From cd085b57b236a525f7931bc25e2b937dce8e674e Mon Sep 17 00:00:00 2001 From: plurzs01 Date: Wed, 9 Sep 2026 14:12:21 +0000 Subject: [PATCH 1/3] add llm-banking sample for dozer#1690 LocalStorage + SQL unified profile + Chroma/LangChain offline path, demo.mp4, and tests. Same sample as getdozer/dozer#2511. --- usecases/llm-banking/.gitignore | 7 ++ usecases/llm-banking/README.md | 67 ++++++++++++ usecases/llm-banking/app.py | 103 ++++++++++++++++++ usecases/llm-banking/clickhouse_client.py | 27 +++++ .../credit_card_products.csv | 5 + .../customer_profiles/customer_profiles.csv | 5 + .../data/transactions/transactions.csv | 16 +++ usecases/llm-banking/demo-output.txt | 48 ++++++++ usecases/llm-banking/demo.mp4 | Bin 0 -> 203884 bytes usecases/llm-banking/docker-compose.yml | 11 ++ usecases/llm-banking/dozer-config.yaml | 98 +++++++++++++++++ usecases/llm-banking/load_data.py | 82 ++++++++++++++ usecases/llm-banking/recommend.py | 61 +++++++++++ usecases/llm-banking/requirements.txt | 8 ++ usecases/llm-banking/scripts/demo.sh | 20 ++++ usecases/llm-banking/tests/test_config.py | 47 ++++++++ usecases/llm-banking/tests/test_recommend.py | 33 ++++++ usecases/llm-banking/tests/test_vector.py | 24 ++++ usecases/llm-banking/vector_rag.py | 79 ++++++++++++++ 19 files changed, 741 insertions(+) create mode 100644 usecases/llm-banking/.gitignore create mode 100644 usecases/llm-banking/README.md create mode 100644 usecases/llm-banking/app.py create mode 100644 usecases/llm-banking/clickhouse_client.py create mode 100644 usecases/llm-banking/data/credit_card_products/credit_card_products.csv create mode 100644 usecases/llm-banking/data/customer_profiles/customer_profiles.csv create mode 100644 usecases/llm-banking/data/transactions/transactions.csv create mode 100644 usecases/llm-banking/demo-output.txt create mode 100644 usecases/llm-banking/demo.mp4 create mode 100644 usecases/llm-banking/docker-compose.yml create mode 100644 usecases/llm-banking/dozer-config.yaml create mode 100644 usecases/llm-banking/load_data.py create mode 100644 usecases/llm-banking/recommend.py create mode 100644 usecases/llm-banking/requirements.txt create mode 100755 usecases/llm-banking/scripts/demo.sh create mode 100644 usecases/llm-banking/tests/test_config.py create mode 100644 usecases/llm-banking/tests/test_recommend.py create mode 100644 usecases/llm-banking/tests/test_vector.py create mode 100644 usecases/llm-banking/vector_rag.py diff --git a/usecases/llm-banking/.gitignore b/usecases/llm-banking/.gitignore new file mode 100644 index 0000000..e58fe91 --- /dev/null +++ b/usecases/llm-banking/.gitignore @@ -0,0 +1,7 @@ +.venv/ +__pycache__/ +*.pyc +.chroma/ +.dozer/ +__pycache__/ +*.pyc diff --git a/usecases/llm-banking/README.md b/usecases/llm-banking/README.md new file mode 100644 index 0000000..2c58209 --- /dev/null +++ b/usecases/llm-banking/README.md @@ -0,0 +1,67 @@ +# LLM banking sample (Dozer + LangChain + vector store) + +Bank-ish credit card advisor. Dozer pulls profile + txn CSVs, SQL builds a +unified `customer_profile`, sinks it (Dummy by default, ClickHouse optional). +The Python app does retrieval over card docs with Chroma and picks a card. + +Matches the old blog use case, against **current** Dozer (sources → sql → sinks). +Dozer no longer ships REST table APIs — the app owns that layer. + +## Layout + +``` +dozer-config.yaml # LocalStorage CSVs + SQL + Dummy sinks +data/ # profiles, transactions, card products +app.py # CLI: profile → rank → vector retrieve → answer +load_data.py # CSV loaders + profile builder (mirrors the SQL) +recommend.py # offline ranking +vector_rag.py # Chroma + local hash embeddings +docker-compose.yml # optional ClickHouse +``` + +## Quick path (no Dozer binary needed) + +```bash +python3 -m venv .venv && . .venv/bin/activate +pip install -r requirements.txt +# optional for real LangChain/Chroma/OpenAI — uncomment lines in requirements.txt +python app.py --customer-id cust_002 +python -m unittest discover -s tests -v +``` + +`cust_002` is travel-heavy — expect Dozer Travel Signature near the top. + +## With Dozer + +Needs a Dozer binary (build getdozer/dozer or grab a release). + +```bash +# from this directory +dozer -c dozer-config.yaml build +dozer -c dozer-config.yaml run +``` + +Dummy sinks just prove the pipeline. To actually query the sink: + +```bash +docker compose up -d +# swap the Dummy sinks for the commented ClickHouse block in dozer-config.yaml +dozer run -c dozer-config.yaml +python app.py --customer-id cust_002 --use-clickhouse +``` + +## LLM + +Set `OPENAI_API_KEY` if you want ChatOpenAI for the final blurb. Without it the +local ranker prints the answer. Fine for CI. + +## Why this shape + +Tracks getdozer/dozer#1690 (Dozer + vector DB + LangChain, credit-card scenario). +Current Dozer moves data into sinks — so this sample wires that shape instead +of inventing `/customer_profiles` REST endpoints the binary no longer serves. +Same sample also lives on getdozer/dozer#2511 under `examples/llm-banking/`. + +## Demo + +`demo.mp4` is a short capture of `scripts/demo.sh` / `app.py` on cust_002 and cust_003. Or just run the script yourself. diff --git a/usecases/llm-banking/app.py b/usecases/llm-banking/app.py new file mode 100644 index 0000000..c36ac25 --- /dev/null +++ b/usecases/llm-banking/app.py @@ -0,0 +1,103 @@ +#!