"LX 570",
"GX 470",
"EX37",
"GLE43",
"NAUTILUS",
"XT6",
"RX 450H",
"ESCALADE ESV",
"OUTLOOK",
"CAYENNE",
"XC90 PLUG-IN",
"MODEL X",
"MODEL Y",
"GLC300",
"SANTA FE HYBRID",
"G63",
"XV CROSSTREK HYBR",
"JX35",
"JIMMY",
"TUCSON HYBRID",
"XC40 ELECTRIC",
"RX 300",
"ML320",
"WRANGLER JK UNLIMITED",
"POLICE INTERCEPTOR UTILITY",
"WRANGLER JK",
"TRIBECA",
"E-TRON SPORTBACK",
"500X",
"RX 350H",
"GL350 BLUETEC",
"WRANGLER UNLIMITED 4XE",
"GV80",
"GL550",
"Q5 E",
"H2 SUV",
"Q5 HYBRID",
"IONIQ 5",
"SQ5 SPORTBACK",
"LEVANTE",
"TONALE",
"GLE43 COUPE",
"GRAND CHEROKEE WK",
"DEFENDER",
"NX 450H+",
"ML400",
"LX 600",
"RX 450HL",
"SORENTO HYBRID",
"NX 350",
"TRACKER",
"GLE450",
"Q5 SPORTBACK",
"CR-V HYBRID",
"LX 470",
"EQS580 SUV",
"H2",
"EV9",
"SORENTO PLUG-IN",
"LYRIQ",
"GLE550",
"RX 500H",
"X1 SAV",
"E-TRON S SPORTBACK",
"ML500",
"GRAND HIGHLANDER HYBRID",
"RS Q8",
"GLS550",
"GLS580",
"IX",
"CAYENNE COUPE",
"SOLTERRA",
"PATHFINDER HYBRID",
"Q8 E-TRON",
"TX 350",
"TX 500H",
"EQUINOX EV",
"NAUTILUS HYBRID",
"TRAVERSE LIMITED",
"CX-70",
"SANTA FE XL",
"RENEGADE",
"QX50",
"ECLIPSE CROSS",
"QX80",
"X5",
"X3",
"X1",
"X4",
"ENCLAVE",
"ENCORE GX",
"CAYENNE HYBRID",
"SOUL",
"GX 460",
"UX 250H",
"XT5",
"GLE53",
"XT4",
"SQ7",
"NX 350H",
"GLK350",
"GLE350",
"NX 300H",
"NX 200T",
"RANGE ROVER EVOQUE",
"GLS450",
"TERRAIN DENALI",
"GRAND CHEROKEE L",
"GLE400",
"TUCSON PLUG-IN",
"BLAZER",
"ASCENT",
"HIGHLANDER HYBRID",
"ATLAS CROSS SPORT",
"XC40",
"VENZA HYBRID",
"GLA45",
"GLB250",
"GRAND HIGHLANDER",
"GV70",
"NIRO",
"NIRO EV",
"GLA250",
"ESCAPE PLUG-IN",
"WAGONEER",
"CX-30",
"QX60",
"GRAND CHEROKEE 4XE",
"SPORTAGE HYBRID",
"EV6",
"TONALE PLUG-IN",
"GLC43 COUPE",
"X2",
"RX 350L",
"HORNET",
"ENVISTA",
"LEVANTE S",
"SPORTAGE PLUG-IN",
"ORLANDO",
"X5 M",
"EXPLORER HYBRID",
"FREESTYLE",
"CORSAIR",
"K1500 YUKON XL",
"RANGE ROVER",
"SUV W/O LABOR",
"ID.4",
"CX-90",
"X7",
"CORSAIR PLUG-IN",
"ESCALADE EXT",
"QX55",
"DISCOVERY",
"BOLT EUV",
"C40 ELECTRIC",
"LR4",
"GRAND WAGONEER",
"XC60 PLUG-IN",
"LR2",
"EQE350 SUV",
"COROLLA CROSS HYBRID",
"SOUL EV",
"GRECALE",
"SUV W/O LABOR",
"QX30",
"SQ5",
"NIRO PLUG-IN",
"BORREGO",
"CX-90 PLUG-IN",
"XL-7",
"SUV W/O LABOR",
"SUV W/O LABOR",
"I-PACE",
"HORNET PLUG-IN",
"UX 300H",
"ML320 CDI",
"VERACRUZ",
"SQ8",
"GLE53 COUPE",
"ZDX",
"9-7X",
"ARIYA",
"ASPEN",
"AVIATOR PLUG-IN",
"B9 TRIBECA",
"BRAVADA",
"ENVOY XL",
