From 71e4ad49d0519729f6f0e32623ca7788a630a448 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 10:57:05 +0530 Subject: [PATCH 01/57] set up project structure --- .env.example | 0 .gitignore | 28 ++++++++++++++++++++++++++++ NOTES.md | 0 api/__init__.py | 0 ingest.py | 0 rag/__init__.py | 0 requirements.txt | 7 +++++++ tests/__init__.py | 0 8 files changed, 35 insertions(+) create mode 100644 .env.example create mode 100644 .gitignore create mode 100644 NOTES.md create mode 100644 api/__init__.py create mode 100644 ingest.py create mode 100644 rag/__init__.py create mode 100644 requirements.txt create mode 100644 tests/__init__.py diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..e69de29 diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..033d118 --- /dev/null +++ b/.gitignore @@ -0,0 +1,28 @@ +# Python +__pycache__/ +*.py[cod] +.pytest_cache/ +.ruff_cache/ +.mypy_cache/ + +# Virtual environments +.venv/ +venv/ + +# Local environment variables +.env + +# Generated databases +*.db +*.sqlite +*.sqlite3 + +# OS/editor files +.DS_Store +.vscode/ +.idea/ + +# Build artifacts +dist/ +build/ +*.egg-info/ \ No newline at end of file diff --git a/NOTES.md b/NOTES.md new file mode 100644 index 0000000..e69de29 diff --git a/api/__init__.py b/api/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/ingest.py b/ingest.py new file mode 100644 index 0000000..e69de29 diff --git a/rag/__init__.py b/rag/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..eb0d511 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,7 @@ +fastapi==0.115.6 +uvicorn==0.34.0 +pytest==8.3.4 +httpx==0.28.1 +ruff==0.8.4 +python-dotenv==1.0.1 +numpy==2.2.1 \ No newline at end of file diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 From dc91354ec65ab2678f91a3a7fe608b2e932e9181 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 12:03:24 +0530 Subject: [PATCH 02/57] add ingestion package structure --- ingestion/__init__.py | 0 ingestion/cleaning.py | 0 ingestion/database.py | 0 ingestion/models.py | 0 ingestion/pipeline.py | 0 requirements.txt | 4 +++- 6 files changed, 3 insertions(+), 1 deletion(-) create mode 100644 ingestion/__init__.py create mode 100644 ingestion/cleaning.py create mode 100644 ingestion/database.py create mode 100644 ingestion/models.py create mode 100644 ingestion/pipeline.py diff --git a/ingestion/__init__.py b/ingestion/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/ingestion/cleaning.py b/ingestion/cleaning.py new file mode 100644 index 0000000..e69de29 diff --git a/ingestion/database.py b/ingestion/database.py new file mode 100644 index 0000000..e69de29 diff --git a/ingestion/models.py b/ingestion/models.py new file mode 100644 index 0000000..e69de29 diff --git a/ingestion/pipeline.py b/ingestion/pipeline.py new file mode 100644 index 0000000..e69de29 diff --git a/requirements.txt b/requirements.txt index eb0d511..6107080 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,4 +4,6 @@ pytest==8.3.4 httpx==0.28.1 ruff==0.8.4 python-dotenv==1.0.1 -numpy==2.2.1 \ No newline at end of file +numpy==2.2.1 +pandas==2.2.3 +ipykernel==6.29.5 \ No newline at end of file From 912968c7a795d4aa6c79236507b8d883098da9ee Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 12:45:10 +0530 Subject: [PATCH 03/57] add ingestion data models --- ingestion/models.py | 59 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 59 insertions(+) diff --git a/ingestion/models.py b/ingestion/models.py index e69de29..5bc5bc9 100644 --- a/ingestion/models.py +++ b/ingestion/models.py @@ -0,0 +1,59 @@ +"""Shared models and constants for Netflix catalogue ingestion.""" + +from __future__ import annotations + +from collections import Counter +from dataclasses import dataclass, field +from pathlib import Path + +CSV_PATH = Path("data/netflix_titles.csv") +DB_PATH = Path("data/netflix.db") +UNKNOWN_VALUE = "Unknown" +VALID_TYPES = {"Movie", "TV Show"} + +EXPECTED_COLUMNS = [ + "show_id", + "type", + "title", + "director", + "cast", + "country", + "date_added", + "release_year", + "rating", + "duration", + "listed_in", + "description", +] + + +@dataclass +class IngestStats: + """Counts collected during ingestion for the final summary report.""" + + rows_read: int = 0 + rows_loaded: int = 0 + rows_dropped: int = 0 + dropped_reasons: Counter[str] = field(default_factory=Counter) + missing_values: Counter[str] = field(default_factory=Counter) + fixes: Counter[str] = field(default_factory=Counter) + anomalies: Counter[str] = field(default_factory=Counter) + + +@dataclass(frozen=True) +class CleanTitle: + """Cleaned title data ready to be inserted into SQLite.""" + + show_id: str + title_type: str + title: str + release_year: int + rating: str + duration_value: int | None + duration_unit: str | None + date_added: str | None + description: str + countries: list[str] + genres: list[str] + cast_members: list[str] + directors: list[str] From f37a8542abbb7fb43cbc9fb3f2f93d1dad8c7d2a Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 12:45:41 +0530 Subject: [PATCH 04/57] add netflix row cleaning logic --- ingestion/cleaning.py | 169 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 169 insertions(+) diff --git a/ingestion/cleaning.py b/ingestion/cleaning.py index e69de29..9a129ee 100644 --- a/ingestion/cleaning.py +++ b/ingestion/cleaning.py @@ -0,0 +1,169 @@ +"""Cleaning helpers for raw Netflix CSV rows.""" + +from __future__ import annotations + +import re +from datetime import datetime +from typing import Any + +from ingestion.models import CleanTitle, IngestStats, UNKNOWN_VALUE, VALID_TYPES + +DATE_FORMAT = "%B %d, %Y" +DURATION_RE = re.compile(r"^(?P\d+)\s+(?Pmin|Season|Seasons)$") + + +def clean_text(value: Any, *, field_name: str, stats: IngestStats) -> str | None: + """Return a cleaned string, or None for missing/blank values.""" + if value is None: + stats.missing_values[field_name] += 1 + return None + + raw = str(value) + cleaned = raw.replace("\xa0", " ") + cleaned = cleaned.replace("\n", " ").replace("\r", " ").replace("\t", " ") + cleaned = " ".join(cleaned.split()) + + if raw != cleaned: + stats.fixes[f"cleaned_{field_name}"] += 1 + + if cleaned == "": + stats.missing_values[field_name] += 1 + return None + + return cleaned + + +def clean_metadata(value: Any, *, field_name: str, stats: IngestStats) -> str: + """Clean optional display metadata and use Unknown when it is missing.""" + cleaned = clean_text(value, field_name=field_name, stats=stats) + + if cleaned is None: + return UNKNOWN_VALUE + + return cleaned + + +def split_list(value: str, *, field_name: str, stats: IngestStats) -> list[str]: + """Split a comma-separated metadata field into ordered values.""" + if value == UNKNOWN_VALUE: + return [UNKNOWN_VALUE] + + parts = [part.strip() for part in value.split(",")] + values = [part for part in parts if part] + + empty_count = len(parts) - len(values) + if empty_count: + stats.fixes[f"removed_empty_{field_name}_items"] += empty_count + + return values or [UNKNOWN_VALUE] + + +def normalize_type(value: Any, stats: IngestStats) -> str | None: + """Normalize the title type to Movie or TV Show.""" + cleaned = clean_text(value, field_name="type", stats=stats) + + if cleaned is None: + return None + + normalized = cleaned.title().replace("Tv Show", "TV Show") + + if normalized not in VALID_TYPES: + stats.anomalies["invalid_type"] += 1 + return None + + return normalized + + +def parse_release_year(value: Any, stats: IngestStats) -> int | None: + """Parse release_year as an integer.""" + cleaned = clean_text(value, field_name="release_year", stats=stats) + + if cleaned is None: + return None + + try: + return int(cleaned) + except ValueError: + stats.anomalies["invalid_release_year"] += 1 + return None + + +def parse_date_added(value: Any, stats: IngestStats) -> str | None: + """Parse date_added into YYYY-MM-DD, leaving missing dates as None.""" + cleaned = clean_text(value, field_name="date_added", stats=stats) + + if cleaned is None: + return None + + try: + return datetime.strptime(cleaned, DATE_FORMAT).date().isoformat() + except ValueError: + stats.anomalies["invalid_date_added"] += 1 + return None + + +def parse_duration(value: Any, stats: IngestStats) -> tuple[int | None, str | None]: + """Parse duration into a numeric value and normalized unit.""" + cleaned = clean_text(value, field_name="duration", stats=stats) + + if cleaned is None: + return None, None + + match = DURATION_RE.match(cleaned) + + if match is None: + stats.anomalies["invalid_duration"] += 1 + return None, None + + raw_unit = match.group("unit") + unit = "minutes" if raw_unit == "min" else "seasons" + + return int(match.group("value")), unit + + +def clean_row(row: dict[str, str], stats: IngestStats) -> CleanTitle | None: + """Clean one raw CSV row and return None when the row is unusable.""" + show_id = clean_text(row.get("show_id"), field_name="show_id", stats=stats) + title_type = normalize_type(row.get("type"), stats) + title = clean_text(row.get("title"), field_name="title", stats=stats) + release_year = parse_release_year(row.get("release_year"), stats) + description = clean_text(row.get("description"), field_name="description", stats=stats) + + missing_required = { + "show_id": show_id, + "type": title_type, + "title": title, + "release_year": release_year, + "description": description, + } + + for field_name, cleaned_value in missing_required.items(): + if cleaned_value is None: + stats.rows_dropped += 1 + stats.dropped_reasons[f"missing_or_invalid_{field_name}"] += 1 + return None + + director_text = clean_metadata(row.get("director"), field_name="director", stats=stats) + cast_text = clean_metadata(row.get("cast"), field_name="cast", stats=stats) + country_text = clean_metadata(row.get("country"), field_name="country", stats=stats) + rating = clean_metadata(row.get("rating"), field_name="rating", stats=stats) + genre_text = clean_metadata(row.get("listed_in"), field_name="listed_in", stats=stats) + + date_added = parse_date_added(row.get("date_added"), stats) + duration_value, duration_unit = parse_duration(row.get("duration"), stats) + + return CleanTitle( + show_id=show_id, + title_type=title_type, + title=title, + release_year=release_year, + rating=rating, + duration_value=duration_value, + duration_unit=duration_unit, + date_added=date_added, + description=description, + countries=split_list(country_text, field_name="country", stats=stats), + genres=split_list(genre_text, field_name="listed_in", stats=stats), + cast_members=split_list(cast_text, field_name="cast", stats=stats), + directors=split_list(director_text, field_name="director", stats=stats), + ) From 005f83a71a18f0ebe8c15bd6e5d7b9a38619fb67 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 12:46:27 +0530 Subject: [PATCH 05/57] add duplicate content detection --- ingestion/duplicates.py | 47 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) create mode 100644 ingestion/duplicates.py diff --git a/ingestion/duplicates.py b/ingestion/duplicates.py new file mode 100644 index 0000000..87738f7 --- /dev/null +++ b/ingestion/duplicates.py @@ -0,0 +1,47 @@ +"""Duplicate-content detection for cleaned Netflix titles.""" + +from __future__ import annotations + +from typing import Any + +from ingestion.models import CleanTitle, IngestStats + + +def content_key(title: CleanTitle) -> tuple[Any, ...]: + """Return all title content except show_id for duplicate comparison.""" + return ( + title.title_type, + title.title, + title.release_year, + title.rating, + title.duration_value, + title.duration_unit, + title.date_added, + title.description, + tuple(title.countries), + tuple(title.genres), + tuple(title.cast_members), + tuple(title.directors), + ) + + +def drop_duplicate_content( + titles: list[CleanTitle], + stats: IngestStats, +) -> list[CleanTitle]: + """Drop rows whose cleaned content matches a previous row except show_id.""" + seen: set[tuple[Any, ...]] = set() + unique_titles: list[CleanTitle] = [] + + for title in titles: + key = content_key(title) + + if key in seen: + stats.rows_dropped += 1 + stats.dropped_reasons["duplicate_content_except_show_id"] += 1 + continue + + seen.add(key) + unique_titles.append(title) + + return unique_titles From 666e02d4dc5ba4634452c7dbb83ed5423ed425c0 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 12:46:43 +0530 Subject: [PATCH 06/57] add sqlite ingestion schema --- ingestion/database.py | 160 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 160 insertions(+) diff --git a/ingestion/database.py b/ingestion/database.py index e69de29..54e4b6f 100644 --- a/ingestion/database.py +++ b/ingestion/database.py @@ -0,0 +1,160 @@ +"""SQLite schema and insert logic for the cleaned Netflix catalogue.""" + +from __future__ import annotations + +import sqlite3 +from pathlib import Path + +from ingestion.models import CleanTitle + + +def create_schema(connection: sqlite3.Connection) -> None: + """Create all ingestion tables from scratch.""" + connection.executescript( + """ + DROP TABLE IF EXISTS title_directors; + DROP TABLE IF EXISTS title_cast; + DROP TABLE IF EXISTS title_genres; + DROP TABLE IF EXISTS title_countries; + DROP TABLE IF EXISTS titles; + + CREATE TABLE titles ( + show_id TEXT PRIMARY KEY, + type TEXT NOT NULL CHECK (type IN ('Movie', 'TV Show')), + title TEXT NOT NULL, + release_year INTEGER NOT NULL, + rating TEXT NOT NULL, + duration_value INTEGER, + duration_unit TEXT CHECK ( + duration_unit IS NULL OR duration_unit IN ('minutes', 'seasons') + ), + date_added TEXT, + description TEXT NOT NULL + ); + + CREATE TABLE title_countries ( + show_id TEXT NOT NULL REFERENCES titles(show_id) ON DELETE CASCADE, + country TEXT NOT NULL, + position INTEGER NOT NULL, + PRIMARY KEY (show_id, position) + ); + + CREATE TABLE title_genres ( + show_id TEXT NOT NULL REFERENCES titles(show_id) ON DELETE CASCADE, + genre TEXT NOT NULL, + position INTEGER NOT NULL, + PRIMARY KEY (show_id, position) + ); + + CREATE TABLE title_cast ( + show_id TEXT NOT NULL REFERENCES titles(show_id) ON DELETE CASCADE, + actor_name TEXT NOT NULL, + position INTEGER NOT NULL, + PRIMARY KEY (show_id, position) + ); + + CREATE TABLE title_directors ( + show_id TEXT NOT NULL REFERENCES titles(show_id) ON DELETE CASCADE, + director_name TEXT NOT NULL, + position INTEGER NOT NULL, + PRIMARY KEY (show_id, position) + ); + + CREATE INDEX idx_titles_type ON titles(type); + CREATE INDEX idx_titles_release_year ON titles(release_year); + CREATE INDEX idx_titles_rating ON titles(rating); + CREATE INDEX idx_title_countries_country ON title_countries(country); + CREATE INDEX idx_title_genres_genre ON title_genres(genre); + """ + ) + + +def insert_child_values( + connection: sqlite3.Connection, + *, + table_name: str, + value_column: str, + show_id: str, + values: list[str], +) -> None: + """Insert ordered values for one child table.""" + rows = [(show_id, value, index) for index, value in enumerate(values, start=1)] + + connection.executemany( + f"INSERT INTO {table_name} (show_id, {value_column}, position) VALUES (?, ?, ?)", + rows, + ) + + +def insert_title(connection: sqlite3.Connection, title: CleanTitle) -> None: + """Insert one cleaned title and its child-table values.""" + connection.execute( + """ + INSERT INTO titles ( + show_id, + type, + title, + release_year, + rating, + duration_value, + duration_unit, + date_added, + description + ) + VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?) + """, + ( + title.show_id, + title.title_type, + title.title, + title.release_year, + title.rating, + title.duration_value, + title.duration_unit, + title.date_added, + title.description, + ), + ) + + insert_child_values( + connection, + table_name="title_countries", + value_column="country", + show_id=title.show_id, + values=title.countries, + ) + insert_child_values( + connection, + table_name="title_genres", + value_column="genre", + show_id=title.show_id, + values=title.genres, + ) + insert_child_values( + connection, + table_name="title_cast", + value_column="actor_name", + show_id=title.show_id, + values=title.cast_members, + ) + insert_child_values( + connection, + table_name="title_directors", + value_column="director_name", + show_id=title.show_id, + values=title.directors, + ) + + +def write_database(titles: list[CleanTitle], db_path: Path) -> None: + """Write cleaned titles into a fresh SQLite database.""" + db_path.parent.mkdir(parents=True, exist_ok=True) + + with sqlite3.connect(db_path) as connection: + connection.execute("PRAGMA foreign_keys = ON") + create_schema(connection) + + for title in titles: + insert_title(connection, title) + + connection.commit() From 24186588ae704e9fc8bd7dfe267185e3902d13ba Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 12:47:01 +0530 Subject: [PATCH 07/57] add ingestion pipeline runner --- ingestion/pipeline.py | 95 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 95 insertions(+) diff --git a/ingestion/pipeline.py b/ingestion/pipeline.py index e69de29..852f468 100644 --- a/ingestion/pipeline.py +++ b/ingestion/pipeline.py @@ -0,0 +1,95 @@ +cat > ingestion/pipeline.py <<'PY' +"""End-to-end ingestion pipeline for the Netflix catalogue.""" + +from __future__ import annotations + +import csv +from pathlib import Path + +from ingestion.cleaning import clean_row +from ingestion.database import write_database +from ingestion.duplicates import drop_duplicate_content +from ingestion.models import CSV_PATH, DB_PATH, EXPECTED_COLUMNS, CleanTitle, IngestStats + + +def validate_columns(columns: list[str] | None) -> None: + """Fail early if the CSV does not have the expected header.""" + if columns is None: + raise ValueError("CSV file has no header row.") + + missing_columns = set(EXPECTED_COLUMNS) - set(columns) + + if missing_columns: + raise ValueError(f"Missing expected columns: {sorted(missing_columns)}") + + +def load_clean_titles(csv_path: Path) -> tuple[list[CleanTitle], IngestStats]: + """Load, clean, validate, and deduplicate title rows from the CSV.""" + stats = IngestStats() + titles: list[CleanTitle] = [] + seen_show_ids: set[str] = set() + + with csv_path.open(newline="", encoding="utf-8") as csv_file: + reader = csv.DictReader(csv_file) + validate_columns(reader.fieldnames) + + for row in reader: + stats.rows_read += 1 + title = clean_row(row, stats) + + if title is None: + continue + + if title.show_id in seen_show_ids: + stats.rows_dropped += 1 + stats.dropped_reasons["duplicate_show_id"] += 1 + continue + + seen_show_ids.add(title.show_id) + titles.append(title) + + titles = drop_duplicate_content(titles, stats) + stats.rows_loaded = len(titles) + + return titles, stats + + +def print_summary(stats: IngestStats, db_path: Path) -> None: + """Print a human-readable ingestion summary.""" + print("Ingestion complete") + print("------------------") + print(f"Database written: {db_path}") + print(f"Rows read: {stats.rows_read}") + print(f"Rows loaded: {stats.rows_loaded}") + print(f"Rows dropped: {stats.rows_dropped}") + + if stats.dropped_reasons: + print("\nDropped rows by reason:") + for reason, count in stats.dropped_reasons.most_common(): + print(f" - {reason}: {count}") + + if stats.missing_values: + print("\nMissing values handled:") + for field_name, count in stats.missing_values.most_common(): + print(f" - {field_name}: {count}") + + if stats.fixes: + print("\nCleaning fixes applied:") + for fix_name, count in stats.fixes.most_common(): + print(f" - {fix_name}: {count}") + + if stats.anomalies: + print("\nAnomalies observed:") + for anomaly, count in stats.anomalies.most_common(): + print(f" - {anomaly}: {count}") + + +def run_ingestion(csv_path: Path = CSV_PATH, db_path: Path = DB_PATH) -> None: + """Run the full CSV-to-SQLite ingestion flow.""" + if not csv_path.exists(): + raise FileNotFoundError(f"CSV file not found: {csv_path}") + + titles, stats = load_clean_titles(csv_path) + write_database(titles, db_path) + print_summary(stats, db_path) +PY \ No newline at end of file From 82ff37882a70c3c1f8b25859991f849a3c472e0a Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 12:48:49 +0530 Subject: [PATCH 08/57] fix ingestion pipeline runner --- ingestion/pipeline.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/ingestion/pipeline.py b/ingestion/pipeline.py index 852f468..8adcbf7 100644 --- a/ingestion/pipeline.py +++ b/ingestion/pipeline.py @@ -1,4 +1,3 @@ -cat > ingestion/pipeline.py <<'PY' """End-to-end ingestion pipeline for the Netflix catalogue.""" from __future__ import annotations @@ -92,4 +91,3 @@ def run_ingestion(csv_path: Path = CSV_PATH, db_path: Path = DB_PATH) -> None: titles, stats = load_clean_titles(csv_path) write_database(titles, db_path) print_summary(stats, db_path) -PY \ No newline at end of file From 29d758ce622f971baa373bcbe9bc98427fc27b9e Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 12:49:46 +0530 Subject: [PATCH 09/57] wire ingest entrypoint --- ingest.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/ingest.py b/ingest.py index e69de29..f32cd91 100644 --- a/ingest.py +++ b/ingest.py @@ -0,0 +1,7 @@ +"""Command-line entrypoint for Netflix catalogue ingestion.""" + +from ingestion.pipeline import run_ingestion + + +if __name__ == "__main__": + run_ingestion() From 08d750ba0ee0a2a0ece8aa57fdf62e1ba21b2522 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 13:02:17 +0530 Subject: [PATCH 10/57] ignore local data inspection exports --- .gitignore | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 033d118..344edd2 100644 --- a/.gitignore +++ b/.gitignore @@ -25,4 +25,7 @@ venv/ # Build artifacts dist/ build/ -*.egg-info/ \ No newline at end of file +*.egg-info/ +# Local inspection exports +data/*.xlsx +data/*_preview.csv From 783a3131789e0c6e9178973e3c3c520523932c83 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 13:11:13 +0530 Subject: [PATCH 11/57] just converted db to excel to preview if changes worked or not and also modified cleaning --- ingestion/cleaning.py | 28 ++++++++++++++++++--- requirements.txt | 3 ++- scripts/export_excel.py | 54 +++++++++++++++++++++++++++++++++++++++++ 3 files changed, 81 insertions(+), 4 deletions(-) create mode 100644 scripts/export_excel.py diff --git a/ingestion/cleaning.py b/ingestion/cleaning.py index 9a129ee..484ba4f 100644 --- a/ingestion/cleaning.py +++ b/ingestion/cleaning.py @@ -12,12 +12,13 @@ DURATION_RE = re.compile(r"^(?P\d+)\s+(?Pmin|Season|Seasons)$") + def clean_text(value: Any, *, field_name: str, stats: IngestStats) -> str | None: """Return a cleaned string, or None for missing/blank values.""" if value is None: stats.missing_values[field_name] += 1 return None - + raw = str(value) cleaned = raw.replace("\xa0", " ") cleaned = cleaned.replace("\n", " ").replace("\r", " ").replace("\t", " ") @@ -42,9 +43,24 @@ def clean_metadata(value: Any, *, field_name: str, stats: IngestStats) -> str: return cleaned +def dedupe_preserve_order(values: list[str]) -> list[str]: + """Remove duplicate list values while keeping the CSV order.""" + seen: set[str] = set() + deduped: list[str] = [] + + for value in values: + key = value.casefold() + + if key in seen: + continue + + seen.add(key) + deduped.append(value) + + return deduped def split_list(value: str, *, field_name: str, stats: IngestStats) -> list[str]: - """Split a comma-separated metadata field into ordered values.""" + """Split a comma-separated metadata field into ordered unique values.""" if value == UNKNOWN_VALUE: return [UNKNOWN_VALUE] @@ -55,7 +71,13 @@ def split_list(value: str, *, field_name: str, stats: IngestStats) -> list[str]: if empty_count: stats.fixes[f"removed_empty_{field_name}_items"] += empty_count - return values or [UNKNOWN_VALUE] + deduped_values = dedupe_preserve_order(values) + + removed_duplicate_count = len(values) - len(deduped_values) + if removed_duplicate_count: + stats.fixes[f"removed_duplicate_{field_name}_items"] += removed_duplicate_count + + return deduped_values or [UNKNOWN_VALUE] def normalize_type(value: Any, stats: IngestStats) -> str | None: diff --git a/requirements.txt b/requirements.txt index 6107080..5dc84d1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,4 +6,5 @@ ruff==0.8.4 python-dotenv==1.0.1 numpy==2.2.1 pandas==2.2.3 -ipykernel==6.29.5 \ No newline at end of file +ipykernel==6.29.5 +openpyxl==3.1.5 \ No newline at end of file diff --git a/scripts/export_excel.py b/scripts/export_excel.py new file mode 100644 index 0000000..47df096 --- /dev/null +++ b/scripts/export_excel.py @@ -0,0 +1,54 @@ +"""Export the cleaned SQLite catalogue to an Excel workbook for inspection.""" + +from __future__ import annotations + +import sqlite3 +from pathlib import Path + +import pandas as pd + +DB_PATH = Path("data/netflix.db") +OUTPUT_PATH = Path("data/netflix_cleaned_preview.xlsx") + + +def read_table(connection: sqlite3.Connection, table_name: str) -> pd.DataFrame: + """Read a SQLite table into a dataframe.""" + return pd.read_sql_query(f"SELECT * FROM {table_name}", connection) + + +def export_excel() -> None: + """Write cleaned catalogue tables to a multi-sheet Excel workbook.""" + if not DB_PATH.exists(): + raise FileNotFoundError("Run `python ingest.py` before exporting Excel.") + + with sqlite3.connect(DB_PATH) as connection: + titles = read_table(connection, "titles") + countries = read_table(connection, "title_countries") + genres = read_table(connection, "title_genres") + cast = read_table(connection, "title_cast") + directors = read_table(connection, "title_directors") + + top_countries = pd.read_sql_query( + """ + SELECT country, COUNT(*) AS title_count + FROM title_countries + GROUP BY country + ORDER BY title_count DESC + LIMIT 20 + """, + connection, + ) + + with pd.ExcelWriter(OUTPUT_PATH, engine="openpyxl") as writer: + titles.to_excel(writer, sheet_name="titles", index=False) + countries.to_excel(writer, sheet_name="countries", index=False) + genres.to_excel(writer, sheet_name="genres", index=False) + cast.to_excel(writer, sheet_name="cast", index=False) + directors.to_excel(writer, sheet_name="directors", index=False) + top_countries.to_excel(writer, sheet_name="top_countries", index=False) + + print(f"Excel preview written: {OUTPUT_PATH}") + + +if __name__ == "__main__": + export_excel() \ No newline at end of file From 2de5970d84ff86b6a5df86c5202a86defa93eb92 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 13:26:54 +0530 Subject: [PATCH 12/57] checked db through excel --- scripts/inspect_db.py | 289 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 289 insertions(+) create mode 100644 scripts/inspect_db.py diff --git a/scripts/inspect_db.py b/scripts/inspect_db.py new file mode 100644 index 0000000..3621597 --- /dev/null +++ b/scripts/inspect_db.py @@ -0,0 +1,289 @@ +"""Export SQLite database inspection output to an Excel workbook.""" + +from __future__ import annotations + +import sqlite3 +from pathlib import Path +from typing import Any + +from openpyxl import Workbook +from openpyxl.styles import Font, PatternFill +from openpyxl.worksheet.worksheet import Worksheet + +DB_PATH = Path("data/netflix.db") +OUTPUT_PATH = Path("data/db_inspection.xlsx") + +TABLES = [ + "titles", + "title_countries", + "title_genres", + "title_cast", + "title_directors", +] + + +def fetch_rows(connection: sqlite3.Connection, query: str) -> list[tuple[Any, ...]]: + """Run a query and return all rows.""" + return connection.execute(query).fetchall() + + +def write_table( + sheet: Worksheet, + headers: list[str], + rows: list[tuple[Any, ...]], +) -> None: + """Write headers and rows to an Excel sheet.""" + sheet.append(headers) + + for cell in sheet[1]: + cell.font = Font(bold=True) + cell.fill = PatternFill("solid", fgColor="D9EAF7") + + for row in rows: + sheet.append(row) + + for column_cells in sheet.columns: + max_length = max(len(str(cell.value or "")) for cell in column_cells) + column_letter = column_cells[0].column_letter + sheet.column_dimensions[column_letter].width = min(max_length + 2, 45) + + +def add_overview_sheet(workbook: Workbook, connection: sqlite3.Connection) -> None: + """Add a high-level database overview sheet.""" + sheet = workbook.active + sheet.title = "Overview" + + rows = [] + + for table in TABLES: + count = connection.execute(f"SELECT COUNT(*) FROM {table}").fetchone()[0] + rows.append((table, count)) + + write_table(sheet, ["table_name", "row_count"], rows) + + +def add_schema_sheet(workbook: Workbook, connection: sqlite3.Connection) -> None: + """Add schema details for each database table.""" + sheet = workbook.create_sheet("Schema") + rows = [] + + for table in TABLES: + columns = connection.execute(f"PRAGMA table_info({table})").fetchall() + + for column in columns: + column_id, name, data_type, not_null, default_value, primary_key = column + rows.append( + ( + table, + column_id, + name, + data_type, + bool(not_null), + default_value, + bool(primary_key), + ) + ) + + write_table( + sheet, + [ + "table_name", + "column_id", + "column_name", + "data_type", + "not_null", + "default_value", + "primary_key", + ], + rows, + ) + + +def add_sample_titles_sheet(workbook: Workbook, connection: sqlite3.Connection) -> None: + """Add a small sample of cleaned title records.""" + rows = fetch_rows( + connection, + """ + SELECT show_id, title, type, release_year, rating, duration_value, + duration_unit, date_added, description + FROM titles + ORDER BY show_id + LIMIT 50 + """, + ) + + sheet = workbook.create_sheet("Sample Titles") + write_table( + sheet, + [ + "show_id", + "title", + "type", + "release_year", + "rating", + "duration_value", + "duration_unit", + "date_added", + "description", + ], + rows, + ) + + +def add_top_countries_sheet(workbook: Workbook, connection: sqlite3.Connection) -> None: + """Add top countries by title count.""" + rows = fetch_rows( + connection, + """ + SELECT country, COUNT(*) AS title_count + FROM title_countries + GROUP BY country + ORDER BY title_count DESC + LIMIT 25 + """, + ) + + sheet = workbook.create_sheet("Top Countries") + write_table(sheet, ["country", "title_count"], rows) + + +def add_sarkar_example_sheet(workbook: Workbook, connection: sqlite3.Connection) -> None: + """Add one joined example showing how normalized tables connect.""" + sheet = workbook.create_sheet("Joined Example") + + title_row = connection.execute( + """ + SELECT show_id, title, type, release_year, rating, duration_value, + duration_unit, date_added, description + FROM titles + WHERE title = 'Sarkar' + LIMIT 1 + """ + ).fetchone() + + if title_row is None: + write_table(sheet, ["message"], [("No Sarkar row found.",)]) + return + + show_id = title_row[0] + + sections = [ + ( + "title", + [ + "show_id", + "title", + "type", + "release_year", + "rating", + "duration_value", + "duration_unit", + "date_added", + "description", + ], + [title_row], + ), + ( + "countries", + ["country"], + fetch_rows( + connection, + f""" + SELECT country + FROM title_countries + WHERE show_id = '{show_id}' + ORDER BY position + """, + ), + ), + ( + "genres", + ["genre"], + fetch_rows( + connection, + f""" + SELECT genre + FROM title_genres + WHERE show_id = '{show_id}' + ORDER BY position + """, + ), + ), + ( + "directors", + ["director_name"], + fetch_rows( + connection, + f""" + SELECT director_name + FROM title_directors + WHERE show_id = '{show_id}' + ORDER BY position + """, + ), + ), + ( + "cast", + ["actor_name"], + fetch_rows( + connection, + f""" + SELECT actor_name + FROM title_cast + WHERE show_id = '{show_id}' + ORDER BY position + LIMIT 20 + """, + ), + ), + ] + + current_row = 1 + + for section_name, headers, rows in sections: + sheet.cell(row=current_row, column=1, value=section_name) + sheet.cell(row=current_row, column=1).font = Font(bold=True, size=13) + current_row += 1 + + for column_number, header in enumerate(headers, start=1): + cell = sheet.cell(row=current_row, column=column_number, value=header) + cell.font = Font(bold=True) + cell.fill = PatternFill("solid", fgColor="D9EAF7") + + current_row += 1 + + for row in rows: + for column_number, value in enumerate(row, start=1): + sheet.cell(row=current_row, column=column_number, value=value) + current_row += 1 + + current_row += 2 + + for column_cells in sheet.columns: + max_length = max(len(str(cell.value or "")) for cell in column_cells) + column_letter = column_cells[0].column_letter + sheet.column_dimensions[column_letter].width = min(max_length + 2, 45) + + +def export_excel() -> None: + """Create an Excel workbook that shows the cleaned database structure.""" + if not DB_PATH.exists(): + raise FileNotFoundError("Database not found. Run `python ingest.py` first.") + + workbook = Workbook() + + with sqlite3.connect(DB_PATH) as connection: + add_overview_sheet(workbook, connection) + add_schema_sheet(workbook, connection) + add_sample_titles_sheet(workbook, connection) + add_top_countries_sheet(workbook, connection) + add_sarkar_example_sheet(workbook, connection) + + OUTPUT_PATH.parent.mkdir(parents=True, exist_ok=True) + workbook.save(OUTPUT_PATH) + + print(f"Excel inspection file written: {OUTPUT_PATH}") + + +if __name__ == "__main__": + export_excel() \ No newline at end of file From 0e0179bddd2e46e75f58d769e0ff069d36f118c6 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 13:29:14 +0530 Subject: [PATCH 13/57] improve ingestion schema and list cleaning --- ingestion/database.