ar_deal_to_invoice_007__long/reward.py

"""
Reward Script: X2 — Won deal to invoice to notification
Source: generated from CUA-Gym-Hub/task_benchmark/tasks/lc_x2.py
Variant: eval
Mocks: hubspot_mock,quickbooks_mock,gmail_mock
"""
import copy
import re
import sys

import requests


try:
    with open('/tmp/task_web_sid', encoding='utf-8') as f:
        sid = f.read().strip()
    if not sid:
        raise ValueError('sid is empty')
except Exception as e:
    print(f'CRITICAL: Cannot read sid from /tmp/task_web_sid: {e}')
    print('REWARD: 0.0')
    sys.exit(0)


APP_URLS = {'hubspot': 'http://28.7.184.198:8150', 'quickbooks': 'http://28.7.184.198:8172', 'gmail': 'http://28.7.184.198:8138'}
_GO_CACHE = {}


def clamp01(x):
    return max(0.0, min(1.0, float(x)))


def frac(num, den):
    return 0.0 if den == 0 else num / den


def f1(true_set, pred_set):
    if not true_set and not pred_set:
        return 1.0
    tp = len(true_set & pred_set)
    if tp == 0:
        return 0.0
    prec = tp / len(pred_set)
    rec = tp / len(true_set)
    return 2 * prec * rec / (prec + rec)


def by_id(items, key='id'):
    return {it.get(key): it for it in (items or []) if isinstance(it, dict)}


def has_text(haystack, *needles):
    s = (haystack or '').lower()
    return any(n.lower() in s for n in needles)


def norm(s):
    return (str(s) if s is not None else '').strip().lower()


def _deal_amount(deal):
    if not isinstance(deal, dict):
        return 0.0
    line_items = deal.get('lineItems') or []
    if isinstance(line_items, list) and line_items:
        total = 0.0
        for item in line_items:
            if isinstance(item, dict):
                try:
                    total += float(item.get('amount', 0) or 0)
                except (TypeError, ValueError):
                    continue
        return total
    try:
        return float(deal.get('amount', 0) or 0)
    except (TypeError, ValueError):
        return 0.0

def _invoice_customer_name(iv):
    if not isinstance(iv, dict):
        return ''

    customer = iv.get('customer')
    if isinstance(customer, dict):
        return customer.get('name') or customer.get('displayName') or customer.get('customerName') or customer.get('fullName') or ''

    if isinstance(customer, list):
        for c in customer:
            if isinstance(c, dict):
                name = c.get('name') or c.get('displayName') or c.get('customerName') or c.get('fullName')
                if name:
                    return name
            elif c:
                return str(c)

    return customer or iv.get('customerName') or iv.get('name') or iv.get('displayName') or iv.get('customerDisplayName') or ''


def _invoice_total(iv):
    if not isinstance(iv, dict):
        return 0.0

    for key in ('total', 'amount', 'invoiceTotal', 'balance', 'totalAmount', 'amountDue', 'amount_total'):
        value = iv.get(key)
        if isinstance(value, dict):
            value = value.get('amount') or value.get('value')
        try:
            return float(value or 0)
        except (TypeError, ValueError):
            continue

    line_items = iv.get('lineItems') or iv.get('items') or iv.get('lines')
    if isinstance(line_items, list) and line_items:
        total = 0.0
        for item in line_items:
            if not isinstance(item, dict):
                continue
            raw = item.get('amount')
            if raw is None:
                qty = item.get('quantity', 1)
                unit = item.get('unitPrice') or item.get('rate') or item.get('price')
                try:
                    raw = float(qty or 0) * float(unit or 0)
                except (TypeError, ValueError):
                    raw = 0
            try:
                total += float(raw or 0)
            except (TypeError, ValueError):
                continue
        return total

    return 0.0


def _notes_text(deal):
    if not isinstance(deal, dict):
        return ''

    chunks = []
    notes = deal.get('notes', [])
    if isinstance(notes, list):
        for x in notes:
            if isinstance(x, dict):
                chunks.append(str(x.get('body') or x.get('content') or x.get('text') or x.get('note') or x))
            else:
                chunks.append(str(x))
    elif notes:
        chunks.append(str(notes))

    for key in ('activity', 'activities', 'timeline', 'comments'):
        value = deal.get(key)
        if isinstance(value, list):
            for v in value:
                if isinstance(v, dict):
                    chunks.append(str(v.get('body') or v.get('content') or v.get('text') or v.get('note') or v))
                else:
                    chunks.append(str(v))
        elif value:
            chunks.append(str(value))