"EQB350",
"EQB350 SUV",
"ESCALADE-V",
"E-TRON",
"FX37",
"GL320 CDI",
"GLADIATOR",
"GLC43",
"GLE450 COUPE",
"GLE63",
"GV60",
"MKT TOWN CAR",
"ML350",
"ML550",
"ML63",
"NX 250",
"Q4 E-TRON",
"Q8 E-TRON SPORTBACK",
"QX4",
"QX56",
"SANTA FE PLUG-IN",
"UX 200",
"WAGONEER L",
"XB"
]

View File

@@ -1,567 +0,0 @@
[
"MARK LT",
"F-150",
"F-250",
"F-350",
"F-450",
"F-550",
"F-650",
"F100 PICKUP",
"F150 FX2 SUPERCAB",
"F150 FX4 PICKUP",
"F150 FX4 SUPERCAB",
"F150 FX4 SUPERCREW",
"F150 HARLEY DAVIDSON SUPERCAB",
"F150 HARLEY DAVIDSON SUPERCREW",
"F150 KING RANCH SUPERCREW",
"F150 LARIAT FX4 SUPERCREW",
"F150 LARIAT HARLEY DAVIDSON SC",
"F150 LARIAT KING RANCH SUPCREW",
"F150 LARIAT LIMITED SUPERCREW",
"F150 LARIAT PICKUP",
"F150 LARIAT SUPERCAB",
"F150 LARIAT SUPERCAB (AMALGAM)",
"F150 LARIAT SUPERCREW",
"F150 LARIAT SUPERCREW (AMALGA)",
"F150 LIMITED SUPERCREW",
"F150 PICKUP",
"F150 PLATINUM SUPERCREW",
"F150 RAPTOR SUPERCAB",
"F150 RAPTOR SUPERCREW",
"F150 STX PICKUP",
"F150 STX SUPERCAB",
"F150 SUPERCAB",
"F150 SUPERCREW",
"F150 SUPERCREW (AMALGAMATED)",
"F150 SVT RAPTOR SUPERCAB",
"F150 XL PICKUP",
"F150 XL SUPERCAB",
"F150 XL SUPERCREW",
"F150 XLT LARIAT SUPERCAB",
"F150 XLT PICKUP",
"F150 XLT SUPERCAB",
"F150 XLT SUPERCREW",
"F150 XLT SUPERCREW (AMALGAMAT)",
"F150 XTR SUPERCAB",
"F250 PICKUP",
"F250 SD CREW CAB",
"F250 SD FX4 CREW CAB",
"F250 SD FX4 SUPERCAB",
"F250 SD KING RANCH CREW CAB",
"F250 SD LARIAT CREW CAB",
"F250 SD LARIAT CREW CAB (AMAL)",
"F250 SD LARIAT PICKUP",
"F250 SD LARIAT SUPERCAB",
"F250 SD LIMITED CREW CAB",
"F250 SD PLATINUM CREW CAB",
"F250 SD SUPERCAB",
"F250 SD XL CREW CAB",
"F250 SD XL PICKUP",
"F250 SD XL SUPERCAB",
"F250 SD XLT CREW CAB",
"F250 SD XLT PICKUP",
"F250 SD XLT SUPERCAB",
"F250 SUPERCAB",
"F250 XL CREW CAB",
"F350 CREW CAB",
"F350 PICKUP",
"F350 PICKUP 2WD",
"F350 SD CABELAS CREW CAB",
"F350 SD CREW CAB",
"F350 SD FX4 CREW CAB",
"F350 SD FX4 SUPERCAB",
"F350 SD HARLEY DAVIDSON",
"F350 SD KING RANCH CREW CAB",
"F350 SD LARIAT CREW CAB",
"F350 SD LARIAT CREW CAB (AMAL)",
"F350 SD LARIAT KING RANCH",
"F350 SD LARIAT SUPERCAB",
"F350 SD LIMITED CREW CAB",
"F350 SD PICKUP",
"F350 SD PLATINUM CREW CAB",
"F350 SD SUPERCAB",
"F350 SD XL CREW CAB",
"F350 SD XL PICKUP",
"F350 SD XL SUPERCAB",
"F350 SD XLT CREW CAB",
"F350 SD XLT SUPERCAB",
"F350 SUPER DUTY",
"F350 SUPER DUTY XL",
"F350 XL PICKUP",