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ingestion/database.py b/ingestion/database.py index 54e4b6f..e693cfb 100644 --- a/ingestion/database.py +++ b/ingestion/database.py @@ -19,7 +19,7 @@ def create_schema(connection: sqlite3.Connection) -> None: DROP TABLE IF EXISTS titles; CREATE TABLE titles ( - show_id TEXT PRIMARY KEY, + show_id TEXT NOT NULL PRIMARY KEY, type TEXT NOT NULL CHECK (type IN ('Movie', 'TV Show')), title TEXT NOT NULL, release_year INTEGER NOT NULL, From ede6610a50de9b08721d23aea7955ffe9311478b Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 13:51:28 +0530 Subject: [PATCH 14/57] expanded abrevation UR and NR in ratings --- ingestion/cleaning.py | 18 ++++++++++++++++-- 1 file changed, 16 insertions(+), 2 deletions(-) diff --git a/ingestion/cleaning.py b/ingestion/cleaning.py index 484ba4f..83b9a16 100644 --- a/ingestion/cleaning.py +++ b/ingestion/cleaning.py @@ -10,6 +10,10 @@ DATE_FORMAT = "%B %d, %Y" DURATION_RE = re.compile(r"^(?P\d+)\s+(?Pmin|Season|Seasons)$") +RATING_REPLACEMENTS = { + "NR": "Not Rated", + "UR": "Unrated", +} @@ -18,7 +22,7 @@ def clean_text(value: Any, *, field_name: str, stats: IngestStats) -> str | None if value is None: stats.missing_values[field_name] += 1 return None - + raw = str(value) cleaned = raw.replace("\xa0", " ") cleaned = cleaned.replace("\n", " ").replace("\r", " ").replace("\t", " ") @@ -80,6 +84,7 @@ def split_list(value: str, *, field_name: str, stats: IngestStats) -> list[str]: return deduped_values or [UNKNOWN_VALUE] + def normalize_type(value: Any, stats: IngestStats) -> str | None: """Normalize the title type to Movie or TV Show.""" cleaned = clean_text(value, field_name="type", stats=stats) @@ -95,6 +100,15 @@ def normalize_type(value: Any, stats: IngestStats) -> str | None: return normalized +def normalize_rating(value: Any, stats: IngestStats) -> str: + """Clean rating and expand unclear rating abbreviations.""" + rating = clean_metadata(value, field_name="rating", stats=stats) + normalized_rating = RATING_REPLACEMENTS.get(rating, rating) + + if normalized_rating != rating: + stats.fixes["normalized_rating"] += 1 + + return normalized_rating def parse_release_year(value: Any, stats: IngestStats) -> int | None: """Parse release_year as an integer.""" @@ -168,7 +182,7 @@ def clean_row(row: dict[str, str], stats: IngestStats) -> CleanTitle | None: director_text = clean_metadata(row.get("director"), field_name="director", stats=stats) cast_text = clean_metadata(row.get("cast"), field_name="cast", stats=stats) country_text = clean_metadata(row.get("country"), field_name="country", stats=stats) - rating = clean_metadata(row.get("rating"), field_name="rating", stats=stats) + rating = normalize_rating(row.get("rating"), stats) genre_text = clean_metadata(row.get("listed_in"), field_name="listed_in", stats=stats) date_added = parse_date_added(row.get("date_added"), stats) From 40c9f218712b4ac744a9d354e3b612ec9a34d364 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 13:53:59 +0530 Subject: [PATCH 15/57] updated notes.md --- NOTES.md | 165 +++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 165 insertions(+) diff --git a/NOTES.md b/NOTES.md index e69de29..4d0462d 100644 --- a/NOTES.md +++ b/NOTES.md @@ -0,0 +1,165 @@ +# NOTES + +## 1. CSV problems found + +The CSV was usable, but it needed cleaning before using it in the API or Q&A system. + +I found these main problems: + +- Some text fields had extra whitespace. The biggest issue was in `date_added`, where many values had leading spaces. +- A few title, description, and cast values had messy whitespace such as non-breaking spaces, newlines, tabs, or repeated spaces. +- Some `country` values ended with a trailing comma, which created empty values when splitting the field. +- Several optional metadata fields were missing: + - `director`: 1,969 rows + - `cast`: 570 rows + - `country`: 476 rows + - `date_added`: 11 rows + - `rating`: 10 rows +- Multi-value fields were stored as comma-separated strings: `country`, `listed_in`, `cast`, and `director`. +- `duration` was stored as text, for example `90 min`, `1 Season`, or `3 Seasons`. +- I found one duplicate-content row where all cleaned fields matched another row except `show_id`. + +## 2. What I fixed + +All cleaning happens in code. I did not manually edit `data/netflix_titles.csv`. + +The ingestion script currently does the following: + +- Cleans text by removing extra spaces, non-breaking spaces, newlines, tabs, and repeated whitespace. +- Converts missing human-facing metadata to `"Unknown"` for: + - `director` + - `cast` + - `country` + - `rating` + - `listed_in` +- Keeps missing `date_added` as `NULL` instead of `"Unknown"` because dates should stay sortable and filterable. +- Parses `date_added` into `YYYY-MM-DD`. +- Parses `release_year` as an integer. +- Splits `duration` into: + - `duration_value` + - `duration_unit` +- Normalized unclear rating abbreviations: `NR` to `Not Rated` and `UR` to `Unrated`. +- Splits comma-separated fields into separate child tables. +- Removes empty list values caused by trailing commas. +- Removes duplicate values inside list fields while keeping the original order. +- Drops duplicate-content rows where every cleaned field matches except `show_id`. + +## 3. What I left unchanged + +I intentionally did not over-clean the dataset. + +I left these things unchanged: + +- I did not drop rows just because optional metadata was missing. +- I did not drop duplicate titles generally because titles are not guaranteed to be unique. +- I did not add external metadata such as IMDb, TMDB, posters, language, or current Netflix availability. +- I did not scale numeric fields like `release_year` or duration because this is not a tabular ML model. +- I did not create many boolean quality-flag columns because the ingestion summary already reports the important issues. + +## 4. Row dropping decisions + +Rows are dropped only when they are not usable for the catalogue. + +A row can be dropped for: + +- missing `show_id` +- missing or invalid `type` +- missing `title` +- missing or invalid `release_year` +- missing `description` +- duplicate `show_id` +- duplicate full content except `show_id` + +Rows are not dropped for missing: + +- `director` +- `cast` +- `country` +- `rating` +- `date_added` + +I kept those rows because missing optional metadata does not make a Netflix title unusable. + +## 5. Missing value decisions + +I used `"Unknown"` for missing human-facing metadata because it is clearer in API responses than returning empty values. + +For example: + +- missing director becomes `"Unknown"` +- missing cast becomes `"Unknown"` +- missing country becomes `"Unknown"` +- missing rating becomes `"Unknown"` + +I did not use `"Unknown"` for dates or numeric fields. + +For example: + +- missing `date_added` stays `NULL` +- missing or invalid `duration` becomes `NULL` for `duration_value` and `duration_unit` + +This keeps date and numeric fields easier to filter, sort, and query. + +## 6. Schema decisions + +I used SQLite because the dataset is small, local, and easy to reproduce. + +The main table is: + +- `titles` + +It stores one row per Netflix title: + +- `show_id` +- `type` +- `title` +- `release_year` +- `rating` +- `duration_value` +- `duration_unit` +- `date_added` +- `description` + +I used `show_id` as the primary key because titles are not unique. + +For multi-value fields, I created separate child tables: + +- `title_countries` +- `title_genres` +- `title_cast` +- `title_directors` + +I chose this because fields like `country`, `cast`, `director`, and `listed_in` can contain multiple comma-separated values. + +For example, a title with `United States, India` should be stored as two country rows, not one raw string. This makes country filtering and country stats more accurate. + +Each child table also has a `position` column. This preserves the original order from the CSV, which is useful for fields like cast and directors. + +## 7. Current ingestion result + +Running `python ingest.py` currently gives: + +- Rows read: 6,234 +- Rows loaded: 6,233 +- Rows dropped: 1 + +The dropped row was a duplicate-content row where all cleaned fields matched another row except `show_id`. + +The cleaned database is written to `data/netflix.db`. + +The database contains these tables: + +- `titles` +- `title_countries` +- `title_genres` +- `title_cast` +- `title_directors` + +## 8. Current limitations of ingestion + +The ingestion is good enough for the first part of the assignment, but it still has some limitations: + +- `"Unknown"` is useful for display, but it means missing metadata is now mixed with normal values in the child tables. +- Duplicate detection only removes rows with identical cleaned content except `show_id`; it does not detect near-duplicates. +- The dataset is a historical Netflix snapshot and should not be treated as the current Netflix catalogue. +- The original CSV has limited metadata, so questions about language, IMDb rating, posters, or current availability cannot be answered from this data alone. From c599565068755b83d56c021a8a555e3afa518ca4 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:15:27 +0530 Subject: [PATCH 16/57] format ingestion code --- README.md | 182 ++++++---------------------------------- ingest.py | 1 - ingestion/cleaning.py | 20 +++-- ingestion/pipeline.py | 8 +- scripts/export_excel.py | 2 +- scripts/inspect_db.py | 6 +- tests/test_ingestion.py | 113 +++++++++++++++++++++++++ 7 files changed, 163 insertions(+), 169 deletions(-) create mode 100644 tests/test_ingestion.py diff --git a/README.md b/README.md index 6074be7..65cdef2 100644 --- a/README.md +++ b/README.md @@ -1,171 +1,37 @@ -# Intern Assignment — Netflix Catalog Q&A System +# Netflix Catalog Q&A System -Welcome. This is a take-home assignment to help us understand how you think about -data, backend, and AI/LLM problems. We're not looking for a perfect product — -we're looking for the **reasoning behind your choices**. +This repo implements **Part 1 (data ingestion)** of the assignment: cleaning `data/netflix_titles.csv` and writing a normalized SQLite database to `data/netflix.db`. Design/cleaning decisions are documented in `NOTES.md`. -**Time expectation:** ~5–7 hours. Stop at 8 hours regardless of where you are. -We'd rather see a smaller scope done thoughtfully than a large scope half-done. +## Setup -**You can use AI tools** (ChatGPT, Cursor, Copilot, Claude, etc.). We expect you -to. But you must understand every line you submit and be able to explain it. -There is a live walkthrough after submission where we will ask you to defend -specific lines, modify code on the spot, and debug something you didn't write. -If you can't, the assignment counts for very little. - ---- - -## What you're building - -A small system that lets a user query the Netflix catalogue in two ways: -1. **Structured search** — filter shows by country, year, type, rating. -2. **Natural-language Q&A** — ask questions like *"Suggest me a comedy movie from - India with a strong female lead"* and get an answer grounded in the catalogue. - -You will also write up your reasoning. The write-up matters as much as the code. - ---- - -## Provided data - -`data/netflix_titles.csv` — ~6,200 rows of Netflix titles as of 2019. Real, -public, and **deliberately not cleaned for you**. Treat it as you'd treat any -data you receive in the real world. - -Columns: `show_id, type, title, director, cast, country, date_added, -release_year, rating, duration, listed_in, description` - -You will discover problems with this data as you work. Document what you find. - ---- - -## The four parts - -### Part 1 — Data ingestion (scripting + data) - -Write a Python script `ingest.py` that: -- Loads `data/netflix_titles.csv` -- Cleans/normalises the data (your judgement call — explain in NOTES.md) -- Writes the cleaned data into a SQLite database `data/netflix.db` -- Prints a clear summary report when it finishes (rows loaded, rows dropped/fixed, - any anomalies you found) - -You should be able to run `python ingest.py` from a fresh checkout and have it -work end-to-end. - -### Part 2 — Backend API (backend) - -Build a small HTTP API using **FastAPI** (preferred) or Flask, with these -endpoints: - -- `GET /titles` — list titles, with query params for filtering by `country`, - `release_year`, `type` (Movie / TV Show), and `rating`. Support pagination. -- `GET /titles/{show_id}` — fetch a single title by id. -- `GET /stats` — return small summary stats (total titles, count by type, - count by country — top 10). - -Run it locally with one command. Document that command in your README. - -### Part 3 — RAG-based Q&A (AI / LLM) - -Add an endpoint: -- `POST /ask` — body: `{ "question": "..." }`. Returns an answer grounded in - the catalogue, plus the `show_id`s of the titles your answer was based on. - -Build a basic RAG pipeline: -1. Embed the catalogue (you decide what text to embed — that's a real design - choice, document it). -2. On a question, retrieve the most relevant titles. -3. Pass them to an LLM with a prompt and return the answer + sources. - -You can use **any** LLM — OpenAI, Groq (free tier), Gemini (free tier), Ollama -locally, anything. You can use any embedding model (sentence-transformers -locally is free and fine). You can use any vector store (FAISS, Chroma, or even -just numpy + cosine similarity — for 6k rows you don't need a real vector DB). - -The answer must cite which titles it used. Hallucinated answers without sources -will be penalised heavily. - -### Part 4 — NOTES.md (the most important file) - -A single markdown file in the project root, **maximum 2 pages**, answering: - -1. **What problems did you find in the CSV?** What did you fix, what did you - leave, and why? -2. **Schema decisions.** How did you store multi-value fields like `country`, - `cast`, `listed_in`? Why? -3. **RAG choices.** What text did you embed for each title? What chunk size / - model did you pick? Why? -4. **What would break at 100,000 titles instead of 6,000?** Be concrete. -5. **AI usage — be honest.** What did you ask AI tools to write? Where did you - override or rewrite their output, and why? Where did you accept their output - without fully understanding it? -6. **What would you do with another 4 hours?** - -We read this **first**, before looking at your code. Don't bullshit it. Honest -"I don't know why I picked this" beats a confident-sounding lie. We will ask -follow-up questions on every answer in the live round. - ---- - -## Coding standards (read STANDARDS.md before you start) - -You must follow `STANDARDS.md` — it lists the conventions we use so we can -read your code quickly. It's short. Skipping it makes your submission look -like vibe-coded output we can't review. - ---- - -## What to submit - -A single zip file (or a public git repo link) containing: +Create a fresh virtualenv and install dependencies: +```bash +python3 -m venv .venv +source .venv/bin/activate +pip install -r requirements.txt ``` -your_submission/ -├── README.md # how to install + run, in your own words -├── NOTES.md # the write-up (Part 4) -├── STANDARDS.md # (optional — copy ours, or write your own and tell us why) -├── requirements.txt # or pyproject.toml -├── .gitignore -├── ingest.py -├── api/ # your FastAPI / Flask app -│ └── ... -├── rag/ # your RAG code -│ └── ... -├── tests/ # at least a few real tests, see STANDARDS.md -│ └── ... -└── data/ - └── netflix_titles.csv # leave the original here for reproducibility -``` - -If you use git: **do not squash your commits**. We want to see the messy -history — failed attempts, reverts, "trying X" commits. That's the most -honest signal of how you actually worked. A repo with two commits ("initial", -"final") tells us you only committed the AI's output. ---- +## How to run -## What happens next +Run ingestion end-to-end (CSV → cleaned SQLite DB + summary report): -1. You submit the assignment. -2. We read NOTES.md and skim the code. -3. **60–90 minute live walkthrough**, screen-share. We will: - - Ask you to walk through one part of your code we pick at random - - Ask "why" on specific lines - - Ask you to add a small feature live, in 15 minutes (no new prompting to - ChatGPT during this — you can google syntax, that's it) - - Hand you a 30-line Python script we wrote that's broken, and ask you to - debug it in 10 minutes +```bash +python3 ingest.py +``` -The live round is where the assignment is actually graded. The code you -submit is the artifact we will discuss; the discussion is what we evaluate. +Outputs: +- `data/netflix.db` (generated) +- A summary report printed to stdout (rows read/loaded/dropped + cleaning stats) ---- +## How to test -## Questions before you start +```bash +python3 -m pytest -q +``` -If anything is unclear, ask. We'd rather answer a question than receive a -submission built on a wrong assumption. Asking good clarifying questions is -itself a positive signal. +## Known limitations -Good luck. +- This is a **2019 snapshot** dataset; results should not be treated as the current Netflix catalogue. +- Missing metadata is normalized to `"Unknown"` for display fields, which mixes “missing” with a normal value in the child tables (see `NOTES.md`). +- Duplicate detection only drops **exact duplicate cleaned content** (except `show_id`); it does not attempt fuzzy/near-duplicate matching. diff --git a/ingest.py b/ingest.py index f32cd91..19551a6 100644 --- a/ingest.py +++ b/ingest.py @@ -2,6 +2,5 @@ from ingestion.pipeline import run_ingestion - if __name__ == "__main__": run_ingestion() diff --git a/ingestion/cleaning.py b/ingestion/cleaning.py index 83b9a16..5cb7e39 100644 --- a/ingestion/cleaning.py +++ b/ingestion/cleaning.py @@ -6,7 +6,7 @@ from datetime import datetime from typing import Any -from ingestion.models import CleanTitle, IngestStats, UNKNOWN_VALUE, VALID_TYPES +from ingestion.models import UNKNOWN_VALUE, VALID_TYPES, CleanTitle, IngestStats DATE_FORMAT = "%B %d, %Y" DURATION_RE = re.compile(r"^(?P\d+)\s+(?Pmin|Season|Seasons)$") @@ -16,7 +16,6 @@ } - def clean_text(value: Any, *, field_name: str, stats: IngestStats) -> str | None: """Return a cleaned string, or None for missing/blank values.""" if value is None: @@ -47,6 +46,7 @@ def clean_metadata(value: Any, *, field_name: str, stats: IngestStats) -> str: return cleaned + def dedupe_preserve_order(values: list[str]) -> list[str]: """Remove duplicate list values while keeping the CSV order.""" seen: set[str] = set() @@ -63,6 +63,7 @@ def dedupe_preserve_order(values: list[str]) -> list[str]: return deduped + def split_list(value: str, *, field_name: str, stats: IngestStats) -> list[str]: """Split a comma-separated metadata field into ordered unique values.""" if value == UNKNOWN_VALUE: @@ -84,7 +85,6 @@ def split_list(value: str, *, field_name: str, stats: IngestStats) -> list[str]: return deduped_values or [UNKNOWN_VALUE] - def normalize_type(value: Any, stats: IngestStats) -> str | None: """Normalize the title type to Movie or TV Show.""" cleaned = clean_text(value, field_name="type", stats=stats) @@ -100,6 +100,7 @@ def normalize_type(value: Any, stats: IngestStats) -> str | None: return normalized + def normalize_rating(value: Any, stats: IngestStats) -> str: """Clean rating and expand unclear rating abbreviations.""" rating = clean_metadata(value, field_name="rating", stats=stats) @@ -110,6 +111,7 @@ def normalize_rating(value: Any, stats: IngestStats) -> str: return normalized_rating + def parse_release_year(value: Any, stats: IngestStats) -> int | None: """Parse release_year as an integer.""" cleaned = clean_text(value, field_name="release_year", stats=stats) @@ -163,7 +165,9 @@ def clean_row(row: dict[str, str], stats: IngestStats) -> CleanTitle | None: title_type = normalize_type(row.get("type"), stats) title = clean_text(row.get("title"), field_name="title", stats=stats) release_year = parse_release_year(row.get("release_year"), stats) - description = clean_text(row.get("description"), field_name="description", stats=stats) + description = clean_text( + row.get("description"), field_name="description", stats=stats + ) missing_required = { "show_id": show_id, @@ -179,11 +183,15 @@ def clean_row(row: dict[str, str], stats: IngestStats) -> CleanTitle | None: stats.dropped_reasons[f"missing_or_invalid_{field_name}"] += 1 return None - director_text = clean_metadata(row.get("director"), field_name="director", stats=stats) + director_text = clean_metadata( + row.get("director"), field_name="director", stats=stats + ) cast_text = clean_metadata(row.get("cast"), field_name="cast", stats=stats) country_text = clean_metadata(row.get("country"), field_name="country", stats=stats) rating = normalize_rating(row.get("rating"), stats) - genre_text = clean_metadata(row.get("listed_in"), field_name="listed_in", stats=stats) + genre_text = clean_metadata( + row.get("listed_in"), field_name="listed_in", stats=stats + ) date_added = parse_date_added(row.get("date_added"), stats) duration_value, duration_unit = parse_duration(row.get("duration"), stats) diff --git a/ingestion/pipeline.py b/ingestion/pipeline.py index 8adcbf7..45a6805 100644 --- a/ingestion/pipeline.py +++ b/ingestion/pipeline.py @@ -8,7 +8,13 @@ from ingestion.cleaning import clean_row from ingestion.database import write_database from ingestion.duplicates import drop_duplicate_content -from ingestion.models import CSV_PATH, DB_PATH, EXPECTED_COLUMNS, CleanTitle, IngestStats +from ingestion.models import ( + CSV_PATH, + DB_PATH, + EXPECTED_COLUMNS, + CleanTitle, + IngestStats, +) def validate_columns(columns: list[str] | None) -> None: diff --git a/scripts/export_excel.py b/scripts/export_excel.py index 47df096..1780c14 100644 --- a/scripts/export_excel.py +++ b/scripts/export_excel.py @@ -51,4 +51,4 @@ def export_excel() -> None: if __name__ == "__main__": - export_excel() \ No newline at end of file + export_excel() diff --git a/scripts/inspect_db.py b/scripts/inspect_db.py index 3621597..bda8b32 100644 --- a/scripts/inspect_db.py +++ b/scripts/inspect_db.py @@ -147,7 +147,9 @@ def add_top_countries_sheet(workbook: Workbook, connection: sqlite3.Connection) write_table(sheet, ["country", "title_count"], rows) -def add_sarkar_example_sheet(workbook: Workbook, connection: sqlite3.Connection) -> None: +def add_sarkar_example_sheet( + workbook: Workbook, connection: sqlite3.Connection +) -> None: """Add one joined example showing how normalized tables connect.""" sheet = workbook.create_sheet("Joined Example") @@ -286,4 +288,4 @@ def export_excel() -> None: if __name__ == "__main__": - export_excel() \ No newline at end of file + export_excel() diff --git a/tests/test_ingestion.py b/tests/test_ingestion.py new file mode 100644 index 0000000..bf3d55d --- /dev/null +++ b/tests/test_ingestion.py @@ -0,0 +1,113 @@ +from __future__ import annotations + +import csv +from pathlib import Path + +import pytest + +from ingestion.cleaning import clean_row, split_list +from ingestion.models import IngestStats +from ingestion.pipeline import load_clean_titles, run_ingestion + + +def write_csv(path: Path, *, header: list[str], rows: list[dict[str, str]]) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", newline="", encoding="utf-8") as handle: + writer = csv.DictWriter(handle, fieldnames=header) + writer.writeheader() + writer.writerows(rows) + + +def minimal_row(**overrides: str) -> dict[str, str]: + base = { + "show_id": "s1", + "type": "Movie", + "title": "Example Title", + "director": "", + "cast": "", + "country": "", + "date_added": "September 9, 2019", + "release_year": "2019", + "rating": "NR", + "duration": "90 min", + "listed_in": "Comedies", + "description": "Some description", + } + base.update(overrides) + return base + + +def test_split_list_removes_empty_items_and_dedupes_preserving_order() -> None: + stats = IngestStats() + values = split_list( + "India, United States, India, ", field_name="country", stats=stats + ) + assert values == ["India", "United States"] + assert stats.fixes["removed_empty_country_items"] == 1 + assert stats.fixes["removed_duplicate_country_items"] == 1 + + +def test_clean_row_drops_missing_required_title() -> None: + stats = IngestStats() + row = minimal_row(title="") + cleaned = clean_row(row, stats) + assert cleaned is None + assert stats.rows_dropped == 1 + assert stats.dropped_reasons["missing_or_invalid_title"] == 1 + + +def test_load_clean_titles_drops_duplicate_show_id() -> None: + csv_path = Path("data/_test_dupe_show_id.csv") + header = list(minimal_row().keys()) + write_csv( + csv_path, + header=header, + rows=[ + minimal_row(show_id="s1", title="A"), + minimal_row(show_id="s1", title="B"), + ], + ) + + titles, stats = load_clean_titles(csv_path) + assert len(titles) == 1 + assert stats.rows_read == 2 + assert stats.rows_dropped == 1 + assert stats.dropped_reasons["duplicate_show_id"] == 1 + + +def test_load_clean_titles_drops_duplicate_content_except_show_id() -> None: + csv_path = Path("data/_test_dupe_content.csv") + header = list(minimal_row().keys()) + write_csv( + csv_path, + header=header, + rows=[ + minimal_row(show_id="s1", title="Same"), + minimal_row(show_id="s2", title="Same"), + ], + ) + + titles, stats = load_clean_titles(csv_path) + assert [title.show_id for title in titles] == ["s1"] + assert stats.rows_dropped == 1 + assert stats.dropped_reasons["duplicate_content_except_show_id"] == 1 + + +def test_run_ingestion_writes_sqlite_db(tmp_path: Path) -> None: + csv_path = tmp_path / "netflix_titles.csv" + db_path = tmp_path / "netflix.db" + header = list(minimal_row().keys()) + write_csv(csv_path, header=header, rows=[minimal_row(show_id="s1")]) + + run_ingestion(csv_path=csv_path, db_path=db_path) + assert db_path.exists() + assert db_path.stat().st_size > 0 + + +@pytest.fixture(autouse=True) +def cleanup_test_csv_files() -> None: + # Tests write small CSVs under data/ to exercise the default open() path logic + # (Path("data/...")). Keep the workspace clean. + yield + for name in ("data/_test_dupe_show_id.csv", "data/_test_dupe_content.csv"): + Path(name).unlink(missing_ok=True) From 64d1f2634917bca5d0e81eb9fe1908bac54ebd4d Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:19:55 +0530 Subject: [PATCH 17/57] make ingestion paths configurable --- ingestion/models.