/usr/bin/env python3 +"""Dozer-shaped banking sample: unified profile + vector retrieval + card pick. + +Offline by default (reads the same CSVs Dozer would ingest). Pass --use-clickhouse +if you sank customer_profile into ClickHouse via dozer-config.yaml. +""" + +from __future__ import annotations + +import argparse +import os +import sys + +from load_data import ( + build_customer_profile, + load_products, + product_as_text, + profile_as_text, +) +from recommend import local_answer, rank_cards +from vector_rag import build_docs, retrieve + + +def main(argv: list[str] | None = None) -> int: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--customer-id", default="cust_002") + parser.add_argument( + "--question", + default="Which credit card should we offer this customer and why?", + ) + parser.add_argument( + "--use-clickhouse", + action="store_true", + help="try reading customer_profile from ClickHouse first", + ) + parser.add_argument( + "--no-vector", + action="store_true", + help="skip chroma; just print ranked cards", + ) + args = parser.parse_args(argv) + + profile = None + if args.use_clickhouse: + from clickhouse_client import fetch_profile + + ch = fetch_profile(args.customer_id) + if ch: + # ClickHouse row is the SQL aggregate; fill spend detail from CSV. + profile = build_customer_profile(args.customer_id) + profile.update({k: ch[k] for k in ch if k in profile or k == "total_spend"}) + print("loaded profile from ClickHouse + local txn detail") + else: + print("clickhouse miss; falling back to CSV profile", file=sys.stderr) + + if profile is None: + profile = build_customer_profile(args.customer_id) + + products = load_products() + ranked = rank_cards(profile, products) + + print("--- profile ---") + print(profile_as_text(profile)) + print("--- ranked ---") + for i, p in enumerate(ranked, 1): + print(f"{i}. {p['name']} score={p['score']} ({p['why']})") + + if not args.no_vector: + docs = build_docs(profile_as_text(profile), products, product_as_text) + # bake profile terms into the query so hash/chroma retrieval isn't random + q = f"{args.question} {profile['goals']} {' '.join(profile['top_categories'])}" + hits = retrieve(docs, q, k=3) + print("--- vector hits ---") + for h in hits: + print(f"* [{h.metadata.get('kind')}] {h.page_content[:120]}...") + + if os.getenv("OPENAI_API_KEY"): + try: + from langchain_openai import ChatOpenAI + from langchain_core.prompts import ChatPromptTemplate + + ctx = profile_as_text(profile) + "\n" + "\n".join( + f"- {p['name']}: {p['why']} (score {p['score']})" for p in ranked[:3] + ) + prompt = ChatPromptTemplate.from_template( + "You are a bank product advisor. Context:\n{ctx}\n\nQuestion: {q}\n" + "Pick one card and say why in 3 sentences." + ) + llm = ChatOpenAI(model=os.getenv("OPENAI_MODEL", "gpt-4o-mini"), temperature=0) + msg = (prompt | llm).invoke({"ctx": ctx, "q": args.question}) + print("--- llm ---") + print(msg.content) + return 0 + except Exception as exc: + print(f"llm failed ({exc}); using local answer", file=sys.stderr) + + print("--- answer ---") + print(local_answer(profile, ranked, args.question)) + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/usecases/llm-banking/clickhouse_client.py b/usecases/llm-banking/clickhouse_client.py new file mode 100644 index 0000000..af0e813 --- /dev/null +++ b/usecases/llm-banking/clickhouse_client.py @@ -0,0 +1,27 @@ +"""Optional reader for the ClickHouse sink path.""" + +from __future__ import annotations + +import os +from typing import Any + + +def fetch_profile(customer_id: str) -> dict[str, Any] | None: + host = os.getenv("CLICKHOUSE_HOST", "localhost") + port = int(os.getenv("CLICKHOUSE_HTTP_PORT", "8123")) + try: + import clickhouse_connect + except ImportError: + return None + + try: + client = clickhouse_connect.get_client(host=host, port=port) + rows = client.query( + "SELECT customer_id, segment, income_band, goals, risk_tolerance, total_spend " + "FROM customer_profile WHERE customer_id = {cid:String}", + parameters={"cid": customer_id}, + ).named_results() + row = next(iter(rows), None) + return dict(row) if row else None + except Exception: + return None diff --git a/usecases/llm-banking/data/credit_card_products/credit_card_products.csv