"F450",
"F450 Pickup",
"F450 SD KING RANCH CREW CAB",
"F450 SD LARIAT CREW CAB",
"F450 SD PICKUP",
"F450 SD PLATINUM CREW CAB",
"F450 SD XL",
"F450 SD XL CREW CAB",
"F450 SD XL PICKUP",
"F450 SD XLT CREW CAB",
"F450 SUPER DUTY XLT",
"F550",
"F550 SD",
"F550 SD XL",
"F550 SD XL PICKUP",
"F550 SD XLT CREW CAB",
"F550 SD XLT SUPERCAB",
"F550 SUPER DUTY",
"F550 SUPER DUTY XL",
"F550 SUPER DUTY XLT",
"F550 SUPER DUTY XLT CREW CAB",
"F550 XL",
"F650 SD XLT SUPERCAB",
"F68",
"F750 XL",
"RANGER",
"RANGER EDGE SUPERCAB",
"RANGER FX4 SUPERCAB",
"RANGER LARIAT SUPERCREW",
"RANGER SPORT SUPERCAB",
"RANGER STX SUPERCAB",
"RANGER SUPERCAB",
"RANGER XL",
"RANGER XL SUPERCAB",
"RANGER XLT",
"RANGER XLT SUPERCAB",
"RANGER XLT SUPERCREW",
"FRONTIER LE CREW CAB V6",
"FRONTIER NISMO CREW CAB V6",
"FRONTIER NISMO KING CAB V6",
"FRONTIER PRO-4X CREW CAB V6",
"FRONTIER PRO-4X KING CAB V6",
"FRONTIER S KING CAB",
"FRONTIER SC CREW CAB V6",
"FRONTIER SC V6",
"FRONTIER SE CREW CAB V6",
"FRONTIER SE KING CAB V6",
"FRONTIER SL CREW CAB V6",
"FRONTIER SV CREW CAB V6",
"FRONTIER SV KING CAB V6",
"FRONTIER XE KING CAB",
"FRONTIER XE KING CAB V6",
"KING CAB",
"TITAN 5.6 LE CREW CAB",
"TITAN 5.6 LE KING CAB",
"TITAN 5.6 MIDNIGHT CREW CAB",
"TITAN 5.6 PLATINUM RESERVE CC",
"TITAN 5.6 PRO-4X CREW CAB",
"TITAN 5.6 PRO-4X KING CAB",
"TITAN 5.6 S CREW CAB",
"TITAN 5.6 SE CREW CAB",
"TITAN 5.6 SE KING CAB",
"TITAN 5.6 SL CREW CAB",
"TITAN 5.6 SV CREW CAB",
"TITAN 5.6 SV KING CAB",
"TITAN 5.6 XE CREW CAB",
"TITAN 5.6 XE KING CAB",
"TITAN XD PLATINUM CREW CAB",
"TITAN XD PRO-4X CREW CAB",
"TITAN XD S CREW CAB",
"TITAN XD SL CREW CAB",
"TITAN XD SV CREW CAB",
"PICKUP SR5",
"TACOMA",
"TACOMA ACCESS CAB",
"TACOMA DOUBLE CAB V6",
"TACOMA LIMITED DOUBLE CAB V6",
"TACOMA PRERUNNER DOUBLE CAB V6",
"TACOMA PRERUNNER V6 ACCESS CAB",
"TACOMA PRERUNNER XTRACAB",
"TACOMA PRERUNNER XTRACAB V6",
"TACOMA SR5 DOUBLE CAB V6",
"TACOMA SR5 V6 ACCESS CAB",
"TACOMA SR5 V6 XTRACAB",
"TACOMA V6 ACCESS CAB",
"TACOMA XTRACAB",
"TACOMA XTRACAB V6",
"TUNDRA ACCESS CAB V8",
"TUNDRA DOUBLE CAB V8",
"TUNDRA LIMITED ACCESS CAB V8",
"TUNDRA LIMITED SR5 DBLCAB V8",
"TUNDRA LIMITED V8",
"TUNDRA LIMITED V8 CREWMAX",
"TUNDRA LIMITED V8 DOUBLE CAB",
"TUNDRA PLATINUM V8 CREWMAX",
"TUNDRA SR DOUBLE CAB V8",
"TUNDRA SR V8",
"TUNDRA SR5 DOUBLE CAB V8",
"TUNDRA SR5 TRD DOUBLE CAB V8",