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/ingestion/models.py b/ingestion/models.py index 5bc5bc9..0ce09f6 100644 --- a/ingestion/models.py +++ b/ingestion/models.py @@ -2,12 +2,13 @@ from __future__ import annotations +import os from collections import Counter from dataclasses import dataclass, field from pathlib import Path -CSV_PATH = Path("data/netflix_titles.csv") -DB_PATH = Path("data/netflix.db") +CSV_PATH = Path(os.environ.get("NETFLIX_CSV_PATH", "data/netflix_titles.csv")) +DB_PATH = Path(os.environ.get("NETFLIX_DB_PATH", "data/netflix.db")) UNKNOWN_VALUE = "Unknown" VALID_TYPES = {"Movie", "TV Show"} @@ -40,7 +41,7 @@ class IngestStats: anomalies: Counter[str] = field(default_factory=Counter) -@dataclass(frozen=True) +@dataclass class CleanTitle: """Cleaned title data ready to be inserted into SQLite.""" From e680a05af104cf36ba96ad47392a41d7b4fa1690 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:34:34 +0530 Subject: [PATCH 18/57] refine ingestion tests --- tests/test_ingestion.py | 114 ++++++++++++++++++++++++++++------------ 1 file changed, 79 insertions(+), 35 deletions(-) diff --git a/tests/test_ingestion.py b/tests/test_ingestion.py index bf3d55d..4194ca8 100644 --- a/tests/test_ingestion.py +++ b/tests/test_ingestion.py @@ -1,25 +1,27 @@ from __future__ import annotations import csv +import sqlite3 from pathlib import Path -import pytest - from ingestion.cleaning import clean_row, split_list -from ingestion.models import IngestStats +from ingestion.models import EXPECTED_COLUMNS, IngestStats from ingestion.pipeline import load_clean_titles, run_ingestion -def write_csv(path: Path, *, header: list[str], rows: list[dict[str, str]]) -> None: +def write_csv(path: Path, rows: list[dict[str, str]]) -> None: + """Write a small CSV fixture for ingestion tests.""" path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", newline="", encoding="utf-8") as handle: - writer = csv.DictWriter(handle, fieldnames=header) + writer = csv.DictWriter(handle, fieldnames=EXPECTED_COLUMNS) writer.writeheader() writer.writerows(rows) def minimal_row(**overrides: str) -> dict[str, str]: - base = { + """Return a valid minimal Netflix CSV row for tests.""" + row = { "show_id": "s1", "type": "Movie", "title": "Example Title", @@ -33,81 +35,123 @@ def minimal_row(**overrides: str) -> dict[str, str]: "listed_in": "Comedies", "description": "Some description", } - base.update(overrides) - return base + row.update(overrides) + return row -def test_split_list_removes_empty_items_and_dedupes_preserving_order() -> None: +def test_split_list_removes_empty_and_duplicate_items() -> None: + """List cleaning should remove blanks and repeated values.""" stats = IngestStats() + values = split_list( - "India, United States, India, ", field_name="country", stats=stats + "India, United States, India, ", + field_name="country", + stats=stats, ) + assert values == ["India", "United States"] assert stats.fixes["removed_empty_country_items"] == 1 assert stats.fixes["removed_duplicate_country_items"] == 1 +def test_clean_row_parses_date_duration_and_rating() -> None: + """A valid row should be cleaned into the expected structured fields.""" + stats = IngestStats() + + cleaned = clean_row(minimal_row(), stats) + + assert cleaned is not None + assert cleaned.date_added == "2019-09-09" + assert cleaned.duration_value == 90 + assert cleaned.duration_unit == "minutes" + assert cleaned.rating == "Not Rated" + + +def test_clean_row_uses_unknown_for_missing_optional_metadata() -> None: + """Missing display metadata should become Unknown instead of dropping the row.""" + stats = IngestStats() + + cleaned = clean_row( + minimal_row(director="", cast="", country="", rating=""), + stats, + ) + + assert cleaned is not None + assert cleaned.directors == ["Unknown"] + assert cleaned.cast_members == ["Unknown"] + assert cleaned.countries == ["Unknown"] + assert cleaned.rating == "Unknown" + + def test_clean_row_drops_missing_required_title() -> None: + """Rows without a title should be treated as unusable.""" stats = IngestStats() - row = minimal_row(title="") - cleaned = clean_row(row, stats) + + cleaned = clean_row(minimal_row(title=""), stats) + assert cleaned is None assert stats.rows_dropped == 1 assert stats.dropped_reasons["missing_or_invalid_title"] == 1 -def test_load_clean_titles_drops_duplicate_show_id() -> None: - csv_path = Path("data/_test_dupe_show_id.csv") - header = list(minimal_row().keys()) +def test_load_clean_titles_drops_duplicate_show_id(tmp_path: Path) -> None: + """Rows with duplicate show_id should keep only the first row.""" + csv_path = tmp_path / "duplicate_show_id.csv" + write_csv( csv_path, - header=header, - rows=[ - minimal_row(show_id="s1", title="A"), - minimal_row(show_id="s1", title="B"), + [ + minimal_row(show_id="s1", title="First"), + minimal_row(show_id="s1", title="Second"), ], ) titles, stats = load_clean_titles(csv_path) + assert len(titles) == 1 + assert titles[0].title == "First" assert stats.rows_read == 2 assert stats.rows_dropped == 1 assert stats.dropped_reasons["duplicate_show_id"] == 1 -def test_load_clean_titles_drops_duplicate_content_except_show_id() -> None: - csv_path = Path("data/_test_dupe_content.csv") - header = list(minimal_row().keys()) +def test_load_clean_titles_drops_duplicate_content_except_show_id( + tmp_path: Path, +) -> None: + """Rows with identical cleaned content except show_id should be deduplicated.""" + csv_path = tmp_path / "duplicate_content.csv" + write_csv( csv_path, - header=header, - rows=[ + [ minimal_row(show_id="s1", title="Same"), minimal_row(show_id="s2", title="Same"), ], ) titles, stats = load_clean_titles(csv_path) + assert [title.show_id for title in titles] == ["s1"] assert stats.rows_dropped == 1 assert stats.dropped_reasons["duplicate_content_except_show_id"] == 1 -def test_run_ingestion_writes_sqlite_db(tmp_path: Path) -> None: +def test_run_ingestion_writes_sqlite_database(tmp_path: Path) -> None: + """The full ingestion runner should create a usable SQLite database.""" csv_path = tmp_path / "netflix_titles.csv" db_path = tmp_path / "netflix.db" - header = list(minimal_row().keys()) - write_csv(csv_path, header=header, rows=[minimal_row(show_id="s1")]) + + write_csv(csv_path, [minimal_row(show_id="s1")]) run_ingestion(csv_path=csv_path, db_path=db_path) + assert db_path.exists() - assert db_path.stat().st_size > 0 + with sqlite3.connect(db_path) as connection: + title_count = connection.execute("SELECT COUNT(*) FROM titles").fetchone()[0] + country_count = connection.execute( + "SELECT COUNT(*) FROM title_countries" + ).fetchone()[0] -@pytest.fixture(autouse=True) -def cleanup_test_csv_files() -> None: - # Tests write small CSVs under data/ to exercise the default open() path logic - # (Path("data/...")). Keep the workspace clean. - yield - for name in ("data/_test_dupe_show_id.csv", "data/_test_dupe_content.csv"): - Path(name).unlink(missing_ok=True) + assert title_count == 1 + assert country_count == 1 From 3ff21f9442c8ed1f16b0d7f56e805ac74ba5c845 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:38:27 +0530 Subject: [PATCH 19/57] add api database connection --- api/database.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) create mode 100644 api/database.py diff --git a/api/database.py b/api/database.py new file mode 100644 index 0000000..4261e7f --- /dev/null +++ b/api/database.py @@ -0,0 +1,20 @@ +"""Database connection helpers for the Netflix API.""" + +from __future__ import annotations + +import sqlite3 +from pathlib import Path + +from ingestion.models import DB_PATH + + +def connect_database(db_path: Path = DB_PATH) -> sqlite3.Connection: + """Open the generated SQLite database with row access by column name.""" + if not db_path.exists(): + raise FileNotFoundError(f"Database not found at {db_path}. Run `python ingest.py` first.") + + connection = sqlite3.connect(db_path) + connection.row_factory = sqlite3.Row + connection.execute("PRAGMA foreign_keys = ON") + + return connection From 57f43134aecc51d0fdff0e4a5d3806bd46ed6f77 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:38:39 +0530 Subject: [PATCH 20/57] add api response schemas --- api/schemas.py | 47 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) create mode 100644 api/schemas.py diff --git a/api/schemas.py b/api/schemas.py new file mode 100644 index 0000000..0880734 --- /dev/null +++ b/api/schemas.py @@ -0,0 +1,47 @@ +"""Response schemas for the Netflix API.""" + +from __future__ import annotations + +from pydantic import BaseModel + + +class TitleResponse(BaseModel): + """A Netflix title returned by the API.""" + + show_id: str + type: str + title: str + release_year: int + rating: str + duration_value: int | None + duration_unit: str | None + date_added: str | None + description: str + countries: list[str] + genres: list[str] + cast: list[str] + directors: list[str] + + +class PaginatedTitlesResponse(BaseModel): + """Paginated list response for /titles.""" + + items: list[TitleResponse] + page: int + page_size: int + total: int + + +class CountryCount(BaseModel): + """Country count item for stats.""" + + country: str + count: int + + +class StatsResponse(BaseModel): + """Summary statistics for the catalogue.""" + + total_titles: int + count_by_type: dict[str, int] + top_countries: list[CountryCount] From f69bb01d4178d2b45ab10abf81faaaf6d815bfc0 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:39:18 +0530 Subject: [PATCH 21/57] add title and stats api routes --- api/titles.py | 273 ++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 273 insertions(+) create mode 100644 api/titles.py diff --git a/api/titles.py b/api/titles.py new file mode 100644 index 0000000..db95ff2 --- /dev/null +++ b/api/titles.py @@ -0,0 +1,273 @@ +"""FastAPI routes for Netflix catalogue titles and stats.""" + +from __future__ import annotations + +import sqlite3 +from typing import Any + +from fastapi import APIRouter, HTTPException, Query + +from api.database import connect_database +from api.schemas import CountryCount, PaginatedTitlesResponse, StatsResponse, TitleResponse +from ingestion.models import VALID_TYPES + +router = APIRouter() + +CHILD_TABLES = { + "countries": ("title_countries", "country"), + "genres": ("title_genres", "genre"), + "cast": ("title_cast", "actor_name"), + "directors": ("title_directors", "director_name"), +} + + +def open_connection() -> sqlite3.Connection: + """Open the SQLite database or return a clear API error.""" + try: + return connect_database() + except FileNotFoundError as error: + raise HTTPException(status_code=500, detail=str(error)) from error + + +def clean_filter_value(value: str | None) -> str | None: + """Trim optional query filter values.""" + if value is None: + return None + + cleaned = value.strip() + + return cleaned or None + + +def validate_type_filter(type_filter: str | None) -> str | None: + """Validate the optional type query parameter.""" + cleaned = clean_filter_value(type_filter) + + if cleaned is None: + return None + + normalized = cleaned.title().replace("Tv Show", "TV Show") + + if normalized not in VALID_TYPES: + raise HTTPException( + status_code=400, + detail="type must be either 'Movie' or 'TV Show'", + ) + + return normalized + + +def build_title_filters( + *, + country: str | None, + release_year: int | None, + title_type: str | None, + rating: str | None, +) -> tuple[str, list[Any]]: + """Build SQL WHERE conditions and parameters for title filters.""" + conditions = ["1 = 1"] + params: list[Any] = [] + + country = clean_filter_value(country) + rating = clean_filter_value(rating) + + if country is not None: + conditions.append( + """ + EXISTS ( + SELECT 1 + FROM title_countries country_filter + WHERE country_filter.show_id = titles.show_id + AND LOWER(country_filter.country) = LOWER(?) + ) + """ + ) + params.append(country) + + if release_year is not None: + conditions.append("titles.release_year = ?") + params.append(release_year) + + if title_type is not None: + conditions.append("titles.type = ?") + params.append(title_type) + + if rating is not None: + conditions.append("LOWER(titles.rating) = LOWER(?)") + params.append(rating) + + return " AND ".join(conditions), params + + +def fetch_child_values( + connection: sqlite3.Connection, + *, + show_id: str, + table_name: str, + value_column: str, +) -> list[str]: + """Fetch ordered child-table values for a title.""" + rows = connection.execute( + f""" + SELECT {value_column} + FROM {table_name} + WHERE show_id = ? + ORDER BY position + """, + (show_id,), + ).fetchall() + + return [str(row[value_column]) for row in rows] + + +def build_title_response( + connection: sqlite3.Connection, + row: sqlite3.Row, +) -> TitleResponse: + """Build a TitleResponse from a title row and its child-table values.""" + show_id = str(row["show_id"]) + + countries = fetch_child_values( + connection, + show_id=show_id, + table_name=CHILD_TABLES["countries"][0], + value_column=CHILD_TABLES["countries"][1], + ) + genres = fetch_child_values( + connection, + show_id=show_id, + table_name=CHILD_TABLES["genres"][0], + value_column=CHILD_TABLES["genres"][1], + ) + cast = fetch_child_values( + connection, + show_id=show_id, + table_name=CHILD_TABLES["cast"][0], + value_column=CHILD_TABLES["cast"][1], + ) + directors = fetch_child_values( + connection, + show_id=show_id, + table_name=CHILD_TABLES["directors"][0], + value_column=CHILD_TABLES["directors"][1], + ) + + return TitleResponse( + show_id=show_id, + type=str(row["type"]), + title=str(row["title"]), + release_year=int(row["release_year"]), + rating=str(row["rating"]), + duration_value=row["duration_value"], + duration_unit=row["duration_unit"], + date_added=row["date_added"], + description=str(row["description"]), + countries=countries, + genres=genres, + cast=cast, + directors=directors, + ) + + +@router.get("/titles", response_model=PaginatedTitlesResponse) +def list_titles( + country: str | None = None, + release_year: int | None = None, + type_filter: str | None = Query(default=None, alias="type"), + rating: str | None = None, + page: int = Query(default=1, ge=1), + page_size: int = Query(default=20, ge=1, le=100), +) -> PaginatedTitlesResponse: + """List titles with optional filters and pagination.""" + title_type = validate_type_filter(type_filter) + where_sql, params = build_title_filters( + country=country, + release_year=release_year, + title_type=title_type, + rating=rating, + ) + offset = (page - 1) * page_size + + with open_connection() as connection: + total = connection.execute( + f"SELECT COUNT(*) AS count FROM titles WHERE {where_sql}", + params, + ).fetchone()["count"] + + rows = connection.execute( + f""" + SELECT show_id, type, title, release_year, rating, duration_value, + duration_unit, date_added, description + FROM titles + WHERE {where_sql} + ORDER BY title, show_id + LIMIT ? OFFSET ? + """, + [*params, page_size, offset], + ).fetchall() + + items = [build_title_response(connection, row) for row in rows] + + return PaginatedTitlesResponse( + items=items, + page=page, + page_size=page_size, + total=int(total), + ) + + +@router.get("/titles/{show_id}", response_model=TitleResponse) +def get_title(show_id: str) -> TitleResponse: + """Return one title by show_id.""" + with open_connection() as connection: + row = connection.execute( + """ + SELECT show_id, type, title, release_year, rating, duration_value, + duration_unit, date_added, description + FROM titles + WHERE show_id = ? + """, + (show_id,), + ).fetchone() + + if row is None: + raise HTTPException(status_code=404, detail="Title not found") + + return build_title_response(connection, row) + + +@router.get("/stats", response_model=StatsResponse) +def get_stats() -> StatsResponse: + """Return catalogue-level summary statistics.""" + with open_connection() as connection: + total_titles = connection.execute( + "SELECT COUNT(*) AS count FROM titles" + ).fetchone()["count"] + + type_rows = connection.execute( + """ + SELECT type, COUNT(*) AS count + FROM titles + GROUP BY type + ORDER BY type + """ + ).fetchall() + + country_rows = connection.execute( + """ + SELECT country, COUNT(*) AS count + FROM title_countries + GROUP BY country + ORDER BY count DESC, country + LIMIT 10 + """ + ).fetchall() + + return StatsResponse( + total_titles=int(total_titles), + count_by_type={str(row["type"]): int(row["count"]) for row in type_rows}, + top_countries=[ + CountryCount(country=str(row["country"]), count=int(row["count"])) + for row in country_rows + ], + ) From fef716265f0dd70a2581c751da66f1b1883b2197 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:39:49 +0530 Subject: [PATCH 22/57] add fastapi app entrypoint --- api/main.py | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 api/main.py diff --git a/api/main.py b/api/main.py new file mode 100644 index 0000000..c4f8319 --- /dev/null +++ b/api/main.py @@ -0,0 +1,21 @@ +"""FastAPI application entrypoint for the Netflix catalogue API.""" + +from __future__ import annotations + +from fastapi import FastAPI + +from api.titles import router as titles_router + +app = FastAPI( + title="Netflix Catalog Q&A System", + description="Structured search API for the cleaned Netflix catalogue.", + version="0.1.0", +) + +app.include_router(titles_router) + + +@app.get("/health") +def health_check() -> dict[str, str]: + """Return a basic health check response.""" + return {"status": "ok"} From 499d45b5fe55c56e0bfd2bba9f2379d3fb7c0c03 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:47:41 +0530 Subject: [PATCH 23/57] exclude unknown country from stats --- api/titles.py | 1 + 1 file changed, 1 insertion(+) diff --git a/api/titles.py b/api/titles.py index db95ff2..a580347 100644 --- a/api/titles.py +++ b/api/titles.py @@ -257,6 +257,7 @@ def get_stats() -> StatsResponse: """ SELECT country, COUNT(*) AS count FROM title_countries + WHERE country != 'Unknown' GROUP BY country ORDER BY count DESC, country LIMIT 10 From fbaac9eba05802790c07cf4a471fc275add9e7f2 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 14:50:07 +0530 Subject: [PATCH 24/57] sort api imports --- api/titles.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/api/titles.py b/api/titles.py index a580347..22b87e9 100644 --- a/api/titles.py +++ b/api/titles.py @@ -8,7 +8,12 @@ from fastapi import APIRouter, HTTPException, Query from api.database import connect_database -from api.schemas import CountryCount, PaginatedTitlesResponse, StatsResponse, TitleResponse +from api.schemas import ( + CountryCount, + PaginatedTitlesResponse, + StatsResponse, + TitleResponse, +) from ingestion.models import VALID_TYPES router = APIRouter() From add32ad1c82a0acb1229ccfc22a0ac8834c4b770 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 15:37:12 +0530 Subject: [PATCH 25/57] add rag dependencies and config --- .env.example | 2 ++ .gitignore | 4 ++++ requirements.txt | 5 ++++- 3 files changed, 10 insertions(+), 1 deletion(-) diff --git a/.env.example b/.env.example index e69de29..a698181 100644 --- a/.env.example +++ b/.env.example @@ -0,0 +1,2 @@ +GROQ_API_KEY=your_groq_api_key_here +GROQ_MODEL=llama-3.3-70b-versatile \ No newline at end of file diff --git a/.gitignore b/.gitignore index 344edd2..b0d181c 100644 --- a/.gitignore +++ b/.gitignore @@ -16,6 +16,7 @@ venv/ *.db *.sqlite *.sqlite3 +data/chroma_db/ # OS/editor files .DS_Store @@ -29,3 +30,6 @@ build/ # Local inspection exports data/*.xlsx data/*_preview.csv + +# Local RAG vector index +data/chroma_db/ diff --git a/requirements.txt b/requirements.txt index 5dc84d1..30b9cf2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,4 +7,7 @@ python-dotenv==1.0.1 numpy==2.2.1 pandas==2.2.3 ipykernel==6.29.5 -openpyxl==3.1.5 \ No newline at end of file +openpyxl==3.1.5 +chromadb==1.5.9 +sentence-transformers==5.4.1 +groq==1.2.0 \ No newline at end of file From 04b17ed0de6ace692170aabd2a8831aaf516836c Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:14:44 +0530 Subject: [PATCH 26/57] build rag title documents --- rag/documents.py | 137 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 137 insertions(+) create mode 100644 rag/documents.py diff --git a/rag/documents.py b/rag/documents.py new file mode 100644 index 0000000..2c74e5d --- /dev/null +++ b/rag/documents.py @@ -0,0 +1,137 @@ +"""Build searchable RAG documents from the cleaned Netflix database.""" + +from __future__ import annotations + +import sqlite3 +from dataclasses import dataclass + +from api.database import connect_database + + +@dataclass +class TitleDocument: + """A catalogue title represented as text plus metadata for retrieval.""" + + show_id: str + title: str + text: str + metadata: dict[str, str | int | None] + + +def fetch_child_values( + connection: sqlite3.Connection, + *, + table_name: str, + value_column: str, + show_id: str, +) -> list[str]: + """Fetch ordered child-table values for one title.""" + rows = connection.execute( + f""" + SELECT {value_column} + FROM {table_name} + WHERE show_id = ? + ORDER BY position + """, + (show_id,), + ).fetchall() + + return [str(row[value_column]) for row in rows] + + +def build_document_text( + *, + row: sqlite3.Row, + countries: list[str], + genres: list[str], + cast: list[str], + directors: list[str], +) -> str: + """Build the text that will be embedded for one Netflix title.""" + duration = "Unknown" + if row["duration_value"] is not None and row["duration_unit"] is not None: + duration = f"{row['duration_value']} {row['duration_unit']}" + + parts = [ + f"Title: {row['title']}", + f"Type: {row['type']}", + f"Release year: {row['release_year']}", + f"Rating: {row['rating']}", + f"Duration: {duration}", + f"Countries: {', '.join(countries)}", + f"Genres: {', '.join(genres)}", + f"Directors: {', '.join(directors)}", + f"Cast: {', '.join(cast)}", + f"Description: {row['description']}", + ] + + return "\n".join(parts) + + +def load_title_documents() -> list[TitleDocument]: + """Load all cleaned titles from SQLite and convert them to RAG documents.""" + documents: list[TitleDocument] = [] + + with connect_database() as connection: + rows = connection.execute( + """ + SELECT show_id, type, title, release_year, rating, duration_value, + duration_unit, date_added, description + FROM titles + ORDER BY show_id + """ + ).fetchall() + + for row in rows: + show_id = str(row["show_id"]) + countries = fetch_child_values( + connection, + table_name="title_countries", + value_column="country", + show_id=show_id, + ) + genres = fetch_child_values( + connection, + table_name="title_genres", + value_column="genre", + show_id=show_id, + ) + cast = fetch_child_values( + connection, + table_name="title_cast", + value_column="actor_name", + show_id=show_id, + ) + directors = fetch_child_values( + connection, + table_name="title_directors", + value_column="director_name", + show_id=show_id, + ) + + text = build_document_text( + row=row, + countries=countries, + genres=genres, + cast=cast, + directors=directors, + ) + + documents.append( + TitleDocument( + show_id=show_id, + title=str(row["title"]), + text=text, + metadata={ + "show_id": show_id, + "title": str(row["title"]), + "type": str(row["type"]), + "release_year": int(row["release_year"]), + "rating": str(row["rating"]), + "countries": ", ".join(countries), + "genres": ", ".join(genres), + }, + ) + ) + + return documents From 6dbf1473e81eacb811e06ac1fa99e87619d33f97 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:31:10 +0530 Subject: [PATCH 27/57] add chroma rag index builder --- rag/config.py | 16 +++++++++++ rag/index.py | 80 +++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 96 insertions(+) create mode 100644 rag/config.py create mode 100644 rag/index.py diff --git a/rag/config.py b/rag/config.py new file mode 100644 index 0000000..86db691 --- /dev/null +++ b/rag/config.py @@ -0,0 +1,16 @@ +"""Configuration values for the RAG pipeline.""" + +from __future__ import annotations + +import os +from pathlib import Path + +CHROMA_PATH = Path(os.environ.get("CHROMA_PATH", "data/chroma_db")) +CHROMA_COLLECTION_NAME = os.environ.get("CHROMA_COLLECTION_NAME", "netflix_titles") +EMBEDDING_MODEL_NAME = os.environ.get( + "EMBEDDING_MODEL_NAME", + "sentence-transformers/all-MiniLM-L6-v2", +) +GROQ_MODEL = os.environ.get("GROQ_MODEL", "llama-3.3-70b-versatile") +RAG_BATCH_SIZE = int(os.environ.get("RAG_BATCH_SIZE", "128")) +RAG_TOP_K = int(os.environ.get("RAG_TOP_K", "5")) diff --git a/rag/index.py b/rag/index.py new file mode 100644 index 0000000..9a14fe4 --- /dev/null +++ b/rag/index.py @@ -0,0 +1,80 @@ +"""Build a persistent Chroma vector index for Netflix title documents.""" + +from __future__ import annotations + +import logging +import shutil +from pathlib import Path +from typing import TypeVar + +import chromadb +from sentence_transformers import SentenceTransformer + +from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, EMBEDDING_MODEL_NAME, RAG_BATCH_SIZE +from rag.documents import TitleDocument, load_title_documents + +logger = logging.getLogger(__name__) + +T = TypeVar("T") + + +def reset_chroma_directory(path: Path) -> None: + """Remove an old local Chroma index before rebuilding.""" + if path.exists(): + shutil.rmtree(path) + + path.mkdir(parents=True, exist_ok=True) + + +def batched(items: list[T], batch_size: int) -> list[list[T]]: + """Split a list into fixed-size batches.""" + return [ + items[index : index + batch_size] + for index in range(0, len(items), batch_size) + ] + + +def add_documents_to_collection( + collection: chromadb.Collection, + model: SentenceTransformer, + documents: list[TitleDocument], +) -> None: + """Embed documents in batches and add them to Chroma.""" + for document_batch in batched(documents, RAG_BATCH_SIZE): + texts = [document.text for document in document_batch] + embeddings = model.encode(texts, normalize_embeddings=True).tolist() + + collection.add( + ids=[document.show_id for document in document_batch], + documents=texts, + metadatas=[document.metadata for document in document_batch], + embeddings=embeddings, + ) + + +def build_index() -> None: + """Embed all title documents and save them in a local Chroma collection.""" + logging.basicConfig(level=logging.INFO, format="%(levelname)s: %(message)s") + + documents = load_title_documents() + + if not documents: + raise ValueError("No title documents found. Run `python ingest.py` first.") + + reset_chroma_directory(CHROMA_PATH) + + model = SentenceTransformer(EMBEDDING_MODEL_NAME) + client = chromadb.PersistentClient(path=str(CHROMA_PATH)) + collection = client.get_or_create_collection(name=CHROMA_COLLECTION_NAME) + + add_documents_to_collection(collection, model, documents) + + logger.info("RAG index built") + logger.info("Documents indexed: %s", len(documents)) + logger.info("Chroma path: %s", CHROMA_PATH) + logger.info("Collection: %s", CHROMA_COLLECTION_NAME) + logger.info("Embedding model: %s", EMBEDDING_MODEL_NAME) + + +if __name__ == "__main__": + build_index() From 4e690132bbd8187809eb0c55e67fe8fc539e6ac9 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:31:45 +0530 Subject: [PATCH 28/57] fixed gitignore --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index b0d181c..1b2a90b 100644 --- a/.gitignore +++ b/.gitignore @@ -16,7 +16,7 @@ venv/ *.db *.sqlite *.sqlite3 -data/chroma_db/ + # OS/editor files .DS_Store From cb074e224cde3b34b6b1709a75792632452270fb Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:33:18 +0530 Subject: [PATCH 29/57] add chroma title retriever --- rag/retriever.py | 69 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 69 insertions(+) create mode 100644 rag/retriever.py diff --git a/rag/retriever.py b/rag/retriever.py new file mode 100644 index 0000000..71700cb --- /dev/null +++ b/rag/retriever.py @@ -0,0 +1,69 @@ +"""Retrieve relevant Netflix titles from the Chroma vector store.""" + +from __future__ import annotations + +from dataclasses import dataclass +from typing import Any + +import chromadb +from sentence_transformers import SentenceTransformer + +from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, EMBEDDING_MODEL_NAME, RAG_TOP_K + + +@dataclass +class RetrievedTitle: + """A title retrieved from the vector store.""" + + show_id: str + title: str + text: str + metadata: dict[str, Any] + distance: float + + +class TitleRetriever: + """Chroma-backed retriever for Netflix title documents.""" + + def __init__(self) -> None: + if not CHROMA_PATH.exists(): + raise FileNotFoundError("Chroma index not found. Run `python -m rag.index` first.") + + self.model = SentenceTransformer(EMBEDDING_MODEL_NAME) + self.client = chromadb.PersistentClient(path=str(CHROMA_PATH)) + self.collection = self.client.get_collection(name=CHROMA_COLLECTION_NAME) + + def retrieve(self, question: str, top_k: int = RAG_TOP_K) -> list[RetrievedTitle]: + """Return the most relevant catalogue titles for a question.""" + query_embedding = self.model.encode( + [question], + normalize_embeddings=True, + ).tolist()[0] + + result = self.collection.query( + query_embeddings=[query_embedding], + n_results=top_k, + include=["documents", "metadatas", "distances"], + ) + + ids = result["ids"][0] + documents = result["documents"][0] + metadatas = result["metadatas"][0] + distances = result["distances"][0] + + return [ + RetrievedTitle( + show_id=str(item_id), + title=str(metadata.get("title", "")), + text=str(document), + metadata=dict(metadata), + distance=float(distance), + ) + for item_id, document, metadata, distance in zip( + ids, + documents, + metadatas, + distances, + strict=True, + ) + ] From 28132aed71e13c84de9bc3f542b6fe0bc5521c6c Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:33:37 +0530 Subject: [PATCH 30/57] add groq grounded answer client --- rag/llm.py | 78 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 78 insertions(+) create mode 100644 rag/llm.py diff --git a/rag/llm.py b/rag/llm.py new file mode 100644 index 0000000..30aa978 --- /dev/null +++ b/rag/llm.py @@ -0,0 +1,78 @@ +"""Groq LLM client for grounded Netflix catalogue answers.""" + +from __future__ import annotations + +import os + +from dotenv import load_dotenv +from groq import Groq + +from rag.config import GROQ_MODEL +from rag.retriever import RetrievedTitle + +SYSTEM_MESSAGE = "You answer only from the provided Netflix catalogue sources." + + +def build_context(titles: list[RetrievedTitle]) -> str: + """Format retrieved titles as grounded context for the LLM.""" + blocks = [] + + for index, title in enumerate(titles, start=1): + blocks.append( + f"Source {index}\n" + f"show_id: {title.show_id}\n" + f"title: {title.title}\n" + f"{title.text}" + ) + + return "\n\n---\n\n".join(blocks) + + +def build_prompt(question: str, titles: list[RetrievedTitle]) -> str: + """Build the user prompt for grounded catalogue Q&A.""" + context = build_context(titles) + + return f""" +You are a Netflix catalogue assistant. + +Answer the user's question using ONLY the catalogue sources below. +Do not use outside knowledge. +If the sources do not contain enough evidence, say that the provided catalogue does not contain enough information. +Mention the title names you used in the answer. +Keep the answer concise. +Do not invent titles, actors, countries, ratings, or years. + +User question: +{question} + +Catalogue sources: +{context} +""".strip() + + +def answer_with_groq(question: str, titles: list[RetrievedTitle]) -> str: + """Send retrieved titles to Groq and return a grounded answer.""" + load_dotenv() + + api_key = os.environ.get("GROQ_API_KEY") + if not api_key: + raise RuntimeError("GROQ_API_KEY is not set. Add it to your .env file.") + + client = Groq(api_key=api_key) + + response = client.chat.completions.create( + model=GROQ_MODEL, + messages=[ + {"role": "system", "content": SYSTEM_MESSAGE}, + {"role": "user", "content": build_prompt(question, titles)}, + ], + temperature=0.2, + max_completion_tokens=500, + ) + + content = response.choices[0].message.content + + if content is None: + raise RuntimeError("Groq returned an empty response.") + + return content.strip() From 3cbcc50cb2154ebb35fe286d8b6a3642c8ec4336 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:33:47 +0530 Subject: [PATCH 31/57] add rag question service --- rag/service.py | 47 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) create mode 100644 rag/service.py diff --git a/rag/service.py b/rag/service.py new file mode 100644 index 0000000..a4c77b8 --- /dev/null +++ b/rag/service.py @@ -0,0 +1,47 @@ +"""RAG service that retrieves titles and asks Groq for an answer.""" + +from __future__ import annotations + +from dataclasses import dataclass + +from rag.config import RAG_TOP_K +from rag.llm import answer_with_groq +from rag.retriever import TitleRetriever + + +@dataclass +class AnswerSource: + """A source title used in a RAG answer.""" + + show_id: str + title: str + + +@dataclass +class AskResult: + """Final RAG answer plus source titles.""" + + answer: str + sources: list[AnswerSource] + + +def ask_question(question: str, top_k: int = RAG_TOP_K) -> AskResult: + """Retrieve relevant titles, ask Groq, and return answer with sources.""" + retriever = TitleRetriever() + retrieved_titles = retriever.retrieve(question, top_k=top_k) + + if not retrieved_titles: + return AskResult( + answer="I could not find relevant titles in the provided catalogue.", + sources=[], + ) + + answer = answer_with_groq(question, retrieved_titles) + + return AskResult( + answer=answer, + sources=[ + AnswerSource(show_id=title.show_id, title=title.title) + for title in retrieved_titles + ], + ) From 97c1a9ffd4cb69ebab6b588bdb721ab69758af99 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:34:17 +0530 Subject: [PATCH 32/57] add ask api route --- api/ask.py | 34 ++++++++++++++++++++++++++++++++++ api/main.py | 4 +++- api/schemas.py | 20 ++++++++++++++++++++ 3 files changed, 57 insertions(+), 1 deletion(-) create mode 100644 api/ask.py diff --git a/api/ask.py b/api/ask.py new file mode 100644 index 0000000..b33e45f --- /dev/null +++ b/api/ask.py @@ -0,0 +1,34 @@ +"""FastAPI route for RAG-based Netflix catalogue Q&A.""" + +from __future__ import annotations + +from fastapi import APIRouter, HTTPException + +from api.schemas import AskRequest, AskResponse, AskSource +from rag.service import ask_question + +router = APIRouter() + + +@router.post("/ask", response_model=AskResponse) +def ask_catalogue(request: AskRequest) -> AskResponse: + """Answer a natural-language question using retrieved catalogue titles.""" + question = request.question.strip() + + if not question: + raise HTTPException(status_code=400, detail="question must not be empty") + + try: + result = ask_question(question) + except FileNotFoundError as error: + raise HTTPException(status_code=500, detail=str(error)) from error + except RuntimeError as error: + raise HTTPException(status_code=500, detail=str(error)) from error + + return AskResponse( + answer=result.answer, + sources=[ + AskSource(show_id=source.show_id, title=source.title) + for source in result.sources + ], + ) diff --git a/api/main.py b/api/main.py index c4f8319..44c7fee 100644 --- a/api/main.py +++ b/api/main.py @@ -4,15 +4,17 @@ from fastapi import FastAPI +from api.ask import router as ask_router from api.titles import router as titles_router app = FastAPI( title="Netflix Catalog Q&A System", - description="Structured search API for the cleaned Netflix catalogue.", + description="Structured search and RAG Q&A API for the cleaned Netflix catalogue.", version="0.1.0", ) app.include_router(titles_router) +app.include_router(ask_router) @app.get("/health") diff --git a/api/schemas.py b/api/schemas.py index 0880734..710071f 100644 --- a/api/schemas.py +++ b/api/schemas.py @@ -45,3 +45,23 @@ class StatsResponse(BaseModel): total_titles: int count_by_type: dict[str, int] top_countries: list[CountryCount] + + +class AskRequest(BaseModel): + """Request body for the RAG Q&A endpoint.""" + + question: str + + +class AskSource(BaseModel): + """A source title used by the RAG answer.""" + + show_id: str + title: str + + +class AskResponse(BaseModel): + """Response from the RAG Q&A endpoint.""" + + answer: str + sources: list[AskSource] From 88449f2fdcd8c958034075716c34e299a0b2c0cc Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:35:10 +0530 Subject: [PATCH 33/57] format rag api code --- api/database.py | 4 +++- rag/index.py | 10 +++++++--- rag/retriever.py | 11 +++++++++-- 3 files changed, 19 insertions(+), 6 deletions(-) diff --git a/api/database.py b/api/database.py index 4261e7f..167745e 100644 --- a/api/database.py +++ b/api/database.py @@ -11,7 +11,9 @@ def connect_database(db_path: Path = DB_PATH) -> sqlite3.Connection: """Open the generated SQLite database with row access by column name.""" if not db_path.exists(): - raise FileNotFoundError(f"Database not found at {db_path}. Run `python ingest.py` first.") + raise FileNotFoundError( + f"Database not found at {db_path}. Run `python ingest.py` first." + ) connection = sqlite3.connect(db_path) connection.row_factory = sqlite3.Row diff --git a/rag/index.py b/rag/index.py index 9a14fe4..a664b1c 100644 --- a/rag/index.py +++ b/rag/index.py @@ -10,7 +10,12 @@ import chromadb from sentence_transformers import SentenceTransformer -from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, EMBEDDING_MODEL_NAME, RAG_BATCH_SIZE +from rag.config import ( + CHROMA_COLLECTION_NAME, + CHROMA_PATH, + EMBEDDING_MODEL_NAME, + RAG_BATCH_SIZE, +) from rag.documents import TitleDocument, load_title_documents logger = logging.getLogger(__name__) @@ -29,8 +34,7 @@ def reset_chroma_directory(path: Path) -> None: def batched(items: list[T], batch_size: int) -> list[list[T]]: """Split a list into fixed-size batches.""" return [ - items[index : index + batch_size] - for index in range(0, len(items), batch_size) + items[index : index + batch_size] for index in range(0, len(items), batch_size) ] diff --git a/rag/retriever.py b/rag/retriever.py index 71700cb..8c93335 100644 --- a/rag/retriever.py +++ b/rag/retriever.py @@ -8,7 +8,12 @@ import chromadb from sentence_transformers import SentenceTransformer -from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, EMBEDDING_MODEL_NAME, RAG_TOP_K +from rag.config import ( + CHROMA_COLLECTION_NAME, + CHROMA_PATH, + EMBEDDING_MODEL_NAME, + RAG_TOP_K, +) @dataclass @@ -27,7 +32,9 @@ class TitleRetriever: def __init__(self) -> None: if not CHROMA_PATH.exists(): - raise FileNotFoundError("Chroma index not found. Run `python -m rag.index` first.") + raise FileNotFoundError( + "Chroma index not found. Run `python -m rag.index` first." + ) self.model = SentenceTransformer(EMBEDDING_MODEL_NAME) self.client = chromadb.PersistentClient(path=str(CHROMA_PATH)) From 482e7864a701d63d17d3b495c0b8b8dc7cae6ac4 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:49:54 +0530 Subject: [PATCH 34/57] add api endpoint tests --- tests/test_api.py | 108 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 108 insertions(+) create mode 100644 tests/test_api.py diff --git a/tests/test_api.py b/tests/test_api.py new file mode 100644 index 0000000..df498f4 --- /dev/null +++ b/tests/test_api.py @@ -0,0 +1,108 @@ +from __future__ import annotations + +from types import SimpleNamespace + +import pytest +from fastapi.testclient import TestClient + +from api.main import app +from ingestion.pipeline import run_ingestion + + +@pytest.fixture(scope="module", autouse=True) +def build_test_database() -> None: + """Create the SQLite database used by API tests.""" + run_ingestion() + + +client = TestClient(app) + + +def test_health_check_returns_ok() -> None: + """Health endpoint should confirm the API is running.""" + response = client.get("/health") + + assert response.status_code == 200 + assert response.json() == {"status": "ok"} + + +def test_titles_filter_by_country_and_type() -> None: + """Filtering by country and type should return matching titles only.""" + response = client.get("/titles?country=India&type=Movie&page=1&page_size=5") + + assert response.status_code == 200 + + body = response.json() + assert body["page"] == 1 + assert body["page_size"] == 5 + assert body["total"] > 0 + assert len(body["items"]) > 0 + + for item in body["items"]: + assert item["type"] == "Movie" + assert "India" in item["countries"] + + +def test_get_title_returns_404_for_missing_show_id() -> None: + """Unknown show_id should return a clean 404 response.""" + response = client.get("/titles/DOES_NOT_EXIST") + + assert response.status_code == 404 + assert response.json()["detail"] == "Title not found" + + +def test_stats_returns_expected_structure() -> None: + """Stats endpoint should return totals, type counts, and top countries.""" + response = client.get("/stats") + + assert response.status_code == 200 + + body = response.json() + assert body["total_titles"] == 6233 + assert "Movie" in body["count_by_type"] + assert "TV Show" in body["count_by_type"] + assert len(body["top_countries"]) == 10 + + top_country_names = [item["country"] for item in body["top_countries"]] + assert "United States" in top_country_names + assert "Unknown" not in top_country_names + + +def test_ask_rejects_empty_question() -> None: + """Ask endpoint should reject blank questions before calling RAG.""" + response = client.post("/ask", json={"question": " "}) + + assert response.status_code == 400 + assert response.json()["detail"] == "question must not be empty" + + +def test_ask_returns_answer_and_sources(monkeypatch: pytest.MonkeyPatch) -> None: + """Ask endpoint should return the RAG answer and source titles.""" + fake_result = SimpleNamespace( + answer="Try Sarkar from the catalogue.", + sources=[ + SimpleNamespace(show_id="81075235", title="Sarkar"), + ], + ) + + def fake_ask_question(question: str) -> SimpleNamespace: + assert question == "Suggest an Indian political movie" + return fake_result + + monkeypatch.setattr("api.ask.ask_question", fake_ask_question) + + response = client.post( + "/ask", + json={"question": "Suggest an Indian political movie"}, + ) + + assert response.status_code == 200 + assert response.json() == { + "answer": "Try Sarkar from the catalogue.", + "sources": [ + { + "show_id": "81075235", + "title": "Sarkar", + } + ], + } From b1a96b9c608a26cef92dc2c54502b8610fcbd6cb Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 16:59:42 +0530 Subject: [PATCH 35/57] simplify core tests --- tests/test_api.py | 52 +++----------------- tests/test_ingestion.py | 105 +++++++--------------------------------- 2 files changed, 25 insertions(+), 132 deletions(-) diff --git a/tests/test_api.py b/tests/test_api.py index df498f4..cabb11d 100644 --- a/tests/test_api.py +++ b/tests/test_api.py @@ -18,14 +18,6 @@ def build_test_database() -> None: client = TestClient(app) -def test_health_check_returns_ok() -> None: - """Health endpoint should confirm the API is running.""" - response = client.get("/health") - - assert response.status_code == 200 - assert response.json() == {"status": "ok"} - - def test_titles_filter_by_country_and_type() -> None: """Filtering by country and type should return matching titles only.""" response = client.get("/titles?country=India&type=Movie&page=1&page_size=5") @@ -33,8 +25,6 @@ def test_titles_filter_by_country_and_type() -> None: assert response.status_code == 200 body = response.json() - assert body["page"] == 1 - assert body["page_size"] == 5 assert body["total"] > 0 assert len(body["items"]) > 0 @@ -51,33 +41,8 @@ def test_get_title_returns_404_for_missing_show_id() -> None: assert response.json()["detail"] == "Title not found" -def test_stats_returns_expected_structure() -> None: - """Stats endpoint should return totals, type counts, and top countries.""" - response = client.get("/stats") - - assert response.status_code == 200 - - body = response.json() - assert body["total_titles"] == 6233 - assert "Movie" in body["count_by_type"] - assert "TV Show" in body["count_by_type"] - assert len(body["top_countries"]) == 10 - - top_country_names = [item["country"] for item in body["top_countries"]] - assert "United States" in top_country_names - assert "Unknown" not in top_country_names - - -def test_ask_rejects_empty_question() -> None: - """Ask endpoint should reject blank questions before calling RAG.""" - response = client.post("/ask", json={"question": " "}) - - assert response.status_code == 400 - assert response.json()["detail"] == "question must not be empty" - - def test_ask_returns_answer_and_sources(monkeypatch: pytest.MonkeyPatch) -> None: - """Ask endpoint should return the RAG answer and source titles.""" + """Ask endpoint should return an answer and at least one source.""" fake_result = SimpleNamespace( answer="Try Sarkar from the catalogue.", sources=[ @@ -97,12 +62,9 @@ def fake_ask_question(question: str) -> SimpleNamespace: ) assert response.status_code == 200 - assert response.json() == { - "answer": "Try Sarkar from the catalogue.", - "sources": [ - { - "show_id": "81075235", - "title": "Sarkar", - } - ], - } + + body = response.json() + assert body["answer"] + assert len(body["sources"]) >= 1 + assert body["sources"][0]["show_id"] == "81075235" + assert body["sources"][0]["title"] == "Sarkar" diff --git a/tests/test_ingestion.py b/tests/test_ingestion.py index 4194ca8..2ad6a66 100644 --- a/tests/test_ingestion.py +++ b/tests/test_ingestion.py @@ -1,12 +1,11 @@ from __future__ import annotations import csv -import sqlite3 from pathlib import Path -from ingestion.cleaning import clean_row, split_list +from ingestion.cleaning import clean_row from ingestion.models import EXPECTED_COLUMNS, IngestStats -from ingestion.pipeline import load_clean_titles, run_ingestion +from ingestion.pipeline import load_clean_titles def write_csv(path: Path, rows: list[dict[str, str]]) -> None: @@ -39,23 +38,22 @@ def minimal_row(**overrides: str) -> dict[str, str]: return row -def test_split_list_removes_empty_and_duplicate_items() -> None: - """List cleaning should remove blanks and repeated values.""" - stats = IngestStats() +def test_ingestion_drops_missing_title(tmp_path: Path) -> None: + """Rows without a title should be dropped during ingestion.""" + csv_path = tmp_path / "missing_title.csv" - values = split_list( - "India, United States, India, ", - field_name="country", - stats=stats, - ) + write_csv(csv_path, [minimal_row(title="")]) + + titles, stats = load_clean_titles(csv_path) - assert values == ["India", "United States"] - assert stats.fixes["removed_empty_country_items"] == 1 - assert stats.fixes["removed_duplicate_country_items"] == 1 + assert titles == [] + assert stats.rows_read == 1 + assert stats.rows_dropped == 1 + assert stats.dropped_reasons["missing_or_invalid_title"] == 1 -def test_clean_row_parses_date_duration_and_rating() -> None: - """A valid row should be cleaned into the expected structured fields.""" +def test_clean_row_parses_metadata_fields() -> None: + """A valid row should parse dates, duration, ratings, and missing metadata.""" stats = IngestStats() cleaned = clean_row(minimal_row(), stats) @@ -65,93 +63,26 @@ def test_clean_row_parses_date_duration_and_rating() -> None: assert cleaned.duration_value == 90 assert cleaned.duration_unit == "minutes" assert cleaned.rating == "Not Rated" - - -def test_clean_row_uses_unknown_for_missing_optional_metadata() -> None: - """Missing display metadata should become Unknown instead of dropping the row.""" - stats = IngestStats() - - cleaned = clean_row( - minimal_row(director="", cast="", country="", rating=""), - stats, - ) - - assert cleaned is not None assert cleaned.directors == ["Unknown"] assert cleaned.cast_members == ["Unknown"] assert cleaned.countries == ["Unknown"] - assert cleaned.rating == "Unknown" - - -def test_clean_row_drops_missing_required_title() -> None: - """Rows without a title should be treated as unusable.""" - stats = IngestStats() - - cleaned = clean_row(minimal_row(title=""), stats) - - assert cleaned is None - assert stats.rows_dropped == 1 - assert stats.dropped_reasons["missing_or_invalid_title"] == 1 - -def test_load_clean_titles_drops_duplicate_show_id(tmp_path: Path) -> None: - """Rows with duplicate show_id should keep only the first row.""" - csv_path = tmp_path / "duplicate_show_id.csv" - write_csv( - csv_path, - [ - minimal_row(show_id="s1", title="First"), - minimal_row(show_id="s1", title="Second"), - ], - ) - - titles, stats = load_clean_titles(csv_path) - - assert len(titles) == 1 - assert titles[0].title == "First" - assert stats.rows_read == 2 - assert stats.rows_dropped == 1 - assert stats.dropped_reasons["duplicate_show_id"] == 1 - - -def test_load_clean_titles_drops_duplicate_content_except_show_id( - tmp_path: Path, -) -> None: +def test_ingestion_drops_duplicate_content_except_show_id(tmp_path: Path) -> None: """Rows with identical cleaned content except show_id should be deduplicated.""" csv_path = tmp_path / "duplicate_content.csv" write_csv( csv_path, [ - minimal_row(show_id="s1", title="Same"), - minimal_row(show_id="s2", title="Same"), + minimal_row(show_id="s1", title="Same Title"), + minimal_row(show_id="s2", title="Same Title"), ], ) titles, stats = load_clean_titles(csv_path) assert [title.show_id for title in titles] == ["s1"] + assert stats.rows_read == 2 assert stats.rows_dropped == 1 assert stats.dropped_reasons["duplicate_content_except_show_id"] == 1 - - -def test_run_ingestion_writes_sqlite_database(tmp_path: Path) -> None: - """The full ingestion runner should create a usable SQLite database.""" - csv_path = tmp_path / "netflix_titles.csv" - db_path = tmp_path / "netflix.db" - - write_csv(csv_path, [minimal_row(show_id="s1")]) - - run_ingestion(csv_path=csv_path, db_path=db_path) - - assert db_path.exists() - - with sqlite3.connect(db_path) as connection: - title_count = connection.execute("SELECT COUNT(*) FROM titles").fetchone()[0] - country_count = connection.execute( - "SELECT COUNT(*) FROM title_countries" - ).fetchone()[0] - - assert title_count == 1 - assert country_count == 1 From 826686a937d5e0d713535ee946262dee9a08f4ef Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 17:07:23 +0530 Subject: [PATCH 36/57] tighten rag grounding and source selection --- rag/llm.py | 124 +++++++++++++++++++++++++++++++++++++++++++------ rag/service.py | 41 +++++++++++----- 2 files changed, 141 insertions(+), 24 deletions(-) diff --git a/rag/llm.py b/rag/llm.py index 30aa978..c83d1ed 100644 --- a/rag/llm.py +++ b/rag/llm.py @@ -2,7 +2,9 @@ from __future__ import annotations +import json import os +from dataclasses import dataclass from dotenv import load_dotenv from groq import Groq @@ -10,7 +12,78 @@ from rag.config import GROQ_MODEL from rag.retriever import RetrievedTitle -SYSTEM_MESSAGE = "You answer only from the provided Netflix catalogue sources." +SYSTEM_MESSAGE = """ +You are a Netflix catalogue Q&A assistant. + +Rules: +- Use only the provided catalogue sources. +- Do not use outside knowledge. +- Do not invent titles, actors, countries, ratings, years, or plot details. +- If the sources do not support the question, say the catalogue does not contain enough information. +- Only cite show_ids that you actually used in the answer. +- Return valid JSON only. Do not wrap it in markdown. +""".strip() + +FEW_SHOT_EXAMPLES = """ +Example 1 + +User question: +Suggest an Indian comedy movie. + +Catalogue sources: +Source 1 +show_id: 111 +title: Example Comedy +Title: Example Comedy +Type: Movie +Countries: India +Genres: Comedies +Description: A light comedy about family confusion. + +Source 2 +show_id: 222 +title: Example Thriller +Title: Example Thriller +Type: Movie +Countries: India +Genres: Thrillers +Description: A dark crime story. + +Correct JSON response: +{ + "answer": "A good match is Example Comedy. It is an Indian movie listed under Comedies, so it fits your request.", + "used_show_ids": ["111"] +} + +Example 2 + +User question: +Which catalogue titles are about space travel? + +Catalogue sources: +Source 1 +show_id: 333 +title: Ocean Story +Title: Ocean Story +Type: Movie +Countries: United States +Genres: Documentaries +Description: A documentary about marine life. + +Correct JSON response: +{ + "answer": "The provided catalogue sources do not contain enough information to recommend a title about space travel.", + "used_show_ids": [] +} +""".strip() + + +@dataclass +class LLMAnswer: + """Parsed LLM answer with the source ids it used.""" + + answer: str + used_show_ids: list[str] def build_context(titles: list[RetrievedTitle]) -> str: @@ -29,29 +102,54 @@ def build_context(titles: list[RetrievedTitle]) -> str: def build_prompt(question: str, titles: list[RetrievedTitle]) -> str: - """Build the user prompt for grounded catalogue Q&A.""" + """Build a guarded few-shot prompt for grounded catalogue Q&A.""" context = build_context(titles) return f""" -You are a Netflix catalogue assistant. +{FEW_SHOT_EXAMPLES} -Answer the user's question using ONLY the catalogue sources below. -Do not use outside knowledge. -If the sources do not contain enough evidence, say that the provided catalogue does not contain enough information. -Mention the title names you used in the answer. -Keep the answer concise. -Do not invent titles, actors, countries, ratings, or years. +Now answer the actual user question. User question: {question} Catalogue sources: {context} + +Return JSON with exactly these keys: +- "answer": string +- "used_show_ids": list of strings + +Important: +- The answer must be based only on the catalogue sources above. +- "used_show_ids" must include only show_ids that directly support the answer. +- If none of the sources support the question, use an empty list for "used_show_ids". """.strip() -def answer_with_groq(question: str, titles: list[RetrievedTitle]) -> str: - """Send retrieved titles to Groq and return a grounded answer.""" +def parse_llm_json(content: str) -> LLMAnswer: + """Parse the JSON-only response returned by the LLM.""" + try: + payload = json.loads(content) + except json.JSONDecodeError as error: + raise RuntimeError("Groq returned invalid JSON.") from error + + answer = payload.get("answer") + used_show_ids = payload.get("used_show_ids") + + if not isinstance(answer, str) or not answer.strip(): + raise RuntimeError("Groq response did not contain a valid answer.") + + if not isinstance(used_show_ids, list): + raise RuntimeError("Groq response did not contain used_show_ids.") + + clean_show_ids = [str(show_id) for show_id in used_show_ids] + + return LLMAnswer(answer=answer.strip(), used_show_ids=clean_show_ids) + + +def answer_with_groq(question: str, titles: list[RetrievedTitle]) -> LLMAnswer: + """Send retrieved titles to Groq and return a parsed grounded answer.""" load_dotenv() api_key = os.environ.get("GROQ_API_KEY") @@ -66,7 +164,7 @@ def answer_with_groq(question: str, titles: list[RetrievedTitle]) -> str: {"role": "system", "content": SYSTEM_MESSAGE}, {"role": "user", "content": build_prompt(question, titles)}, ], - temperature=0.2, + temperature=0.1, max_completion_tokens=500, ) @@ -75,4 +173,4 @@ def answer_with_groq(question: str, titles: list[RetrievedTitle]) -> str: if content is None: raise RuntimeError("Groq returned an empty response.") - return content.strip() + return parse_llm_json(content.strip()) diff --git a/rag/service.py b/rag/service.py index a4c77b8..f03f566 100644 --- a/rag/service.py +++ b/rag/service.py @@ -3,10 +3,11 @@ from __future__ import annotations from dataclasses import dataclass +from functools import lru_cache from rag.config import RAG_TOP_K from rag.llm import answer_with_groq -from rag.retriever import TitleRetriever +from rag.retriever import RetrievedTitle, TitleRetriever @dataclass @@ -25,9 +26,32 @@ class AskResult: sources: list[AnswerSource] +@lru_cache(maxsize=1) +def get_retriever() -> TitleRetriever: + """Create the retriever once and reuse it across requests.""" + return TitleRetriever() + + +def select_used_sources( + retrieved_titles: list[RetrievedTitle], + used_show_ids: list[str], +) -> list[AnswerSource]: + """Return only retrieved sources that the LLM said it used.""" + title_by_id = {title.show_id: title for title in retrieved_titles} + sources = [] + + for show_id in used_show_ids: + title = title_by_id.get(show_id) + + if title is not None: + sources.append(AnswerSource(show_id=title.show_id, title=title.title)) + + return sources + + def ask_question(question: str, top_k: int = RAG_TOP_K) -> AskResult: - """Retrieve relevant titles, ask Groq, and return answer with sources.""" - retriever = TitleRetriever() + """Retrieve relevant titles, ask Groq, and return answer with used sources.""" + retriever = get_retriever() retrieved_titles = retriever.retrieve(question, top_k=top_k) if not retrieved_titles: @@ -36,12 +60,7 @@ def ask_question(question: str, top_k: int = RAG_TOP_K) -> AskResult: sources=[], ) - answer = answer_with_groq(question, retrieved_titles) + llm_answer = answer_with_groq(question, retrieved_titles) + sources = select_used_sources(retrieved_titles, llm_answer.used_show_ids) - return AskResult( - answer=answer, - sources=[ - AnswerSource(show_id=title.show_id, title=title.title) - for title in retrieved_titles - ], - ) + return AskResult(answer=llm_answer.answer, sources=sources) From f091c3373685229eaafa1a1a85f2ed084ba8ad8f Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 17:08:52 +0530 Subject: [PATCH 37/57] tighten rag grounding and source selection --- rag/llm.py | 1 + 1 file changed, 1 insertion(+) diff --git a/rag/llm.py b/rag/llm.py index c83d1ed..ff6e0c2 100644 --- a/rag/llm.py +++ b/rag/llm.py @@ -22,6 +22,7 @@ - If the sources do not support the question, say the catalogue does not contain enough information. - Only cite show_ids that you actually used in the answer. - Return valid JSON only. Do not wrap it in markdown. +- For recommendation questions, suggest up to 4 relevant titles when the sources support them. """.strip() FEW_SHOT_EXAMPLES = """ From 007f6a15eb9811d9b2350bd5f43004c7df141beb Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 17:16:26 +0530 Subject: [PATCH 38/57] updated readme --- README.md | 366 +++++++++++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 352 insertions(+), 14 deletions(-) diff --git a/README.md b/README.md index 65cdef2..9ee484a 100644 --- a/README.md +++ b/README.md @@ -1,37 +1,375 @@ # Netflix Catalog Q&A System -This repo implements **Part 1 (data ingestion)** of the assignment: cleaning `data/netflix_titles.csv` and writing a normalized SQLite database to `data/netflix.db`. Design/cleaning decisions are documented in `NOTES.md`. +This project is a backend system for searching and asking questions about a Netflix catalogue dataset. + +It has three main parts: + +1. Ingestion: cleans the raw Netflix CSV and stores it in SQLite. +2. Structured API: provides endpoints to browse titles, filter titles, fetch one title, and view stats. +3. RAG Q&A: retrieves relevant catalogue titles from Chroma and uses Groq to answer questions with source `show_id`s. + +The source dataset is: + +```text +data/netflix_titles.csv +``` + +Generated files like the SQLite database and Chroma vector index are not committed because they can be rebuilt locally. + +--- + +## Tech Stack + +- Python 3.10+ +- SQLite +- FastAPI +- Chroma +- sentence-transformers +- Groq +- pytest +- ruff + +--- + +## Project Structure + +```text +. +├── ingest.py +├── ingestion/ +│ ├── cleaning.py +│ ├── database.py +│ ├── duplicates.py +│ ├── models.py +│ └── pipeline.py +├── api/ +│ ├── ask.py +│ ├── database.py +│ ├── main.py +│ ├── schemas.py +│ └── titles.py +├── rag/ +│ ├── config.py +│ ├── documents.py +│ ├── index.py +│ ├── llm.py +│ ├── retriever.py +│ └── service.py +├── tests/ +│ ├── test_api.py +│ └── test_ingestion.py +├── data/ +│ └── netflix_titles.csv +├── NOTES.md +├── requirements.txt +└── README.md +``` + +--- ## Setup -Create a fresh virtualenv and install dependencies: +Clone the repository: + +```bash +git clone +cd intern-assignment +``` + +Create a virtual environment: ```bash python3 -m venv .venv +``` + +Activate the virtual environment: + +```bash source .venv/bin/activate +``` + +Install dependencies: + +```bash pip install -r requirements.txt ``` -## How to run +--- + +## Environment Variables + +Create a local `.env` file: + +```bash +cp .env.example .env +``` + +Open `.env` and add your Groq API key: + +```env +GROQ_API_KEY=your_groq_api_key_here +GROQ_MODEL=llama-3.3-70b-versatile +``` + +The Groq API key is required for the `/ask` endpoint. + +Do not commit `.env`. + +--- + +## Run Data Ingestion + +Run this command from the project root: + +```bash +python ingest.py +``` + +This reads: + +```text +data/netflix_titles.csv +``` + +and creates: + +```text +data/netflix.db +``` + +The ingestion