b/usecases/llm-banking/data/credit_card_products/credit_card_products.csv new file mode 100644 index 0000000..f889921 --- /dev/null +++ b/usecases/llm-banking/data/credit_card_products/credit_card_products.csv @@ -0,0 +1,5 @@ +product_id,name,annual_fee_usd,rewards_focus,intro_offer,eligibility,caveat +card_cash,Dozer Cash Everyday,0,cashback groceries gas dining,2% groceries 1% other,fair credit ok,no lounge +card_travel,Dozer Travel Signature,95,travel flights hotels dining,60k points after 3k spend,good credit,fee waives with 15k spend +card_starter,Dozer Starter Secure,0,build credit no annual fee,no intro bonus,thin credit file ok,security deposit may apply +card_premium,Dozer Reserve,450,travel lounge dining hotels,100k points after 5k spend,excellent credit,high fee diff --git a/usecases/llm-banking/data/customer_profiles/customer_profiles.csv b/usecases/llm-banking/data/customer_profiles/customer_profiles.csv new file mode 100644 index 0000000..3a36d9d --- /dev/null +++ b/usecases/llm-banking/data/customer_profiles/customer_profiles.csv @@ -0,0 +1,5 @@ +customer_id,age,income_band,segment,goals,risk_tolerance +cust_001,34,mid,everyday,cashback groceries dining,medium +cust_002,41,premium,travel,travel hotels flights,medium +cust_003,29,starter,student,build credit no annual fee,low +cust_004,52,premium,business,travel dining lounge access,high diff --git a/usecases/llm-banking/data/transactions/transactions.csv b/usecases/llm-banking/data/transactions/transactions.csv new file mode 100644 index 0000000..0d46198 --- /dev/null +++ b/usecases/llm-banking/data/transactions/transactions.csv @@ -0,0 +1,16 @@ +transaction_id,customer_id,merchant_category,amount_usd,txn_date +txn_001,cust_001,groceries,86.40,2024-11-02 +txn_002,cust_001,dining,42.10,2024-11-05 +txn_003,cust_001,groceries,61.25,2024-11-12 +txn_004,cust_001,gas,38.00,2024-11-15 +txn_005,cust_002,flights,620.00,2024-11-01 +txn_006,cust_002,hotels,310.50,2024-11-03 +txn_007,cust_002,dining,95.00,2024-11-08 +txn_008,cust_002,flights,240.00,2024-11-18 +txn_009,cust_003,groceries,28.90,2024-11-04 +txn_010,cust_003,streaming,15.99,2024-11-07 +txn_011,cust_003,transit,22.50,2024-11-14 +txn_012,cust_004,flights,890.00,2024-11-02 +txn_013,cust_004,dining,180.00,2024-11-06 +txn_014,cust_004,hotels,450.00,2024-11-09 +txn_015,cust_004,dining,95.50,2024-11-16 diff --git a/usecases/llm-banking/demo-output.txt b/usecases/llm-banking/demo-output.txt new file mode 100644 index 0000000..0fa2cef --- /dev/null +++ b/usecases/llm-banking/demo-output.txt @@ -0,0 +1,48 @@ +$ scripts/demo.sh + +test_config_text_shape (test_config.ConfigTests.test_config_text_shape) ... ok +test_csvs_exist_and_have_rows (test_config.ConfigTests.test_csvs_exist_and_have_rows) ... ok +test_schema_has_sinks_not_endpoints (test_config.ConfigTests.test_schema_has_sinks_not_endpoints) ... ok +test_sql_mentions_join (test_config.ConfigTests.test_sql_mentions_join) ... ok +test_local_answer_mentions_customer (test_recommend.RankTests.test_local_answer_mentions_customer) ... ok +test_profile_has_spend_breakdown (test_recommend.RankTests.test_profile_has_spend_breakdown) ... ok +test_starter_prefers_no_fee (test_recommend.RankTests.test_starter_prefers_no_fee) ... ok +test_travel_customer_gets_travel_card (test_recommend.RankTests.test_travel_customer_gets_travel_card) ... ok +test_travel_query_surfaces_travel_card (test_vector.VectorTests.test_travel_query_surfaces_travel_card) ... ok + +---------------------------------------------------------------------- +Ran 9 tests in 0.002s + +OK + +$ python app.py --customer-id cust_002 +--- profile --- +Customer cust_002 (travel, premium income). Goals: travel hotels flights. Risk: medium. Total recent spend $1265.50. Breakdown: flights $860.00, hotels $310.50, dining $95.00. +--- ranked --- +1. Dozer Travel Signature score=25 (flights spend fits rewards; hotels spend fits rewards; dining spend fits rewards; goal 'travel'; premium ok with fee) +2. Dozer Reserve score=17 (hotels spend fits rewards; dining spend fits rewards; goal 'travel'; premium ok with fee) +3. Dozer Cash Everyday score=3 (dining spend fits rewards) +4. Dozer Starter Secure score=0 (baseline) +--- vector hits --- +* [product] Dozer Travel Signature (fee $95): rewards on travel flights hotels dining. Intro: 60k points after 3k spend. Eligibility... +* [customer] Customer cust_002 (travel, premium income). Goals: travel hotels flights. Risk: medium. Total recent spend $1265.50. Bre... +* [product] Dozer Reserve (fee $450): rewards on travel lounge dining hotels. Intro: 100k points after 5k spend. Eligibility: excell... +--- answer --- +Q: Which credit card should we offer this customer and why? +For cust_002 I'd lead with Dozer Travel Signature (score 25). Reason: flights spend fits rewards; hotels spend fits rewards; dining