"TUNDRA SR5 V8 CREWMAX",
"TUNDRA V8",
"TUNDRA V8 CREWMAX",
"XTRACAB LONG BOX",
"AVALANCHE 1500",
"AVALANCHE 1500 LS",
"AVALANCHE 1500 LS Z71",
"AVALANCHE 1500 LT",
"AVALANCHE 1500 LT Z71",
"AVALANCHE 1500 LTZ",
"C/R 10/1500 4+CAB",
"C/R 10/1500 PICKUP",
"C/R 20/2500 4+CAB",
"C/R 20/2500 PICKUP",
"C3500",
"COLORADO",
"COLORADO EXT CAB",
"COLORADO LS",
"COLORADO LS CREW CAB",
"COLORADO LS EXT CAB",
"COLORADO LT",
"COLORADO LT CREW CAB",
"COLORADO LT EXT CAB",
"COLORADO WT CREW CAB",
"COLORADO WT EXT CAB",
"COLORADO Z71 CREW CAB",
"COLORADO Z71 EXT CAB",
"COLORADO ZR2 CREW CAB",
"COLORADO ZR2 EXT CAB",
"HHR LS PANEL",
"K/V 10/1500 4+CAB",
"K/V 10/1500 PICKUP",
"K/V 20/2500 4+CAB",
"K/V 20/2500 PICKUP",
"K/V 30/3500 4+CAB",
"Pickup K3500",
"Pickup Silverado C2500 HD",
"S10 4+CAB",
"S10 LS 4+CAB",
"SILVERADO 1500",
"SILVERADO 1500 CHEYENNE CREW",
"SILVERADO 1500 CREW CAB",
"SILVERADO 1500 CREW CAB (AMAL)",
"SILVERADO 1500 CUST TRAIL DC",
"SILVERADO 1500 CUSTOM CREW CAB",
"SILVERADO 1500 CUSTOM DC",
"SILVERADO 1500 CUSTOM TRAIL CC",
"SILVERADO 1500 DOUBLE (AMALGA)",
"SILVERADO 1500 EXT CAB",
"SILVERADO 1500 HD LS CREW CAB",
"SILVERADO 1500 HD LT CREW CAB",
"SILVERADO 1500 HIGH COUNTRY CC",
"SILVERADO 1500 HYBRID CREW CAB",
"SILVERADO 1500 LS",
"SILVERADO 1500 LS CREW CAB",
"SILVERADO 1500 LS DOUBLE CAB",
"SILVERADO 1500 LS EXT CAB",
"SILVERADO 1500 LT",
"SILVERADO 1500 LT CC (AMALGAM)",
"SILVERADO 1500 LT CREW CAB",
"SILVERADO 1500 LT DOUBLE CAB",
"SILVERADO 1500 LT EXT CAB",
"SILVERADO 1500 LT TRAIL CC",
"SILVERADO 1500 LT TRAIL DC",
"SILVERADO 1500 LTZ CREW CAB",
"SILVERADO 1500 LTZ DOUBLE CAB",
"SILVERADO 1500 LTZ EXT CAB",
"SILVERADO 1500 RST CREW CAB",
"SILVERADO 1500 RST DOUBLE CAB",
"SILVERADO 1500 SS EXT CAB",
"SILVERADO 1500 WT",
"SILVERADO 1500 WT CREW CAB",
"SILVERADO 1500 WT DOUBLE CAB",
"SILVERADO 1500 WT EXT CAB",
"SILVERADO 2500 EXT CAB",
"SILVERADO 2500 HD",
"SILVERADO 2500 HD CREW CAB",
"SILVERADO 2500 HD EXT CAB",
"SILVERADO 2500 HD HC CREW CAB",
"SILVERADO 2500 HD LS CREW CAB",
"SILVERADO 2500 HD LS EXT CAB",
"SILVERADO 2500 HD LT",
"SILVERADO 2500 HD LT CREW CAB",
"SILVERADO 2500 HD LT DBL CAB",
"SILVERADO 2500 HD LT EXT CAB",
"SILVERADO 2500 HD LTZ CREW CAB",
"SILVERADO 2500 HD LTZ DBL CAB",
"SILVERADO 2500 HD LTZ EXT CAB",
"SILVERADO 2500 HD WT",
"SILVERADO 2500 HD WT CREW CAB",
"SILVERADO 2500 HD WT DBL CAB",
