├── examples ├── __init__.py ├── binance │ ├── __init__.py │ └── core.py └── demo.py ├── .gitignore ├── risingwave ├── __init__.py └── core.py ├── Makefile ├── .github └── workflows │ ├── build.yml │ └── demos.yml ├── pyproject.toml ├── README.md ├── LICENSE └── uv.lock /examples/__init__.py: -------------------------------------------------------------------------------- 1 | # This file is intentionally left empty to make the directory a Python package 2 | -------------------------------------------------------------------------------- /examples/binance/__init__.py: -------------------------------------------------------------------------------- 1 | from .core import subscribe_bars 2 | 3 | __all__ = ["subscribe_bars"] 4 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | venv/** 2 | .venv/** 3 | *.log 4 | # ignore pycache in all directories 5 | __pycache__/ 6 | dist/** -------------------------------------------------------------------------------- /risingwave/__init__.py: -------------------------------------------------------------------------------- 1 | from .core import RisingWave, Subscription, MaterializedView, OutputFormat, RisingWaveConnOptions 2 | 3 | __all__ = ["RisingWave", "Subscription", "MaterializedView", "OutputFormat", "RisingWaveConnOptions"] 4 | -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- 1 | SHELL=/bin/bash 2 | 3 | PROJECT_DIR=. 4 | VENV_DIR=${PROJECT_DIR}/.venv 5 | 6 | cleanup-venv: 7 | rm -rf ${VENV_DIR} 8 | 9 | prepare-venv: 10 | uv sync 11 | 12 | build: 13 | @rm -rf dist/* 14 | uv build 15 | 16 | publish-test: 17 | uv publish --index testpypi 18 | 19 | publish: 20 | uv publish 21 | -------------------------------------------------------------------------------- /.github/workflows/build.yml: -------------------------------------------------------------------------------- 1 | name: Build 2 | 3 | on: 4 | push: 5 | branches: [main] 6 | pull_request: 7 | 8 | env: 9 | UV_LOCKED: true 10 | 11 | jobs: 12 | build: 13 | runs-on: ubuntu-latest 14 | strategy: 15 | matrix: 16 | python-version: ["3.9", "3.10", "3.11", "3.12"] 17 | 18 | steps: 19 | - uses: actions/checkout@v4 20 | 21 | - name: Prepare uv and Python 22 | uses: astral-sh/setup-uv@v5 23 | with: 24 | python-version: ${{ matrix.python-version }} 25 | 26 | - name: Sync environment 27 | run: | 28 | uv sync 29 | 30 | - name: Build package 31 | run: | 32 | uv build 33 | 34 | - name: Verify build artifacts 35 | run: | 36 | ls -la dist/ 37 | -------------------------------------------------------------------------------- /examples/binance/core.py: -------------------------------------------------------------------------------- 1 | import websocket 2 | import logging 3 | import json 4 | import traceback 5 | 6 | BINANCE_WS_BASE_URL = "wss://fstream.binance.com" 7 | 8 | # websocket.enableTrace(True) 9 | 10 | 11 | def subscribe_bars(streams: list, handler, encoder=json.loads): 12 | if not streams: 13 | raise ValueError("symbols must not be empty") 14 | 15 | url = f"{BINANCE_WS_BASE_URL}/stream?streams={str.join('/', [str.lower(s) for s in streams])}" 16 | 17 | 18 | logging.info(f"binance subscription URL: {url}") 19 | 20 | def on_message(_, data): 21 | handler(encoder(data)) 22 | 23 | def on_error(_, error): 24 | logging.error(f"binance stream error: {error}, {traceback.format_exc()}") 25 | 26 | def on_close(): 27 | logging.info("binance stream is closed") 28 | 29 | ws = websocket.WebSocketApp(url=url, 30 | on_message=on_message, 31 | on_error=on_error, 32 | on_close=on_close 33 | ) 34 | 35 | ws.run_forever(reconnect=5) 36 | 37 | if __name__ == "__main__": 38 | import asyncio 39 | import json 40 | asyncio.run(subscribe_bars(["ethusdt@kline_1m"], lambda data: print(data["data"]))) 41 | 42 | -------------------------------------------------------------------------------- /.github/workflows/demos.yml: -------------------------------------------------------------------------------- 1 | name: Run Demos 2 | 3 | on: 4 | push: 5 | branches: [main] 6 | pull_request: 7 | 8 | env: 9 | UV_LOCKED: true 10 | 11 | jobs: 12 | test-demos: 13 | runs-on: ubuntu-latest 14 | strategy: 15 | matrix: 16 | demo: ["simple", "boll"] 17 | 18 | steps: 19 | - uses: actions/checkout@v4 20 | 21 | - name: Prepare uv and Python 22 | uses: astral-sh/setup-uv@v5 23 | 24 | # TODO: use docker image with diffrent versions of RisingWave 25 | - name: Install RisingWave 26 | run: | 27 | mkdir -p /opt/risingwave 28 | cd /opt/risingwave 29 | curl -L https://risingwave.com/sh | sh 30 | echo "/opt/risingwave" >> $GITHUB_PATH 31 | 32 | - name: Run demo (smoke test) 33 | run: | 34 | # Run the demo with a timeout to prevent it from running indefinitely 35 | timeout 30s uv run examples/demo.py ${{ matrix.demo }} || code=$? 