    return ' '.join(chunks)


def _email_text(email):
    if not isinstance(email, dict):
        return str(email)

    to = email.get('to', '')
    if isinstance(to, list):
        to = ' '.join(
            (x.get('name') or x.get('email') or str(x)) if isinstance(x, dict) else str(x)
            for x in to
        )
    elif isinstance(to, dict):
        to = to.get('name') or to.get('email') or str(to)

    to_recips = email.get('toRecipients', [])
    if isinstance(to_recips, list):
        to_recips = ' '.join(
            (x.get('name') or x.get('email') or str(x)) if isinstance(x, dict) else str(x)
            for x in to_recips
        )
    else:
        to_recips = ''

    return f"{to} {to_recips} {email.get('subject', '')} {email.get('body', '')}"


def _gmail_sent_emails(gmail_state):
    out = []
    if not isinstance(gmail_state, dict):
        return out

    for e in gmail_state.get('emails', []):
        if not isinstance(e, dict):
            continue
        folder = norm(e.get('folder'))
        if folder in ('sent', 'sentitems', 'sent items'):
            out.append(e)
            continue
        if e.get('isSent') is True or e.get('sentAt') or e.get('sentDateTime'):
            out.append(e)

    if out:
        return out

    for key in ('sent', 'sentEmails', 'outbox'):
        items = gmail_state.get(key, [])
        if isinstance(items, list):
            out.extend(x for x in items if isinstance(x, dict))
    return out


def _normalize_app_name(app):
    app = (app or '').strip().lower()
    return app[:-5] if app.endswith('_mock') else app


def _parse_cell_id(cell_id):
    if not isinstance(cell_id, str) or not cell_id:
        return None
    idx = 0
    while idx < len(cell_id) and cell_id[idx].isalpha():
        idx += 1
    if idx == 0 or idx >= len(cell_id):
        return None
    col = 0
    for ch in cell_id[:idx].upper():
        col = col * 26 + (ord(ch) - ord('A') + 1)
    try:
        row = int(cell_id[idx:])
    except ValueError:
        return None
    return row, col - 1


def _extract_rows_from_workbook(state):
    if not isinstance(state, dict):
        return None
    sheets = state.get('sheets')
    if not isinstance(sheets, list):
        return None

    adapter = state.get('_task_adapter') if isinstance(state.get('_task_adapter'), dict) else {}
    headers_by_sheet = adapter.get('headers_by_sheet') if isinstance(adapter.get('headers_by_sheet'), dict) else {}

    out = {}
    for sh in sheets:
        if not isinstance(sh, dict):
            continue
        name = sh.get('name') or sh.get('id') or 'Sheet1'
        data = sh.get('data') if isinstance(sh.get('data'), dict) else {}

        headers = headers_by_sheet.get(name)
        if not headers:
            cols = []
            for cid, cell in data.items():
                rc = _parse_cell_id(cid)
                if not rc:
                    continue
                row_idx, col_idx = rc
                if row_idx != 1:
                    continue
                value = ''
                if isinstance(cell, dict):
                    value = cell.get('value', '')
                elif cell is not None:
                    value = str(cell)
                if value is not None and str(value) != '':
                    cols.append((col_idx, str(value)))
            headers = [v for _, v in sorted(cols)]

        if not headers:
            continue

        by_row = {}
        for cid, cell in data.items():
            rc = _parse_cell_id(cid)
            if not rc:
                continue
            row_idx, col_idx = rc
            if row_idx <= 1 or col_idx >= len(headers):
                continue
            if isinstance(cell, dict):
                value = cell.get('value', '')
            else:
                value = cell
            by_row.setdefault(row_idx, {})[headers[col_idx]] = value

        rows = []
        for row_idx in sorted(by_row.keys()):
            row = by_row[row_idx]
            if not any(str(row.get(h, '')).strip() for h in headers):
                continue
            rows.append({h: row.get(h, '') for h in headers})

        out[name] = {'headers': headers, 'rows': rows}

    if not out:
        return None
    return {'sheets': out}


def _materialize_google_sheets(payload):
    for key in ('initial_state', 'current_state'):
        state = payload.get(key)
        if not isinstance(state, dict):
            continue
        maybe_rows = _extract_rows_from_workbook(state)
        if maybe_rows is not None:
            state['_ui_workbook'] = {
                'sheets': copy.deepcopy(state.get('sheets', [])),
                'title': state.get('title'),
            }
            state['sheets'] = maybe_rows['sheets']


