Files
leocrm/app/ai/action_mapper.py

231 lines
8.1 KiB
Python

"""Action mapper — maps natural language intents to proposed API calls.
Used by the mock LLM client for test mode and as a fallback.
Supports keyword-based intent detection for common CRM operations.
"""
from __future__ import annotations
import re
from typing import Any
# Precompiled patterns for intent detection
_PATTERNS = {
"create_company": re.compile(
r"\b(create|add|new)\b.*\b(company|firm|organization|organisation)\b", re.IGNORECASE
),
"delete_company": re.compile(r"\b(delete|remove)\b.*\b(company|firm)\b", re.IGNORECASE),
"update_company": re.compile(
r"\b(update|edit|modify|change)\b.*\b(company|firm)\b", re.IGNORECASE
),
"list_company": re.compile(
r"\b(list|show|find|search|get|display)\b.*\b(compan|firm)\b", re.IGNORECASE
),
"list_company2": re.compile(r"\bcompan.*\b(list|all)\b", re.IGNORECASE),
"create_contact": re.compile(r"\b(create|add|new)\b.*\b(contact|person)\b", re.IGNORECASE),
"list_contact": re.compile(
r"\b(list|show|find|search|get|display)\b.*\b(contact|person)\b", re.IGNORECASE
),
"list_workflow": re.compile(r"\b(list|show|get|display)\b.*\b(workflow)\b", re.IGNORECASE),
"create_workflow": re.compile(r"\b(create|new|add)\b.*\b(workflow)\b", re.IGNORECASE),
"help": re.compile(r"\b(help|what can you do|assist)\b", re.IGNORECASE),
}
# Name extraction patterns - using single-quoted strings to avoid escaping issues
_NAME_PATTERNS = [
re.compile(r"\b(?:named|called|for)\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE),
re.compile(r"\bcompany\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE),
re.compile(r"\bcontact\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE),
re.compile(r"\bworkflow\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE),
re.compile(r"\bfirm\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE),
re.compile(r"\bperson\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE),
]
# Field extraction patterns
_INDUSTRY_PAT = re.compile(r"industry\s+(?:to|:)?\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE)
_NAME_UPDATE_PAT = re.compile(
r"(?:name|rename)\s+(?:to|:)?\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE
)
_PHONE_PAT = re.compile(r"phone\s+(?:to|:)?\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE)
_EMAIL_PAT = re.compile(r"email\s+(?:to|:)?\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE)
_SEARCH_PAT = re.compile(
r"\b(?:named|called|matching|with name)\s+['\"]?([^'\".,]+)['\"]?", re.IGNORECASE
)
def map_query_to_actions(query: str, context: dict[str, Any] | None = None) -> list[dict[str, Any]]:
"""Map a natural language query to proposed API actions.
Uses keyword matching to detect intents. Returns a list of proposed
action dictionaries with method, path, body, description, and confidence.
"""
context = context or {}
q = query.lower().strip()
actions: list[dict[str, Any]] = []
# --- Company intents ---
if _PATTERNS["create_company"].search(q):
name = _extract_name(query)
actions.append(
{
"method": "POST",
"path": "/api/v1/companies",
"body": {"name": name or "New Company"},
"description": f"Create a new company named '{name or 'New Company'}'",
"confidence": 0.9,
}
)
elif _PATTERNS["delete_company"].search(q):
entity_id = context.get("company_id") or context.get("entity_id")
if entity_id:
actions.append(
{
"method": "DELETE",
"path": f"/api/v1/companies/{entity_id}",
"body": None,
"description": f"Delete company {entity_id}",
"confidence": 0.9,
}
)
else:
actions.append(
{
"method": "DELETE",
"path": "/api/v1/companies/{id}",
"body": None,
"description": "Delete a company (requires company ID in context or selection)",
"confidence": 0.5,
}
)
elif _PATTERNS["update_company"].search(q):
entity_id = context.get("company_id") or context.get("entity_id")
path = f"/api/v1/companies/{entity_id}" if entity_id else "/api/v1/companies/{id}"
actions.append(
{
"method": "PATCH",
"path": path,
"body": _extract_update_fields(query),
"description": "Update company information",
"confidence": 0.8,
}
)
elif _PATTERNS["list_company"].search(q) or _PATTERNS["list_company2"].search(q):
search_term = _extract_search_term(query)
desc = "List companies"
if search_term:
desc += f" matching '{search_term}'"
actions.append(
{
"method": "GET",
"path": "/api/v1/companies",
"body": None,
"description": desc,
"confidence": 0.85,
}
)
# --- Contact intents ---
elif _PATTERNS["create_contact"].search(q):
name = _extract_name(query)
actions.append(
{
"method": "POST",
"path": "/api/v1/contacts",
"body": {"name": name or "New Contact"},
"description": f"Create a new contact named '{name or 'New Contact'}'",
"confidence": 0.9,
}
)
elif _PATTERNS["list_contact"].search(q):
actions.append(
{
"method": "GET",
"path": "/api/v1/contacts",
"body": None,
"description": "List contacts",
"confidence": 0.85,
}
)
# --- Workflow intents ---
elif _PATTERNS["list_workflow"].search(q):
actions.append(
{
"method": "GET",
"path": "/api/v1/workflows",
"body": None,
"description": "List workflows",
"confidence": 0.85,
}
)
elif _PATTERNS["create_workflow"].search(q):
name = _extract_name(query)
actions.append(
{
"method": "POST",
"path": "/api/v1/workflows",
"body": {"name": name or "New Workflow", "steps": []},
"description": "Create a new workflow",
"confidence": 0.8,
}
)
# --- Generic fallback ---
if not actions:
if _PATTERNS["help"].search(q):
actions.append(
{
"method": "GET",
"path": "/api/v1/companies",
"body": None,
"description": "Show available companies (demonstration action)",
"confidence": 0.3,
}
)
return actions
def _extract_name(query: str) -> str | None:
"""Extract a name from the query, looking for 'named X', 'called X', 'for X'."""
for pat in _NAME_PATTERNS:
match = pat.search(query)
if match:
return match.group(1).strip()
return None
def _extract_search_term(query: str) -> str | None:
"""Extract a search term from the query."""
match = _SEARCH_PAT.search(query)
if match:
return match.group(1).strip()
return None
def _extract_update_fields(query: str) -> dict[str, Any]:
"""Extract fields to update from the query."""
fields: dict[str, Any] = {}
if re.search(r"\bindustry\b", query, re.IGNORECASE):
match = _INDUSTRY_PAT.search(query)
if match:
fields["industry"] = match.group(1).strip()
if re.search(r"\b(name|rename)\b", query, re.IGNORECASE):
match = _NAME_UPDATE_PAT.search(query)
if match:
fields["name"] = match.group(1).strip()
if re.search(r"\bphone\b", query, re.IGNORECASE):
match = _PHONE_PAT.search(query)
if match:
fields["phone"] = match.group(1).strip()
if re.search(r"\bemail\b", query, re.IGNORECASE):
match = _EMAIL_PAT.search(query)
if match:
fields["email"] = match.group(1).strip()
return fields or {"name": "Updated Name"}