36 | if [ $code -eq 124 ]; then 37 | # If the command timed out (code 124), that's expected since the demo runs continuously 38 | echo "Demo ran successfully for 30 seconds" 39 | exit 0 40 | else 41 | # Any other exit code indicates a failure 42 | echo "Demo exited with code $code" 43 | exit $code 44 | fi 45 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [build-system] 2 | requires = ["hatchling"] 3 | build-backend = "hatchling.build" 4 | 5 | [tool.hatch.build.targets.sdist] 6 | exclude = ["/.git", "/venv", "/.venv", "/examples"] 7 | 8 | 9 | [tool.hatch.build.targets.wheel] 10 | packages = ["risingwave"] 11 | 12 | 13 | [project] 14 | name = "risingwave-py" 15 | version = "0.0.2" 16 | authors = [ 17 | { name = "Mike Wang", email = "mikecwangcn@gmail.com" }, 18 | { name = "Patrick Huang", email = "hzxa21@hotmail.com" }, 19 | ] 20 | description = "Python SDK for real-time processing" 21 | readme = "README.md" 22 | license = "Apache-2.0" 23 | license-files = ["LICENSE"] 24 | requires-python = ">=3.9" 25 | classifiers = [ 26 | "Programming Language :: Python :: 3", 27 | "Operating System :: OS Independent", 28 | ] 29 | dependencies = [ 30 | "pandas>=2.2.2", 31 | # FIXME: Currently, we are building against sqlalchemy 2.0, which is also sqlalchemy-risingwave 1.1.1 32 | # depends on. However, there's still some compatibility issues unresolved. 33 | # We should either: 34 | # 1. Rewrite this library to use sqlalchemy-risingwave 1.4.0, which depends on sqlalchemy 1.4. 35 | # 2. Wait for sqlalchemy-risingwave 2.0.0 to be released, which will depend on sqlalchemy 2.0 and 36 | # resolve the compatibility issues. (https://github.com/risingwavelabs/sqlalchemy-risingwave/issues/22) 37 | "sqlalchemy-risingwave==1.1.1", 38 | "semver>=3.0.2", 39 | ] 40 | keywords = [ 41 | "risingwave", 42 | "risingwave_py", 43 | "risingwave-py", 44 | "risingwave-python", 45 | "risingwave_python", 46 | ] 47 | 48 | 49 | [project.urls] 50 | Homepage = "https://github.com/risingwavelabs/risingwave-py" 51 | Issues = "https://github.com/risingwavelabs/risingwave-py/issues" 52 | 53 | [dependency-groups] 54 | dev = ["psycopg2-binary>=2.9.9", "websocket-client>=1.8.0"] 55 | 56 | 57 | [[tool.uv.index]] 58 | name = "testpypi" 59 | url = "https://test.pypi.org/simple/" 60 | publish-url = "https://test.pypi.org/legacy/" 61 | explicit = true 62 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # RisingWave Python SDK 2 | 3 | Simple Python SDK for event-driven applications with RisingWave. 4 | 5 | 6 | ## Quick start 7 | 8 | ### 1. Install risingwave-py ([PyPI](https://pypi.org/project/risingwave-py/)) 9 | ```bash 10 | pip install risingwave-py psycopg2-binary # or psycopg2 11 | ``` 12 | 13 | ### 2. Run RisingWave 14 | You can install RisingWave standalone on your laptop via: 15 | ```bash 16 | # Download and install RisingWave standalone 17 | curl -L https://risingwave.com/sh | sh 18 | 19 | # start RisingWave on macOS 20 | risingwave 21 | 22 | # start RisingWave on linux 23 | ./risingwave 24 | ``` 25 | 26 | You can also provision a free-tier cluster in [RisingWave Cloud](https://cloud.risingwave.com/auth/signin/) 27 | 28 | ### 3. Interact with RisingWave in Python 29 | #### Initialization 30 | ```python 31 | from risingwave import RisingWave, RisingWaveConnOptions, OutputFormat 32 | import pandas as pd 33 | import threading 34 | 35 | # Init to connect to RisingWave instance on localhost 36 | # You can also init with a connection string: RisingWave(RisingWaveConnOptions("postgresql://root:root@localhost:4566/dev")) 37 | rw = RisingWave( 38 | RisingWaveConnOptions.from_connection_info( 39 | host="localhost", port=4566, user="root", password="root", database="dev" 40 | ) 41 | ) 42 | ``` 43 | 44 | #### Insert and query data in DataFrame via SQL 45 | ```python 46 | # Insert a dataframe into a test_product table 47 | test_df1 = pd.DataFrame( 48 | { 49 | "product": ["foo", "bar"], 50 | "price": [123.4, 456.7], 51 | } 52 | ) 53 | rw.insert(table_name="test_product", data=test_df1) 54 | 55 | # Fetch data from the test_product table via SQL 56 | rw.fetch("SELECT * FROM test_product", format=OutputFormat.DATAFRAME) 57 | ``` 58 | 59 | #### Subscribe changes from a table 60 | ```python 61 | # Subscribe to changes in the test_product table in a separate thread. 62 | # Print out the changes to console when they occur. 63 | def subscribe_product_change(): 64 | rw.on_change( 65 | subscribe_from="test_product", 66 | handler=lambda x: print(x), 67 | output_format=OutputFormat.DATAFRAME, 68 | ) 69 | 70 | 71 | threading.Thread(target=subscribe_product_change).start() 72 | 73 | 74 | # Insert a new dataframe into the table test_product 75 | test_df2 = pd.DataFrame( 76 | { 77 | "product": ["foo", "bar"], 78 | "price": [78.9, 10.11], 79 | } 80 | ) 81 | rw.insert(table_name="test_product", data=test_df2) 82 | 83 | 84 | ### You should be able to see the changes for produce in console now! 85 | ``` 86 | 87 | #### Define your streaming job via materialized view in SQL 88 | ```python 89 | # Create a materialized view to calculate the average price of each product 90 | mv = rw.mv( 91 | name="test_product_avg_price_mv", 92 | stmt="SELECT product, avg(price) as avg_price from test_product GROUP BY product", 93 | ) 94 | 95 | # Fetch data from the materialized view via SQL 96 | rw.fetch("SELECT * FROM test_product_avg_price_mv", format=OutputFormat.DATAFRAME) 97 | ``` 98 | 99 | #### Subscribe changes from your streaming job 100 | ```python 101 | # Subscribe to changes in avg price for each produce. 