def _materialize_slack(payload):
    for key in ('initial_state', 'current_state'):
        state = payload.get(key)
        if not isinstance(state, dict):
            continue
        channels = state.get('channels') if isinstance(state.get('channels'), list) else []
        messages_map = state.get('messages') if isinstance(state.get('messages'), dict) else {}
        for ch in channels:
            if not isinstance(ch, dict):
                continue
            cid = ch.get('channelId') or ch.get('id')
            if not cid:
                continue
            msg_list = messages_map.get(cid) if isinstance(messages_map.get(cid), list) else []
            channel_msgs = ch.get('messages') if isinstance(ch.get('messages'), list) else []
            merged = {
                (m.get('messageId') or m.get('id')): dict(m)
                for m in channel_msgs
                if isinstance(m, dict)
            }
            for m in msg_list:
                if not isinstance(m, dict):
                    continue
                mid = m.get('messageId') or m.get('id')
                text = m.get('text') if m.get('text') is not None else m.get('content', '')
                merged[mid] = {
                    'id': mid,
                    'messageId': mid,
                    'text': text,
                    'content': m.get('content', text),
                    'senderId': m.get('senderId'),
                    'timestamp': m.get('timestamp'),
                    'reactions': m.get('reactions') if isinstance(m.get('reactions'), list) else [],
                }
            ch['messages'] = list(merged.values())


def _owner_name_map(state):
    out = {}
    users = state.get('users') if isinstance(state.get('users'), list) else []
    for u in users:
        if not isinstance(u, dict):
            continue
        uid = u.get('userId')
        if not uid:
            continue
        name = (f"{u.get('firstName', '')} {u.get('lastName', '')}".strip() or u.get('name') or uid)
        out[uid] = name
    return out


def _materialize_salesforce(payload):
    for key in ('initial_state', 'current_state'):
        state = payload.get(key)
        if not isinstance(state, dict):
            continue

        adapter = state.get('_task_adapter') if isinstance(state.get('_task_adapter'), dict) else {}
        owner_names = _owner_name_map(state)

        task_leads = adapter.get('task_leads') if isinstance(adapter.get('task_leads'), dict) else None
        if task_leads and isinstance(state.get('leads'), list):
            restored = []
            for lead in state['leads']:
                if not isinstance(lead, dict):
                    continue
                lid = str(lead.get('leadId') or lead.get('id') or '')
                meta = task_leads.get(lid, {})
                restored.append({
                    'id': meta.get('id') or lead.get('leadId') or lead.get('id'),
                    'company': lead.get('company', meta.get('company', '')),
                    'status': lead.get('status', 'New'),
                    'ownerName': owner_names.get(lead.get('ownerId')) or meta.get('ownerName'),
                    'annualRevenue': meta.get('annualRevenue', lead.get('revenue')),
                })
            state['leads'] = restored

        task_accounts = adapter.get('task_accounts') if isinstance(adapter.get('task_accounts'), dict) else None
        if task_accounts and isinstance(state.get('accounts'), list):
            current_by_id = {}
            for acc in state['accounts']:
                if isinstance(acc, dict):
                    current_by_id[str(acc.get('accountId') or acc.get('id') or '')] = acc

            restored_accounts = []
            for aid, meta in task_accounts.items():
                cur = current_by_id.get(str(aid), {})
                restored_accounts.append({
                    'id': meta.get('id') or aid,
                    'name': meta.get('name') or cur.get('name', ''),
                    'contact': meta.get('contact'),
                    'wonWithin7d': bool(meta.get('wonWithin7d', False)),
                    'onboardingStage': cur.get('onboardingStage', meta.get('onboardingStage')),
                })
            state['accounts'] = restored_accounts


def _materialize_google_docs(payload):
    for key in ('initial_state', 'current_state'):
        state = payload.get(key)
        if not isinstance(state, dict):
            continue
        adapter = state.get('_task_adapter') if isinstance(state.get('_task_adapter'), dict) else {}
        task_docs = adapter.get('task_documents') if isinstance(adapter.get('task_documents'), dict) else None
        if not task_docs:
            continue
        docs_map = state.get('documents') if isinstance(state.get('documents'), dict) else {}
        restored = []
        for did, meta in task_docs.items():
            cur = docs_map.get(did, {}) if isinstance(docs_map, dict) else {}
            restored.append({
                'id': meta.get('id') or did,
                'title': cur.get('title', meta.get('title')),
                'vendor': meta.get('vendor'),
                'folder': meta.get('folder'),
                'content': cur.get('content', meta.get('content', '')),
            })
        state['documents'] = restored


