Integrating API
In this section, we'll discuss how to integrate the Gmail API and the OpenAI API to make these two functionalities work together.
Main Program
Let's first take a look at the structure of the main program:
from argparse import ArgumentParser
from datetime import datetime, timedelta
from gmail_api import build_service, get_messages, parse_message
from openai_api import chatgpt_summary
from tqdm import tqdm
def generate_markdown_report(input_text, project_name, date):
title = f"{project_name} Update Report - {date}"
markdown_text = input_text.replace('\n', '\n\n')
markdown_content = f"# {title}\n\n{markdown_text}"
file_name = f"{project_name}-update-{date}.md"
with open(file_name, "w", encoding="utf-8") as file:
file.write(markdown_content)
return file_name
def main(project_name, time_length):
current_date = datetime.now()
after_date = current_date - timedelta(days=time_length)
after_date = after_date.strftime('%Y/%m/%d')
service = build_service()
messages = get_messages(
service,
after_date=after_date,
subject_filter=project_name
)
results = [
parse_message(service, msg['id'])
for msg in tqdm(messages)
]
# Call OpenAI API
summary = chatgpt_summary(results)
summary = f'{summary}\n\n---\n\nThe above report was automatically generated by OpenAI GPT-3.5 Turbo model.'
# Generate Markdown report
markdown_file = generate_markdown_report(
summary, project_name, current_date.strftime('%Y-%m-%d'))
print(f"Markdown file generated: {markdown_file}")
if __name__ == "__main__":
parser = ArgumentParser(description="Generate a project update report.")
parser.add_argument(
"--project_name",
type=str,
help="The name of the project to track.",
default="Albumentations"
)
parser.add_argument(
"--time_length",
type=int,
help="The time length (in days) to track updates.",
default=1
)
args = parser.parse_args()
main(args.project_name, args.time_length)
Introduction to the Main Program
1. Importing Modules
At the beginning of the program, necessary Python modules and custom functions are imported:
ArgumentParser
for parsing command-line arguments.datetime
andtimedelta
for handling date and time calculations.build_service
,get_messages
,parse_message
for handling Gmail API operations.chatgpt_summary
for invoking the OpenAI API to generate summaries of email contents.tqdm
for displaying progress bars.
2. Generating Reports
The generate_markdown_report
function is responsible for generating Markdown-formatted report files:
- It takes
input_text
(summary of email content),project_name
(name of the project), anddate
as parameters. - It replaces newline characters in
input_text
with Markdown line breaks. - It generates the title and content of the Markdown file, then writes it to a
.md
file named based on the project name and date.
3. Main Program
The main program executes the following steps:
- Sets the current date and past date (calculated based on the
time_length
parameter). - Builds the Gmail API service using the
build_service
function. - Calls
get_messages
to retrieve emails containing the specified project name since the specified date. - Uses
tqdm
to display a progress bar for email parsing. - Parses the content of each email and sends it to the OpenAI API for summarization.
- Adds the summary content to a Markdown file and generates that file.
4. Command-Line Argument Handling
In the input section, the program parses two command-line arguments:
--project_name
: The name of the project specified by the user, defaulting to "Albumentations".--time_length
: The length of time (in days) to track updates, defaulting to 1 day.
These parameters allow users to customize the project name and duration for generating reports.