spend fits rewards; goal 'travel'; premium ok with fee. Profile spend $1265.50 skewed to flights, hotels, dining. + +$ python app.py --customer-id cust_003 +--- profile --- +Customer cust_003 (student, starter income). Goals: build credit no annual fee. Risk: low. Total recent spend $67.39. Breakdown: groceries $28.90, transit $22.50, streaming $15.99. +--- ranked --- +1. Dozer Starter Secure score=9 (goal 'build credit'; no fee; starter-friendly) +2. Dozer Cash Everyday score=5 (groceries spend fits rewards; no fee) +3. Dozer Travel Signature score=0 (baseline) +4. Dozer Reserve score=-3 (eligibility stretch) +--- vector hits --- +* [product] Dozer Starter Secure (fee $0): rewards on build credit no annual fee. Intro: no intro bonus. Eligibility: thin credit fi... +* [customer] Customer cust_003 (student, starter income). Goals: build credit no annual fee. Risk: low. Total recent spend $67.39. Br... +* [product] Dozer Cash Everyday (fee $0): rewards on cashback groceries gas dining. Intro: 2% groceries 1% other. Eligibility: fair ... +--- answer --- +Q: Which credit card should we offer this customer and why? +For cust_003 I'd lead with Dozer Starter Secure (score 9). Reason: goal 'build credit'; no fee; starter-friendly. 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Only needed if you want Dozer to sink into ClickHouse. +services: + clickhouse: + image: clickhouse/clickhouse-server:24.8 + ports: + - "8123:8123" + - "9000:9000" + ulimits: + nofile: + soft: 262144 + hard: 262144 diff --git a/usecases/llm-banking/dozer-config.yaml b/usecases/llm-banking/dozer-config.yaml new file mode 100644 index 0000000..1815427 --- /dev/null +++ b/usecases/llm-banking/dozer-config.yaml @@ -0,0 +1,98 @@ +# Current Dozer shape: connections -> sources -> sql -> sinks. +# No REST endpoints here — those went away. App owns the API / LLM side. +app_name: llm-banking-sample +version: 1 + +connections: + - name: bank_csvs + config: !LocalStorage + details: + path: ./data + tables: + - name: customer_profiles + config: !CSV + path: customer_profiles + extension: .csv + - name: transactions + config: !CSV + path: transactions + extension: .csv + - name: credit_card_products + config: !CSV + path: credit_card_products + extension: .csv + +sources: + - name: customer_profiles + table_name: customer_profiles + connection: bank_csvs + - name: transactions + table_name: transactions + connection: bank_csvs + - name: credit_card_products + table_name: credit_card_products + connection: bank_csvs + +# Unified customer profile — same idea as the blog post. +sql: | + SELECT + c.customer_id, + c.segment, + c.income_band, + c.goals, + c.risk_tolerance, + SUM(t.amount_usd) AS total_spend + INTO customer_profile + FROM customer_profiles c + JOIN transactions t ON c.customer_id = t.customer_id + GROUP BY c.customer_id, c.segment, c.income_band, c.goals, c.risk_tolerance; + + SELECT + product_id, + name, + annual_fee_usd, + rewards_focus, + intro_offer, + eligibility, + caveat + INTO card_catalog + FROM credit_card_products; + +sinks: + - name: customer_profile + config: !Dummy + table_name: customer_profile + - name: card_catalog + config: !Dummy + table_name: card_catalog + +# Optional ClickHouse path (uncomment + docker compose up): +# sinks: +# - name: customer_profile_ch +# config: !Clickhouse +# host: localhost +# port: 9000 +# user: default +# password: "" +# database: default +# options: [] +# source_table_name: customer_profile +# sink_table_name: customer_profile +# create_table_options: +# engine: MergeTree +# order_by: [customer_id] +# primary_keys: [customer_id] +# - name: card_catalog_ch +# config: !Clickhouse +# host: localhost +# port: 9000 +# user: default +# password: "" +# database: default +# options: [] +# source_table_name: card_catalog +# sink_table_name: card_catalog +# create_table_options: +# engine: MergeTree +# order_by: [product_id] +# primary_keys: [product_id] diff --git a/usecases/llm-banking/load_data.py b/usecases/llm-banking/load_data.py new file mode 100644 index 0000000..732998b --- /dev/null +++ b/usecases/llm-banking/load_data.py @@ -0,0 +1,82 @@ +"""Load the sample CSVs. Mirrors what Dozer ingests from LocalStorage.""" + +from __future__ import annotations + +import csv +from collections import Counter, defaultdict +from pathlib import Path +from typing import Any + +ROOT = Path(__file__).resolve().parent +DATA = ROOT / "data" + + +def _read_csv(folder: str, filename: str) -> list[dict[str, str]]: + path = DATA / folder / filename + with path.open(newline="", encoding="utf-8") as fh: + return list(csv.DictReader(fh)) + + +def load_customers() -> list[dict[str, str]]: + return _read_csv("customer_profiles", "customer_profiles.csv") + + +def load_transactions() -> list[dict[str, str]]: + return _read_csv("transactions", "transactions.csv") + + +def load_products() -> list[dict[str, str]]: + return _read_csv("credit_card_products", "credit_card_products.csv") + + +def build_customer_profile(customer_id: str) -> dict[str, Any]: + """Same idea as the SQL INTO customer_profile in dozer-config.yaml.""" + customers = {c["customer_id"]: c for c in load_customers()} + if customer_id not in customers: + raise KeyError(f"unknown customer_id={customer_id}") + + cust = customers[customer_id] + txns = [t for t in load_transactions() if t["customer_id"] == customer_id] + spend_by_cat: dict[str, float] = defaultdict(float) + for t in txns: + spend_by_cat[t["merchant_category"]] += float(t["amount_usd"]) + + total = sum(spend_by_cat.values()) + top = Counter(spend_by_cat).most_common(3) + + return { + "customer_id": customer_id, + "segment": cust["segment"], + "income_band": cust["income_band"], + "goals": cust["goals"], + "risk_tolerance": cust["risk_tolerance"], + "age": cust["age"], + "total_spend": round(total, 2), + "spend_by_category": dict(spend_by_cat), + "top_categories": [c for c, _ in top], + "transactions": txns, + } + + +def profile_as_text(profile: dict[str, Any]) -> str: + cats = ", ".join( + f"{k} ${v:.2f}" for k, v in sorted( + profile["spend_by_category"].items(), key=lambda kv: -kv[1] + ) + ) + return ( + f"Customer {profile['customer_id']} ({profile['segment']}, " + f"{profile['income_band']} income). Goals: {profile['goals']}. " + f"Risk: {profile['risk_tolerance']}. Total recent spend " + f"${profile['total_spend']:.2f}. Breakdown: {cats}." + ) + + +def product_as_text(product: dict[str, str]) -> str: + return ( + f"{product['name']} (fee ${product['annual_fee_usd']}): " + f"rewards on {product['rewards_focus']}. " + f"Intro: {product['intro_offer']}. " + f"Eligibility: {product['eligibility']}. " + f"Note: {product['caveat']}." + ) diff --git a/usecases/llm-banking/recommend.py b/usecases/llm-banking/recommend.py new file mode 100644 index 0000000..a8d8deb --- /dev/null +++ b/usecases/llm-banking/recommend.py @@ -0,0 +1,61 @@ +"""Rank cards from a unified customer profile. No network needed.""" + +from __future__ import annotations + +from typing import Any + + +def rank_cards(profile: dict[str, Any], products: list[dict[str, str]]) -> list[dict[str, Any]]: + goals = profile.get("goals", "").lower() + income = profile.get("income_band", "").lower() + cats = {k.lower(): v for k, v in profile.get("spend_by_category", {}).items()} + + ranked: list[dict[str, Any]] = [] + for p in products: + focus = p.get("rewards_focus", "").lower() + elig = p.get("eligibility", "").lower() + fee = float(p.get("annual_fee_usd") or 0) + score = 0 + why: list[str] = [] + + for cat, amt in cats.items(): + if cat in focus: + # weight by spend a bit + bump = 2 + min(int(amt // 50), 6) + score += bump + why.append(f"{cat} spend fits rewards") + + for g in ("travel", "cashback", "build credit", "dining", "lounge"): + if g in goals and g in focus: + score += 4 + why.append(f"goal '{g}'") + + if income == "starter" and fee == 0: + score += 3 + why.append("no fee") + elif income == "premium" and fee >= 95: + score += 2 + why.append("premium ok with fee") + + if "excellent credit" in elig and income == "starter": + score -= 3 + why.append("eligibility stretch") + if "thin credit" in elig and income == "starter": + score += 2 + why.append("starter-friendly") + + ranked.append({**p, "score": score, "why": "; ".join(why) or "baseline"}) + + ranked.sort(key=lambda r: r["score"], reverse=True) + return ranked + + +def local_answer(profile: dict[str, Any], ranked: list[dict[str, Any]], question: str) -> str: + top = ranked[0] + return ( + f"Q: {question}\n" + f"For {profile['customer_id']} I'd lead with {top['name']} " + f"(score {top['score']}). Reason: {top['why']}. " + f"Profile spend ${profile['total_spend']:.2f} skewed to " + f"{', '.join(profile['top_categories'])}." + ) diff --git a/usecases/llm-banking/requirements.txt b/usecases/llm-banking/requirements.txt new file mode 100644 index 0000000..37225a7 --- /dev/null +++ b/usecases/llm-banking/requirements.txt @@ -0,0 +1,8 @@ +pyyaml>=6.0 + +# Optional. Sample runs without these (local hash vector index). +# langchain-core>=0.2,<0.4 +# langchain-community>=0.2,<0.4 +# langchain-openai>=0.1,<0.3 +# chromadb>=0.4,<0.6 +# clickhouse-connect>=0.7,<0.9 diff --git a/usecases/llm-banking/scripts/demo.sh b/usecases/llm-banking/scripts/demo.sh new file mode 100755 index 0000000..49a26bf --- /dev/null +++ b/usecases/llm-banking/scripts/demo.sh @@ -0,0 +1,20 @@ +#!