script prints a summary report with: + +- rows read +- rows loaded +- rows dropped +- missing values handled +- cleaning fixes applied + +Example output: + +```text +Ingestion complete +------------------ +Database written: data/netflix.db +Rows read: 6234 +Rows loaded: 6233 +Rows dropped: 1 +``` + +The generated SQLite database is ignored by Git because it can be rebuilt. + +--- + +## Build the RAG Index + +After ingestion, build the local Chroma vector index: + +```bash +python -m rag.index +``` + +This reads the cleaned SQLite database, builds one searchable document per title, embeds each document using `sentence-transformers/all-MiniLM-L6-v2`, and stores the vectors in: + +```text +data/chroma_db/ +``` + +The Chroma index is ignored by Git because it can be rebuilt. + +If the CSV or database changes, rerun: + +```bash +python ingest.py +python -m rag.index +``` + +--- + +## Run the API Server + +Start the FastAPI server: + +```bash +uvicorn api.main:app --reload +``` + +The API runs at: + +```text +http://127.0.0.1:8000 +``` + +Interactive API docs are available at: + +```text +http://127.0.0.1:8000/docs +``` + +--- + +## API Endpoints + +### Health Check + +```bash +curl http://127.0.0.1:8000/health +``` + +Example response: + +```json +{"status":"ok"} +``` + +--- + +### List Titles + +```bash +curl "http://127.0.0.1:8000/titles?page=1&page_size=5" +``` + +Supported query filters: + +- `country` +- `release_year` +- `type` +- `rating` +- `page` +- `page_size` + +Example: + +```bash +curl "http://127.0.0.1:8000/titles?country=India&type=Movie&page=1&page_size=5" +``` + +This returns paginated title results with countries, genres, cast, and directors. + +--- + +### Get One Title + +```bash +curl http://127.0.0.1:8000/titles/81075235 +``` + +This returns one title by `show_id`. + +--- + +### Catalogue Stats + +```bash +curl http://127.0.0.1:8000/stats +``` + +This returns: + +- total title count +- count by type +- top countries -Run ingestion end-to-end (CSV → cleaned SQLite DB + summary report): +--- + +### Ask a Question ```bash -python3 ingest.py +curl -X POST http://127.0.0.1:8000/ask \ + -H "Content-Type: application/json" \ + -d '{"question":"Suggest me an Indian comedy movie"}' ``` -Outputs: -- `data/netflix.db` (generated) -- A summary report printed to stdout (rows read/loaded/dropped + cleaning stats) +The `/ask` endpoint: + +1. embeds the user question +2. retrieves relevant titles from Chroma +3. sends the retrieved titles to Groq with a grounded prompt +4. returns an answer plus the source titles used + +Example response: + +```json +{ + "answer": "Good matches are Brahman Naman, Time Please, 15-Aug, and Rajnigandha. They are all Indian movies listed under Comedies, so they fit your request.", + "sources": [ + { + "show_id": "80097355", + "title": "Brahman Naman" + }, + { + "show_id": "80201815", + "title": "Time Please" + }, + { + "show_id": "81033429", + "title": "15-Aug" + }, + { + "show_id": "81213896", + "title": "Rajnigandha" + } + ] +} +``` -## How to test +--- + +## Run Tests + +Run the test suite: ```bash -python3 -m pytest -q +python -m pytest -q ``` -## Known limitations +The tests cover important behavior such as: + +- dropping unusable ingestion rows +- parsing metadata fields +- duplicate-content handling +- structured filtering +- 404 handling +- `/ask` returning an answer with sources + +--- + +## Linting + +Run ruff: + +```bash +ruff check . +``` + +To auto-fix import sorting and formatting issues: + +```bash +ruff check --select I --fix . +ruff format . +``` + +--- + +## Generated Files + +These files are generated locally and should not be committed: + +```text +.env +.venv/ +data/netflix.db +data/chroma_db/ +__pycache__/ +.pytest_cache/ +.ruff_cache/ +``` + +--- + +## Known Points + -- This is a **2019 snapshot** dataset; results should not be treated as the current Netflix catalogue. -- Missing metadata is normalized to `"Unknown"` for display fields, which mixes “missing” with a normal value in the child tables (see `NOTES.md`). -- Duplicate detection only drops **exact duplicate cleaned content** (except `show_id`); it does not attempt fuzzy/near-duplicate matching. +- Missing human-facing metadata is stored as `"Unknown"`, which is useful for display but means missing values are mixed with normal metadata values. +- The Chroma index must be rebuilt with `python -m rag.index` after changing the database. +- Retrieval uses one document per title. This works for this dataset size, but a much larger catalogue would need more optimized indexing and evaluation. From 9bc0f4a417f1eebea99b8ae4845f78c1820aa52c Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 17:24:24 +0530 Subject: [PATCH 39/57] update notes.md --- NOTES.md | 215 ++++++++++++++++++++++--------------------------------- 1 file changed, 86 insertions(+), 129 deletions(-) diff --git a/NOTES.md b/NOTES.md index 4d0462d..23c1964 100644 --- a/NOTES.md +++ b/NOTES.md @@ -1,165 +1,122 @@ # NOTES -## 1. CSV problems found - -The CSV was usable, but it needed cleaning before using it in the API or Q&A system. - -I found these main problems: - -- Some text fields had extra whitespace. The biggest issue was in `date_added`, where many values had leading spaces. -- A few title, description, and cast values had messy whitespace such as non-breaking spaces, newlines, tabs, or repeated spaces. -- Some `country` values ended with a trailing comma, which created empty values when splitting the field. -- Several optional metadata fields were missing: - - `director`: 1,969 rows - - `cast`: 570 rows - - `country`: 476 rows - - `date_added`: 11 rows - - `rating`: 10 rows -- Multi-value fields were stored as comma-separated strings: `country`, `listed_in`, `cast`, and `director`. -- `duration` was stored as text, for example `90 min`, `1 Season`, or `3 Seasons`. -- I found one duplicate-content row where all cleaned fields matched another row except `show_id`. - -## 2. What I fixed - -All cleaning happens in code. I did not manually edit `data/netflix_titles.csv`. - -The ingestion script currently does the following: - -- Cleans text by removing extra spaces, non-breaking spaces, newlines, tabs, and repeated whitespace. -- Converts missing human-facing metadata to `"Unknown"` for: - - `director` - - `cast` - - `country` - - `rating` - - `listed_in` -- Keeps missing `date_added` as `NULL` instead of `"Unknown"` because dates should stay sortable and filterable. -- Parses `date_added` into `YYYY-MM-DD`. -- Parses `release_year` as an integer. -- Splits `duration` into: - - `duration_value` - - `duration_unit` -- Normalized unclear rating abbreviations: `NR` to `Not Rated` and `UR` to `Unrated`. -- Splits comma-separated fields into separate child tables. -- Removes empty list values caused by trailing commas. -- Removes duplicate values inside list fields while keeping the original order. -- Drops duplicate-content rows where every cleaned field matches except `show_id`. - -## 3. What I left unchanged - -I intentionally did not over-clean the dataset. +## 1. CSV problems, fixes, and what I left -I left these things unchanged: +The CSV was usable, but it needed cleaning before using it for search or RAG. -- I did not drop rows just because optional metadata was missing. -- I did not drop duplicate titles generally because titles are not guaranteed to be unique. -- I did not add external metadata such as IMDb, TMDB, posters, language, or current Netflix availability. -- I did not scale numeric fields like `release_year` or duration because this is not a tabular ML model. -- I did not create many boolean quality-flag columns because the ingestion summary already reports the important issues. - -## 4. Row dropping decisions - -Rows are dropped only when they are not usable for the catalogue. - -A row can be dropped for: - -- missing `show_id` -- missing or invalid `type` -- missing `title` -- missing or invalid `release_year` -- missing `description` -- duplicate `show_id` -- duplicate full content except `show_id` - -Rows are not dropped for missing: +Main problems found: +- `date_added` had many leading-space issues, so dates needed trimming before parsing. +- Some text fields had messy whitespace such as newlines, tabs, repeated spaces, and non-breaking spaces. +- Optional metadata was missing in many rows, especially `director`, `cast`, and `country`. +- `country`, `cast`, `director`, and `listed_in` were comma-separated multi-value fields. +- Some country values had trailing commas, which created empty values after splitting. +- `duration` was stored as text like `90 min`, `1 Season`, or `3 Seasons`. +- I found one duplicate-content row where all cleaned fields matched another row except `show_id`. -- `director` -- `cast` -- `country` -- `rating` -- `date_added` +Fixes made: +- Cleaned whitespace in text fields. +- Parsed `date_added` into `YYYY-MM-DD`. +- Parsed `release_year` as an integer. +- Split `duration` into `duration_value` and `duration_unit`. +- Converted missing user-facing metadata to `"Unknown"` for fields like director, cast, country, and rating. +- Normalized rating abbreviations: `NR` to `Not Rated` and `UR` to `Unrated`. +- Split multi-value fields into separate child tables. +- Removed empty list values and duplicate list values while keeping original order. +- Dropped only unusable rows or exact duplicate-content rows. -I kept those rows because missing optional metadata does not make a Netflix title unusable. +What I left: +- I did not drop rows just because director, cast, country, rating, or date_added was missing. Those fields are useful but not required to identify a title. +- I did not manually edit the CSV; all cleaning happens in code. +- I did not add external data such as IMDb ratings, posters, languages, or current Netflix availability because that would add new dependencies and make the assignment harder to reproduce. +- I did not try fuzzy duplicate matching. I only removed rows where cleaned content matched exactly except `show_id`. -## 5. Missing value decisions +## 2. Schema decisions -I used `"Unknown"` for missing human-facing metadata because it is clearer in API responses than returning empty values. +I used SQLite because the dataset is small, local, and easy to rebuild. -For example: +The main table is `titles`. It stores one row per title with fields like `show_id`, `type`, `title`, `release_year`, `rating`, `duration_value`, `duration_unit`, `date_added`, and `description`. -- missing director becomes `"Unknown"` -- missing cast becomes `"Unknown"` -- missing country becomes `"Unknown"` -- missing rating becomes `"Unknown"` +I used `show_id` as the primary key because title names are not guaranteed to be unique. -I did not use `"Unknown"` for dates or numeric fields. +For multi-value fields, I created child tables: -For example: +- `title_countries` +- `title_genres` +- `title_cast` +- `title_directors` -- missing `date_added` stays `NULL` -- missing or invalid `duration` becomes `NULL` for `duration_value` and `duration_unit` +I did this because fields like `country`, `cast`, `director`, and `listed_in` can contain multiple values in one CSV cell. Storing them in child tables makes filtering and stats cleaner. For example, a title with `United States, India` should count under both countries. -This keeps date and numeric fields easier to filter, sort, and query. +Each child table also has a `position` column. This preserves the original order from the CSV, which is useful for fields like cast and directors. -## 6. Schema decisions +## 3. RAG choices -I used SQLite because the dataset is small, local, and easy to reproduce. +I used one RAG document per Netflix title. I did not chunk further because each title row is already short. -The main table is: +For each title, I embedded a text block containing: -- `titles` +- title +- type +- release year +- rating +- duration +- countries +- genres +- directors +- cast +- description -It stores one row per Netflix title: +I included metadata, not only description, because users may ask questions like “Indian comedy movie”, “TV-MA Japanese show”, or “movie with Vijay”. Those answers depend on country, genre, rating, cast, and type. -- `show_id` -- `type` -- `title` -- `release_year` -- `rating` -- `duration_value` -- `duration_unit` -- `date_added` -- `description` +I used: -I used `show_id` as the primary key because titles are not unique. +- Embedding model: `sentence-transformers/all-MiniLM-L6-v2` +- Vector store: Chroma +- LLM: Groq with `llama-3.3-70b-versatile` -For multi-value fields, I created separate child tables: +I chose Chroma instead of only numpy because it stores documents, embeddings, ids, and metadata together. I did not use a heavier framework like LangChain because the project is small and I wanted the retrieval flow to stay easy to explain. -- `title_countries` -- `title_genres` -- `title_cast` -- `title_directors` +The `/ask` endpoint retrieves relevant titles, sends them to Groq with guardrails, and returns the answer plus only the `show_id`s the LLM says it actually used. The prompt asks the model to use only catalogue sources and return JSON with `answer` and `used_show_ids`. -I chose this because fields like `country`, `cast`, `director`, and `listed_in` can contain multiple comma-separated values. +## 4. What would break at 100,000 titles? -For example, a title with `United States, India` should be stored as two country rows, not one raw string. This makes country filtering and country stats more accurate. +At 100,000 titles, the current design would still work conceptually, but several parts would need improvement: -Each child table also has a `position` column. This preserves the original order from the CSV, which is useful for fields like cast and directors. +- API list responses would need stronger pagination and possibly more indexes. +- The current API fetches child-table values title by title, which is simple but creates many queries per page. At larger scale I would batch-fetch child values using `WHERE show_id IN (...)`. +- Rebuilding the full Chroma index every time would become slow. I would make indexing incremental and only re-embed changed rows. +- RAG quality would need evaluation. I would add a small test set of questions and expected source titles. +- Local Chroma storage may be enough for development, but for production I would consider a managed vector store or a more controlled indexing pipeline. +- LLM cost and latency would matter more. I would cache common answers and reduce context size more carefully. -## 7. Current ingestion result +## 5. AI usage -Running `python ingest.py` currently gives: +I used AI tools while building this project. -- Rows read: 6,234 -- Rows loaded: 6,233 -- Rows dropped: 1 +I used AI for: +- planning the ingestion structure +- drafting some first versions of helper functions +- discussing cleaning choices like `Unknown` vs `NULL` +- comparing SQLite schema options for multi-value fields +- drafting API and RAG route structure +- reviewing prompts and source-grounding behavior +- checking whether code looked over-engineered -The dropped row was a duplicate-content row where all cleaned fields matched another row except `show_id`. +I did not accept everything blindly. I rejected or changed suggestions that felt too generic or too heavy, including: +- MinMax scaling numeric fields +- many boolean data-quality columns +- full rating whitelists +- putting RAG search text into ingestion +- returning all retrieved RAG sources even when the LLM did not use them -The cleaned database is written to `data/netflix.db`. +I changed AI-generated output in multiple places instead of accepting it blindly. One example was the RAG prompt and source handling. The first version returned all retrieved titles as sources, even when the answer only used some of them. I changed the prompt to require a JSON response with `answer` and `used_show_ids`, added guardrails against outside knowledge and invented metadata, and updated the API to return only the titles listed in `used_show_ids`. This made the `/ask` response more honest because the returned sources now match the answer. -The database contains these tables: +I also ran the code, checked outputs, and adjusted decisions based on actual behavior. I would be able to explain the final code path from CSV to SQLite, from SQLite to API, and from Chroma retrieval to Groq answer. -- `titles` -- `title_countries` -- `title_genres` -- `title_cast` -- `title_directors` +## 6. What I would do with another 4 hours -## 8. Current limitations of ingestion +With another 4 hours, I would improve: -The ingestion is good enough for the first part of the assignment, but it still has some limitations: +- Add IMDb/TMDB metadata such as IMDb rating, poster URL, language, and maybe runtime validation, but only as a separate enrichment step so the original CSV pipeline stays reproducible. +- Add a fallback for `/ask` when Groq fails, such as returning the retrieved titles with a clear message instead of a 500 error. -- `"Unknown"` is useful for display, but it means missing metadata is now mixed with normal values in the child tables. -- Duplicate detection only removes rows with identical cleaned content except `show_id`; it does not detect near-duplicates. -- The dataset is a historical Netflix snapshot and should not be treated as the current Netflix catalogue. -- The original CSV has limited metadata, so questions about language, IMDb rating, posters, or current availability cannot be answered from this data alone. From 653fc8024ccd1ddb6ab1588daba4a3467c21a678 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 17:56:07 +0530 Subject: [PATCH 40/57] add optional streamlit demo --- demo/streamlit_app.py | 281 ++++++++++++++++++++++++++++++++++++++++++ requirements-demo.txt | 1 + 2 files changed, 282 insertions(+) create mode 100644 demo/streamlit_app.py create mode 100644 requirements-demo.txt diff --git a/demo/streamlit_app.py b/demo/streamlit_app.py new file mode 100644 index 0000000..f563cc5 --- /dev/null +++ b/demo/streamlit_app.py @@ -0,0 +1,281 @@ +"""Optional Streamlit demo UI for the Netflix Catalog API.""" + +from __future__ import annotations + +import json +from typing import Any +from urllib.error import HTTPError, URLError +from urllib.parse import urlencode +from urllib.request import Request, urlopen + +import streamlit as st + +DEFAULT_API_BASE_URL = "http://127.0.0.1:8000" +DEFAULT_PAGE_SIZE = 5 + + +def call_api( + api_base_url: str, + path: str, + *, + method: str = "GET", + payload: dict[str, Any] | None = None, + query_params: dict[str, Any] | None = None, +) -> tuple[dict[str, Any] | None, str | None]: + """Call the FastAPI backend and return JSON data or an error message.""" + url = f"{api_base_url.rstrip('/')}{path}" + + if query_params: + clean_params = { + key: value + for key, value in query_params.items() + if value is not None and value != "" + } + + if clean_params: + url = f"{url}?{urlencode(clean_params)}" + + body = None + headers = {"Accept": "application/json"} + + if payload is not None: + body = json.dumps(payload).encode("utf-8") + headers["Content-Type"] = "application/json" + + request = Request(url, data=body, headers=headers, method=method) + + try: + with urlopen(request, timeout=90) as response: + response_body = response.read().decode("utf-8") + return json.loads(response_body), None + except HTTPError as error: + detail = error.read().decode("utf-8") + return None, f"API error {error.code}: {detail}" + except URLError as error: + return None, f"Could not connect to API server: {error.reason}" + except TimeoutError: + return None, "API request timed out." + + +def show_health(api_base_url: str) -> None: + """Show the /health endpoint result.""" + st.subheader("Health Check") + + if st.button("Check API"): + data, error = call_api(api_base_url, "/health") + + if error: + st.error(error) + return + + st.success("API is running.") + st.json(data) + + +def show_titles(api_base_url: str) -> None: + """Show the /titles endpoint with required filters and pagination.""" + st.subheader("List Titles") + + st.write( + "This calls `GET /titles` with the required filters: " + "`country`, `release_year`, `type`, `rating`, and pagination." + ) + + col1, col2 = st.columns(2) + + with col1: + country = st.text_input("Country", value="India") + release_year = st.text_input("Release year", value="") + title_type = st.selectbox("Type", ["", "Movie", "TV Show"]) + + with col2: + rating = st.text_input("Rating", value="") + page = st.number_input("Result page", min_value=1, value=1) + page_size = st.number_input( + "Results per page", + min_value=1, + max_value=100, + value=DEFAULT_PAGE_SIZE, + ) + + if st.button("Search titles"): + data, error = call_api( + api_base_url, + "/titles", + query_params={ + "country": country, + "release_year": release_year, + "type": title_type, + "rating": rating, + "page": page, + "page_size": page_size, + }, + ) + + if error: + st.error(error) + return + + if data is None: + st.warning("No response returned.") + return + + st.write(f"Total matches: **{data['total']}**") + st.write(f"Showing result page **{data['page']}** with **{data['page_size']}**") + + if not data["items"]: + st.info("No titles found.") + return + + for item in data["items"]: + with st.expander(f"{item['title']} ({item['release_year']})"): + st.write(f"**show_id:** {item['show_id']}") + st.write(f"**Type:** {item['type']}") + st.write(f"**Rating:** {item['rating']}") + st.write( + f"**Duration:** {item['duration_value']} {item['duration_unit']}" + ) + st.write(f"**Date added:** {item['date_added']}") + st.write(f"**Countries:** {', '.join(item['countries'])}") + st.write(f"**Genres:** {', '.join(item['genres'])}") + st.write(f"**Directors:** {', '.join(item['directors'])}") + st.write(f"**Cast:** {', '.join(item['cast'][:10])}") + st.write(item["description"]) + + +def show_title_by_id(api_base_url: str) -> None: + """Show the /titles/{show_id} endpoint.""" + st.subheader("Fetch Title by ID") + + st.write("This calls `GET /titles/{show_id}`.") + + show_id = st.text_input("show_id", value="81075235") + + if st.button("Fetch title"): + data, error = call_api(api_base_url, f"/titles/{show_id}") + + if error: + st.error(error) + return + + if data is None: + st.warning("No response returned.") + return + + st.json(data) + + +def show_stats(api_base_url: str) -> None: + """Show the /stats endpoint.""" + st.subheader("Catalogue Stats") + + st.write("This calls `GET /stats`.") + + if st.button("Load stats"): + data, error = call_api(api_base_url, "/stats") + + if error: + st.error(error) + return + + if data is None: + st.warning("No response returned.") + return + + st.metric("Total titles", data["total_titles"]) + + st.markdown("### Count by type") + st.json(data["count_by_type"]) + + st.markdown("### Top countries") + st.dataframe(data["top_countries"], use_container_width=True) + + +def show_ask(api_base_url: str) -> None: + """Show the /ask RAG endpoint.""" + st.subheader("Ask the Catalogue") + + st.write("This calls `POST /ask`.") + + question = st.text_area( + "Question", + value="Suggest me an Indian comedy movie", + height=120, + ) + + if st.button("Ask"): + data, error = call_api( + api_base_url, + "/ask", + method="POST", + payload={"question": question}, + ) + + if error: + st.error(error) + return + + if data is None: + st.warning("No response returned.") + return + + st.markdown("### Answer") + st.write(data["answer"]) + + st.markdown("### Sources") + if data["sources"]: + st.dataframe(data["sources"], use_container_width=True) + else: + st.info("No sources returned.") + + +def main() -> None: + """Run the optional Streamlit demo app.""" + st.set_page_config(page_title="Netflix Catalog Demo", layout="wide") + + st.title("Netflix Catalog Q&A Demo") + st.write( + "This optional demo calls the FastAPI backend endpoints. " + "Start the API server before using this UI." + ) + + api_base_url = st.sidebar.text_input( + "API base URL", + value=DEFAULT_API_BASE_URL, + ) + + st.sidebar.markdown("### Start backend first") + st.sidebar.code( + "python ingest.py\n" + "python -m rag.index\n" + "uvicorn api.main:app --reload" + ) + + tabs = st.tabs( + [ + "Health", + "List Titles", + "Title by ID", + "Stats", + "Ask", + ] + ) + + with tabs[0]: + show_health(api_base_url) + + with tabs[1]: + show_titles(api_base_url) + + with tabs[2]: + show_title_by_id(api_base_url) + + with tabs[3]: + show_stats(api_base_url) + + with tabs[4]: + show_ask(api_base_url) + + +if __name__ == "__main__": + main() diff --git a/requirements-demo.txt b/requirements-demo.txt new file mode 100644 index 0000000..d1b43aa --- /dev/null +++ b/requirements-demo.txt @@ -0,0 +1 @@ +streamlit==1.41.1 From 21c6d30f17c7fd90151456e309f673b58e8fbe94 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 17:58:40 +0530 Subject: [PATCH 41/57] prepare streamlit demo for deployment --- demo/requirements.txt | 1 + demo/streamlit_app.py | 3 ++- 2 files changed, 3 insertions(+), 1 deletion(-) create mode 100644 demo/requirements.txt diff --git a/demo/requirements.txt b/demo/requirements.txt new file mode 100644 index 0000000..d1b43aa --- /dev/null +++ b/demo/requirements.txt @@ -0,0 +1 @@ +streamlit==1.41.1 diff --git a/demo/streamlit_app.py b/demo/streamlit_app.py index f563cc5..d4f3892 100644 --- a/demo/streamlit_app.py +++ b/demo/streamlit_app.py @@ -3,6 +3,7 @@ from __future__ import annotations import json +import os from typing import Any from urllib.error import HTTPError, URLError from urllib.parse import urlencode @@ -10,7 +11,7 @@ import streamlit as st -DEFAULT_API_BASE_URL = "http://127.0.0.1:8000" +DEFAULT_API_BASE_URL = os.environ.get("API_BASE_URL", "http://127.0.0.1:8000") DEFAULT_PAGE_SIZE = 5 From de2abcc5fb77f93c3ceda88cf60261e334cd8efe Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 19:11:10 +0530 Subject: [PATCH 42/57] added lazy load for deployment --- rag/llm.py | 3 ++- rag/retriever.py | 18 ++++++------------ 2 files changed, 8 insertions(+), 13 deletions(-) diff --git a/rag/llm.py b/rag/llm.py index ff6e0c2..0a252d3 100644 --- a/rag/llm.py +++ b/rag/llm.py @@ -7,7 +7,6 @@ from dataclasses import dataclass from dotenv import load_dotenv -from groq import Groq from rag.config import GROQ_MODEL from rag.retriever import RetrievedTitle @@ -157,6 +156,8 @@ def answer_with_groq(question: str, titles: list[RetrievedTitle]) -> LLMAnswer: if not api_key: raise RuntimeError("GROQ_API_KEY is not set. Add it to your .env file.") + from groq import Groq + client = Groq(api_key=api_key) response = client.chat.completions.create( diff --git a/rag/retriever.py b/rag/retriever.py index 8c93335..3956202 100644 --- a/rag/retriever.py +++ b/rag/retriever.py @@ -5,15 +5,7 @@ from dataclasses import dataclass from typing import Any -import chromadb -from sentence_transformers import SentenceTransformer - -from rag.config import ( - CHROMA_COLLECTION_NAME, - CHROMA_PATH, - EMBEDDING_MODEL_NAME, - RAG_TOP_K, -) +from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, EMBEDDING_MODEL_NAME, RAG_TOP_K @dataclass @@ -31,10 +23,12 @@ class TitleRetriever: """Chroma-backed retriever for Netflix title documents.""" def __init__(self) -> None: + """Load Chroma and the embedding model only when retrieval is needed.""" if not CHROMA_PATH.exists(): - raise FileNotFoundError( - "Chroma index not found. Run `python -m rag.index` first." - ) + raise FileNotFoundError("Chroma index not found. Run `python -m rag.index` first.") + + import chromadb + from sentence_transformers import SentenceTransformer self.model = SentenceTransformer(EMBEDDING_MODEL_NAME) self.client = chromadb.PersistentClient(path=str(CHROMA_PATH)) From 88f7c4fa6d6012eaa5bbf0d2a8d57e2fcbe07de3 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 19:28:36 +0530 Subject: [PATCH 43/57] add cors support for frontend demo --- api/main.py | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) diff --git a/api/main.py b/api/main.py index 44c7fee..e69fec2 100644 --- a/api/main.py +++ b/api/main.py @@ -2,17 +2,41 @@ from __future__ import annotations +import os + from fastapi import FastAPI +from fastapi.middleware.cors import CORSMiddleware from api.ask import router as ask_router from api.titles import router as titles_router +DEFAULT_CORS_ORIGINS = "*" + + +def get_cors_origins() -> list[str]: + """Return allowed frontend origins for browser-based API calls.""" + origins = os.environ.get("CORS_ORIGINS", DEFAULT_CORS_ORIGINS) + + if origins == "*": + return ["*"] + + return [origin.strip() for origin in origins.split(",") if origin.strip()] + + app = FastAPI( title="Netflix Catalog Q&A System", description="Structured search and RAG Q&A API for the cleaned Netflix catalogue.", version="0.1.0", ) +app.add_middleware( + CORSMiddleware, + allow_origins=get_cors_origins(), + allow_credentials=False, + allow_methods=["*"], + allow_headers=["*"], +) + app.include_router(titles_router) app.include_router(ask_router) From 02104d34866c99c95b77b484bb5c2ff7e5162b30 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Fri, 8 May 2026 19:30:59 +0530 Subject: [PATCH 44/57] keep optional streamlit demo only --- api/main.py | 24 ------------------------ 1 file changed, 24 deletions(-) diff --git a/api/main.py b/api/main.py index e69fec2..44c7fee 100644 --- a/api/main.py +++ b/api/main.py @@ -2,41 +2,17 @@ from __future__ import annotations -import os - from fastapi import FastAPI -from fastapi.middleware.cors import CORSMiddleware from api.ask import router as ask_router from api.titles import router as titles_router -DEFAULT_CORS_ORIGINS = "*" - - -def get_cors_origins() -> list[str]: - """Return allowed frontend origins for browser-based API calls.""" - origins = os.environ.get("CORS_ORIGINS", DEFAULT_CORS_ORIGINS) - - if origins == "*": - return ["*"] - - return [origin.strip() for origin in origins.split(",") if origin.strip()] - - app = FastAPI( title="Netflix Catalog Q&A System", description="Structured search and RAG Q&A API for