102 | # Print out the changes to console when they occur. 103 | def subscribe_product_avg_price_change(): 104 | mv.on_change( 105 | handler=lambda x: print(x), 106 | output_format=OutputFormat.DATAFRAME, 107 | ) 108 | 109 | 110 | threading.Thread(target=subscribe_product_avg_price_change).start() 111 | 112 | 113 | # Insert a new dataframe into the test_product 114 | test_df3 = pd.DataFrame( 115 | { 116 | "product": ["foo", "bar"], 117 | "price": [200, 0.11], 118 | } 119 | ) 120 | rw.insert(table_name="test_product", data=test_df3) 121 | 122 | 123 | ### You should be able to see the changes in for product and product avg price console now! 124 | ``` 125 | 126 | ## Demo 127 | You can also check the demo in our [repo](https://github.com/risingwavelabs/risingwave-py). 128 | 129 | ```shell 130 | # Run the simple demo 131 | uv run examples/demo.py simple 132 | 133 | # Run the Binance demo 134 | uv run examples/demo.py boll 135 | ``` 136 | -------------------------------------------------------------------------------- /examples/demo.py: -------------------------------------------------------------------------------- 1 | import logging 2 | import threading 3 | import time 4 | 5 | import pandas as pd 6 | 7 | 8 | def run(*fs): 9 | exceptions = [] 10 | threads = [] 11 | 12 | def catch(f): 13 | try: 14 | f() 15 | except Exception as e: 16 | logging.error(f"Exception occurred: {e}") 17 | exceptions.append(e) 18 | 19 | for f in fs: 20 | thread = threading.Thread(target=lambda: catch(f)) 21 | thread.daemon = True # don't wait for this thread to finish 22 | thread.start() 23 | threads.append(thread) 24 | 25 | while any(thread.is_alive() for thread in threads): 26 | if exceptions: 27 | raise exceptions[0] 28 | time.sleep(1) 29 | 30 | 31 | def generate_tick_data(): 32 | from datetime import datetime 33 | import pandas as pd 34 | import random 35 | import pytz 36 | 37 | MAX_NUM_ROWS_PER_TICK = 5 38 | SYMBOLS = ["ethusdt", "btcusdt", "adausdt", "dogeusdt", "xrpusdt"] 39 | 40 | n = random.randint(1, MAX_NUM_ROWS_PER_TICK) 41 | return pd.DataFrame( 42 | { 43 | "symbol": [random.choice(SYMBOLS) for _ in range(n)], 44 | "timestamp": [datetime.now(pytz.UTC) for _ in range(n)], 45 | "open": [round(random.uniform(100, 500), 2) for _ in range(n)], 46 | "high": [round(random.uniform(500, 1000), 2) for _ in range(n)], 47 | "low": [round(random.uniform(50, 100), 2) for _ in range(n)], 48 | "close": [round(random.uniform(100, 500), 2) for _ in range(n)], 49 | "volume": [round(random.uniform(1000, 10000), 2) for _ in range(n)], 50 | } 51 | ) 52 | 53 | 54 | class DemoHandler: 55 | import pandas as pd 56 | 57 | # Callback when receiving changes from tick 58 | # Simply print the new tick data 59 | def on_tick_changes(data: list): 60 | print(f"Received {len(data)} new ticks:") 61 | for row in data: 62 | print("\t" + f"{row}") 63 | 64 | # Callback when receiving changes from tick_analytics 65 | # Print the new average price if the avg price for a symbol in the last 10s is greater than 300 66 | def on_tick_analytics_changes(data: pd.DataFrame): 67 | COLOR = "\033[92m" 68 | ENDC = "\033[0m" 69 | for _, row in data.iterrows(): 70 | # Print the new average price if the avg price for a symbol in the last 10s is greater than 300 71 | if (row["op"] == "UpdateInsert" or row["op"] == "Insert") and row[ 72 | "avg_price" 73 | ] >= 300: 74 | print( 75 | f"{COLOR}{row['window_start']} - {row['window_end']}: {row['symbol']} avg price {row['avg_price']} exceeds 300{ENDC}" 76 | ) 77 | 78 | 79 | def demo_simple(): 80 | from risingwave import RisingWave, OutputFormat 81 | import time 82 | 83 | # Init logging 84 | logging.basicConfig(filename="risingwave_py.log", level=logging.INFO) 85 | 86 | rw = RisingWave() 87 | 88 | # Create a schema and a table for demo 89 | rw.execute(sql="CREATE SCHEMA IF NOT EXISTS risingwave_py_demo") 90 | 91 | # Generate fake tick data and write to RisingWave 92 | def produce_tick(): 93 | TICK_INTERVAL_MS = 1000 94 | while True: 95 | df = generate_tick_data() 96 | rw.insert(schema_name="risingwave_py_demo", table_name="tick", data=df) 97 | time.sleep(TICK_INTERVAL_MS / 1000) 98 | 99 | # Subscribe to the tick updates and print them to the console 100 | def subscribe_tick_stream(): 101 | rw.on_change( 102 | schema_name="risingwave_py_demo", 103 | subscribe_from="tick", 104 | output_format=OutputFormat.RAW, 105 | persist_progress=True, 106 | handler=DemoHandler.on_tick_changes, 107 | max_batch_size=5, 108 | ) 109 | 110 | # Create a materialized view for tick analytics and subscribe to the updates 111 | def subscribe_tick_analytics(): 112 | while not rw.check_exist(schema_name="risingwave_py_demo", name="tick"): 113 | time.sleep(1) 114 | continue 115 | rw.mv( 116 | schema_name="risingwave_py_demo", 117 | name="tick_analytics", 118 | stmt="""SELECT window_start, window_end, symbol, ROUND(avg(close)) as avg_price 119 | FROM tumble(risingwave_py_demo.tick, timestamp, interval '10 seconds') 120 | GROUP BY window_start, window_end, symbol""", 121 | ).on_change( 122 | handler=DemoHandler.on_tick_analytics_changes, 123 | persist_progress=True, 124 | output_format=OutputFormat.DATAFRAME, 125 | max_batch_size=1, 126 | ) 127 | 128 | run(subscribe_tick_analytics, subscribe_tick_stream, produce_tick) 129 | 130 | 131 | def demo_boll(): 132 | from examples.binance import subscribe_bars 133 | 134 | from datetime import datetime 135 | from risingwave import RisingWave 136 | 137 | # if the connection info is not provided, it will try to start RisingWave in your local machine. 