126 lines
4.6 KiB
Python
126 lines
4.6 KiB
Python
|
|
"""'Zalijepi cjenovnik' paste-to-parse (§10.2): LLM turns a free-text price list
|
||
|
|
(from a website, Word, Facebook…) into structured services the owner reviews.
|
||
|
|
Same approach for working hours."""
|
||
|
|
|
||
|
|
from __future__ import annotations
|
||
|
|
|
||
|
|
import json
|
||
|
|
import logging
|
||
|
|
|
||
|
|
from gogo.agent.llm import LLMProvider, get_llm
|
||
|
|
|
||
|
|
log = logging.getLogger("gogo.parse")
|
||
|
|
|
||
|
|
_SERVICES_TOOL = {
|
||
|
|
"name": "save_services",
|
||
|
|
"description": "Save the parsed price list as structured services.",
|
||
|
|
"input_schema": {
|
||
|
|
"type": "object",
|
||
|
|
"properties": {
|
||
|
|
"services": {
|
||
|
|
"type": "array",
|
||
|
|
"items": {
|
||
|
|
"type": "object",
|
||
|
|
"properties": {
|
||
|
|
"name": {"type": "string"},
|
||
|
|
"duration_min": {
|
||
|
|
"type": "integer",
|
||
|
|
"description": "estimate a realistic duration if not stated",
|
||
|
|
},
|
||
|
|
"price_min": {"type": "number"},
|
||
|
|
"price_max": {
|
||
|
|
"type": "number",
|
||
|
|
"description": "same as price_min when a single price",
|
||
|
|
},
|
||
|
|
"home_visit": {"type": "boolean", "default": False},
|
||
|
|
"note": {"type": "string"},
|
||
|
|
},
|
||
|
|
"required": ["name", "duration_min"],
|
||
|
|
},
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"required": ["services"],
|
||
|
|
},
|
||
|
|
}
|
||
|
|
|
||
|
|
_HOURS_TOOL = {
|
||
|
|
"name": "save_hours",
|
||
|
|
"description": "Save the parsed working hours.",
|
||
|
|
"input_schema": {
|
||
|
|
"type": "object",
|
||
|
|
"properties": {
|
||
|
|
day: {
|
||
|
|
"type": "array",
|
||
|
|
"description": f"open intervals for {day} as [\"HH:MM\",\"HH:MM\"] pairs; empty if closed",
|
||
|
|
"items": {
|
||
|
|
"type": "array",
|
||
|
|
"items": {"type": "string"},
|
||
|
|
"minItems": 2,
|
||
|
|
"maxItems": 2,
|
||
|
|
},
|
||
|
|
}
|
||
|
|
for day in ["mon", "tue", "wed", "thu", "fri", "sat", "sun"]
|
||
|
|
},
|
||
|
|
"required": ["mon", "tue", "wed", "thu", "fri", "sat", "sun"],
|
||
|
|
},
|
||
|
|
}
|
||
|
|
|
||
|
|
|
||
|
|
async def parse_price_list(text: str, llm: LLMProvider | None = None) -> list[dict]:
|
||
|
|
"""Returns a list of service dicts for the owner to review (never saved directly)."""
|
||
|
|
llm = llm or get_llm()
|
||
|
|
response = await llm.complete(
|
||
|
|
system=(
|
||
|
|
"You parse beauty-salon price lists written in Bosnian/Serbian/Croatian "
|
||
|
|
"into structured data. Prices are in KM (BAM). A range like '60-90 KM' "
|
||
|
|
"means price_min=60, price_max=90. Estimate realistic durations when "
|
||
|
|
"missing (šišanje ~45, farbanje ~90, manikir ~45, pedikir ~60, "
|
||
|
|
"depilacija ~30 minutes). Set home_visit only when the text explicitly "
|
||
|
|
"mentions coming to the client's home. Keep names as written (fix only "
|
||
|
|
"obvious typos). Call save_services exactly once."
|
||
|
|
),
|
||
|
|
messages=[{"role": "user", "content": text[:8000]}],
|
||
|
|
tools=[_SERVICES_TOOL],
|
||
|
|
max_tokens=4096,
|
||
|
|
)
|
||
|
|
for tu in response.tool_uses:
|
||
|
|
if tu.name == "save_services":
|
||
|
|
return list(tu.input.get("services", []))
|
||
|
|
log.warning("price-list parse produced no tool call")
|
||
|
|
return []
|
||
|
|
|
||
|
|
|
||
|
|
async def parse_working_hours(text: str, llm: LLMProvider | None = None) -> dict | None:
|
||
|
|
llm = llm or get_llm()
|
||
|
|
response = await llm.complete(
|
||
|
|
system=(
|
||
|
|
"You parse salon working hours written in Bosnian/Serbian/Croatian into "
|
||
|
|
"structured JSON. 'pon-pet 9-18' means mon..fri [[\"09:00\",\"18:00\"]]. "
|
||
|
|
"'pauza 13-14' splits the day into two intervals. Closed days get []. "
|
||
|
|
"Call save_hours exactly once."
|
||
|
|
),
|
||
|
|
messages=[{"role": "user", "content": text[:2000]}],
|
||
|
|
tools=[_HOURS_TOOL],
|
||
|
|
max_tokens=2048,
|
||
|
|
)
|
||
|
|
for tu in response.tool_uses:
|
||
|
|
if tu.name == "save_hours":
|
||
|
|
hours = {k: tu.input.get(k, []) for k in
|
||
|
|
["mon", "tue", "wed", "thu", "fri", "sat", "sun"]}
|
||
|
|
return _validate_hours(hours)
|
||
|
|
return None
|
||
|
|
|
||
|
|
|
||
|
|
def _validate_hours(hours: dict) -> dict | None:
|
||
|
|
try:
|
||
|
|
for _day, intervals in hours.items():
|
||
|
|
for iv in intervals:
|
||
|
|
a, b = iv
|
||
|
|
for t in (a, b):
|
||
|
|
h, m = t.split(":")
|
||
|
|
assert 0 <= int(h) <= 23 and 0 <= int(m) <= 59
|
||
|
|
return hours
|
||
|
|
except (ValueError, AssertionError, TypeError):
|
||
|
|
log.warning("parsed hours failed validation: %s", json.dumps(hours)[:200])
|
||
|
|
return None
|