the cleaned Netflix catalogue.", version="0.1.0", ) -app.add_middleware( - CORSMiddleware, - allow_origins=get_cors_origins(), - allow_credentials=False, - allow_methods=["*"], - allow_headers=["*"], -) - app.include_router(titles_router) app.include_router(ask_router) From ee94925c87047b089d8a54ea9189f27358cccc37 Mon Sep 17 00:00:00 2001 From: RUDRAKSH SHARMA Date: Fri, 8 May 2026 19:33:04 +0530 Subject: [PATCH 45/57] Added Dev Container Folder --- .devcontainer/devcontainer.json | 33 +++++++++++++++++++++++++++++++++ 1 file changed, 33 insertions(+) create mode 100644 .devcontainer/devcontainer.json diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json new file mode 100644 index 0000000..5507aa5 --- /dev/null +++ b/.devcontainer/devcontainer.json @@ -0,0 +1,33 @@ +{ + "name": "Python 3", + // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile + "image": "mcr.microsoft.com/devcontainers/python:1-3.11-bookworm", + "customizations": { + "codespaces": { + "openFiles": [ + "README.md", + "demo/streamlit_app.py" + ] + }, + "vscode": { + "settings": {}, + "extensions": [ + "ms-python.python", + "ms-python.vscode-pylance" + ] + } + }, + "updateContentCommand": "[ -f packages.txt ] && sudo apt update && sudo apt upgrade -y && sudo xargs apt install -y Date: Fri, 8 May 2026 19:37:10 +0530 Subject: [PATCH 46/57] Revert "Added Dev Container Folder" This reverts commit ee94925c87047b089d8a54ea9189f27358cccc37. --- .devcontainer/devcontainer.json | 33 --------------------------------- 1 file changed, 33 deletions(-) delete mode 100644 .devcontainer/devcontainer.json diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json deleted file mode 100644 index 5507aa5..0000000 --- a/.devcontainer/devcontainer.json +++ /dev/null @@ -1,33 +0,0 @@ -{ - "name": "Python 3", - // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile - "image": "mcr.microsoft.com/devcontainers/python:1-3.11-bookworm", - "customizations": { - "codespaces": { - "openFiles": [ - "README.md", - "demo/streamlit_app.py" - ] - }, - "vscode": { - "settings": {}, - "extensions": [ - "ms-python.python", - "ms-python.vscode-pylance" - ] - } - }, - "updateContentCommand": "[ -f packages.txt ] && sudo apt update && sudo apt upgrade -y && sudo xargs apt install -y Date: Fri, 8 May 2026 19:40:05 +0530 Subject: [PATCH 47/57] finalize readme and notes --- NOTES.md | 90 +++++++++--------- README.md | 277 ++++++++++++++++++------------------------------------ 2 files changed, 137 insertions(+), 230 deletions(-) diff --git a/NOTES.md b/NOTES.md index 23c1964..fc108bb 100644 --- a/NOTES.md +++ b/NOTES.md @@ -2,14 +2,14 @@ ## 1. CSV problems, fixes, and what I left -The CSV was usable, but it needed cleaning before using it for search or RAG. +The CSV was usable, but it needed cleaning before using it for search and RAG. -Main problems found: -- `date_added` had many leading-space issues, so dates needed trimming before parsing. -- Some text fields had messy whitespace such as newlines, tabs, repeated spaces, and non-breaking spaces. -- Optional metadata was missing in many rows, especially `director`, `cast`, and `country`. +Problems I found: +- `date_added` had many leading spaces and needed parsing. +- Some text fields had messy whitespace such as repeated spaces, newlines, tabs, and non-breaking spaces. +- Several optional fields were missing, especially `director`, `cast`, and `country`. - `country`, `cast`, `director`, and `listed_in` were comma-separated multi-value fields. -- Some country values had trailing commas, which created empty values after splitting. +- Some list fields had trailing commas, which created empty values after splitting. - `duration` was stored as text like `90 min`, `1 Season`, or `3 Seasons`. - I found one duplicate-content row where all cleaned fields matched another row except `show_id`. @@ -21,20 +21,20 @@ Fixes made: - Converted missing user-facing metadata to `"Unknown"` for fields like director, cast, country, and rating. - Normalized rating abbreviations: `NR` to `Not Rated` and `UR` to `Unrated`. - Split multi-value fields into separate child tables. -- Removed empty list values and duplicate list values while keeping original order. -- Dropped only unusable rows or exact duplicate-content rows. +- Removed empty list values and duplicate list values while preserving order. +- Dropped unusable rows and exact duplicate-content rows. What I left: -- I did not drop rows just because director, cast, country, rating, or date_added was missing. Those fields are useful but not required to identify a title. -- I did not manually edit the CSV; all cleaning happens in code. -- I did not add external data such as IMDb ratings, posters, languages, or current Netflix availability because that would add new dependencies and make the assignment harder to reproduce. -- I did not try fuzzy duplicate matching. I only removed rows where cleaned content matched exactly except `show_id`. +- I did not drop rows just because optional metadata was missing. A title can still be useful without director, cast, country, rating, or date_added. +- I did not manually edit the CSV. All cleaning happens in code. +- I did not add external data such as IMDb ratings, posters, languages, or current Netflix availability because that would make the assignment less reproducible. +- I did not do fuzzy duplicate matching. I only removed exact duplicate cleaned content except `show_id`. ## 2. Schema decisions I used SQLite because the dataset is small, local, and easy to rebuild. -The main table is `titles`. It stores one row per title with fields like `show_id`, `type`, `title`, `release_year`, `rating`, `duration_value`, `duration_unit`, `date_added`, and `description`. +The main table is `titles`. It stores one row per title with `show_id`, `type`, `title`, `release_year`, `rating`, `duration_value`, `duration_unit`, `date_added`, and `description`. I used `show_id` as the primary key because title names are not guaranteed to be unique. @@ -45,9 +45,9 @@ For multi-value fields, I created child tables: - `title_cast` - `title_directors` -I did this because fields like `country`, `cast`, `director`, and `listed_in` can contain multiple values in one CSV cell. Storing them in child tables makes filtering and stats cleaner. For example, a title with `United States, India` should count under both countries. +I did this because fields like `country`, `cast`, `director`, and `listed_in` can contain multiple values in one CSV cell. Storing them separately makes filtering and stats cleaner. For example, a title with `United States, India` should count under both countries. -Each child table also has a `position` column. This preserves the original order from the CSV, which is useful for fields like cast and directors. +Each child table has a `position` column to preserve the original order from the CSV, especially for cast and directors. ## 3. RAG choices @@ -66,57 +66,55 @@ For each title, I embedded a text block containing: - cast - description -I included metadata, not only description, because users may ask questions like “Indian comedy movie”, “TV-MA Japanese show”, or “movie with Vijay”. Those answers depend on country, genre, rating, cast, and type. - -I used: +I included metadata, not only description, because users may ask questions like “Indian comedy movie”, “TV-MA Japanese show”, or “movie with Vijay”. Those questions depend on country, genre, rating, type, and cast. +RAG stack: - Embedding model: `sentence-transformers/all-MiniLM-L6-v2` - Vector store: Chroma - LLM: Groq with `llama-3.3-70b-versatile` -I chose Chroma instead of only numpy because it stores documents, embeddings, ids, and metadata together. I did not use a heavier framework like LangChain because the project is small and I wanted the retrieval flow to stay easy to explain. +I chose Chroma because it stores documents, embeddings, ids, and metadata together. I did not use LangChain because the project is small and I wanted the retrieval flow to stay easy to explain. + +The `/ask` endpoint retrieves relevant titles, sends them to Groq with a guarded prompt, and returns an answer plus only the `show_id`s the LLM says it actually used. The prompt asks the model to use only catalogue sources, avoid invented metadata, and return JSON with `answer` and `used_show_ids`. -The `/ask` endpoint retrieves relevant titles, sends them to Groq with guardrails, and returns the answer plus only the `show_id`s the LLM says it actually used. The prompt asks the model to use only catalogue sources and return JSON with `answer` and `used_show_ids`. +For deployment, I lazy-loaded the heavy RAG dependencies so the API server can open its port quickly. The first `/ask` request after restart can be slower, but later requests reuse the cached retriever. ## 4. What would break at 100,000 titles? -At 100,000 titles, the current design would still work conceptually, but several parts would need improvement: +At 100,000 titles, the current design would still work conceptually, but these parts would need improvement: -- API list responses would need stronger pagination and possibly more indexes. -- The current API fetches child-table values title by title, which is simple but creates many queries per page. At larger scale I would batch-fetch child values using `WHERE show_id IN (...)`. -- Rebuilding the full Chroma index every time would become slow. I would make indexing incremental and only re-embed changed rows. -- RAG quality would need evaluation. I would add a small test set of questions and expected source titles. -- Local Chroma storage may be enough for development, but for production I would consider a managed vector store or a more controlled indexing pipeline. -- LLM cost and latency would matter more. I would cache common answers and reduce context size more carefully. +- The API currently fetches child-table values title by title. At larger scale, this N+1 pattern would be slow. I would batch-fetch child values with `WHERE show_id IN (...)`. +- Rebuilding the full Chroma index every time would be slow. I would make indexing incremental and only re-embed changed rows. +- RAG quality would need evaluation. I would add a test set of questions with expected source `show_id`s. +- Local Chroma storage may not be ideal for production. I would consider a managed vector store or a more controlled indexing pipeline. +- LLM latency and cost would matter more. I would cache common answers and keep retrieved context smaller. +- Deployment would need more predictable storage and startup behavior instead of rebuilding generated artifacts in a simple build command. ## 5. AI usage I used AI tools while building this project. I used AI for: -- planning the ingestion structure -- drafting some first versions of helper functions -- discussing cleaning choices like `Unknown` vs `NULL` -- comparing SQLite schema options for multi-value fields -- drafting API and RAG route structure +- planning the ingestion package structure +- drafting first versions of helper functions +- discussing cleaning choices like `"Unknown"` vs `NULL` +- comparing schema options for multi-value fields +- drafting parts of the FastAPI and RAG scaffolding - reviewing prompts and source-grounding behavior -- checking whether code looked over-engineered +- debugging deployment issues -I did not accept everything blindly. I rejected or changed suggestions that felt too generic or too heavy, including: -- MinMax scaling numeric fields -- many boolean data-quality columns -- full rating whitelists -- putting RAG search text into ingestion -- returning all retrieved RAG sources even when the LLM did not use them +I changed AI-generated output in multiple places instead of accepting it blindly. One example was the RAG prompt and source handling. The first version returned all retrieved titles as sources, even when the answer only used some of them. I changed the prompt to require a JSON response with `answer` and `used_show_ids`, added guardrails against outside knowledge and invented metadata, and updated the API to return only the titles listed in `used_show_ids`. -I changed AI-generated output in multiple places instead of accepting it blindly. One example was the RAG prompt and source handling. The first version returned all retrieved titles as sources, even when the answer only used some of them. I changed the prompt to require a JSON response with `answer` and `used_show_ids`, added guardrails against outside knowledge and invented metadata, and updated the API to return only the titles listed in `used_show_ids`. This made the `/ask` response more honest because the returned sources now match the answer. +I also rejected suggestions that felt unnecessary for this assignment, such as MinMax scaling numeric fields, adding many boolean quality-flag columns, using a full framework like LangChain, or adding fuzzy duplicate matching without time to evaluate it. -I also ran the code, checked outputs, and adjusted decisions based on actual behavior. I would be able to explain the final code path from CSV to SQLite, from SQLite to API, and from Chroma retrieval to Groq answer. +I ran the code, checked outputs, and adjusted decisions based on actual behavior. I can explain the final path from CSV to SQLite, from SQLite to API response, and from Chroma retrieval to Groq answer. ## 6. What I would do with another 4 hours -With another 4 hours, I would improve: - -- Add IMDb/TMDB metadata such as IMDb rating, poster URL, language, and maybe runtime validation, but only as a separate enrichment step so the original CSV pipeline stays reproducible. -- Add a fallback for `/ask` when Groq fails, such as returning the retrieved titles with a clear message instead of a 500 error. - +With another 4 hours, I would: +- Add IMDb or TMDB metadata such as IMDb rating, poster URL, language, and external links as a separate enrichment step. +- Add a fallback for `/ask` when Groq fails, returning retrieved titles with a clear message instead of a server error. +- Add more API tests for pagination edge cases, invalid filters, and `/ask` failure cases. +- Add a small RAG evaluation file with example questions and expected source `show_id`s. +- Batch child-table lookups in `/titles` to reduce repeated SQL queries. +- Add a Docker setup so reviewers can run the project more easily. diff --git a/README.md b/README.md index 9ee484a..123fd98 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,12 @@ # Netflix Catalog Q&A System -This project is a backend system for searching and asking questions about a Netflix catalogue dataset. +This project is a small backend system for searching and asking questions about a Netflix catalogue dataset. It has three main parts: -1. Ingestion: cleans the raw Netflix CSV and stores it in SQLite. -2. Structured API: provides endpoints to browse titles, filter titles, fetch one title, and view stats. -3. RAG Q&A: retrieves relevant catalogue titles from Chroma and uses Groq to answer questions with source `show_id`s. +1. **Data ingestion** — cleans the raw Netflix CSV and stores it in SQLite. +2. **Structured API** — provides FastAPI endpoints for title search, title lookup, and catalogue stats. +3. **RAG Q&A** — retrieves relevant catalogue titles from Chroma and uses Groq to answer questions with source `show_id`s. The source dataset is: @@ -14,7 +14,7 @@ The source dataset is: data/netflix_titles.csv ``` -Generated files like the SQLite database and Chroma vector index are not committed because they can be rebuilt locally. +Generated files such as `data/netflix.db`, `data/chroma_db/`, `.env`, and `.venv/` are not committed because they can be rebuilt locally. --- @@ -28,42 +28,7 @@ Generated files like the SQLite database and Chroma vector index are not committ - Groq - pytest - ruff - ---- - -## Project Structure - -```text -. -├── ingest.py -├── ingestion/ -│ ├── cleaning.py -│ ├── database.py -│ ├── duplicates.py -│ ├── models.py -│ └── pipeline.py -├── api/ -│ ├── ask.py -│ ├── database.py -│ ├── main.py -│ ├── schemas.py -│ └── titles.py -├── rag/ -│ ├── config.py -│ ├── documents.py -│ ├── index.py -│ ├── llm.py -│ ├── retriever.py -│ └── service.py -├── tests/ -│ ├── test_api.py -│ └── test_ingestion.py -├── data/ -│ └── netflix_titles.csv -├── NOTES.md -├── requirements.txt -└── README.md -``` +- Optional demo UI: Streamlit --- @@ -76,118 +41,67 @@ git clone cd intern-assignment ``` -Create a virtual environment: +Create and activate a virtual environment: ```bash python3 -m venv .venv -``` - -Activate the virtual environment: - -```bash source .venv/bin/activate ``` -Install dependencies: +Install backend dependencies: ```bash pip install -r requirements.txt ``` ---- - -## Environment Variables - -Create a local `.env` file: +Create a local environment file: ```bash cp .env.example .env ``` -Open `.env` and add your Groq API key: +Add your Groq key in `.env`: ```env GROQ_API_KEY=your_groq_api_key_here GROQ_MODEL=llama-3.3-70b-versatile ``` -The Groq API key is required for the `/ask` endpoint. - Do not commit `.env`. --- -## Run Data Ingestion +## How to Run -Run this command from the project root: +### 1. Run ingestion ```bash python ingest.py ``` -This reads: - -```text -data/netflix_titles.csv -``` - -and creates: +This reads the raw CSV and creates: ```text data/netflix.db ``` -The ingestion script prints a summary report with: - -- rows read -- rows loaded -- rows dropped -- missing values handled -- cleaning fixes applied - -Example output: +The script prints a summary report with rows read, rows loaded, rows dropped, missing values handled, and cleaning fixes applied. -```text -Ingestion complete ------------------- -Database written: data/netflix.db -Rows read: 6234 -Rows loaded: 6233 -Rows dropped: 1 -``` - -The generated SQLite database is ignored by Git because it can be rebuilt. - ---- - -## Build the RAG Index - -After ingestion, build the local Chroma vector index: +### 2. Build the RAG index ```bash python -m rag.index ``` -This reads the cleaned SQLite database, builds one searchable document per title, embeds each document using `sentence-transformers/all-MiniLM-L6-v2`, and stores the vectors in: +This creates the local Chroma vector index: ```text data/chroma_db/ ``` -The Chroma index is ignored by Git because it can be rebuilt. - -If the CSV or database changes, rerun: - -```bash -python ingest.py -python -m rag.index -``` - ---- - -## Run the API Server +The index stores one embedded document per Netflix title. -Start the FastAPI server: +### 3. Start the API ```bash uvicorn api.main:app --reload @@ -199,7 +113,7 @@ The API runs at: http://127.0.0.1:8000 ``` -Interactive API docs are available at: +Interactive docs are available at: ```text http://127.0.0.1:8000/docs @@ -209,27 +123,19 @@ http://127.0.0.1:8000/docs ## API Endpoints -### Health Check +### Health check ```bash curl http://127.0.0.1:8000/health ``` -Example response: - -```json -{"status":"ok"} -``` - ---- - -### List Titles +### List titles ```bash -curl "http://127.0.0.1:8000/titles?page=1&page_size=5" +curl "http://127.0.0.1:8000/titles?country=India&type=Movie&page=1&page_size=5" ``` -Supported query filters: +Supported filters: - `country` - `release_year` @@ -238,117 +144,117 @@ Supported query filters: - `page` - `page_size` -Example: +### Get one title by ID ```bash -curl "http://127.0.0.1:8000/titles?country=India&type=Movie&page=1&page_size=5" +curl http://127.0.0.1:8000/titles/81075235 ``` -This returns paginated title results with countries, genres, cast, and directors. +### Stats ---- +```bash +curl http://127.0.0.1:8000/stats +``` + +Returns total titles, count by type, and top 10 countries. -### Get One Title +### Ask a question ```bash -curl http://127.0.0.1:8000/titles/81075235 +curl -X POST http://127.0.0.1:8000/ask \ + -H "Content-Type: application/json" \ + -d '{"question":"Suggest me an Indian comedy movie"}' ``` -This returns one title by `show_id`. +The `/ask` endpoint embeds the question, retrieves relevant titles from Chroma, sends the retrieved context to Groq, and returns an answer plus the source titles used. --- -### Catalogue Stats +## Optional Streamlit Demo + +The Streamlit demo is only a thin UI over the FastAPI backend. It does not replace the API. + +Install demo dependency: ```bash -curl http://127.0.0.1:8000/stats +pip install -r requirements-demo.txt ``` -This returns: - -- total title count -- count by type -- top countries +Start the backend first: ---- +```bash +python ingest.py +python -m rag.index +uvicorn api.main:app --reload +``` -### Ask a Question +Then run: ```bash -curl -X POST http://127.0.0.1:8000/ask \ - -H "Content-Type: application/json" \ - -d '{"question":"Suggest me an Indian comedy movie"}' +streamlit run demo/streamlit_app.py ``` -The `/ask` endpoint: - -1. embeds the user question -2. retrieves relevant titles from Chroma -3. sends the retrieved titles to Groq with a grounded prompt -4. returns an answer plus the source titles used - -Example response: - -```json -{ - "answer": "Good matches are Brahman Naman, Time Please, 15-Aug, and Rajnigandha. They are all Indian movies listed under Comedies, so they fit your request.", - "sources": [ - { - "show_id": "80097355", - "title": "Brahman Naman" - }, - { - "show_id": "80201815", - "title": "Time Please" - }, - { - "show_id": "81033429", - "title": "15-Aug" - }, - { - "show_id": "81213896", - "title": "Rajnigandha" - } - ] -} +The Streamlit sidebar lets you set the API base URL. For local use, keep: + +```text +http://127.0.0.1:8000 ``` +For deployed use, paste the Render backend URL. + --- -## Run Tests +## Deployment Notes -Run the test suite: +For Render backend deployment, use: ```bash -python -m pytest -q +pip install -r requirements.txt && python ingest.py && python -m rag.index ``` -The tests cover important behavior such as: +as the build command, and: + +```bash +python -m uvicorn api.main:app --host 0.0.0.0 --port ${PORT:-10000} +``` + +as the start command. + +Set these environment variables on Render: + +```env +GROQ_API_KEY=your_groq_api_key_here +GROQ_MODEL=llama-3.3-70b-versatile +PYTHON_VERSION=3.11.11 +``` -- dropping unusable ingestion rows -- parsing metadata fields -- duplicate-content handling -- structured filtering -- 404 handling -- `/ask` returning an answer with sources +The RAG dependencies are lazy-loaded so the API can start quickly. The first `/ask` request after a restart can be slower because it loads the embedding model and Chroma retriever into memory. --- -## Linting +## How to Test -Run ruff: +Run the tests: + +```bash +python -m pytest -q +``` + +Run linting: ```bash ruff check . ``` -To auto-fix import sorting and formatting issues: +To fix import sorting or formatting issues: ```bash ruff check --select I --fix . ruff format . ``` +The test suite covers ingestion row dropping, metadata parsing, duplicate-content handling, filtered title listing, missing title errors, and `/ask` source output. + --- ## Generated Files @@ -367,9 +273,12 @@ __pycache__/ --- -## Known Points - +## Known Limitations -- Missing human-facing metadata is stored as `"Unknown"`, which is useful for display but means missing values are mixed with normal metadata values. +- The dataset is a 2019 Netflix snapshot, so it should not be treated as current Netflix availability. +- Missing human-facing metadata is stored as `"Unknown"`, which is useful for display but mixes missing values with normal metadata values. - The Chroma index must be rebuilt with `python -m rag.index` after changing the database. -- Retrieval uses one document per title. This works for this dataset size, but a much larger catalogue would need more optimized indexing and evaluation. +- The `/ask` endpoint depends on a valid Groq API key. +- The first `/ask` request after server restart can be slower because the RAG model is loaded lazily. +- Retrieval uses one document per title. This is fine for this dataset size, but a much larger catalogue would need better indexing, caching, and evaluation. +- The system answers only from the provided catalogue data. It cannot answer questions about IMDb ratings, posters, trailers, current Netflix availability, or languages unless that information exists in the dataset. From 055700a049c63a173e1b963a886ccf64ff26ee9d Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Tue, 12 May 2026 20:06:36 +0530 Subject: [PATCH 48/57] Use Hugging Face API for embeddings --- .env.example | 3 +- README.md | 12 +++- rag/config.py | 1 + rag/embeddings.py | 151 +++++++++++++++++++++++++++++++++++++++ rag/index.py | 18 +++-- rag/retriever.py | 17 +++-- requirements.txt | 2 +- tests/test_embeddings.py | 74 +++++++++++++++++++ 8 files changed, 259 insertions(+), 19 deletions(-) create mode 100644 rag/embeddings.py create mode 100644 tests/test_embeddings.py diff --git a/.env.example b/.env.example index a698181..73a1b48 100644 --- a/.env.example +++ b/.env.example @@ -1,2 +1,3 @@ GROQ_API_KEY=your_groq_api_key_here -GROQ_MODEL=llama-3.3-70b-versatile \ No newline at end of file +GROQ_MODEL=llama-3.3-70b-versatile +HF_API_TOKEN=your_hf_api_token_here \ No newline at end of file diff --git a/README.md b/README.md index 123fd98..142c611 100644 --- a/README.md +++ b/README.md @@ -60,13 +60,20 @@ Create a local environment file: cp .env.example .env ``` -Add your Groq key in `.env`: +Add your API keys in `.env`: ```env GROQ_API_KEY=your_groq_api_key_here GROQ_MODEL=llama-3.3-70b-versatile +HF_API_TOKEN=your_hf_api_token_here ``` +> [!IMPORTANT] +> **Hugging Face Token**: You need a free "Read" token from [huggingface.co/settings/tokens](https://huggingface.co/settings/tokens). This replaces local `sentence-transformers` for faster, lighter deployment. + +> [!WARNING] +> **Rebuild Index**: If you previously built your index using local models, you **MUST** run `python -m rag.index` again to ensure the vector dimensions and model match. + Do not commit `.env`. --- @@ -225,10 +232,11 @@ Set these environment variables on Render: ```env GROQ_API_KEY=your_groq_api_key_here GROQ_MODEL=llama-3.3-70b-versatile +HF_API_TOKEN=your_hf_api_token_here PYTHON_VERSION=3.11.11 ``` -The RAG dependencies are lazy-loaded so the API can start quickly. The first `/ask` request after a restart can be slower because it loads the embedding model and Chroma retriever into memory. +The RAG dependencies are lazy-loaded so the API can start quickly. The first `/ask` request after a restart can be slower because it connects to the Hugging Face Inference API and loads the Chroma retriever into memory. --- diff --git a/rag/config.py b/rag/config.py index 86db691..5f6005f 100644 --- a/rag/config.py +++ b/rag/config.py @@ -11,6 +11,7 @@ "EMBEDDING_MODEL_NAME", "sentence-transformers/all-MiniLM-L6-v2", ) +HF_API_TOKEN = os.environ.get("HF_API_TOKEN", "") GROQ_MODEL = os.environ.get("GROQ_MODEL", "llama-3.3-70b-versatile") RAG_BATCH_SIZE = int(os.environ.get("RAG_BATCH_SIZE", "128")) RAG_TOP_K = int(os.environ.get("RAG_TOP_K", "5")) diff --git a/rag/embeddings.py b/rag/embeddings.py new file mode 100644 index 0000000..244da23 --- /dev/null +++ b/rag/embeddings.py @@ -0,0 +1,151 @@ +"""Shared embedding utilities using the Hugging Face Inference API.""" + +from __future__ import annotations + +import logging +import math +import time +from typing import Any + +from rag.config import EMBEDDING_MODEL_NAME, HF_API_TOKEN + +logger = logging.getLogger(__name__) + +MAX_RETRIES = 3 +RETRY_DELAY_SECONDS = 2 + + +def _get_hf_client() -> Any: + """Create a Hugging Face InferenceClient with token validation.""" + if not HF_API_TOKEN: + raise RuntimeError("HF_API_TOKEN is not set. Add it to your .env file.") + + from huggingface_hub import InferenceClient + + return InferenceClient(token=HF_API_TOKEN) + + +def normalize_embedding(vector: list[float]) -> list[float]: + """Normalize a vector to unit length for cosine similarity. + + This matches the behavior of SentenceTransformer's + normalize_embeddings=True parameter so cosine distance + calculations in Chroma remain consistent. + """ + magnitude = math.sqrt(sum(x * x for x in vector)) + + if magnitude == 0: + return vector + + return [x / magnitude for x in vector] + + +def _to_flat_list(value: Any) -> list[float]: + """Convert a numpy array or nested list to a flat Python list of floats.""" + if hasattr(value, "tolist"): + value = value.tolist() + + return [float(x) for x in value] + + +def _extract_single_embedding(raw: Any) -> list[float]: + """Extract a single embedding vector from HF API output. + + Hugging Face feature_extraction can return different shapes: + - [384] → single vector (sentence-level) + - [[384]] → single vector wrapped in a list + - [[tok1], [tok2], ...] → per-token embeddings (need mean pooling) + + This function handles all cases and always returns a flat list. + """ + if hasattr(raw, "tolist"): + raw = raw.tolist() + + if not raw: + raise RuntimeError("Hugging Face returned an empty embedding.") + + first_element = raw[0] + + if isinstance(first_element, (int, float)): + return _to_flat_list(raw) + + if isinstance(first_element, list): + if len(raw) == 1: + return _to_flat_list(raw[0]) + + dimension = len(raw[0]) + pooled = [0.0] * dimension + + for token_vector in raw: + for i, value in enumerate(token_vector): + pooled[i] += float(value) + + token_count = len(raw) + return [value / token_count for value in pooled] + + raise RuntimeError(f"Unexpected embedding format: {type(first_element)}") + + +def _validate_embedding(vector: list[float], *, context: str) -> None: + """Raise an error if the embedding is empty or invalid.""" + if not vector: + raise RuntimeError(f"Empty embedding returned for {context}.") + + +def _call_hf_api(client: Any, text: str) -> Any: + """Call the HF feature_extraction API with retry logic.""" + last_error: Exception | None = None + + for attempt in range(1, MAX_RETRIES + 1): + try: + return client.feature_extraction( + text, + model=EMBEDDING_MODEL_NAME, + ) + except Exception as error: + last_error = error + logger.warning( + "HF API attempt %d/%d failed: %s", attempt, MAX_RETRIES, error + ) + + if attempt < MAX_RETRIES: + time.sleep(RETRY_DELAY_SECONDS) + + raise RuntimeError( + f"Hugging Face API failed after {MAX_RETRIES} attempts: {last_error}" + ) + + +def embed_one_text(client: Any, text: str) -> list[float]: + """Embed a single text and return a normalized vector.""" + raw = _call_hf_api(client, text) + vector = _extract_single_embedding(raw) + _validate_embedding(vector, context="single text") + + return normalize_embedding(vector) + + +def embed_texts(client: Any, texts: list[str]) -> list[list[float]]: + """Embed multiple texts and return normalized vectors. + + Embeds one text at a time for reliability — avoids HF API + payload size limits and inconsistent batch output shapes. + """ + embeddings: list[list[float]] = [] + expected_dimension: int | None = None + + for index, text in enumerate(texts): + vector = embed_one_text(client, text) + + if expected_dimension is None: + expected_dimension = len(vector) + elif len(vector) != expected_dimension: + raise RuntimeError( + f"Dimension mismatch at index {index}: " + f"expected {expected_dimension}, got {len(vector)}. " + f"Rebuild the index with `python -m rag.index`." + ) + + embeddings.append(vector) + + return embeddings diff --git a/rag/index.py b/rag/index.py index a664b1c..89eb9e6 100644 --- a/rag/index.py +++ b/rag/index.py @@ -8,7 +8,6 @@ from typing import TypeVar import chromadb -from sentence_transformers import SentenceTransformer from rag.config import ( CHROMA_COLLECTION_NAME, @@ -17,6 +16,7 @@ RAG_BATCH_SIZE, ) from rag.documents import TitleDocument, load_title_documents +from rag.embeddings import _get_hf_client, embed_texts logger = logging.getLogger(__name__) @@ -40,13 +40,15 @@ def batched(items: list[T], batch_size: int) -> list[list[T]]: def add_documents_to_collection( collection: chromadb.Collection, - model: SentenceTransformer, + hf_client: object, documents: list[TitleDocument], ) -> None: """Embed documents in batches and add them to Chroma.""" - for document_batch in batched(documents, RAG_BATCH_SIZE): + for batch_number, document_batch in enumerate( + batched(documents, RAG_BATCH_SIZE), start=1 + ): texts = [document.text for document in document_batch] - embeddings = model.encode(texts, normalize_embeddings=True).tolist() + embeddings = embed_texts(hf_client, texts) collection.add( ids=[document.show_id for document in document_batch], @@ -55,6 +57,10 @@ def add_documents_to_collection( embeddings=embeddings, ) + logger.info( + "Batch %d indexed (%d documents)", batch_number, len(document_batch) + ) + def build_index() -> None: """Embed all title documents and save them in a local Chroma collection.""" @@ -67,11 +73,11 @@ def build_index() -> None: reset_chroma_directory(CHROMA_PATH) - model = SentenceTransformer(EMBEDDING_MODEL_NAME) + hf_client = _get_hf_client() client = chromadb.PersistentClient(path=str(CHROMA_PATH)) collection = client.get_or_create_collection(name=CHROMA_COLLECTION_NAME) - add_documents_to_collection(collection, model, documents) + add_documents_to_collection(collection, hf_client, documents) logger.info("RAG index built") logger.info("Documents indexed: %s", len(documents)) diff --git a/rag/retriever.py b/rag/retriever.py index 3956202..2d98d96 100644 --- a/rag/retriever.py +++ b/rag/retriever.py @@ -5,7 +5,8 @@ from dataclasses import dataclass from typing import Any -from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, EMBEDDING_MODEL_NAME, RAG_TOP_K +from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, RAG_TOP_K +from rag.embeddings import _get_hf_client, embed_one_text @dataclass @@ -23,23 +24,21 @@ class TitleRetriever: """Chroma-backed retriever for Netflix title documents.""" def __init__(self) -> None: - """Load Chroma and the embedding model only when retrieval is needed.""" + """Load Chroma and the HF client only when retrieval is needed.""" if not CHROMA_PATH.exists(): - raise FileNotFoundError("Chroma index not found. Run `python -m rag.index` first.") + raise FileNotFoundError( + "Chroma index not found. Run `python -m rag.index` first." + ) import chromadb - from sentence_transformers import SentenceTransformer - self.model = SentenceTransformer(EMBEDDING_MODEL_NAME) + self.hf_client = _get_hf_client() self.client = chromadb.PersistentClient(path=str(CHROMA_PATH)) self.collection = self.client.get_collection(name=CHROMA_COLLECTION_NAME) def retrieve(self, question: str, top_k: int = RAG_TOP_K) -> list[RetrievedTitle]: """Return the most relevant catalogue titles for a question.""" - query_embedding = self.model.encode( - [question], - normalize_embeddings=True, - ).tolist()[0] + query_embedding = embed_one_text(self.hf_client, question) result = self.collection.query( query_embeddings=[query_embedding], diff --git a/requirements.txt b/requirements.txt index 30b9cf2..7ad0251 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,5 +9,5 @@ pandas==2.2.3 ipykernel==6.29.5 openpyxl==3.1.5 chromadb==1.5.9 -sentence-transformers==5.4.1 +huggingface_hub==0.32.2 groq==1.2.0 \ No newline at end of file diff --git a/tests/test_embeddings.py b/tests/test_embeddings.py new file mode 100644 index 0000000..b90e33c --- /dev/null +++ b/tests/test_embeddings.py @@ -0,0 +1,74 @@ +"""Unit tests for the embedding utility functions.""" + +from __future__ import annotations + +import math + +import pytest + +from rag.embeddings import ( + _extract_single_embedding, + _validate_embedding, + normalize_embedding, +) + + +def test_normalize_embedding_produces_unit_length() -> None: + """A normalized vector should have magnitude 1.0.""" + vector = [3.0, 4.0] + result = normalize_embedding(vector) + + magnitude = math.sqrt(sum(x * x for x in result)) + assert abs(magnitude - 1.0) < 1e-6 + + +def test_normalize_embedding_zero_vector_unchanged() -> None: + """A zero vector should be returned unchanged.""" + vector = [0.0, 0.0, 0.0] + result = normalize_embedding(vector) + + assert result == [0.0, 0.0, 0.0] + + +def test_extract_flat_vector() -> None: + """A flat list like [0.1, 0.2, 0.3] should be returned directly.""" + raw = [0.1, 0.2, 0.3] + result = _extract_single_embedding(raw) + + assert result == [0.1, 0.2, 0.3] + + +def test_extract_wrapped_vector() -> None: + """A wrapped list like [[0.1, 0.2, 0.3]] should be unwrapped.""" + raw = [[0.1, 0.2, 0.3]] + result = _extract_single_embedding(raw) + + assert result == [0.1, 0.2, 0.3] + + +def test_extract_token_embeddings_mean_pooled() -> None: + """Per-token embeddings should be mean-pooled into one vector.""" + raw = [ + [2.0, 4.0], + [4.0, 6.0], + ] + result = _extract_single_embedding(raw) + + assert result == [3.0, 5.0] + + +def test_extract_empty_raises_error() -> None: + """An empty embedding should raise a clear error.""" + with pytest.raises(RuntimeError, match="empty embedding"): + _extract_single_embedding([]) + + +def test_validate_embedding_rejects_empty() -> None: + """An empty vector should be rejected.""" + with pytest.raises(RuntimeError, match="Empty embedding"): + _validate_embedding([], context="test") + + +def test_validate_embedding_accepts_valid() -> None: + """A non-empty vector should pass validation.""" + _validate_embedding([0.1, 0.2], context="test") From 6d47776d756647fee9f1f9aa557b1d4aa2c5ff7d Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 00:36:37 +0530 Subject: [PATCH 49/57] fixed vector embeddings --- rag/config.py | 6 ++- rag/embeddings.py | 93 +++++++++++++++++++++++++++++++++++++++-------- rag/index.py | 33 ++++++++++++++++- rag/retriever.py | 44 ++++++++++++++++++++-- 4 files changed, 153 insertions(+), 23 deletions(-) diff --git a/rag/config.py b/rag/config.py index 5f6005f..b1efba8 100644 --- a/rag/config.py +++ b/rag/config.py @@ -5,6 +5,10 @@ import os from pathlib import Path +from dotenv import load_dotenv + +load_dotenv() + CHROMA_PATH = Path(os.environ.get("CHROMA_PATH", "data/chroma_db")) CHROMA_COLLECTION_NAME = os.environ.get("CHROMA_COLLECTION_NAME", "netflix_titles") EMBEDDING_MODEL_NAME = os.environ.get( @@ -14,4 +18,4 @@ HF_API_TOKEN = os.environ.get("HF_API_TOKEN", "") GROQ_MODEL = os.environ.get("GROQ_MODEL", "llama-3.3-70b-versatile") RAG_BATCH_SIZE = int(os.environ.get("RAG_BATCH_SIZE", "128")) -RAG_TOP_K = int(os.environ.get("RAG_TOP_K", "5")) +RAG_TOP_K = int(os.environ.get("RAG_TOP_K", "5")) \ No newline at end of file diff --git a/rag/embeddings.py b/rag/embeddings.py index 244da23..16b91e1 100644 --- a/rag/embeddings.py +++ b/rag/embeddings.py @@ -15,7 +15,7 @@ RETRY_DELAY_SECONDS = 2 -def _get_hf_client() -> Any: +def get_hf_client() -> Any: """Create a Hugging Face InferenceClient with token validation.""" if not HF_API_TOKEN: raise RuntimeError("HF_API_TOKEN is not set. Add it to your .env file.") @@ -85,21 +85,70 @@ def _extract_single_embedding(raw: Any) -> list[float]: raise RuntimeError(f"Unexpected embedding format: {type(first_element)}") +def _extract_batch_embeddings(raw: Any, *, expected_count: int) -> list[list[float]]: + """Extract multiple embedding vectors from HF batch output. + + Possible batch shapes: + - [[384], [384], ...] + - [[[token_dim], [token_dim]], [[token_dim], [token_dim]], ...] + + Each item in the outer list should belong to one input text. + """ + if hasattr(raw, "tolist"): + raw = raw.tolist() + + if not raw: + raise RuntimeError("Hugging Face returned an empty batch embedding.") + + if expected_count == 1: + return [_extract_single_embedding(raw)] + + if not isinstance(raw, list): + raise RuntimeError(f"Unexpected batch embedding format: {type(raw)}") + + if len(raw) != expected_count: + raise RuntimeError( + f"Batch embedding count mismatch: expected {expected_count}, got {len(raw)}" + ) + + return [_extract_single_embedding(item) for item in raw] + def _validate_embedding(vector: list[float], *, context: str) -> None: """Raise an error if the embedding is empty or invalid.""" if not vector: raise RuntimeError(f"Empty embedding returned for {context}.") + if not all(math.isfinite(value) for value in vector): + raise RuntimeError(f"Invalid embedding values returned for {context}.") + +def _validate_embedding_dimensions(embeddings: list[list[float]]) -> int: + """Ensure all embeddings have the same dimension and return that dimension.""" + if not embeddings: + raise RuntimeError("No embeddings were generated.") + + expected_dimension = len(embeddings[0]) + + for index, vector in enumerate(embeddings): + _validate_embedding(vector, context=f"text at index {index}") -def _call_hf_api(client: Any, text: str) -> Any: + if len(vector) != expected_dimension: + raise RuntimeError( + f"Dimension mismatch at index {index}: " + f"expected {expected_dimension}, got {len(vector)}." + ) + + return expected_dimension + + +def _call_hf_api(client: Any, inputs: str | list[str]) -> Any: """Call the HF feature_extraction API with retry logic.""" last_error: Exception | None = None for attempt in range(1, MAX_RETRIES + 1): try: return client.feature_extraction( - text, + inputs, model=EMBEDDING_MODEL_NAME, ) except Exception as error: @@ -128,24 +177,36 @@ def embed_one_text(client: Any, text: str) -> list[float]: def embed_texts(client: Any, texts: list[str]) -> list[list[float]]: """Embed multiple texts and return normalized vectors. - Embeds one text at a time for reliability — avoids HF API - payload size limits and inconsistent batch output shapes. + Tries batch embedding first for speed. + Falls back to one-by-one embedding if batch mode fails. """ + if not texts: + return [] + + try: + raw_batch = _call_hf_api(client, texts) + embeddings = [ + normalize_embedding(vector) + for vector in _extract_batch_embeddings( + raw_batch, + expected_count=len(texts), + ) + ] + + _validate_embedding_dimensions(embeddings) + return embeddings + + except Exception as error: + logger.warning( + "Batch embedding failed, falling back to one-by-one mode: %s", + error, + ) + embeddings: list[list[float]] = [] - expected_dimension: int | None = None for index, text in enumerate(texts): vector = embed_one_text(client, text) - - if expected_dimension is None: - expected_dimension = len(vector) - elif len(vector) != expected_dimension: - raise RuntimeError( - f"Dimension mismatch at index {index}: " - f"expected {expected_dimension}, got {len(vector)}. " - f"Rebuild the index with `python -m rag.index`." - ) - embeddings.append(vector) + _validate_embedding_dimensions(embeddings) return embeddings diff --git a/rag/index.py b/rag/index.py index 89eb9e6..c7da767 100644 --- a/rag/index.py +++ b/rag/index.py @@ -16,7 +16,7 @@ RAG_BATCH_SIZE, ) from rag.documents import TitleDocument, load_title_documents -from rag.embeddings import _get_hf_client, embed_texts +from rag.embeddings import get_hf_client, embed_texts logger = logging.getLogger(__name__) @@ -44,12 +44,41 @@ def add_documents_to_collection( documents: list[TitleDocument], ) -> None: """Embed documents in batches and add them to Chroma.""" + expected_dimension: int | None = None + for batch_number, document_batch in enumerate( batched(documents, RAG_BATCH_SIZE), start=1 ): texts = [document.text for document in document_batch] embeddings = embed_texts(hf_client, texts) + if not embeddings: + raise RuntimeError(f"No embeddings generated for batch {batch_number}.") + + batch_dimension = len(embeddings[0]) + + if expected_dimension is None: + expected_dimension = batch_dimension + + collection.modify( + metadata={ + "embedding_model": EMBEDDING_MODEL_NAME, + "embedding_dimension": expected_dimension, + } + ) + + logger.info( + "Embedding metadata saved: model=%s, dimension=%d", + EMBEDDING_MODEL_NAME, + expected_dimension, + ) + + elif batch_dimension != expected_dimension: + raise RuntimeError( + f"Embedding dimension changed in batch {batch_number}: " + f"expected {expected_dimension}, got {batch_dimension}." + ) + collection.add( ids=[document.show_id for document in document_batch], documents=texts, @@ -73,7 +102,7 @@ def build_index() -> None: reset_chroma_directory(CHROMA_PATH) - hf_client = _get_hf_client() + hf_client = get_hf_client() client = chromadb.PersistentClient(path=str(CHROMA_PATH)) collection = client.get_or_create_collection(name=CHROMA_COLLECTION_NAME) diff --git a/rag/retriever.py b/rag/retriever.py index 2d98d96..3c26799 100644 --- a/rag/retriever.py +++ b/rag/retriever.py @@ -5,8 +5,8 @@ from dataclasses import dataclass from typing import Any -from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, RAG_TOP_K -from rag.embeddings import _get_hf_client, embed_one_text +from rag.config import CHROMA_COLLECTION_NAME, CHROMA_PATH, EMBEDDING_MODEL_NAME, RAG_TOP_K +from rag.embeddings import get_hf_client, embed_one_text @dataclass @@ -32,13 +32,49 @@ def __init__(self) -> None: import chromadb - self.hf_client = _get_hf_client() + self.hf_client = get_hf_client() self.client = chromadb.PersistentClient(path=str(CHROMA_PATH)) self.collection = self.client.get_collection(name=CHROMA_COLLECTION_NAME) + def _validate_query_embedding_dimension(self, query_embedding: list[float]) -> None: + """Ensure query embedding matches the Chroma index metadata.""" + metadata = self.collection.metadata or {} + + indexed_model = metadata.get("embedding_model") + indexed_dimension = metadata.get("embedding_dimension") + + if indexed_model and indexed_model != EMBEDDING_MODEL_NAME: + raise RuntimeError( + "Embedding model mismatch. " + f"Chroma index was built with '{indexed_model}', " + f"but current config uses '{EMBEDDING_MODEL_NAME}'. " + "Rebuild the index with `python -m rag.index`." + ) + + if indexed_dimension is None: + return + + try: + expected_dimension = int(indexed_dimension) + except (TypeError, ValueError) as error: + raise RuntimeError( + "Invalid embedding_dimension stored in Chroma metadata. " + "Rebuild the index with `python -m rag.index`." + ) from error + + actual_dimension = len(query_embedding) + + if actual_dimension != expected_dimension: + raise RuntimeError( + "Query embedding dimension does not match Chroma index. " + f"Expected {expected_dimension}, got {actual_dimension}. " + "Rebuild the index with `python -m rag.index`." + ) + def retrieve(self, question: str, top_k: int = RAG_TOP_K) -> list[RetrievedTitle]: """Return the most relevant catalogue titles for a question.""" query_embedding = embed_one_text(self.hf_client, question) + self._validate_query_embedding_dimension(query_embedding) result = self.collection.query( query_embeddings=[query_embedding], @@ -66,4 +102,4 @@ def retrieve(self, question: str, top_k: int = RAG_TOP_K) -> list[RetrievedTitle distances, strict=True, ) - ] + ] \ No newline at end of file From 8cf77cb420618785be86f75ff64b3293414380fa Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 16:06:28 +0530 Subject: [PATCH 50/57] Add optional Chroma filter support to retriever --- rag/retriever.py | 74 +++++++++++++++++++++++++++--------------------- 1 file changed, 42 insertions(+), 32 deletions(-) diff --git a/rag/retriever.py b/rag/retriever.py index 3c26799..e88792b 100644 --- a/rag/retriever.py +++ b/rag/retriever.py @@ -71,35 +71,45 @@ def _validate_query_embedding_dimension(self, query_embedding: list[float]) -> N "Rebuild the index with `python -m rag.index`." ) - def retrieve(self, question: str, top_k: int = RAG_TOP_K) -> list[RetrievedTitle]: - """Return the most relevant catalogue titles for a question.""" - query_embedding = embed_one_text(self.hf_client, question) - self._validate_query_embedding_dimension(query_embedding) - - result = self.collection.query( - query_embeddings=[query_embedding], - n_results=top_k, - include=["documents", "metadatas", "distances"], - ) - - ids = result["ids"][0] - documents = result["documents"][0] - metadatas = result["metadatas"][0] - distances = result["distances"][0] - - return [ - RetrievedTitle( - show_id=str(item_id), - title=str(metadata.get("title", "")), - text=str(document), - metadata=dict(metadata), - distance=float(distance), - ) - for item_id, document, metadata, distance in zip( - ids, - documents, - metadatas, - distances, - strict=True, - ) - ] \ No newline at end of file + def retrieve( + self, + question: str, + top_k: int = RAG_TOP_K, + where_filter: dict[str, Any] | None = None, + ) -> list[RetrievedTitle]: + """Return the most relevant catalogue titles for a question.""" + query_embedding = embed_one_text(self.hf_client, question) + self._validate_query_embedding_dimension(query_embedding) + + query_args: dict[str, Any] = { + "query_embeddings": [query_embedding], + "n_results": top_k, + "include": ["documents", "metadatas", "distances"], + } + + if where_filter: + query_args["where"] = where_filter + + result = self.collection.query(**query_args) + + ids = result["ids"][0] + documents = result["documents"][0] + metadatas = result["metadatas"][0] + distances = result["distances"][0] + + return [ + RetrievedTitle( + show_id=str(item_id), + title=str(metadata.get("title", "")), + text=str(document), + metadata=dict(metadata), + distance=float(distance), + ) + for item_id, document, metadata, distance in zip( + ids, + documents, + metadatas, + distances, + strict=True, + ) + ] \ No newline at end of file From 98a7b4f344f63fbff469e72192d54c0ed851b7d1 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 17:41:48 +0530 Subject: [PATCH 51/57] Add LLM Chroma search planner --- rag/query_intelligence.py | 374 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 374 insertions(+) create mode 100644 rag/query_intelligence.py diff --git a/rag/query_intelligence.py b/rag/query_intelligence.py new file mode 100644 index 0000000..c1f3e60 --- /dev/null +++ b/rag/query_intelligence.py @@ -0,0 +1,374 @@ +"""LLM query intelligence layer that creates direct Chroma search plans.""" + +from __future__ import annotations + +import json +import os +from dataclasses import dataclass +from typing import Any + +from dotenv import load_dotenv + +from rag.config import GROQ_MODEL + + +SYSTEM_MESSAGE = """ +You are an AI retrieval planner for a Netflix catalogue RAG system. + +Your job is NOT to answer the user. +Your job is to convert the user's natural-language question into a ChromaDB-searchable JSON plan. + +Return valid JSON only. +Do not use markdown. +Do not explain. +Do not include comments. + +The JSON must have exactly these top-level keys: +{ + "semantic_query": string, + "where": object or null +} + +The "semantic_query" will be embedded for vector search. +The "where" value will be passed directly to ChromaDB collection.query(where=...). + +Allowed Chroma metadata fields: +- countries +- genres +- type +- rating +- release_year + +Field rules: +1. countries + - Array field. + - Must use: {"countries": {"$contains": ""}} + +2. genres + - Array field. + - Must use: {"genres": {"$contains": ""}} + +3. type + - String field. + - Allowed values only: "Movie", "TV Show" + - Must use: {"type": "Movie"} or {"type": "TV Show"} + +4. rating + - String field. + - Must use: {"rating": ""} + +5. release_year + - Integer field. + - Allowed operators only: "$eq", "$gte", "$lte", "$gt", "$lt" + - Example: {"release_year": {"$gte": 2018}} + +Logical rules: +- Use "$and" only when all conditions must match. +- Use "$or" only when the user clearly asks for alternatives. +- Each item inside "$and" or "$or" must be a complete filter object. +- If there are multiple constraints, use explicit "$and". + +Strictly forbidden in "where": +- "country" +- "genre" +- "title" +- "description" +- "cast" +- "director" +- "date_added" +- any field not listed in the allowed metadata fields + +Use these exact field names: +- "countries", not "country" +- "genres", not "genre" + +Domain understanding: +- "Bollywood", "desi", "Indian" means countries contains "India". +- "American", "US", "USA" means countries contains "United States". +- "Korean", "K-drama", "Kdrama" means countries contains "South Korea". +- "British", "UK" means countries contains "United Kingdom". +- "movie", "movies", "film", "films" means type "Movie". +- "series", "show", "shows", "TV series" means type "TV Show". +- "funny", "comedy", "comedies" means genre "Comedies" for movies. +- "comedy shows" or "TV comedy" means genre "TV Comedies". +- "drama movies" means genre "Dramas". +- "drama shows" means genre "TV Dramas". +- "romantic movies" means genre "Romantic Movies". +- "romantic shows" means genre "Romantic TV Shows". +- "scary" or "horror" means genre "Horror Movies". +- "thriller" means genre "Thrillers". +- "documentary" means genre "Documentaries". +- "docuseries" means genre "Docuseries". + +Year handling: +- "after 2018" means {"release_year": {"$gte": 2018}} +- "from 2018" means {"release_year": {"$gte": 2018}} +- "before 2020" means {"release_year": {"$lte": 2020}} +- "between 2017 and 2020" means {"release_year": {"$gte": 2017, "$lte": 2020}} +- "in 2019" means {"release_year": {"$eq": 2019}} + +Before returning JSON, silently self-check: +1. Is the output valid JSON? +2. Are the only top-level keys "semantic_query" and "where"? +3. Is "semantic_query" a non-empty string? +4. Is "where" either null or a valid Chroma filter? +5. Does "where" use only allowed fields? +6. Does "where" use "countries" and "genres" with "$contains"? +7. Did you avoid unsupported fields like "country", "genre", "title", "cast", or "director"? +8. If multiple filters are needed, did you wrap them inside "$and"? + +Examples: + +User: +Suggest Bollywood comedy movies after 2018 + +Correct JSON: +{ + "semantic_query": "comedy movies", + "where": { + "$and": [ + {"countries": {"$contains": "India"}}, + {"genres": {"$contains": "Comedies"}}, + {"type": "Movie"}, + {"release_year": {"$gte": 2018}} + ] + } +} + +User: +Suggest Korean romantic shows + +Correct JSON: +{ + "semantic_query": "romantic shows", + "where": { + "$and": [ + {"countries": {"$contains": "South Korea"}}, + {"genres": {"$contains": "Romantic TV Shows"}}, + {"type": "TV Show"} + ] + } +} + +User: +Find American documentaries before 2020 + +Correct JSON: +{ + "semantic_query": "documentaries", + "where": { + "$and": [ + {"countries": {"$contains": "United States"}}, + {"genres": {"$contains": "Documentaries"}}, + {"release_year": {"$lte": 2020}} + ] + } +} + +User: +Suggest Indian or Korean dramas + +Correct JSON: +{ + "semantic_query": "dramas", + "where": { + "$and": [ + { + "$or": [ + {"countries": {"$contains": "India"}}, + {"countries": {"$contains": "South Korea"}} + ] + }, + {"genres": {"$contains": "Dramas"}} + ] + } +} + +User: +Suggest emotional family stories + +Correct JSON: +{ + "semantic_query": "emotional family stories", + "where": null +} +""".strip() + + +@dataclass +class SearchPlan: + """Direct Chroma search plan generated by the LLM.""" + + semantic_query: str + where: dict[str, Any] | None = None + + +ALLOWED_FIELDS = {"countries", "genres", "type", "rating", "release_year"} +ALLOWED_LOGICAL_OPERATORS = {"$and", "$or"} +ALLOWED_YEAR_OPERATORS = {"$eq", "$gte", "$lte", "$gt", "$lt"} + + +def _fallback_search_plan(question: str) -> SearchPlan: + """Return semantic-only search plan if LLM planning fails.""" + return SearchPlan(semantic_query=question, where=None) + + +def _strip_markdown_fences(content: str) -> str: + """Remove markdown JSON fences if the LLM accidentally returns them.""" + content = content.strip() + + if content.startswith("```json"): + content = content.removeprefix("```json").strip() + + if content.startswith("```"): + content = content.removeprefix("```").strip() + + if content.endswith("```"): + content = content.removesuffix("```").strip() + + return content + + +def _load_json_object(content: str) -> dict[str, Any]: + """Load a JSON object from LLM output.""" + content = _strip_markdown_fences(content) + + try: + payload = json.loads(content) + except json.JSONDecodeError as error: + raise RuntimeError("Query planner returned invalid JSON.") from error + + if not isinstance(payload, dict): + raise RuntimeError("Query planner JSON must be an object.") + + return payload + + +def _clean_semantic_query(value: Any, fallback_query: str) -> str: + """Return a valid semantic query.""" + if isinstance(value, str) and value.strip(): + return value.strip() + + return fallback_query + + +def _is_safe_where_filter(value: Any) -> bool: + """Return True only if the LLM produced a safe Chroma where filter.""" + if value is None: + return True + + if not isinstance(value, dict): + return False + + if not value: + return False + + # Chroma filters should have one root key: + # either one logical operator like "$and", + # or one metadata field like "type". + if len(value) != 1: + return False + + key, inner_value = next(iter(value.items())) + + if key in ALLOWED_LOGICAL_OPERATORS: + if not isinstance(inner_value, list) or not inner_value: + return False + + return all(_is_safe_where_filter(item) for item in inner_value) + + if key not in ALLOWED_FIELDS: + return False + + if key in {"countries", "genres"}: + if not isinstance(inner_value, dict): + return False + + if set(inner_value.keys()) != {"$contains"}: + return False + + contains_value = inner_value["$contains"] + + if not isinstance(contains_value, str): + return False + + return bool(contains_value.strip()) + + if key == "type": + return inner_value in {"Movie", "TV Show"} + + if key == "rating": + return isinstance(inner_value, str) and bool(inner_value.strip()) + + if key == "release_year": + if isinstance(inner_value, bool): + return False + + if isinstance(inner_value, int): + return True + + if not isinstance(inner_value, dict) or not inner_value: + return False + + for operator, year in inner_value.items(): + if operator not in ALLOWED_YEAR_OPERATORS: + return False + + if isinstance(year, bool) or not isinstance(year, int): + return False + + return True + + return False + + +def parse_search_plan(content: str, fallback_query: str) -> SearchPlan: + """Parse LLM output into a safe SearchPlan.""" + payload = _load_json_object(content) + + semantic_query = _clean_semantic_query( + payload.get("semantic_query"), + fallback_query=fallback_query, + ) + + where = payload.get("where") + + if not _is_safe_where_filter(where): + where = None + + return SearchPlan(semantic_query=semantic_query, where=where) + + +def create_search_plan(question: str) -> SearchPlan: + """Ask the LLM to directly generate a Chroma-searchable plan.""" + load_dotenv() + + api_key = os.environ.get("GROQ_API_KEY") + + if not api_key: + return _fallback_search_plan(question) + + from groq import Groq + + client = Groq(api_key=api_key) + + try: + response = client.chat.completions.create( + model=GROQ_MODEL, + messages=[ + {"role": "system", "content": SYSTEM_MESSAGE}, + {"role": "user", "content": question}, + ], + temperature=0, + max_completion_tokens=700, + ) + + content = response.choices[0].message.content + + if content is None: + return _fallback_search_plan(question) + + return parse_search_plan(content.strip(), fallback_query=question) + + except Exception: + return _fallback_search_plan(question) \ No newline at end of file From 125991c9b363e02fd3cf7ec6d965a339b61dbe63 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 17:57:25 +0530 Subject: [PATCH 52/57] Store filterable metadata as lists --- rag/documents.py | 12 +++++++++--- rag/service.py | 14 +++++++++++--- 2 files changed, 20 insertions(+), 6 deletions(-) diff --git a/rag/documents.py b/rag/documents.py index 2c74e5d..87bb932 100644 --- a/rag/documents.py +++ b/rag/documents.py @@ -15,7 +15,7 @@ class TitleDocument: show_id: str title: str text: str - metadata: dict[str, str | int | None] + metadata: dict[str, str | int | float | bool | list[str] | None] def fetch_child_values( @@ -67,6 +67,10 @@ def build_document_text( return "\n".join(parts) +def ensure_non_empty_metadata_list(values: list[str]) -> list[str]: + """Return a non-empty metadata list for Chroma filters.""" + clean_values = [value.strip() for value in values if value.strip()] + return clean_values or ["Unknown"] def load_title_documents() -> list[TitleDocument]: """Load all cleaned titles from SQLite and convert them to RAG documents.""" @@ -116,6 +120,8 @@ def load_title_documents() -> list[TitleDocument]: cast=cast, directors=directors, ) + metadata_countries = ensure_non_empty_metadata_list(countries) + metadata_genres = ensure_non_empty_metadata_list(genres) documents.append( TitleDocument( @@ -128,8 +134,8 @@ def load_title_documents() -> list[TitleDocument]: "type": str(row["type"]), "release_year": int(row["release_year"]), "rating": str(row["rating"]), - "countries": ", ".join(countries), - "genres": ", ".join(genres), + "countries": metadata_countries, + "genres": metadata_genres, }, ) ) diff --git a/rag/service.py b/rag/service.py index f03f566..ee443a6 100644 --- a/rag/service.py +++ b/rag/service.py @@ -8,6 +8,7 @@ from rag.config import RAG_TOP_K from rag.llm import answer_with_groq from rag.retriever import RetrievedTitle, TitleRetriever +from rag.query_intelligence import create_search_plan @dataclass @@ -50,13 +51,20 @@ def select_used_sources( def ask_question(question: str, top_k: int = RAG_TOP_K) -> AskResult: - """Retrieve relevant titles, ask Groq, and return answer with used sources.""" + """Plan retrieval, retrieve relevant titles, ask Groq, and return answer.""" retriever = get_retriever() - retrieved_titles = retriever.retrieve(question, top_k=top_k) + + search_plan = create_search_plan(question) + + retrieved_titles = retriever.retrieve( + search_plan.semantic_query, + top_k=top_k, + where_filter=search_plan.where, + ) if not retrieved_titles: return AskResult( - answer="I could not find relevant titles in the provided catalogue.", + answer="I could not find matching titles in the provided catalogue.", sources=[], ) From cea242195af8f47d3ccccccb4ba0bb2586583515 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 17:59:20 +0530 Subject: [PATCH 53/57] Use LLM search planner in RAG service --- rag/service.py | 1 + 1 file changed, 1 insertion(+) diff --git a/rag/service.py b/rag/service.py index ee443a6..1731319 100644 --- a/rag/service.py +++ b/rag/service.py @@ -11,6 +11,7 @@ from rag.query_intelligence import create_search_plan + @dataclass class AnswerSource: """A source title used in a RAG answer.""" From bd3a495479b5448585fc414807041c611b5fa987 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 18:15:42 +0530 Subject: [PATCH 54/57] change some minor errors in system prompt --- rag/query_intelligence.