138 | rw = RisingWave() 139 | 140 | rw.execute( 141 | sql=""" 142 | CREATE TABLE IF NOT EXISTS usdm_futures_klins_1m ( 143 | symbol STRING, 144 | timestamp TIMESTAMPTZ, 145 | open FLOAT, 146 | high FLOAT, 147 | low FLOAT, 148 | close FLOAT, 149 | volume FLOAT 150 | )""" 151 | ) 152 | 153 | def handle_binance_klines_update(data): 154 | k = data["data"]["k"] 155 | df = pd.DataFrame( 156 | { 157 | "symbol": k["s"], 158 | "timestamp": datetime.fromtimestamp(k["t"] / 1000), 159 | "open": float(k["o"]), 160 | "high": float(k["h"]), 161 | "low": float(k["l"]), 162 | "close": float(k["c"]), 163 | "volume": float(k["v"]), 164 | }, 165 | index=[0], 166 | ) 167 | rw.insert( 168 | table_name="usdm_futures_klins_1m", 169 | data=df, 170 | ) 171 | 172 | def subscribe_binance(): 173 | subscribe_bars( 174 | streams=["ethusdt@kline_1m", "ethusdt@kline_5m", "ethusdt@kline_15m"], 175 | handler=handle_binance_klines_update, 176 | ) 177 | 178 | def subscribe_mv(): 179 | rw.mv( 180 | name="ethusdt_1m", 181 | stmt="SELECT * FROM usdm_futures_klins_1m", 182 | ).on_change(lambda data: print(data)) 183 | 184 | run(subscribe_binance, subscribe_mv) 185 | 186 | 187 | if __name__ == "__main__": 188 | import sys 189 | 190 | if len(sys.argv) < 2: 191 | print(f"Usage: {sys.argv[0]} ") 192 | print(f" e.g. {sys.argv[0]} simple\n") 193 | print( 194 | "Available demos:" 195 | + "\n simple: a simple demo that subscribes to synthetic cryto trading data and output to consle." 196 | + "\n boll: a demo that subscribes to Binance klines and calculates Bollinger Bands." 197 | ) 198 | sys.exit(1) 199 | 200 | getattr(sys.modules[__name__], f"demo_{sys.argv[1]}")() 201 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright [yyyy] [name of copyright owner] 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /risingwave/core.py: -------------------------------------------------------------------------------- 1 | import sys 2 | import time 3 | import logging 4 | import atexit 5 | import subprocess 6 | import traceback 7 | import re 8 | import semver 9 | from urllib.parse import urlencode, quote 10 | 11 | from enum import Enum 12 | from shutil import which 13 | from datetime import datetime 14 | from typing import Callable, Awaitable, Any 15 | 16 | from sqlalchemy import create_engine, text 17 | from sqlalchemy.engine import Connection, Engine 18 | import pandas as pd 19 | 20 | SubscriptionHandler = Callable[[Any], Awaitable[None]] 21 | 22 | DEFAULT_CURSOR_IDLE_INTERVAL_MS = 100 23 | DEFAULT_RW_VERSION = "1.7.0" 24 | 25 | 26 | def _retry(f, interval_ms: int, times: int): 27 | cnt = 0 28 | ee = None 29 | while cnt < times: 30 | try: 31 | return f() 32 | except Exception as e: 33 | ee = e 34 | logging.warning( 35 | f"retrying function, exception: {e}, {traceback.format_exc()}" 36 | ) 37 | cnt += 1 38 | time.sleep(interval_ms / 1000) 39 | raise RuntimeError( 40 | f"failed to retry function, last exception is {ee}, set logging level to DEBUG for more details" 41 | ) 42 | 43 | 44 | def extract_rw_version(sql_version_output: str) -> semver.Version: 45 | # Define the regular expression pattern to extract only the version string x.x.x 46 | pattern = r"RisingWave-(\d+\.\d+\.\d+)" 47 | 48 | # Compile the regular expression 49 | regex = re.compile(pattern) 50 | 51 | # Search for the pattern in the input string 52 | match = regex.search(sql_version_output) 53 | 54 | # Return the matched version if found, else return default version 55 | version = semver.Version.parse(DEFAULT_RW_VERSION) 56 | try: 57 | version = semver.Version.parse(match.group(1)) 58 | except Exception as e: 59 | logging.error( 60 | f"failed to extract RisingWave version from {sql_version_output}, exception: {e}" 61 | ) 62 | 63 | return version 64 | 65 | 66 | class InsertContext: 67 | def __init__( 68 | self, 69 | risingwave_conn: "RisingWaveConnection", 70 | table_name: str, 71 | schema_name: str, 72 | buf_size: int = 5, 73 | ): 74 | result = risingwave_conn.fetch( 75 | f"SELECT column_name FROM information_schema.columns WHERE table_name = '{table_name}' and table_schema = '{schema_name}'" 76 | ) 77 | if result is None or len(result) == 0: 78 | raise RuntimeError( 79 | f"table {table_name} does not exist in schema {schema_name}. Please create the table first." 80 | ) 81 | 82 | self.risingwave_conn: "RisingWaveConnection" = risingwave_conn 83 | cols = [row[0] for row in result] 84 | self.stmt: str = ( 85 | f"INSERT INTO {schema_name}.