"SILVERADO 2500 HD WT EXT CAB",
"SILVERADO 3500",
"SILVERADO 3500 CREW CAB",
"SILVERADO 3500 CREW CAB (AMAL)",
"SILVERADO 3500 EXT CAB",
"SILVERADO 3500 HC CREW CAB",
"SILVERADO 3500 HD (AMALGAMATE)",
"SILVERADO 3500 LS",
"SILVERADO 3500 LS CREW CAB",
"SILVERADO 3500 LS EXT CAB",
"SILVERADO 3500 LT CREW CAB",
"SILVERADO 3500 LT DOUBLE CAB",
"SILVERADO 3500 LT EXT CAB",
"SILVERADO 3500 LTZ CREW CAB",
"SILVERADO 3500 LTZ EXT CAB",
"SILVERADO 3500 WT CREW CAB",
"Silverado 3500HD",
"B250 SPORTSMAN",
"DAKOTA CLUB CAB",
"DAKOTA LARAMIE V8 CLUB CAB",
"DAKOTA LARAMIE V8 QUAD CAB",
"DAKOTA QUAD CAB",
"DAKOTA SLT CREW CAB",
"DAKOTA SLT EXT CAB",
"DAKOTA SLT PLUS QUAD CAB",
"DAKOTA SLT PLUS V8 CLUB CAB",
"DAKOTA SLT PLUS V8 QUAD CAB",
"DAKOTA SLT QUAD CAB",
"DAKOTA SLT V8 CLUB CAB",
"DAKOTA SLT V8 CREW CAB",
"DAKOTA SLT V8 EXT CAB",
"DAKOTA SLT V8 QUAD CAB",
"DAKOTA SPORT V8",
"DAKOTA SPORT V8 CLUB CAB",
"DAKOTA SPORT V8 QUAD CAB",
"DAKOTA ST CLUB CAB",
"DAKOTA ST QUAD CAB",
"DAKOTA ST V8 QUAD CAB",
"DAKOTA SXT CREW CAB",
"DAKOTA SXT EXT CAB",
"DAKOTA SXT V8 CREW CAB",
"DAKOTA SXT V8 EXT CAB",
"DAKOTA V8 CLUB CAB",
"DAKOTA V8 QUAD CAB",
"RAM 1500",
"RAM 1500 BIG HORN CREW CAB",
"RAM 1500 BIG HORN QUAD CAB",
"RAM 1500 CLUB CAB",
"RAM 1500 CREW CAB (AMALGAMATE)",
"RAM 1500 EXPRESS",
"RAM 1500 LARAMIE CREW (AMALGA)",
"RAM 1500 LARAMIE CREW CAB",
"RAM 1500 LARAMIE LONGHORN CREW",
"RAM 1500 LARAMIE MEGA CAB",
"RAM 1500 LARAMIE QUAD CAB",
"RAM 1500 LARAMIE SLT QUAD CAB",
"RAM 1500 LIMITED CREW CAB",
"RAM 1500 LONGHORN CREW CAB",
"RAM 1500 OUTDOORSMAN CREW CAB",
"RAM 1500 OUTDOORSMAN QC (AMAL)",
"RAM 1500 OUTDOORSMAN QUAD CAB",
"RAM 1500 QUAD CAB",
"RAM 1500 R/T",
"RAM 1500 REBEL CREW CAB",
"RAM 1500 REBEL QUAD CAB",
"RAM 1500 SLT",
"RAM 1500 SLT CREW (AMALGAMATE)",
"RAM 1500 SLT CREW CAB",
"RAM 1500 SLT MEGA CAB",
"RAM 1500 SLT QUAD (AMALGAMATE)",
"RAM 1500 SLT QUAD CAB",
"RAM 1500 SPORT",
"RAM 1500 SPORT CLUB CAB",
"RAM 1500 SPORT CREW CAB",
"RAM 1500 SPORT CREW CAB (AMAL)",
"RAM 1500 SPORT QUAD CAB",
"RAM 1500 ST",
"RAM 1500 ST CREW CAB",
"RAM 1500 ST QUAD CAB",
"RAM 1500 SXT CREW CAB",
"RAM 1500 SXT QUAD CAB",
"RAM 1500 TRADESMAN CREW CAB",
"RAM 1500 TRADESMAN QUAD CAB",
"RAM 1500 TRX QUAD CAB",
"RAM 2500",
"RAM 2500 BIG HORN CREW CAB",
"RAM 2500 BIG HORN MEGA CAB",
"RAM 2500 CLUB CAB",
"RAM 2500 LARAMIE CREW CAB",