/usr/bin/env bash +# Short demo for reviewers. Run from usecases/llm-banking. +set -euo pipefail +cd "$(dirname "$0")/.." + +python3 -m venv .venv >/dev/null 2>&1 || true +# shellcheck disable=SC1091 +. .venv/bin/activate +pip install -q -r requirements.txt + +echo "== unittest ==" +python -m unittest discover -s tests -v + +echo +echo "== cust_002 (travel) ==" +python app.py --customer-id cust_002 --no-vector + +echo +echo "== cust_003 (starter) ==" +python app.py --customer-id cust_003 --no-vector diff --git a/usecases/llm-banking/tests/test_config.py b/usecases/llm-banking/tests/test_config.py new file mode 100644 index 0000000..ceed190 --- /dev/null +++ b/usecases/llm-banking/tests/test_config.py @@ -0,0 +1,47 @@ +import json +import re +import unittest +from pathlib import Path + +ROOT = Path(__file__).resolve().parents[1] +# in getdozer/dozer this is the monorepo root; in dozer-samples there is no json_schemas/ +REPO = ROOT.parents[1] +SCHEMA = REPO / "json_schemas" / "dozer.json" + + +class ConfigTests(unittest.TestCase): + def test_config_text_shape(self): + text = (ROOT / "dozer-config.yaml").read_text() + self.assertIn("app_name: llm-banking-sample", text) + self.assertIn("!LocalStorage", text) + self.assertIn("INTO customer_profile", text) + self.assertIn("sinks:", text) + self.assertIn("!Dummy", text) + self.assertNotIn("\nendpoints:", text) + + def test_schema_has_sinks_not_endpoints(self): + if not SCHEMA.exists(): + self.skipTest("json_schemas/dozer.json only ships in getdozer/dozer") + schema = json.loads(SCHEMA.read_text()) + props = schema["properties"] + self.assertIn("sinks", props) + self.assertNotIn("endpoints", props) + + def test_csvs_exist_and_have_rows(self): + for folder, name in [ + ("customer_profiles", "customer_profiles.csv"), + ("transactions", "transactions.csv"), + ("credit_card_products", "credit_card_products.csv"), + ]: + path = ROOT / "data" / folder / name + self.assertTrue(path.exists(), path) + lines = [ln for ln in path.read_text().splitlines() if ln.strip()] + self.assertGreaterEqual(len(lines), 2) + + def test_sql_mentions_join(self): + text = (ROOT / "dozer-config.yaml").read_text() + self.assertRegex(text, re.compile(r"JOIN transactions", re.I)) + + +if __name__ == "__main__": + unittest.main() diff --git a/usecases/llm-banking/tests/test_recommend.py b/usecases/llm-banking/tests/test_recommend.py new file mode 100644 index 0000000..c9cb7e2 --- /dev/null +++ b/usecases/llm-banking/tests/test_recommend.py @@ -0,0 +1,33 @@ +import unittest + +from load_data import build_customer_profile, load_products +from recommend import local_answer, rank_cards + + +class RankTests(unittest.TestCase): + def test_travel_customer_gets_travel_card(self): + profile = build_customer_profile("cust_002") + ranked = rank_cards(profile, load_products()) + self.assertEqual(ranked[0]["product_id"], "card_travel") + + def test_starter_prefers_no_fee(self): + profile = build_customer_profile("cust_003") + ranked = rank_cards(profile, load_products()) + self.assertIn(ranked[0]["product_id"], {"card_starter", "card_cash"}) + self.assertEqual(float(ranked[0]["annual_fee_usd"]), 0.0) + + def test_local_answer_mentions_customer(self): + profile = build_customer_profile("cust_001") + ranked = rank_cards(profile, load_products()) + text = local_answer(profile, ranked, "which card?") + self.assertIn("cust_001", text) + self.assertIn(ranked[0]["name"], text) + + def test_profile_has_spend_breakdown(self): + profile = build_customer_profile("cust_004") + self.assertGreater(profile["total_spend"], 0) + self.assertIn("flights", profile["spend_by_category"]) + + +if __name__ == "__main__": + unittest.main() diff --git a/usecases/llm-banking/tests/test_vector.py b/usecases/llm-banking/tests/test_vector.py new file mode 100644 index 0000000..a9ca396 --- /dev/null +++ b/usecases/llm-banking/tests/test_vector.py @@ -0,0 +1,24 @@ +import unittest + +from load_data import build_customer_profile, load_products, product_as_text, profile_as_text +from vector_rag import build_docs, retrieve_local + + +class VectorTests(unittest.TestCase): + def test_travel_query_surfaces_travel_card(self): + profile = build_customer_profile("cust_002") + products = load_products() + docs = build_docs(profile_as_text(profile), products, product_as_text) + hits = retrieve_local( + docs, + "credit card travel flights hotels dining", + k=3, + ) + ids = [h.metadata.get("product_id") for h in hits if h.metadata.get("kind") == "product"] + self.assertTrue(ids, hits) + # travel or reserve should show up in top product hits + self.assertTrue({"card_travel", "card_premium"} & set(ids), ids) + + +if __name__ == "__main__": + unittest.main() diff --git a/usecases/llm-banking/vector_rag.py b/usecases/llm-banking/vector_rag.py new file mode 100644 index 0000000..5933ec8 --- /dev/null +++ b/usecases/llm-banking/vector_rag.py @@ -0,0 +1,79 @@ +"""Vector retrieval for card docs. + +Tries LangChain + Chroma when installed. Otherwise uses a tiny in-process +cosine index with the same hash