{table_name} ({str.join(',', cols)}) VALUES " 86 | ) 87 | self.row_template: str = f"({str.join(',', [f'{{{col}}}' for col in cols])})" 88 | self.data_buf: list = [] 89 | self.valid_cols: list = cols 90 | self.buf_size: int = buf_size 91 | self.schema_name = schema_name 92 | self.table_name = table_name 93 | 94 | def bulk_insert(**kwargs): 95 | self.data_buf.append(kwargs) 96 | if len(self.data_buf) >= self.buf_size: 97 | self.flush() 98 | 99 | def insert(**kwargs): 100 | self.data_buf.append(kwargs) 101 | self.flush() 102 | 103 | self.bulk_insert_func: Callable = bulk_insert 104 | self.insert_func: Callable = insert 105 | 106 | def flush(self): 107 | valid_data = [] 108 | for data in self.data_buf: 109 | item = dict() 110 | for k in self.valid_cols: 111 | if k not in data: 112 | logging.warn( 113 | f"[risingwave] missing column {k} when inserting into table: {self.full_table_name}. Fill NULL for insertion." 114 | ) 115 | item[k] = "NULL" 116 | elif type(data[k]) == str or type(data[k]) == datetime: 117 | item[k] = f"'{data[k]}'" 118 | else: 119 | item[k] = data[k] 120 | valid_data.append(item) 121 | stmt = self.stmt + str.join( 122 | ",", [self.row_template.format(**data) for data in valid_data] 123 | ) 124 | self.risingwave_conn.execute(stmt) 125 | self.risingwave_conn.execute("FLUSH") 126 | self.data_buf = [] 127 | 128 | 129 | class RisingWaveConnOptions: 130 | def __init__(self, conn_str: str): 131 | if conn_str.startswith("postgresql://"): 132 | conn_str = conn_str.replace("postgresql://", "risingwave://") 133 | elif not conn_str.startswith("risingwave://"): 134 | raise ValueError( 135 | "connection string must start with 'risingwave://' or 'postgresql://'" 136 | ) 137 | self.dsn = conn_str 138 | 139 | @classmethod 140 | def from_connection_info( 141 | cls, 142 | host: str, 143 | port: int, 144 | user: str, 145 | password: str, 146 | database: str, 147 | ssl: str = "disable", 148 | **extra_params, 149 | ) -> "RisingWaveConnOptions": 150 | """Creates a RisingWaveConnOptions instance from connection parameters. 151 | 152 | Args: 153 | host: Database server hostname 154 | port: Database server port number 155 | user: Username for authentication 156 | password: Password for authentication 157 | database: Name of the database to connect to 158 | ssl: SSL mode for connection. Valid values are "disable", "allow", 159 | "prefer", "require", "verify-ca", "verify-full" 160 | **extra_params: Additional connection parameters to be included in the URL 161 | 162 | Returns: 163 | RisingWaveConnOptions: A connection options instance configured with the 164 | provided parameters 165 | 166 | Examples: 167 | >>> conn = RisingWaveConnOptions.from_connection_info( 168 | ... host="localhost", 169 | ... port=4566, 170 | ... user="admin", 171 | ... password="password", 172 | ... database="dev", 173 | ... ssl="verify-full", 174 | ... tenant="tenant" 175 | ... ) 176 | >>> print(conn.dsn) 177 | 'risingwave://admin:password@localhost:4566/dev?sslmode=verify-full&tenant=tenant' 178 | """ 179 | params = {"sslmode": ssl} 180 | params.update(extra_params) 181 | query_params = urlencode(params, quote_via=quote) 182 | return cls( 183 | f"risingwave://{user}:{password}@{host}:{port}/{database}?{query_params}" 184 | ) 185 | 186 | 187 | class OutputFormat(Enum): 188 | RAW = 1 189 | DATAFRAME = 2 190 | 191 | 192 | class RisingWaveConnection: 193 | def __init__(self, conn, rw_version): 194 | self.conn: Connection = conn 195 | self._insert_ctx: dict[str, InsertContext] = dict() 196 | self.rw_version: semver.Version = rw_version 197 | 198 | def execute(self, sql: str, *args): 199 | """ 200 | Executes the given SQL query with optional arguments. 201 | 202 | Args: 203 | sql (str): The SQL query to execute. 204 | *args: Optional arguments to be passed to the SQL query. 205 | 206 | Raises: 207 | Exception: If there is an error executing the SQL query. 208 | 209 | Returns: 210 | None 211 | """ 212 | try: 213 | cursor = self.conn.execute(text(sql), args) 214 | cursor.close() 215 | logging.info(f"[risingwave] successfully executed sql: {sql}") 216 | except Exception as e: 217 | logging.error(f"[risingwave] failed to exeute sql: {sql}, exception: {e}") 218 | raise e 219 | 220 | def fetch(self, sql: str, format=OutputFormat.RAW, *args): 221 | """ 222 | Executes the given SQL query and fetches the result. 223 | 224 | Args: 225 | sql (str): The SQL query to execute. 226 | format (OutputFormat, optional): The format of the output result. Defaults to OutputFormat.RAW. 227 | *args: Additional arguments to be passed to the SQL query. 228 | 229 | Returns: 230 | The fetched result. 231 | If `format` is set to `OutputFormat.DATAFRAME`, the result is returned as a pandas DataFrame. 232 | Otherwise, the result is returned as a list of tuples. 233 | 234 | Raises: 235 | Exception: If an error occurs while executing the query. 