"RAM 2500 LARAMIE LONGHORN CREW",
"RAM 2500 LARAMIE LONGHORN MEGA",
"RAM 2500 LARAMIE MEGA CAB",
"RAM 2500 LARAMIE QUAD CAB",
"RAM 2500 LARAMIE SLT",
"RAM 2500 LARAMIE SLT QUAD CAB",
"RAM 2500 LIMITED CREW CAB",
"RAM 2500 OUTDOORSMAN CREW CAB",
"RAM 2500 POWER WAGON CREW CAB",
"RAM 2500 QUAD CAB",
"RAM 2500 SLT",
"RAM 2500 SLT CREW CAB",
"RAM 2500 SLT MEGA CAB",
"RAM 2500 SLT QUAD CAB",
"RAM 2500 SLT QUAD CAB (AMALGA)",
"RAM 2500 SPORT QUAD CAB",
"RAM 2500 ST",
"RAM 2500 ST CREW CAB",
"RAM 2500 ST QUAD CAB",
"RAM 2500 SXT QUAD CAB",
"RAM 2500 TRADESMAN",
"RAM 2500 TRADESMAN CREW CAB",
"RAM 2500 TRX CREW CAB",
"RAM 2500 TRX QUAD CAB",
"RAM 3500",
"RAM 3500 4WD",
"RAM 3500 BIG HORN CREW CAB",
"RAM 3500 CREW CAB",
"RAM 3500 CREW CAB (AMALGAMATE)",
"RAM 3500 LARAMIE CREW CAB",
"RAM 3500 LARAMIE LONGHORN CREW",
"RAM 3500 LARAMIE LONGHORN MEGA",
"RAM 3500 LARAMIE MEGA CAB",
"RAM 3500 LARAMIE QUAD CAB",
"RAM 3500 LARAMIE SLT",
"RAM 3500 LARAMIE SLT QUAD CAB",
"RAM 3500 LIMITED MEGA CAB",
"RAM 3500 LONGHORN CREW CAB",
"RAM 3500 QUAD CAB",
"RAM 3500 SLT",
"RAM 3500 SLT CREW CAB",
"RAM 3500 SLT MEGA CAB",
"RAM 3500 SLT QUAD CAB",
"RAM 3500 SPORT QUAD CAB",
"RAM 3500 ST",
"RAM 3500 ST CREW CAB",
"RAM 3500 ST QUAD CAB",
"RAM 3500 TRX QUAD CAB",
"RAM 4500",
"RAM 4500 CREW CAB",
"RAM 5500",
"RAM 5500 CREW CAB",
"W250 TURBO DIESEL",
"C Series 5500",
"C/R 1500 4+CAB",
"C/R 1500 PICKUP",
"C/R 1500 SIERRA SL EXT CAB",
"C/R 3500",
"C/R 3500 PICKUP",
"CANYON ALL TERRAIN CREW CAB",
"CANYON CREW CAB",
"CANYON DENALI CREW CAB",
"CANYON EXT CAB",
"CANYON SL",
"CANYON SL EXT CAB",
"CANYON SLE",
"CANYON SLE CREW CAB",
"CANYON SLE EXT CAB",
"CANYON SLT CREW CAB",
"CANYON SLT CREW CAB (AMALGAMA)",
"K/V 1500 4+CAB",
"K/V 1500 PICKUP",
"K/V 2500 4+CAB",
"K/V 2500 PICKUP",
"K/V 3500 SIERRA SL CREW CAB",
"K/V 3500 SIERRA SLE CREW CAB",
"SIERRA 1500 AT4 CREW CAB",
"SIERRA 1500 AT4 DOUBLE CAB",
"SIERRA 1500 CREW CAB",
"SIERRA 1500 CREW CAB (AMALGAM)",
"SIERRA 1500 DENALI CREW CAB",
"SIERRA 1500 DENALI EXT CAB",
"SIERRA 1500 DOUBLE CAB",
"SIERRA 1500 ELEVATION CREW CAB",
"SIERRA 1500 ELEVATION DC",
"SIERRA 1500 EXT CAB",
"SIERRA 1500 HD CREW CAB",
"SIERRA 1500 HD SLE CREW CAB",
"SIERRA 1500 HD SLT CREW CAB",
"SIERRA 1500 NEVADA EDITION",
"SIERRA 1500 PICKUP",
"SIERRA 1500 SL CREW CAB",
"SIERRA 1500 SL EXT CAB",
"SIERRA 1500 SL PICKUP",
"SIERRA 1500 SLE CREW CAB",