embeddings so the sample still runs. +""" + +from __future__ import annotations + +import hashlib +import math +from dataclasses import dataclass +from typing import Any + + +@dataclass +class Doc: + page_content: str + metadata: dict[str, Any] + + +class HashEmbedder: + def __init__(self, dim: int = 64) -> None: + self.dim = dim + + def embed(self, text: str) -> list[float]: + vec = [0.0] * self.dim + for tok in text.lower().split(): + h = hashlib.sha256(tok.encode()).digest() + idx = int.from_bytes(h[:4], "big") % self.dim + vec[idx] += 1.0 + norm = math.sqrt(sum(v * v for v in vec)) or 1.0 + return [v / norm for v in vec] + + +def build_docs(profile_text: str, products: list[dict[str, str]], product_text_fn) -> list[Doc]: + docs = [Doc(page_content=profile_text, metadata={"kind": "customer"})] + for p in products: + docs.append( + Doc( + page_content=product_text_fn(p), + metadata={"kind": "product", "product_id": p["product_id"]}, + ) + ) + return docs + + +def _cosine(a: list[float], b: list[float]) -> float: + return sum(x * y for x, y in zip(a, b)) + + +def retrieve_local(docs: list[Doc], query: str, k: int = 3) -> list[Doc]: + emb = HashEmbedder() + q = emb.embed(query) + scored = [(_cosine(q, emb.embed(d.page_content)), d) for d in docs] + scored.sort(key=lambda t: t[0], reverse=True) + return [d for _, d in scored[:k]] + + +def retrieve(docs: list[Doc], query: str, k: int = 3) -> list[Doc]: + try: + from langchain_community.vectorstores import Chroma + from langchain_core.documents import Document + + class _Emb: + def __init__(self) -> None: + self.inner = HashEmbedder() + + def embed_documents(self, texts: list[str]) -> list[list[float]]: + return [self.inner.embed(t) for t in texts] + + def embed_query(self, text: str) -> list[float]: + return self.inner.embed(text) + + lc_docs = [Document(page_content=d.page_content, metadata=d.metadata) for d in docs] + store = Chroma.from_documents(lc_docs, embedding=_Emb()) + hits = store.similarity_search(query, k=k) + return [Doc(page_content=h.page_content, metadata=dict(h.metadata)) for h in hits] + except Exception: + return retrieve_local(docs, query, k=k) From 3d470ed3d0374a1634803dd9848543cef3e7af5b Mon Sep 17 00:00:00 2001 From: plurzs01 Date: Mon, 14 Sep 2026 14:49:46 +0000 Subject: [PATCH 2/3] docs: index llm-banking sample in README usecases --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 42b771b..5207732 100644 --- a/README.md +++ b/README.md @@ -45,6 +45,7 @@ Refer to the [Installation section](https://getdozer.io/docs/installation) for i | Use Cases | [Flight Microservices](./usecases/pg-flights) | Build APIs over multiple microservices. | | | [Scaling Ecommerce](./usecases/scaling-ecommerce) | Profile and benchmark Dozer using an ecommerce data set | | | [IMDB Analytics](./usecases/imdb-analytics) | Use Dozer to get interesting analytics using an IMDb dataset | +| | [LLM Banking](./usecases/llm-banking) | Dozer + LangChain + vector store for credit-card recommendations | | | Use Dozer to Instrument (Coming soon) | Combine Log data to get real time insights | | | Real Time Model Scoring (Coming soon) | Deploy trained models to get real time insights as APIs | | | | | From 8524b9df63f204b3495f7b483f094feb94929db0 Mon Sep 17 00:00:00 2001 From: plurzs01 Date: Tue, 15 Sep 2026 14:43:55 +0000 Subject: [PATCH 3/3] docs: refresh llm-banking verification notes for reviewers --- usecases/llm-banking/README.md | 4 ++++ usecases/llm-banking/SAMPLE_NOTES.md | 34 ++++++++++++++++++++++++++++ usecases/llm-banking/demo-output.txt | 24 ++++++++------------ 3 files changed, 48 insertions(+), 14 deletions(-) create mode 100644 usecases/llm-banking/SAMPLE_NOTES.md diff --git a/usecases/llm-banking/README.md b/usecases/llm-banking/README.md index 2c58209..e6fe453 100644 --- a/usecases/llm-banking/README.md +++ b/usecases/llm-banking/README.md @@ -65,3 +65,7 @@ Same sample also lives on getdozer/dozer#2511 under `examples/llm-banking/`. ## Demo `demo.mp4` is a short capture of `scripts/demo.sh` / `app.py` on cust_002 and cust_003. Or just run the script yourself. + +## Reviewer notes + +See `SAMPLE_NOTES.md` for the 2026-09-15 offline verification log and why this path differs from the chatbot-named PRs. diff --git a/usecases/llm-banking/SAMPLE_NOTES.md b/usecases/llm-banking/SAMPLE_NOTES.md new file mode 100644 index 0000000..ffc825a --- /dev/null +++ b/usecases/llm-banking/SAMPLE_NOTES.md @@ -0,0 +1,34 @@ +# Sample notes — llm-banking (dozer#1690) + +## Intent +Ship the credit-card / LLM / vector sample against **current** Dozer shape +(`sources` → `sql` → `sinks`), not the older blog-era REST table endpoints. + +Path name is `usecases/llm-banking` on purpose — distinct from the +`*-chatbot` / `*-card-advisor` PRs already open on this repo. + +## Verified 2026-09-15 (ET) +Offline path (no Dozer binary, no OpenAI key): + +```bash +cd usecases/llm-banking +python3 -m unittest discover -s tests -v +# → 9 tests OK (1 skipped: json_schemas/dozer.json only in getdozer/dozer) +python3 app.py --customer-id cust_002 --no-vector +# → ranks Dozer Travel Signature first +python3 app.py --customer-id cust_003 --no-vector +# → ranks Dozer Starter Secure first +``` + +Full capture in `demo-output.txt`. `scripts/demo.sh` reproduces the same. + +## With Dozer (optional) +```bash +dozer -c dozer-config.yaml build +dozer -c dozer-config.yaml run +``` +Dummy sinks prove the pipeline. ClickHouse path is commented in +`dozer-config.yaml` + `docker-compose.yml` if you want a real sink query. + +## Claim +`/claim #1690` in the PR body. Cross-link: getdozer/dozer#2511. diff --git a/usecases/llm-banking/demo-output.txt b/usecases/llm-banking/demo-output.txt index 0fa2cef..ac26bc8 100644 --- a/usecases/llm-banking/demo-output.txt +++ b/usecases/llm-banking/demo-output.txt @@ -1,8 +1,11 @@ -$ scripts/demo.sh +# Verification log — refreshed 2026-09-15 +# Host: python3 3.13.5 +# Path: offline CSV ranker (no Dozer binary / no OPENAI_API_KEY) +``` test_config_text_shape (test_config.ConfigTests.test_config_text_shape) ... ok test_csvs_exist_and_have_rows (test_config.ConfigTests.test_csvs_exist_and_have_rows) ... ok -test_schema_has_sinks_not_endpoints (test_config.ConfigTests.test_schema_has_sinks_not_endpoints) ... ok +test_schema_has_sinks_not_endpoints (test_config.ConfigTests.test_schema_has_sinks_not_endpoints) ... skipped 'json_schemas/dozer.json only ships in getdozer/dozer' test_sql_mentions_join (test_config.ConfigTests.test_sql_mentions_join) ... ok test_local_answer_mentions_customer (test_recommend.RankTests.test_local_answer_mentions_customer) ... ok test_profile_has_spend_breakdown (test_recommend.RankTests.test_profile_has_spend_breakdown) ... ok @@ -11,11 +14,11 @@ test_travel_customer_gets_travel_card (test_recommend.RankTests.test_travel_cust test_travel_query_surfaces_travel_card (test_vector.VectorTests.test_travel_query_surfaces_travel_card) ... ok ---------------------------------------------------------------------- -Ran 9 tests in 0.002s +Ran 9 tests in 0.001s -OK +OK (skipped=1) -$ python app.py --customer-id cust_002 +== cust_002 == --- profile --- Customer cust_002 (travel, premium income). Goals: travel hotels flights. Risk: medium. Total recent spend $1265.50. Breakdown: flights $860.00, hotels $310.50, dining $95.00. --- ranked --- @@ -23,15 +26,11 @@ Customer cust_002 (travel, premium income). Goals: travel hotels flights. Risk: 2. Dozer Reserve score=17 (hotels spend fits rewards; dining spend fits rewards; goal 'travel'; premium ok with fee) 3. Dozer Cash Everyday score=3 (dining spend fits rewards) 4. Dozer Starter Secure score=0 (baseline) ---- vector hits --- -* [product] Dozer Travel Signature (fee $95): rewards on travel flights hotels dining. Intro: 60k points after 3k spend. Eligibility... -* [customer] Customer cust_002 (travel, premium income). Goals: travel hotels flights. Risk: medium. Total recent spend $1265.50. Bre... -* [product] Dozer Reserve (fee $450): rewards on travel lounge dining hotels. Intro: 100k points after 5k spend. Eligibility: excell... --- answer --- Q: Which credit card should we offer this customer and why? For cust_002 I'd lead with Dozer Travel Signature (score 25). Reason: flights spend fits rewards; hotels spend fits rewards; dining spend fits rewards; goal 'travel'; premium ok with fee. Profile spend $1265.50 skewed to flights, hotels, dining. -$ python app.py --customer-id cust_003 +== cust_003 == --- profile --- Customer cust_003 (student, starter income). Goals: build credit no annual fee. Risk: low. Total recent spend $67.39. Breakdown: groceries $28.90, transit $22.50, streaming $15.99. --- ranked --- @@ -39,10 +38,7 @@ Customer cust_003 (student, starter income). Goals: build credit no annual fee. 2. Dozer Cash Everyday score=5 (groceries spend fits rewards; no fee) 3. Dozer Travel Signature score=0 (baseline) 4. Dozer Reserve score=-3 (eligibility stretch) ---- vector hits --- -* [product] Dozer Starter Secure (fee $0): rewards on build credit no annual fee. Intro: no intro bonus. Eligibility: thin credit fi... -* [customer] Customer cust_003 (student, starter income). Goals: build credit no annual fee. Risk: low. Total recent spend $67.39. Br... -* [product] Dozer Cash Everyday (fee $0): rewards on cashback groceries gas dining. Intro: 2% groceries 1% other. Eligibility: fair ... --- answer --- Q: Which credit card should we offer this customer and why? For cust_003 I'd lead with Dozer Starter Secure (score 9). Reason: goal 'build credit'; no fee; starter-friendly. Profile spend $67.39 skewed to groceries, transit, streaming. +```