236 | 237 | """ 238 | try: 239 | with self.conn.execute(text(sql), args) as cursor: 240 | result = cursor.fetchall() 241 | if format == OutputFormat.DATAFRAME: 242 | result = pd.DataFrame(data=result, columns=cursor.keys()) 243 | logging.debug(f"[risingwave] successfully fetched result, query: {sql}") 244 | return result 245 | except Exception as e: 246 | logging.error( 247 | f"[risingwave] failed to fetch result, query: {sql}, exception: {e}" 248 | ) 249 | raise e 250 | 251 | # Execute sql statement and fetch the first returned row 252 | def fetchone(self, sql: str, format=OutputFormat.RAW, *args): 253 | """ 254 | Executes the given SQL query and returns the first row of the result set. 255 | 256 | Args: 257 | sql (str): The SQL query to be executed. 258 | format (OutputFormat, optional): The format of the returned result. Defaults to OutputFormat.RAW. 259 | *args: Additional arguments to be passed to the SQL query. 260 | 261 | Returns: 262 | The first row of the result set or None if the result set is empty. 263 | If format is set to OutputFormat.DATAFRAME, it returns a pandas DataFrame with the result. 264 | Otherwise, it returns a tuple. 265 | 266 | Raises: 267 | Exception: If an error occurs while executing the query. 268 | 269 | """ 270 | try: 271 | with self.conn.execute(text(sql), args) as cursor: 272 | result = cursor.fetchone() 273 | if format == OutputFormat.DATAFRAME and result is not None: 274 | result = pd.DataFrame(data=[result], columns=cursor.keys()) 275 | return result 276 | except Exception as e: 277 | logging.error( 278 | f"[risingwave] failed to fetch the last row, query: {sql}, exception: {e}" 279 | ) 280 | raise e 281 | 282 | def insert( 283 | self, 284 | data: pd.DataFrame, 285 | table_name: str, 286 | schema_name: str = "public", 287 | force_flush=False, 288 | ): 289 | """ 290 | Insert a DataFrame into a specified table in the database. 291 | 292 | Parameters: 293 | ----------- 294 | data : pd.DataFrame 295 | The DataFrame containing the data to be inserted. 296 | table_name : str 297 | The name of the table where the data will be inserted. 298 | schema_name : str, optional 299 | The schema name where the table resides, default is "public". 300 | force_flush : bool, optional 301 | If True, forces a flush after the insert operation, default is False. 302 | 303 | Raises: 304 | ------- 305 | Exception 306 | If there is an error during the insert operation. 307 | 308 | Notes: 309 | ------ 310 | - Currently, bulk insert for DataFrame is not supported. 311 | - The `insert_row` buffer is cleared before inserting the DataFrame. 312 | """ 313 | 314 | # TODO: add support for bulk insert for DataFrame 315 | # For now, we need to make sure the `insert_row` buffer is cleared before inserting DataFrame 316 | fully_qual_table_name = f"{schema_name}.{table_name}" 317 | if table_name in self._insert_ctx: 318 | self._insert_ctx[fully_qual_table_name].flush() 319 | 320 | data.to_sql( 321 | name=table_name, 322 | schema=schema_name, 323 | con=self.conn, 324 | if_exists="append", 325 | method="multi", 326 | index=False, 327 | ) 328 | 329 | if force_flush: 330 | self.execute("FLUSH") 331 | 332 | def insert_row( 333 | self, table_name: str, schema_name: str = "public", force_flush=False, **cols 334 | ): 335 | """ 336 | Insert a single row into a specified table in the database. 337 | 338 | Parameters: 339 | ----------- 340 | table_name : str 341 | The name of the table where the row will be inserted. 342 | schema_name : str, optional 343 | The schema name where the table resides, default is "public". 344 | force_flush : bool, optional 345 | If True, forces a flush after the insert operation, default is False. 346 | **cols : dict 347 | Column names and their corresponding values to be inserted. 348 | 349 | Returns: 350 | -------- 351 | Any 352 | The result of the insert operation, which could be the result of the insert function or the bulk insert function. 353 | 354 | Raises: 355 | ------- 356 | Exception 357 | If there is an error during the insert operation. 358 | 359 | Notes: 360 | ------ 361 | - If `force_flush` is True, the `insert_func` is used to insert the row. 362 | - If `force_flush` is False, the `bulk_insert_func` is used to insert the row. 363 | """ 364 | fully_qual_table_name = f"{schema_name}.{table_name}" 365 | if table_name not in self._insert_ctx: 366 | self._insert_ctx[fully_qual_table_name] = InsertContext( 367 | self, table_name, schema_name 368 | ) 369 | ctx = self._insert_ctx[fully_qual_table_name] 370 | if force_flush: 371 | return ctx.insert_func(**cols) 372 | else: 373 | return ctx.bulk_insert_func(**cols) 374 | 375 | def check_exist(self, name: str, schema_name: str = "public"): 376 | """ 377 | Check if a table exists in the specified schema. 378 | 379 | Args: 380 | name (str): The name of the table/MV to check. 381 | schema_name (str, optional): The name of the schema. Defaults to "public". 382 | 383 | Returns: 384 | bool: True if the table exists, False otherwise. 385 | """ 386 | 387 | result = self.fetch( 388 | f"SELECT * FROM information_schema.tables WHERE table_name = '{name}' and table_schema = '{schema_name}'" 389 | ) 390 | return result is not None and len(result) > 0 391 | 392 | def close(self): 393 | self.conn.close() 394 | 395 | def __enter__(self): 396 | return self 397 | 398 | def __exit__(self, exc_type, exc_value, traceback): 399 | self.close() 400 | 401 | def on_change( 402 | self, 403 | subscribe_from: str, 404 | handler: SubscriptionHandler, 405 | max_batch_size: int = 10, 406 | schema_name: str = "public", 407 | sub_name: str = "", 408 | output_format: OutputFormat = OutputFormat.RAW, 409 | retention_seconds=86400, 410 | persist_progress=False, 411 | error_if_not_exist=False, 412 | ): 413 | """ 414 | Create a subscription subscribing the change of the materialized view. 415 | If the subscription already exists, it will skip the creation. 