def _adapt_payload_for_reward(app, payload):
    app_name = _normalize_app_name(app)
    if app_name == 'google_sheets':
        _materialize_google_sheets(payload)
    elif app_name == 'slack':
        _materialize_slack(payload)
    elif app_name == 'salesforce':
        _materialize_salesforce(payload)
    elif app_name == 'google_docs':
        _materialize_google_docs(payload)
    return payload


def go(app_name):
    if app_name in _GO_CACHE:
        return _GO_CACHE[app_name]

    base = APP_URLS.get(app_name)
    if not base:
        print(f'CRITICAL: unknown app {app_name!r} (no URL mapped)')
        print('REWARD: 0.0')
        sys.exit(0)

    try:
        resp = requests.get(f'{base}/go?sid={sid}', timeout=15)
        resp.raise_for_status()
        payload = resp.json()
    except Exception as e:
        print(f'CRITICAL: cannot fetch {app_name} go state: {e}')
        print('REWARD: 0.0')
        sys.exit(0)

    payload = _adapt_payload_for_reward(app_name, payload)
    _GO_CACHE[app_name] = payload
    return payload


# === Task-specific reward (rewritten for new schema, per-deal weighted) ===
#
# Scoring model (B-mixed, decided 2026-06-15):
#   - Each April-Closed-Won deal contributes up to 1.0 to its own score.
#   - 6 sub-checks per deal, weights sum to 1.0:
#       A1 customer        0.15  invoice exists for this deal's company
#       A2 line item       0.20  exactly 1 item with the right product/qty/rate/amount
#                                (must also match customer name; A2 is self-contained
#                                and re-checks customer to prevent cross-deal mix-up)
#       A3 header          0.15  same invoice has terms/date/dueDate/tax/status correct
#                                (must also match customer name; self-contained)
#       B1 recipient       0.10  a sent gmail email addressed to the right contact
#       B2 email body      0.15  email's subject + body match the template anchors,
#                                with subject/body invoice number self-consistent.
#                                Independent of A* (does NOT require a real invoice).
#       C  description     0.25  deal.description contains "Invoiced INV-<digits>.".
#                                Independent of A* (does NOT require a real invoice).
#   - total_score = sum(deal_score(d) for d in won) / n
#   - n is the count of April-Closed-Won deals in the initial state.
#
# Dependency chain (B-mixed):
#   A1 -> A2 (re-checks customer) and A3 (re-checks customer): A group is integrated.
#   B1 -> B2 (re-checks recipient): B group is internally chained.
#   C is fully standalone (matches the literal pattern in description).
#   A and B and C are independent of each other.

import datetime as _dt
import re as _re

_INV_NUMBER_RE = _re.compile(r'Invoiced\s+INV-(\d+)\.', _re.IGNORECASE)


def _april_won_deals(deals_initial):
    out = []
    for d in deals_initial or []:
        if not isinstance(d, dict):
            continue
        if norm(d.get('stage')) != 'closedwon':
            continue
        close_date = (d.get('closeDate') or '').strip()
        if close_date.startswith('2026-04-'):
            out.append(d)
    return out


def _company_name_for_deal(deal, hubspot_initial):
    company_id = deal.get('companyId')
    for c in hubspot_initial.get('companies', []) or []:
        if isinstance(c, dict) and c.get('id') == company_id:
            return (c.get('name') or '').strip()
    return (deal.get('customer') or '').strip()


def _primary_contact_for_deal(deal, hubspot_initial):
    contact_ids = deal.get('contactIds') or []
    if not contact_ids:
        return None
    cid0 = contact_ids[0]
    for c in hubspot_initial.get('contacts', []) or []:
        if isinstance(c, dict) and c.get('id') == cid0:
            return c
    return None


def _qb_customer_name_by_id(qb_state):
    return {
        c.get('id'): (c.get('name') or '').strip()
        for c in (qb_state.get('customers') or [])
        if isinstance(c, dict) and c.get('id')
    }


def _qb_product_by_id(qb_state):
    return {
        p.get('id'): p
        for p in (qb_state.get('products') or [])
        if isinstance(p, dict) and p.get('id')
    }


def _add_days(date_str, days):
    try:
        d = _dt.datetime.strptime(date_str, '%Y-%m-%d').date()
    except (TypeError, ValueError):
        return ''
    return (d + _dt.timedelta(days=days)).isoformat()


