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Kafka example updates #2

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160 changes: 160 additions & 0 deletions .gitignore
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3 changes: 3 additions & 0 deletions examples/kafka-linear-regression/.env.example
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UPSTASH_KAFKA_USER=
UPSTASH_KAFKA_PASS=
UPSTASH_KAFKA_ENDPOINT=
46 changes: 46 additions & 0 deletions examples/kafka-linear-regression/README.md
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# Linear Regression with Kafka and Pathway

This example demonstrates simple linear regression on streaming data from Kafka.

You can read the
[linear regression on data from Kafka tutorial](https://pathway.com/developers/tutorials/linear_regression_with_kafka/)
for more details.

## Before you begin

You'll need Python installed and access to a Kafka instance. If you don't have
access to a Kafka instance you can signup for an [Upstash](https://upstash.com)
account and use a free Kafka instance.

## Setup the runtime environment

Create a virtual environment, activate it, and install the example dependencies:

```sh
python -m venv env
source env/bin/activate
pip install -r requirements.txt
```

Create a `.env` file with the following contents. Update the environment
variable values with credentials for your Kafka instance.

```
UPSTASH_KAFKA_USER=
UPSTASH_KAFKA_PASS=
UPSTASH_KAFKA_ENDPOINT=
```

## Run the examples

Run the Pathway script:

```sh
python realtime_regression.py
```

Run the Kafka script:

```sh
python generate_kafka_stream.py
```
6 changes: 5 additions & 1 deletion examples/kafka-linear-regression/generating_kafka_stream.py
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import random
import time

from dotenv import load_dotenv

load_dotenv()

from kafka import KafkaProducer

topic = "linear-regression"
Expand All @@ -19,7 +23,7 @@ def get_value(i):


# set kafka credentials
kafka_endpoint = "talented-cow-10356-eu1-kafka.upstash.io:9092"
kafka_endpoint = os.environ["UPSTASH_KAFKA_ENDPOINT"]
kafka_user = os.environ["UPSTASH_KAFKA_USER"]
kafka_pass = os.environ["UPSTASH_KAFKA_PASS"]

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6 changes: 5 additions & 1 deletion examples/kafka-linear-regression/realtime_regression.py
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Expand Up @@ -4,8 +4,12 @@

import pathway as pw

from dotenv import load_dotenv

load_dotenv()

# set kafka credentials (from upstash)
kafka_endpoint = "talented-cow-10356-eu1-kafka.upstash.io:9092"
kafka_endpoint = os.environ["UPSTASH_KAFKA_ENDPOINT"]
kafka_user = os.environ["UPSTASH_KAFKA_USER"]
kafka_pass = os.environ["UPSTASH_KAFKA_PASS"]

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3 changes: 3 additions & 0 deletions examples/kafka-linear-regression/requirements.txt
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python-dotenv
kafka-python
pathway