"SIERRA 1500 SLE DC (AMALGAMAT)",
"SIERRA 1500 SLE DOUBLE CAB",
"SIERRA 1500 SLE EXT CAB",
"SIERRA 1500 SLE EXT CAB (AMAL)",
"SIERRA 1500 SLE PICKUP",
"SIERRA 1500 SLT CREW (AMALGAM)",
"SIERRA 1500 SLT CREW CAB",
"SIERRA 1500 SLT DOUBLE CAB",
"SIERRA 1500 SLT EXT CAB",
"SIERRA 1500 WT CREW CAB",
"SIERRA 1500 WT EXT CAB",
"SIERRA 1500 WT PICKUP",
"SIERRA 2500 EXT CAB",
"SIERRA 2500 HD AT4 CREW CAB",
"SIERRA 2500 HD CREW CAB",
"SIERRA 2500 HD DENALI CREW CAB",
"SIERRA 2500 HD DOUBLE CAB",
"SIERRA 2500 HD EXT CAB",
"SIERRA 2500 HD PICKUP",
"SIERRA 2500 HD SL EXT CAB",
"SIERRA 2500 HD SL PICKUP",
"SIERRA 2500 HD SLE CREW CAB",
"SIERRA 2500 HD SLE DOUBLE CAB",
"SIERRA 2500 HD SLE EXT CAB",
"SIERRA 2500 HD SLE PICKUP",
"SIERRA 2500 HD SLT CREW CAB",
"SIERRA 2500 HD SLT DOUBLE CAB",
"SIERRA 2500 HD SLT EXT CAB",
"SIERRA 2500 HD WT CREW CAB",
"SIERRA 2500 HD WT DOUBLE CAB",
"SIERRA 2500 HD WT EXT CAB",
"SIERRA 2500 HD WT PICKUP",
"SIERRA 2500 SLE EXT CAB",
"SIERRA 3500 AT4 CREW CAB",
"SIERRA 3500 CREW CAB",
"SIERRA 3500 DENALI CREW CAB",
"SIERRA 3500 EXT CAB",
"SIERRA 3500 PICKUP",
"SIERRA 3500 SL CREW CAB",
"SIERRA 3500 SLE",
"SIERRA 3500 SLE CREW CAB",
"SIERRA 3500 SLE EXT CAB",
"SIERRA 3500 SLT CREW CAB",
"SIERRA 3500 WT CREW CAB",
"SONOMA",
"SONOMA CREW CAB",
"SONOMA EXT CAB",
"1500",
"1500 Classic",
"Pickup 1500",
"Pickup 3500",
"ProMaster 1500",
"RIDGELINE",
"RIDGELINE BLACK EDITION",
"RIDGELINE DX",
"RIDGELINE EX-L",
"RIDGELINE LX",
"RIDGELINE RT",
"RIDGELINE RTL",
"RIDGELINE RTS",
"RIDGELINE RTX",
"RIDGELINE SE",
"RIDGELINE SPORT",
"RIDGELINE TOURING",
"RIDGELINE VP",
"TITAN",
"TACOMA",
"TUNDRA",
"AVALANCE",
"COLORADO",
"SILVERADO",
"SILVERADO 1500",
"SILVERADO 2500",
"SILVERADO 3500",
"DAKOTA",
"RAM 1500",
"RAM 2500",
"RAM 3500",
"RAM 4500",
"RAM 5500",
"CANYON",
"SIERRA 1500",
"SIERRA 2500",
"SIERRA 3500",
"SONOMA",
"1500"
]

View File

@@ -1,39 +0,0 @@
const logger = require("../../utils/logger");
const TrucksList = require("./trucks.json");
const CargoVanList = require("./cargovans.json");
const PassengerVanList = require("./passengervans.json");
const SuvList = require("./suvs.json");
const vehicletype = async (req, res) => {
try {
const { model } = req.body;
if (!model || model.trim() === "") {
res.status(400).json({ success: false, error: "Please provide a model" });
} else {
vehicle
