johntmyers

Keybase proof

I hereby claim:

• I am johntmyers on github.
• I am johntmyers (https://keybase.io/johntmyers) on keybase.
• I have a public key ASCqahqpY4OgOzF1bwaJlaMIsZRl9NTqNWVvmiPiHArQXwo

To claim this, I am signing this object:

johntmyers

import re


def _sub_special_chars_any(in_string: str):
    return re.sub("[^a-z\d\s]", ".?", in_string)
    

def _mark_substrings_optional(in_string: str, n=3):
    parts = in_string.split()
    if len(parts) == 1:

johntmyers

# pip install gretel-synthetics

from gretel_synthetics.batch import DataFrameBatch

# my_source_df = ...

# Same configurations parameters as using LocalConfig
# https://gretel-synthetics.readthedocs.io/en/stable/api/config.html
config_template = {
    "max_lines": 0,

johntmyers

# ``batcher`` is our ``DataFrameBatch`` instance

def my_validator(line: str) -> bool:
  # ``str`` is a single line of generated text
  # return a bool, True for valid, False for invalid
  # throwing an Exception also invalidates the line
  ...
  
# set a validator function for our first batch
batcher.set_batch_validator(0, my_validator)

johntmyers

# ``batcher`` is our ``DataFrameBatch`` instance

# this creates a DataFrame and a "train.csv" file for each of our batches
batcher.create_training_data()

# loops over all batches, and generates the models
batcher.train_all_batches()

# loops over all models, and generates synthetic lines for each one
#

johntmyers

{
    "data": {
        "records": [
            {
                "data": {
                    "Unnamed: 0": 2135731,
                    "Unnamed: 0.1": 2135731,
                    "id": null,
                    "member_id": null,
                    "loan_amnt": 12000,

johntmyers

# le super secret
GRETEL_API_KEY=MYLOYALROYALSUBJECT

johntmyers

# With the latest Premium SDK, you can write your report to a HTML file for archiving and distribution

# ... assuming you have a ``bundle`` object from previous synthetic workloads

bundle.generate_report(report_path="./my_report.html")

johntmyers

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By sig