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long-form, AI social, copywriter, prompt config

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ajaysi
2024-05-19 14:03:16 +05:30
parent 2499852452
commit b431bfcbd8
6 changed files with 197 additions and 117 deletions
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3
alwrity.py
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@@ -210,7 +210,7 @@ def check_llm_environs():
def check_internet():
try:
response = requests.get("http://www.google.com", timeout=20)
response = requests.get("http://www.google.com", timeout=5)
if not response.status_code == 200:
print("💥🤯 WTFish, Internet is NOT available. Enjoy the wilderness..")
exit(1)
@@ -253,6 +253,7 @@ if __name__ == "__main__":
f"web_research_report_{datetime.now().strftime('%Y-%m-%d_%H-%M-%S')}")
os.environ["IMG_SAVE_DIR"] = os.path.join(os.getcwd(), "lib", "workspace")
os.environ["CONTENT_SAVE_DIR"] = os.path.join(os.getcwd(), "lib", "workspace")
os.environ["PROMPTS_DIR"] = os.path.join(os.getcwd(), "lib", "workspace", "prompts")
load_dotenv(Path('.env'))
app()

182
lib/ai_writers/long_form_ai_writer.py
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@@ -8,8 +8,11 @@
import os
import time #iwish
import sys
import yaml
from pathlib import Path
from dotenv import load_dotenv
from configparser import ConfigParser
from google.api_core import retry
import google.generativeai as genai
from pprint import pprint
@@ -23,7 +26,7 @@ logger.add(sys.stdout,
)
from ..utils.read_main_config_params import read_return_config_section
from ..ai_web_researcher.gpt_online_researcher import do_google_serp_search
from ..ai_web_researcher.gpt_online_researcher import do_metaphor_ai_research
from ..ai_web_researcher.gpt_online_researcher import do_google_serp_search, do_tavily_ai_search
from ..blog_metadata.get_blog_metadata import blog_metadata
from ..blog_postprocessing.save_blog_to_file import save_blog_to_file
@@ -62,109 +65,53 @@ def long_form_generator(content_keywords):
logger.error(f"Failed to Read config params from main_config: {err}")
return
writing_guidelines = f'''\
Writing Guidelines
try:
filepath = os.path.join(os.environ["PROMPTS_DIR"], "long_form_ai_writer.prompts")
# Check if file exists
if not os.path.exists(filepath):
raise FileNotFoundError(f"File {filepath} does not exist")
with open(filepath, 'r') as file:
prompts = yaml.safe_load(file)
except Exception as err:
logger.error(f"Exit: Failed to read prompts from {filepath}: {err}")
exit(1)
As an expert Content writer and web researcher, demostrate your world class {content_type} content writing skills.
writing_guidelines = prompts.get('writing_guidelines').format(
content_language=content_language,
content_tone=content_tone,
content_type=content_type,
output_format=output_format,
content_keywords=content_keywords,
target_audience=target_audience
)
content_title = prompts.get('content_title').format(
content_language=content_language,
content_keywords=content_keywords,
target_audience=target_audience
)
Follow the below writing guidelines for writing your content:
1). You must write in {content_language} language.
2). Your content should appeal to target audience of {target_audience}.
3). The tone of your content should be consistent for {content_tone}.
4). Always ensure orignality and human-like content.
5). Use simple {content_language} words, to appeal to all readers.
6). Your content must be well formatted using {output_format} language.
7). Do not use words like: Unleash, ultimate, Uncover, Discover, Elevate, Revolutionizing, Unveiling, Harnessing, Dive, Delve into, Embrace.
Remember, your main goal is to write as much as you can. If you get through the content too fast, that is bad.
Expand, never summarize.
'''
# Generate prompts
content_title = f'''\
As an expert {content_language} content writer, specilizing in SEO writing.
Your task is to write a blog title following guidelines below:
1). Write a blog title for given keywords {content_keywords}.
2). The title should appeal to audience level of {target_audience}.
3). Review the given web research result for {content_keywords}. Your title should compete against them.
4). Do not use words like: Unleash, ultimate, Uncover, Discover, Elevate, Revolutionizing, Unveiling, Harnessing, Dive, Delve into, Embrace.
Web research Result:
"""{{web_research_result}}"""
'''
content_outline = f'''\
As an expert {content_language} content outliner, specilizing in SEO optimised content.
The title of my content is {{content_title}}. I will provide you with its web research results, as context.
Your task is write a detailed content outline for the given 'Title', based on the given context.
Instructions:
1). Make sure the outline includes most of the topics from the below given web research results, as context.
2). The outline should appeal to audience of {target_audience}.
\n
web research results is:
content_outline = prompts.get('content_outline').format(
content_language=content_language,
content_title='{content_title}',
target_audience=target_audience
)
"""{{web_research_result}}"""
'''
starting_prompt = f'''\
As an expert {content_language} content writer, specilizing in writing SEO optimised content.
starting_prompt = prompts.get('starting_prompt').format(
content_language=content_language,
content_title='{content_title}',
content_outline='{content_outline}',
writing_guidelines=writing_guidelines
)
Your Content title is:
"""{{content_title}}"""
The outline of the content is:
"""{{content_outline}}"""
First, silently review the given content outline and the title. Consider how to start writing your content.
Start to write the very beginning of the outline. You are not expected to finish the whole content now.
Your writing should be detailed enough that you are only scratching the surface of the first bullet of your outline.
Try to write AT MINIMUM 600 WORDS.
"""{writing_guidelines}"""
'''
continuation_prompt = f'''\
As an expert {content_language} content writer & web researcher, specilizing in writing SEO optimised content.
Your Content title is:
"""{{content_title}}"""
The outline of the content is:
"""{{content_outline}}"""
Relevant web research results:
"""{{web_research_result}}"""
============\n
You've begun to write the content and continue to do so.
Here's what you've written so far:
"""{{content_text}}"""
=====
First, take your time and silently review the content outline and what you have written so far.
Identify what the single next part of your outline you should write.
Your task is to continue where you left off and write only the next parts of given outline.
You are not expected to finish the whole content now.
Try to write AT MINIMUM 600 WORDS. However, only once the content
is COMPLETELY finished, write IAMDONE. Remember, do NOT write a whole sections right now.
\n\n
{writing_guidelines}
'''
continuation_prompt = prompts.get('continuation_prompt').format(
content_language=content_language,
content_title='{content_title}',
content_outline='{content_outline}',
content_text='{content_text}',
web_research_result='{web_research_result}',
writing_guidelines=writing_guidelines
)
# Configure generative AI
load_dotenv(Path('../.env'))
@@ -172,8 +119,10 @@ def long_form_generator(content_keywords):
# Initialize the generative model
model = genai.GenerativeModel('gemini-pro')
model_pro = genai.GenerativeModel('gemini-1.5-flash-latest')
# Do SERP web research for given keywords to generate title and outline.
web_research_result, g_titles = do_google_serp_search(content_keywords)
# Generate prompts
try:
content_title = generate_with_retry(model_pro, content_title.format(web_research_result=web_research_result)).text
@@ -190,8 +139,11 @@ def long_form_generator(content_keywords):
logger.error(f"Failed to generate content outline: {err}")
try:
starting_draft = generate_with_retry(model_pro,
starting_prompt.format(content_title=content_title, content_outline=content_outline)).text
starting_draft = generate_with_retry(model_pro, starting_prompt.format(
content_title=content_title,
content_outline=content_outline,
web_research_result=web_research_result,
writing_guidelines=writing_guidelines)).text
except Exception as err:
logger.error(f"Failed to Generate Starting draft: {err}")
return
@@ -199,9 +151,12 @@ def long_form_generator(content_keywords):
try:
logger.info(f"Starting to write on the outline introduction.")
draft = starting_draft
continuation = generate_with_retry(model,
continuation_prompt.format(content_title=content_title,
content_outline=content_outline, content_text=draft, web_research_result=web_research_result)).text
continuation = generate_with_retry(model, continuation_prompt.format(
content_title=content_title,
content_outline=content_outline,
content_text=draft,
web_research_result=web_research_result,
writing_guidelines=writing_guidelines)).text
except Exception as err:
logger.error(f"Failed to write the initial draft: {err}")
@@ -227,11 +182,22 @@ def long_form_generator(content_keywords):
logger.info(f"Writing in progress... Current draft length: {len(draft)} characters")
while 'IAMDONE' not in continuation:
try:
continuation = generate_with_retry(model,
continuation_prompt.format(content_title=content_title,
content_outline=content_outline, content_text=draft, web_research_result=web_research_result)).text
web_research_result, m_titles = do_metaphor_ai_research(content_keywords)
continuation = generate_with_retry(model, continuation_prompt.format(
content_title=content_title,
content_outline=content_outline,
content_text=draft,
web_research_result=web_research_result,
writing_guidelines=writing_guidelines)).text
draft += '\n\n' + continuation
logger.info(f"Writing in progress... Current draft length: {len(draft)} characters")
# At this point, the context is little stale. We should more web research on
# related queries as per the content outline, to augment the LLM context.
# web_research_result, m_titles = do_metaphor_ai_research(content_keywords)
#logger.info(f"Doing Tavily Search Again, Should mix with Exa.ai")
#web_research_result, m_titles, t_titles = do_tavily_ai_search(content_title)
except Exception as err:
logger.error(f"Failed to continually write the Essay: {err}")
return