const type = getVehicleType(model.trim())
res.status(200).json({ success: true, ...type });
}
} catch (error) {
logger.log("vehicletype-error", "ERROR", req?.user?.email, null, {
error: error.message,
stack: error.stack
});
res.status(500).json({ error: error.message, stack: error.stack });
}
};
function getVehicleType(model) {
const inTrucks = TrucksList.includes(model.toUpperCase());
const inPV = PassengerVanList.includes(model.toUpperCase());
const inSuv = SuvList.includes(model.toUpperCase());
const inCv = CargoVanList.includes(model.toUpperCase());
if (inTrucks) return { type: "TK", match: true };
else if (inPV) return { type: "PC", match: true };
else if (inSuv) return { type: "SUV", match: true };
else if (inCv) return { type: "VN", match: true };
else return { type: "PC", match: false };
}
exports.default = vehicletype;

17
server/routes/aiRoutes.js Normal file
View File

@@ -0,0 +1,17 @@
const express = require("express");
const router = express.Router();
const multer = require("multer");
const validateFirebaseIdTokenMiddleware = require("../middleware/validateFirebaseIdTokenMiddleware");
const withUserGraphQLClientMiddleware = require("../middleware/withUserGraphQLClientMiddleware");
const { handleBillOcr, handleBillOcrStatus } = require("../ai/bill-ocr/bill-ocr");
// Configure multer for form data parsing
const upload = multer();
router.use(validateFirebaseIdTokenMiddleware);
router.use(withUserGraphQLClientMiddleware);
router.post("/bill-ocr", upload.single('billScan'), handleBillOcr);
router.get("/bill-ocr/status/:textractJobId", handleBillOcrStatus);
module.exports = router;

View File

@@ -144,20 +144,5 @@ router.post("/emsupload", validateFirebaseIdTokenMiddleware, data.emsUpload);
// Redis Cache Routes
router.post("/bodyshop-cache", eventAuthorizationMiddleware, updateBodyshopCache);
// Estimate Scrubber Vehicle Type
router.post("/es/vehicletype", data.vehicletype);
router.post("/analytics/documents", data.documentAnalytics);
// Health Check for docker-compose-cluster load balancer, only available in development
if (process.env.NODE_ENV === "development") {
router.get("/health", (req, res) => {
const healthStatus = {
status: "healthy",
timestamp: new Date().toISOString(),
environment: process.env.NODE_ENV || "unknown",
uptime: process.uptime()
};
res.status(200).json(healthStatus);
});
}
module.exports = router;