def _invoice_items(iv):
    items = iv.get('items')
    if isinstance(items, list):
        return items
    items = iv.get('lineItems')
    if isinstance(items, list):
        return items
    return []


def _check_a1_customer(deal, hubspot_initial, invoices, qb_cust_by_id):
    target_name = norm(_company_name_for_deal(deal, hubspot_initial))
    if not target_name:
        return None
    for iv in invoices or []:
        if not isinstance(iv, dict):
            continue
        cust_name = norm(qb_cust_by_id.get(iv.get('customerId'), ''))
        if not cust_name:
            cust_name = norm(_invoice_customer_name(iv))
        if cust_name and cust_name == target_name:
            return iv
    return None


def _check_a2_line_item(deal, hubspot_initial, invoices, qb_cust_by_id, qb_prod_by_id):
    """Self-contained: find ANY invoice for the deal's company that has the right
    single line item. Independent of A1's pick (but typically returns same one)."""
    target_name = norm(_company_name_for_deal(deal, hubspot_initial))
    if not target_name:
        return False
    deal_name = deal.get('name') or ''
    if ' - ' not in deal_name:
        return False
    expected_product = deal_name.split(' - ', 1)[1].strip()
    deal_amt = _deal_amount(deal)

    for invoice in invoices or []:
        if not isinstance(invoice, dict):
            continue
        cust_name = norm(qb_cust_by_id.get(invoice.get('customerId'), ''))
        if not cust_name:
            cust_name = norm(_invoice_customer_name(invoice))
        if cust_name != target_name:
            continue
        items = _invoice_items(invoice)
        if len(items) != 1:
            continue
        item = items[0]
        if not isinstance(item, dict):
            continue
        product = qb_prod_by_id.get(item.get('productId')) or {}
        if norm(product.get('name', '')) != norm(expected_product):
            continue
        try:
            qty = float(item.get('qty', 0) or 0)
        except (TypeError, ValueError):
            qty = 0
        if abs(qty - 1.0) > 1e-6:
            continue
        try:
            rate = float(item.get('rate', 0) or 0)
            amt = float(item.get('amount', 0) or 0)
        except (TypeError, ValueError):
            continue
        if abs(rate - deal_amt) > 0.5 or abs(amt - deal_amt) > 0.5:
            continue
        return True
    return False


def _check_a3_header(deal, hubspot_initial, invoices, qb_cust_by_id):
    """Self-contained: find ANY invoice for the deal's company with correct header."""
    target_name = norm(_company_name_for_deal(deal, hubspot_initial))
    if not target_name:
        return False
    close_date = (deal.get('closeDate') or '').strip()
    expected_due = _add_days(close_date, 30)

    for invoice in invoices or []:
        if not isinstance(invoice, dict):
            continue
        cust_name = norm(qb_cust_by_id.get(invoice.get('customerId'), ''))
        if not cust_name:
            cust_name = norm(_invoice_customer_name(invoice))
        if cust_name != target_name:
            continue
        if norm(invoice.get('terms')) != 'net 30':
            continue
        if (invoice.get('date') or '').strip() != close_date:
            continue
        if (invoice.get('dueDate') or '').strip() != expected_due:
            continue
        try:
            tax = float(invoice.get('tax', 0) or 0)
        except (TypeError, ValueError):
            tax = 0
        if abs(tax) > 0.01:
            continue
        if norm(invoice.get('status')) != 'sent':
            continue
        return True
    return False


def _check_b1_recipient(deal, hubspot_initial, sent_emails):
    contact = _primary_contact_for_deal(deal, hubspot_initial)
    if not contact:
        return None
    target_email = norm(contact.get('email'))
    if not target_email:
        return None
    for e in sent_emails or []:
        if not isinstance(e, dict):
            continue
        if target_email in norm(_email_text(e)):
            return e
    return None


def _check_b2_email_body(deal, hubspot_initial, sent_emails):
    """Self-contained: find ANY sent email to the deal's primary contact whose
    subject contains 'Invoice #<n>', body contains 'INVOICE #<n>' (same <n>),
    'Total: $<deal.amount>', and 'Status: Sent'. Independent of any QB invoice."""
    contact = _primary_contact_for_deal(deal, hubspot_initial)
    if not contact:
        return False
    target_email = norm(contact.get('email'))
    if not target_email:
        return False
    deal_amt = _deal_amount(deal)
    amt_int = 'total: ${}'.format(int(round(deal_amt)))
    amt_dec = 'total: ${:.2f}'.format(deal_amt)
    subject_re = _re.compile(r'invoice\s*#\s*(\d+)')