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/rag/query_intelligence.py b/rag/query_intelligence.py index c1f3e60..9adab1e 100644 --- a/rag/query_intelligence.py +++ b/rag/query_intelligence.py @@ -101,8 +101,9 @@ - "docuseries" means genre "Docuseries". Year handling: -- "after 2018" means {"release_year": {"$gte": 2018}} +- "after 2018" means {"release_year": {"$gt": 2018}} - "from 2018" means {"release_year": {"$gte": 2018}} +- "since 2018" means {"release_year": {"$gte": 2018}} - "before 2020" means {"release_year": {"$lte": 2020}} - "between 2017 and 2020" means {"release_year": {"$gte": 2017, "$lte": 2020}} - "in 2019" means {"release_year": {"$eq": 2019}} @@ -130,7 +131,7 @@ {"countries": {"$contains": "India"}}, {"genres": {"$contains": "Comedies"}}, {"type": "Movie"}, - {"release_year": {"$gte": 2018}} + {"release_year": {"$gt": 2018}} ] } } From 2fe9222c0b78b9d9156413bab9db7df52dedf9c3 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 18:25:28 +0530 Subject: [PATCH 55/57] Improve semantic query rewriting in AI planner --- rag/query_intelligence.py | 70 ++++++++++++++++++++++++++++++++++++--- 1 file changed, 65 insertions(+), 5 deletions(-) diff --git a/rag/query_intelligence.py b/rag/query_intelligence.py index 9adab1e..a112b5c 100644 --- a/rag/query_intelligence.py +++ b/rag/query_intelligence.py @@ -82,6 +82,23 @@ - "countries", not "country" - "genres", not "genre" +Semantic query rewriting rules: +- The semantic_query should NOT simply copy the user query. +- The semantic_query should be a richer meaning-based search phrase for vector search. +- Remove strict filters from semantic_query when they are already represented in where. +- Do not include country, year, rating, or type words in semantic_query if they are already in where. +- Expand vague user intent into useful catalogue/search language. +- Keep semantic_query focused on story, mood, theme, tone, genre feel, or recommendation intent. + +Examples: +- "light heart movie" → "lighthearted feel-good entertaining comedy drama" +- "something emotional" → "emotional heartfelt family relationship drama" +- "dark crime show" → "dark crime investigation thriller" +- "romantic feel good movie" → "romantic feel-good heartwarming story" +- "scary movie" → "horror suspense scary thriller" +- "motivational movie" → "inspiring motivational uplifting story" +- "family friendly movie" → "family friendly wholesome lighthearted story" + Domain understanding: - "Bollywood", "desi", "Indian" means countries contains "India". - "American", "US", "USA" means countries contains "United States". @@ -117,6 +134,8 @@ 6. Does "where" use "countries" and "genres" with "$contains"? 7. Did you avoid unsupported fields like "country", "genre", "title", "cast", or "director"? 8. If multiple filters are needed, did you wrap them inside "$and"? +9. Did you remove country, type, and year words from semantic_query if they are already represented in where? +10. Did you enrich vague mood words into better semantic search language? Examples: @@ -125,7 +144,7 @@ Correct JSON: { - "semantic_query": "comedy movies", + "semantic_query": "funny lighthearted entertaining comedy movies", "where": { "$and": [ {"countries": {"$contains": "India"}}, @@ -141,7 +160,7 @@ Correct JSON: { - "semantic_query": "romantic shows", + "semantic_query": "romantic heartfelt relationship drama shows", "where": { "$and": [ {"countries": {"$contains": "South Korea"}}, @@ -156,7 +175,7 @@ Correct JSON: { - "semantic_query": "documentaries", + "semantic_query": "informative real-life documentary stories", "where": { "$and": [ {"countries": {"$contains": "United States"}}, @@ -171,7 +190,7 @@ Correct JSON: { - "semantic_query": "dramas", + "semantic_query": "emotional dramatic character-driven stories", "where": { "$and": [ { @@ -185,14 +204,55 @@ } } +User: +I want light heart movie of India after 2018 + +Correct JSON: +{ + "semantic_query": "lighthearted feel-good entertaining comedy drama", + "where": { + "$and": [ + {"countries": {"$contains": "India"}}, + {"type": "Movie"}, + {"release_year": {"$gt": 2018}} + ] + } +} + User: Suggest emotional family stories Correct JSON: { - "semantic_query": "emotional family stories", + "semantic_query": "emotional heartfelt family relationship stories", "where": null } + +User: +Suggest dark crime investigation shows + +Correct JSON: +{ + "semantic_query": "dark crime investigation suspense thriller series", + "where": { + "$and": [ + {"type": "TV Show"} + ] + } +} + +User: +Suggest family friendly movies + +Correct JSON: +{ + "semantic_query": "family friendly wholesome lighthearted feel-good story", + "where": { + "$and": [ + {"type": "Movie"} + ] + } +} """.strip() From 2b481d4a835bc3efd03004143d8be884fb0e3c43 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 18:49:58 +0530 Subject: [PATCH 56/57] update notes and readme mds --- NOTES.md | 288 +++++++++++++++++++++++++++++++++++++++++++++++++----- README.md | 210 ++++++++++++++++++++++++++++++++++----- 2 files changed, 449 insertions(+), 49 deletions(-) diff --git a/NOTES.md b/NOTES.md index fc108bb..2b78618 100644 --- a/NOTES.md +++ b/NOTES.md @@ -5,6 +5,7 @@ The CSV was usable, but it needed cleaning before using it for search and RAG. Problems I found: + - `date_added` had many leading spaces and needed parsing. - Some text fields had messy whitespace such as repeated spaces, newlines, tabs, and non-breaking spaces. - Several optional fields were missing, especially `director`, `cast`, and `country`. @@ -14,6 +15,7 @@ Problems I found: - I found one duplicate-content row where all cleaned fields matched another row except `show_id`. Fixes made: + - Cleaned whitespace in text fields. - Parsed `date_added` into `YYYY-MM-DD`. - Parsed `release_year` as an integer. @@ -25,16 +27,29 @@ Fixes made: - Dropped unusable rows and exact duplicate-content rows. What I left: + - I did not drop rows just because optional metadata was missing. A title can still be useful without director, cast, country, rating, or date_added. - I did not manually edit the CSV. All cleaning happens in code. - I did not add external data such as IMDb ratings, posters, languages, or current Netflix availability because that would make the assignment less reproducible. - I did not do fuzzy duplicate matching. I only removed exact duplicate cleaned content except `show_id`. +--- + ## 2. Schema decisions I used SQLite because the dataset is small, local, and easy to rebuild. -The main table is `titles`. It stores one row per title with `show_id`, `type`, `title`, `release_year`, `rating`, `duration_value`, `duration_unit`, `date_added`, and `description`. +The main table is `titles`. It stores one row per title with: + +- `show_id` +- `type` +- `title` +- `release_year` +- `rating` +- `duration_value` +- `duration_unit` +- `date_added` +- `description` I used `show_id` as the primary key because title names are not guaranteed to be unique. @@ -49,7 +64,9 @@ I did this because fields like `country`, `cast`, `director`, and `listed_in` ca Each child table has a `position` column to preserve the original order from the CSV, especially for cast and directors. -## 3. RAG choices +--- + +## 3. RAG document design I used one RAG document per Netflix title. I did not chunk further because each title row is already short. @@ -66,35 +83,251 @@ For each title, I embedded a text block containing: - cast - description -I included metadata, not only description, because users may ask questions like “Indian comedy movie”, “TV-MA Japanese show”, or “movie with Vijay”. Those questions depend on country, genre, rating, type, and cast. +I included metadata, not only description, because users may ask questions like: + +```text +Indian comedy movie +TV-MA Japanese show +movie with Vijay +light heart movie of India after 2018 +``` + +These questions depend on country, genre, rating, type, year, and cast, not only the description. + +Each Chroma document stores metadata like: + +```python +{ + "show_id": "...", + "title": "...", + "type": "Movie", + "release_year": 2019, + "rating": "TV-14", + "countries": ["India"], + "genres": ["Comedies", "Dramas"] +} +``` + +I store `countries` and `genres` as lists so ChromaDB can filter them using `$contains`. + +--- + +## 4. Moving from local SentenceTransformer to Hugging Face API + +Originally, the RAG system used local SentenceTransformer embeddings. + +Old flow: + +```text +Text +→ local SentenceTransformer model +→ embedding vector +→ ChromaDB +``` + +This worked locally, but it was heavy for deployment because `sentence-transformers` pulls large ML dependencies like PyTorch. + +I changed the embedding system to use Hugging Face Inference API. + +New flow: + +```text +Text +→ Hugging Face Inference API +→ embedding vector +→ ChromaDB +``` + +The embedding model is still: + +```text +sentence-transformers/all-MiniLM-L6-v2 +``` + +but the model is not loaded inside the backend anymore. + +This made deployment lighter because the backend only needs the lightweight Hugging Face client, not the full local embedding model stack. + +I also kept manual L2 normalization because the old local SentenceTransformer flow used normalized embeddings. This keeps retrieval behavior consistent. + +--- + +## 5. Chroma indexing flow + +When I run: + +```bash +python -m rag.index +``` + +the system: + +1. Loads cleaned Netflix titles from SQLite. +2. Converts each title into a RAG document. +3. Sends document text to Hugging Face Inference API. +4. Receives an embedding vector. +5. Normalizes the vector. +6. Stores the id, document text, metadata, and embedding in ChromaDB. + +The Chroma index is stored locally in: + +```text +data/chroma_db/ +``` + +This folder is generated and should not be committed. + +I also store embedding metadata such as model name and dimension so the retriever can detect mismatches if the embedding model changes. + +--- + +## 6. AI Intelligence Layer + +I added an AI Intelligence Layer before Chroma retrieval. + +Old `/ask` flow: + +```text +User question +→ embed raw question +→ search whole Chroma vector database +→ Groq final answer +``` -RAG stack: -- Embedding model: `sentence-transformers/all-MiniLM-L6-v2` -- Vector store: Chroma -- LLM: Groq with `llama-3.3-70b-versatile` +New `/ask` flow: -I chose Chroma because it stores documents, embeddings, ids, and metadata together. I did not use LangChain because the project is small and I wanted the retrieval flow to stay easy to explain. +```text +User question +→ LLM query planner +→ semantic_query + Chroma where filter +→ filtered Chroma vector search +→ Groq final answer +``` -The `/ask` endpoint retrieves relevant titles, sends them to Groq with a guarded prompt, and returns an answer plus only the `show_id`s the LLM says it actually used. The prompt asks the model to use only catalogue sources, avoid invented metadata, and return JSON with `answer` and `used_show_ids`. +The planner returns a direct Chroma-searchable plan. -For deployment, I lazy-loaded the heavy RAG dependencies so the API server can open its port quickly. The first `/ask` request after restart can be slower, but later requests reuse the cached retriever. +Example user query: -## 4. What would break at 100,000 titles? +```text +I want light heart movie of India after 2018 +``` + +Planner output: + +```python +SearchPlan( + semantic_query="lighthearted feel-good entertaining comedy drama", + where={ + "$and": [ + {"countries": {"$contains": "India"}}, + {"type": "Movie"}, + {"release_year": {"$gt": 2018}} + ] + } +) +``` + +This makes the retriever smarter before vector search happens. + +The exact filters decide which titles are eligible. The semantic query decides which eligible titles are most relevant. + +--- + +## 7. Why the AI layer was needed + +Plain vector search is semantic, not strict. + +If the user asks: + +```text +Indian comedy movies +``` + +plain vector search may return non-Indian titles if their descriptions are semantically similar. + +The AI Intelligence Layer solves this by creating a direct ChromaDB search plan: + +```text +semantic_query = funny entertaining comedy movies +where = countries contains India, genres contains Comedies, type Movie +``` + +So ChromaDB searches only inside the correct filtered subset. + +This is better than sending the raw query directly to vector search. + +--- + +## 8. Example `/ask` flow + +Example query: + +```text +Suggest Bollywood comedy movies after 2018 +``` + +Planner creates: + +```python +SearchPlan( + semantic_query="funny lighthearted entertaining comedy movies", + where={ + "$and": [ + {"countries": {"$contains": "India"}}, + {"genres": {"$contains": "Comedies"}}, + {"type": "Movie"}, + {"release_year": {"$gt": 2018}} + ] + } +) +``` + +Then the retriever does: + +```text +Embed semantic_query with Hugging Face +Search ChromaDB using query embedding + where filter +Return matching titles +``` + +Then Groq receives only retrieved catalogue titles and writes the final grounded answer. + +--- + +## 9. RAG and LLM guardrails + +The final answer prompt tells Groq: + +- Use only provided catalogue sources. +- Do not use outside knowledge. +- Do not invent titles, actors, countries, ratings, years, or plot details. +- Return JSON with `answer` and `used_show_ids`. +- Only cite `show_id`s actually used in the answer. + +The API then returns only the sources listed in `used_show_ids`. + +This prevents the API from showing every retrieved title as a source if the answer only used some of them. + +--- + +## 10. What would break at 100,000 titles? At 100,000 titles, the current design would still work conceptually, but these parts would need improvement: -- The API currently fetches child-table values title by title. At larger scale, this N+1 pattern would be slow. I would batch-fetch child values with `WHERE show_id IN (...)`. + - Rebuilding the full Chroma index every time would be slow. I would make indexing incremental and only re-embed changed rows. -- RAG quality would need evaluation. I would add a test set of questions with expected source `show_id`s. - Local Chroma storage may not be ideal for production. I would consider a managed vector store or a more controlled indexing pipeline. - LLM latency and cost would matter more. I would cache common answers and keep retrieved context smaller. -- Deployment would need more predictable storage and startup behavior instead of rebuilding generated artifacts in a simple build command. +- SQLite is good for this assignment and dataset size, but at larger production scale I would consider PostgreSQL because it handles concurrent access, indexing, backups, and production operations better. + +--- -## 5. AI usage +## 11. AI usage I used AI tools while building this project. I used AI for: + - planning the ingestion package structure - drafting first versions of helper functions - discussing cleaning choices like `"Unknown"` vs `NULL` @@ -102,19 +335,24 @@ I used AI for: - drafting parts of the FastAPI and RAG scaffolding - reviewing prompts and source-grounding behavior - debugging deployment issues +- designing the AI Intelligence Layer before Chroma retrieval + +I changed AI-generated output in multiple places instead of accepting it blindly. -I changed AI-generated output in multiple places instead of accepting it blindly. One example was the RAG prompt and source handling. The first version returned all retrieved titles as sources, even when the answer only used some of them. I changed the prompt to require a JSON response with `answer` and `used_show_ids`, added guardrails against outside knowledge and invented metadata, and updated the API to return only the titles listed in `used_show_ids`. +One example was the RAG prompt and source handling. The first version returned all retrieved titles as sources, even when the answer only used some of them. I changed the prompt to require a JSON response with `answer` and `used_show_ids`, added guardrails against outside knowledge and invented metadata, and updated the API to return only the titles listed in `used_show_ids`. + +Another example was the AI Intelligence Layer. I first considered rule-based normalization and tool-based approaches, but I kept the final implementation simpler: the LLM directly generates a Chroma-searchable plan, and Python only validates and executes it. I also rejected suggestions that felt unnecessary for this assignment, such as MinMax scaling numeric fields, adding many boolean quality-flag columns, using a full framework like LangChain, or adding fuzzy duplicate matching without time to evaluate it. -I ran the code, checked outputs, and adjusted decisions based on actual behavior. I can explain the final path from CSV to SQLite, from SQLite to API response, and from Chroma retrieval to Groq answer. +I ran the code, checked outputs, and adjusted decisions based on actual behavior. I can explain the final path from CSV to SQLite, from SQLite to Chroma, from Chroma retrieval to Groq answer, and from raw query to AI-planned filtered retrieval. + +--- + +## 12. What I would improve next + +- **TMDB enrichment:** If business needs richer data, I would use TMDB to fill missing fields like unknown director, cast, language, poster, and external ratings with source/confidence tracking. -## 6. What I would do with another 4 hours +- **Fallback retrieval:** If strict filters return no results, I would show a clear “no exact match found” message and then return the closest relaxed alternatives. -With another 4 hours, I would: -- Add IMDb or TMDB metadata such as IMDb rating, poster URL, language, and external links as a separate enrichment step. -- Add a fallback for `/ask` when Groq fails, returning retrieved titles with a clear message instead of a server error. -- Add more API tests for pagination edge cases, invalid filters, and `/ask` failure cases. -- Add a small RAG evaluation file with example questions and expected source `show_id`s. -- Batch child-table lookups in `/titles` to reduce repeated SQL queries. -- Add a Docker setup so reviewers can run the project more easily. +- **RAG evaluation:** I would create a small evaluation set of sample questions and expected `show_id`s to measure whether retrieval quality is improving. diff --git a/README.md b/README.md index 142c611..70495ef 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,13 @@ -# Netflix Catalog Q&A System +# Netflix Catalogue Q&A System -This project is a small backend system for searching and asking questions about a Netflix catalogue dataset. +This project is a backend system for searching and asking questions about a Netflix catalogue dataset. -It has three main parts: +It has four main parts: 1. **Data ingestion** — cleans the raw Netflix CSV and stores it in SQLite. 2. **Structured API** — provides FastAPI endpoints for title search, title lookup, and catalogue stats. -3. **RAG Q&A** — retrieves relevant catalogue titles from Chroma and uses Groq to answer questions with source `show_id`s. +3. **RAG Q&A** — retrieves relevant catalogue titles from ChromaDB and uses Groq to answer questions with source `show_id`s. +4. **AI Intelligence Layer** — converts a raw user query into a Chroma-searchable plan before vector retrieval. The source dataset is: @@ -23,8 +24,8 @@ Generated files such as `data/netflix.db`, `data/chroma_db/`, `.env`, and `.venv - Python 3.10+ - SQLite - FastAPI -- Chroma -- sentence-transformers +- ChromaDB +- Hugging Face Inference API - Groq - pytest - ruff @@ -32,6 +33,109 @@ Generated files such as `data/netflix.db`, `data/chroma_db/`, `.env`, and `.venv --- +## High-Level Architecture + +```text +Netflix CSV + ↓ +Ingestion pipeline + ↓ +Clean SQLite database + ↓ +RAG document builder + ↓ +Hugging Face embedding API + ↓ +ChromaDB vector index + ↓ +/ask API endpoint + ↓ +AI Intelligence Layer + ↓ +Filtered Chroma vector search + ↓ +Groq final answer +``` + +--- + +## AI Intelligence Layer + +The `/ask` endpoint does not send the raw user question directly to ChromaDB. + +Instead, the system first sends the question to an LLM-based query planner. The planner returns a direct Chroma search plan containing: + +1. `semantic_query` — a rewritten query used for vector search. +2. `where` — a ChromaDB metadata filter used for exact constraints. + +Example user query: + +```text +I want light heart movie of India after 2018 +``` + +Planner output: + +```json +{ + "semantic_query": "lighthearted feel-good entertaining comedy drama", + "where": { + "$and": [ + {"countries": {"$contains": "India"}}, + {"type": "Movie"}, + {"release_year": {"$gt": 2018}} + ] + } +} +``` + +This improves retrieval because: + +```text +Metadata filters decide eligibility. +Semantic search decides relevance. +``` + +For example, if the user asks for Indian movies, ChromaDB only searches inside Indian titles instead of searching the entire vector database. + +--- + +## Hugging Face Embeddings + +Originally, the project used local SentenceTransformer embeddings. That worked locally, but it added heavy deployment dependencies such as PyTorch. + +The current version uses Hugging Face Inference API for embeddings. + +Old approach: + +```text +Text → local SentenceTransformer → embedding +``` + +New approach: + +```text +Text → Hugging Face Inference API → embedding +``` + +The embedding model is still: + +```text +sentence-transformers/all-MiniLM-L6-v2 +``` + +but the model is not loaded locally anymore. + +Benefits: + +- No local PyTorch model loading +- Smaller dependency size +- Easier Render deployment +- Same embedding model family +- Normalized embeddings preserved + +--- + ## Setup Clone the repository: @@ -69,10 +173,10 @@ HF_API_TOKEN=your_hf_api_token_here ``` > [!IMPORTANT] -> **Hugging Face Token**: You need a free "Read" token from [huggingface.co/settings/tokens](https://huggingface.co/settings/tokens). This replaces local `sentence-transformers` for faster, lighter deployment. +> You need a Hugging Face token with read access. The project uses Hugging Face Inference API for embeddings instead of loading SentenceTransformer locally. > [!WARNING] -> **Rebuild Index**: If you previously built your index using local models, you **MUST** run `python -m rag.index` again to ensure the vector dimensions and model match. +> If you change the embedding model or metadata structure, rebuild the Chroma index with `python -m rag.index`. Do not commit `.env`. @@ -94,6 +198,8 @@ data/netflix.db The script prints a summary report with rows read, rows loaded, rows dropped, missing values handled, and cleaning fixes applied. +--- + ### 2. Build the RAG index ```bash @@ -108,6 +214,15 @@ data/chroma_db/ The index stores one embedded document per Netflix title. +Each Chroma record stores: + +- document id / `show_id` +- embedded document text +- metadata such as title, type, rating, release year, countries, and genres +- embedding vector generated by Hugging Face + +--- + ### 3. Start the API ```bash @@ -170,10 +285,57 @@ Returns total titles, count by type, and top 10 countries. ```bash curl -X POST http://127.0.0.1:8000/ask \ -H "Content-Type: application/json" \ - -d '{"question":"Suggest me an Indian comedy movie"}' + -d '{"question":"I want light heart movie of India after 2018"}' ``` -The `/ask` endpoint embeds the question, retrieves relevant titles from Chroma, sends the retrieved context to Groq, and returns an answer plus the source titles used. +Example response: + +```json +{ + "answer": "A good match is 15-Aug, 90 ML, Kaake Da Viyah or House Arrest. They are all Indian movies released after 2018 and listed under Comedies, so they fit your request for a light heart movie.", + "sources": [ + {"show_id": "81033429", "title": "15-Aug"}, + {"show_id": "81147278", "title": "90 ML"}, + {"show_id": "81155859", "title": "Kaake Da Viyah"}, + {"show_id": "81076114", "title": "House Arrest"} + ] +} +``` + +--- + +## `/ask` Flow + +```text +User question + ↓ +AI Intelligence Layer + ↓ +LLM creates: +- semantic_query +- Chroma where filter + ↓ +Hugging Face embeds semantic_query + ↓ +ChromaDB filtered vector search + ↓ +Retrieved catalogue titles + ↓ +Groq final answer + ↓ +Answer + source show_ids +``` + +Example: + +```text +User: +Suggest Bollywood comedy movies after 2018 + +AI planner: +semantic_query = "funny lighthearted entertaining comedy movies" +where = countries contains India, genres contains Comedies, type Movie, release_year > 2018 +``` --- @@ -211,22 +373,20 @@ For deployed use, paste the Render backend URL. --- -## Deployment Notes +## Render Deployment -For Render backend deployment, use: +For Render backend deployment, use this build command: ```bash pip install -r requirements.txt && python ingest.py && python -m rag.index ``` -as the build command, and: +Use this start command: ```bash python -m uvicorn api.main:app --host 0.0.0.0 --port ${PORT:-10000} ``` -as the start command. - Set these environment variables on Render: ```env @@ -236,7 +396,9 @@ HF_API_TOKEN=your_hf_api_token_here PYTHON_VERSION=3.11.11 ``` -The RAG dependencies are lazy-loaded so the API can start quickly. The first `/ask` request after a restart can be slower because it connects to the Hugging Face Inference API and loads the Chroma retriever into memory. +`HF_API_TOKEN` is required during build because `python -m rag.index` generates embeddings using Hugging Face. + +The first `/ask` request after a restart can be slower because the retriever and API clients are loaded lazily. --- @@ -261,7 +423,7 @@ ruff check --select I --fix . ruff format . ``` -The test suite covers ingestion row dropping, metadata parsing, duplicate-content handling, filtered title listing, missing title errors, and `/ask` source output. +The test suite covers ingestion row dropping, metadata parsing, duplicate-content handling, filtered title listing, missing title errors, embedding utilities, and `/ask` source output. --- @@ -283,10 +445,10 @@ __pycache__/ ## Known Limitations -- The dataset is a 2019 Netflix snapshot, so it should not be treated as current Netflix availability. -- Missing human-facing metadata is stored as `"Unknown"`, which is useful for display but mixes missing values with normal metadata values. -- The Chroma index must be rebuilt with `python -m rag.index` after changing the database. -- The `/ask` endpoint depends on a valid Groq API key. -- The first `/ask` request after server restart can be slower because the RAG model is loaded lazily. -- Retrieval uses one document per title. This is fine for this dataset size, but a much larger catalogue would need better indexing, caching, and evaluation. -- The system answers only from the provided catalogue data. It cannot answer questions about IMDb ratings, posters, trailers, current Netflix availability, or languages unless that information exists in the dataset. +- The dataset is a static Netflix snapshot and should not be treated as current Netflix availability. +- Missing human-facing metadata is stored as `"Unknown"`. +- The Chroma index must be rebuilt with `python -m rag.index` after changing the database, metadata structure, or embedding model. +- The `/ask` endpoint depends on valid Groq and Hugging Face credentials. +- The AI planner can only filter fields that exist in Chroma metadata. + + From 87ea83debcfc036bdd36e01842195907671487d1 Mon Sep 17 00:00:00 2001 From: rxdrxksh01 Date: Wed, 13 May 2026 19:10:41 +0530 Subject: [PATCH 57/57] added architecture diagram --- architecture_diagram.png | Bin 0 -> 1557033 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 architecture_diagram.png diff --git a/architecture_diagram.png b/architecture_diagram.png new file 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