416 | 417 | Parameters 418 | ---------- 419 | handler : (data: Any) -> None 420 | The function to handle the change of the materialized view. 421 | subscribe_from : str 422 | The name of the table/MV to listen on changes. 423 | sub_name : str 424 | The name of the subscription. It is for distinguishing different subscriptions. 425 | If not specified, a default name will be used. 426 | retention_seconds : int 427 | The retention time of the subscription. 428 | persist_progress : bool 429 | If True, the progress of the subscription will be saved in the database. 430 | 431 | Returns 432 | ------- 433 | None 434 | """ 435 | MINIMAL_SUBSCRIPTION_RW_VERSION = semver.Version.parse("2.0.0") 436 | if self.rw_version < MINIMAL_SUBSCRIPTION_RW_VERSION: 437 | raise RuntimeError( 438 | "on_change is not supported in RisingWave version < 2.0.0. Please upgrade RisingWave." 439 | ) 440 | 441 | def check_exist(): 442 | if not self.check_exist(name=subscribe_from, schema_name=schema_name): 443 | raise RuntimeError( 444 | f"table {subscribe_from} does not exist in schema {schema_name}. Please create the table first." 445 | ) 446 | 447 | if error_if_not_exist: 448 | check_exist() 449 | else: 450 | _retry(check_exist, 1000, sys.maxsize) 451 | 452 | if sub_name == "": 453 | sub_name = f"{subscribe_from}_sub" 454 | 455 | sub = Subscription( 456 | conn=self, 457 | handler=handler, 458 | schema_name=schema_name, 459 | sub_name=sub_name, 460 | subscribe_from=subscribe_from, 461 | retention_seconds=retention_seconds, 462 | persist_progress=persist_progress, 463 | ) 464 | sub._run(output_format, max_batch_size) 465 | 466 | 467 | class MaterializedView: 468 | def __init__( 469 | self, 470 | conn: RisingWaveConnection, 471 | schema_name: str, 472 | name: str, 473 | stmt: str, 474 | rw_version: semver.Version, 475 | ): 476 | # A dedicated connection for fetching the subscription 477 | self.conn: RisingWaveConnection = conn 478 | 479 | # The name of the materialized view 480 | self.name: str = name 481 | 482 | self.schema_name: str = schema_name 483 | self.stmt: str = stmt 484 | self.rw_version: semver.Version = rw_version 485 | 486 | atexit.register(self.conn.close) 487 | 488 | def _create(self, ignore_exist: bool = True): 489 | if ignore_exist: 490 | sql = f"CREATE MATERIALIZED VIEW IF NOT EXISTS {self.schema_name}.{self.name} AS {self.stmt}" 491 | else: 492 | sql = f"CREATE MATERIALIZED VIEW {self.schema_name}.{self.name} AS {self.stmt}" 493 | return self.conn.execute(sql) 494 | 495 | def _delete(self): 496 | sql = f"DROP MATERIALIZED VIEW {self.schema_name}.{self.name}" 497 | return self.conn.execute(sql) 498 | 499 | def on_change( 500 | self, 501 | handler: SubscriptionHandler, 502 | output_format: OutputFormat = OutputFormat.RAW, 503 | sub_name: str = "", 504 | retention_seconds=86400, 505 | persist_progress=False, 506 | max_batch_size=10, 507 | ): 508 | self.conn.on_change( 509 | subscribe_from=self.name, 510 | schema_name=self.schema_name, 511 | handler=handler, 512 | sub_name=sub_name, 513 | retention_seconds=retention_seconds, 514 | persist_progress=persist_progress, 515 | output_format=output_format, 516 | max_batch_size=max_batch_size, 517 | ) 518 | 519 | 520 | class Subscription: 521 | def __init__( 522 | self, 523 | conn: RisingWaveConnection, 524 | handler: SubscriptionHandler, 525 | schema_name: str, 526 | sub_name: str, 527 | subscribe_from: str, 528 | retention_seconds: int, 529 | persist_progress: bool = True, 530 | ): 531 | self.conn: RisingWaveConnection = conn 532 | self.sub_name: str = sub_name 533 | self.schema_name: str = schema_name 534 | self.handler: SubscriptionHandler = handler 535 | self.persist_progress: bool = persist_progress 536 | _retry( 537 | lambda: self.conn.execute( 538 | f"CREATE SUBSCRIPTION IF NOT EXISTS {self.schema_name}.{self.sub_name} FROM {self.schema_name}.{subscribe_from} WITH (retention = '{retention_seconds}s')" 539 | ), 540 | 1000, 541 | 5, 542 | ) 543 | if self.persist_progress: 544 | _retry( 545 | lambda: self.conn.execute( 546 | "CREATE TABLE IF NOT EXISTS risingwave_py_sub_progress (sub_name STRING PRIMARY KEY, progress BIGINT) ON CONFLICT DO UPDATE IF NOT NULL WITH VERSION COLUMN(progress)" 547 | ), 548 | 1000, 549 | 5, 550 | ) 551 | 552 | def _run( 553 | self, 554 | output_format: OutputFormat, 555 | max_batch_size: int, 556 | wait_interval_ms: int = DEFAULT_CURSOR_IDLE_INTERVAL_MS, 557 | cursor_name: str = "default", 558 | ): 559 | cursor_name = ( 560 | f"risingwave_py_cursor_{cursor_name}_{self.schema_name}_{self.sub_name}" 561 | # https://github.com/risingwavelabs/risingwave/pull/20221 562 | if self.conn.rw_version >= "2.3.0" 563 | else f"{self.schema_name}.risingwave_py_cursor_{cursor_name}_{self.sub_name}" 564 | ) 565 | print(cursor_name) 566 | fully_qual_sub_name = f"{self.schema_name}.