    for e in sent_emails or []:
        if not isinstance(e, dict):
            continue
        if target_email not in norm(_email_text(e)):
            continue
        subject = norm(e.get('subject') or '')
        body = e.get('body') or ''
        body_text = _re.sub(r'<[^>]+>', ' ', body)
        nb = norm(body_text)

        m_sub = subject_re.search(subject)
        if not m_sub:
            continue
        n = m_sub.group(1)
        # Body must reference the SAME number (self-consistent).
        if 'invoice #{}'.format(n) not in nb:
            continue
        if amt_int not in nb and amt_dec not in nb:
            continue
        if 'status: sent' not in nb:
            continue
        return True
    return False


def _check_c_description(deal_current):
    """Self-contained: deal.description contains 'Invoiced INV-<digits>.'.
    Independent of any QB invoice. (Falls back to deal.notes for legacy agents.)"""
    if not deal_current:
        return False
    desc = deal_current.get('description') or ''
    if _INV_NUMBER_RE.search(desc):
        return True
    notes_text = _notes_text(deal_current)
    if _INV_NUMBER_RE.search(notes_text):
        return True
    return False


WEIGHTS = {
    'A1_customer':   0.15,
    'A2_line_item':  0.20,
    'A3_header':     0.15,
    'B1_recipient':  0.10,
    'B2_email':      0.15,
    'C_description': 0.25,
}


def reward(go):
    hubspot_i = go('hubspot').get('initial_state', {}) or {}
    hubspot_c = go('hubspot').get('current_state', {}) or {}
    qb_c = go('quickbooks').get('current_state', {}) or {}
    gmail_c = go('gmail').get('current_state', {}) or {}

    deals_i = hubspot_i.get('deals', []) or []
    deals_c_by_id = {
        d.get('id'): d
        for d in (hubspot_c.get('deals', []) or [])
        if isinstance(d, dict)
    }
    invoices = qb_c.get('invoices', []) or []
    qb_cust_by_id = _qb_customer_name_by_id(qb_c)
    qb_prod_by_id = _qb_product_by_id(qb_c)
    sent_emails = _gmail_sent_emails(gmail_c)

    won = _april_won_deals(deals_i)
    n = len(won)
    if n == 0:
        print('DEBUG_054e615f n=0 -> vacuous REWARD=1.0')
        return 1.0

    per_deal_lines = []
    pass_counts = {k: 0 for k in WEIGHTS}
    total = 0.0

    for d in won:
        deal_id = d.get('id')
        deal_current = deals_c_by_id.get(deal_id, {})

        # A1 picks an invoice for debug logging; A2/A3 are self-contained
        # but conceptually still belong to the same A group.
        invoice = _check_a1_customer(d, hubspot_i, invoices, qb_cust_by_id)

        checks = {
            'A1_customer':   invoice is not None,
            'A2_line_item':  _check_a2_line_item(d, hubspot_i, invoices, qb_cust_by_id, qb_prod_by_id),
            'A3_header':     _check_a3_header(d, hubspot_i, invoices, qb_cust_by_id),
            'B1_recipient':  _check_b1_recipient(d, hubspot_i, sent_emails) is not None,
            'B2_email':      _check_b2_email_body(d, hubspot_i, sent_emails),
            'C_description': _check_c_description(deal_current),
        }

        deal_score = 0.0
        for k, ok in checks.items():
            if ok:
                deal_score += WEIGHTS[k]
                pass_counts[k] += 1
        total += deal_score

        flags = ' '.join(
            '{}={}'.format(k.split('_', 1)[0], 'Y' if v else 'N')
            for k, v in checks.items()
        )
        company = _company_name_for_deal(d, hubspot_i) or '?'
        per_deal_lines.append(
            '  {} {:<12s}: score={:.3f}  {}'.format(deal_id, company, deal_score, flags)
        )

    score = total / n

    print('DEBUG_054e615f n={}'.format(n))
    for line in per_deal_lines:
        print(line)
    rates = '  '.join('{}={}/{}'.format(k.split('_', 1)[0], pass_counts[k], n) for k in WEIGHTS)
    print('sub-check pass rates: {}'.format(rates))
    print('total = sum / n = {:.4f} / {} = {:.4f}'.format(total, n, score))

    return clamp01(score)


try:
    score = float(reward(go))
except Exception as exc:
    print(f'ERROR: reward() raised {exc!r}')
    score = 0.0

score = clamp01(score)
print(f'\nREWARD: {round(score, 4)}')