{self.sub_name}" 567 | 568 | if self.persist_progress: 569 | progress_row = self.conn.fetchone( 570 | f"SELECT progress FROM risingwave_py_sub_progress WHERE sub_name = '{fully_qual_sub_name}'" 571 | ) 572 | if progress_row is not None: 573 | self.conn.execute( 574 | f"DECLARE {cursor_name} subscription cursor for {fully_qual_sub_name} SINCE {progress_row[0]}" 575 | ) 576 | else: 577 | self.conn.execute( 578 | f"DECLARE {cursor_name} subscription cursor for {fully_qual_sub_name}" 579 | ) 580 | else: 581 | self.conn.execute( 582 | f"DECLARE {cursor_name} subscription cursor for {fully_qual_sub_name}" 583 | ) 584 | while True: 585 | try: 586 | data = self.conn.fetch( 587 | f"FETCH {max_batch_size} FROM {cursor_name}", format=output_format 588 | ) 589 | if data is None or len(data) == 0: 590 | time.sleep(wait_interval_ms / 1000) 591 | continue 592 | self.handler(data) 593 | if self.persist_progress: 594 | if output_format == OutputFormat.DATAFRAME: 595 | progress = data["rw_timestamp"].iloc[-1] 596 | else: 597 | progress = data[-1][-1] 598 | self.conn.execute( 599 | f"INSERT INTO risingwave_py_sub_progress (sub_name, progress) VALUES ('{fully_qual_sub_name}', {progress})" 600 | ) 601 | except KeyboardInterrupt: 602 | logging.info(f"subscription {fully_qual_sub_name} is interrupted") 603 | break 604 | 605 | 606 | class RisingWave(RisingWaveConnection): 607 | def __init__(self, conn_options: RisingWaveConnOptions = None): 608 | self.local_risingwave: subprocess.Popen = None 609 | self.options: RisingWaveConnOptions = conn_options 610 | self.rw_version: semver.Version = DEFAULT_RW_VERSION 611 | self.engine = None 612 | self.open() 613 | 614 | RisingWaveConnection.__init__( 615 | self=self, conn=self._connect(), rw_version=self.rw_version 616 | ) 617 | 618 | def open(self): 619 | if self.options is None: 620 | # Start a local risingwave instance 621 | if which("risingwave") is None: 622 | raise FileNotFoundError( 623 | "command risingwave is not found, please install it first. Check https://docs.risingwave.com/docs/current/get-started/ for more details." 624 | ) 625 | 626 | self.local_risingwave = subprocess.Popen( 627 | ["risingwave"], 628 | stdout=subprocess.DEVNULL, 629 | stderr=subprocess.DEVNULL, 630 | text=True, 631 | ) 632 | atexit.register(self.local_risingwave.kill) 633 | self.options = RisingWaveConnOptions.from_connection_info( 634 | host="localhost", port=4566, user="root", password="", database="dev" 635 | ) 636 | 637 | def try_connect(): 638 | # wait for the meta service is up 639 | self.engine = self._create_engine() 640 | with self.getconn() as conn: 641 | conn.execute( 642 | "CREATE TABLE IF NOT EXISTS _risingwave_py_version (version INT PRIMARY KEY)" 643 | ) 644 | conn.execute("INSERT INTO _risingwave_py_version (version) VALUES (1)") 645 | version = conn.fetchone("SELECT version()")[0] 646 | logging.info(f"connected to RisingWave. Version: {version}") 647 | self.rw_version = extract_rw_version(version) 648 | 649 | return _retry(try_connect, 500, 60) 650 | 651 | def _create_engine(self) -> Engine: 652 | return create_engine(self.options.dsn) 653 | 654 | def _connect(self): 655 | return self.engine.connect() 656 | 657 | def getconn(self): 658 | return RisingWaveConnection(self._connect(), self.rw_version) 659 | 660 | def close(self): 661 | self.conn.close() 662 | if self.local_risingwave is not None: 663 | self.local_risingwave.kill() 664 | 665 | def mv( 666 | self, 667 | stmt: str, 668 | name: str, 669 | schema_name: str = "public", 670 | ) -> MaterializedView: 671 | """ 672 | Create a new materialized view. 673 | 674 | Parameters 675 | ---------- 676 | name : str 677 | The name of the materialized view. 678 | stmt : str 679 | The SQL statement represents the result of the real-time data processing pipeline. 680 | handler : SubscriptionHandler 681 | The function to handle the change of the materialized view. 682 | Returns 683 | ------- 684 | MaterializedView 685 | A MaterializedView object. 686 | """ 687 | 688 | mv = MaterializedView(self.getconn(), schema_name, name, stmt, self.rw_version) 689 | mv._create() 690 | 691 | return mv 692 | 693 | 694 | if __name__ == "__main__": 695 | pass 696 | -------------------------------------------------------------------------------- /uv.lock: -------------------------------------------------------------------------------- 1 | version = 1 2 | revision = 2 3 | requires-python = ">=3.9" 4 | resolution-markers = [ 5 | "python_full_version >= '3.12'", 6 | "python_full_version == '3.11.*'", 7 | "python_full_version == '3.10.*'", 8 | "python_full_version < '3.10'", 9 | ] 10 | 11 | [[package]] 12 | name = "greenlet" 13 | version = "3.1.1" 14 | source = { registry = "https://pypi.org/simple" } 15 | sdist = { url = "https://files.pythonhosted.org/packages/2f/ff/df5fede753cc10f6a5be0931204ea30c35fa2f2ea7a35b25bdaf4fe40e46/greenlet-3.1.1.tar.gz", hash = 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