4
lib/utils/alwrity_utils.py
View File

@@ -103,13 +103,13 @@ def blog_from_keyword():
try:
write_blog_from_keywords(content_keywords)
except Exception as err:
print(f"🚫 Failed to write blog on {blog_keywords}, Error: {err}\n")
print(f"🚫 Failed to write blog on {content_keywords}, Error: {err}\n")
exit(1)
elif choice == "long":
try:
long_form_generator(content_keywords)
except Exception as err:
print(f"🚫 Failed to write blog on {blog_keywords}, Error: {err}\n")
print(f"🚫 Failed to write blog on {content_keywords}, Error: {err}\n")
exit(1)
elif choice == "Experimental":
try:

27
lib/workspace/prompts/README.md Normal file
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@@ -0,0 +1,27 @@
# Alwrity Prompts Directory
Welcome to the Alwrity Prompts directory! This folder contains the LLM prompts used by Alwrity AI writers.
By editing these prompts, you can customize the output of the AI to better suit your specific needs.
## Overview
1. **Purpose**: This directory provides an easy way to modify prompts for your use cases without hard-coding them into the main code.
2. **Intuitive Naming**: Each prompt file is named intuitively to help you identify which one to edit. If you're unsure, refer to the log messages when Alwrity executes.
## Instructions
### Important Guidelines
- **Do Not Modify Variables**: Do not change the `{}` strings and other variable names inside the prompts. These placeholders are crucial for the AI to generate the correct output.
- **Do Not Rename Files**: Keep the file names unchanged to ensure the system can locate and use them correctly.
- **Maintain YAML Structure**: Follow the YAML file structure to avoid errors. Incorrect formatting can cause the AI to malfunction.
### How to Edit Prompts
1. **Open the YAML File**: Locate and open the prompt file you wish to edit. For example, `long_form.prompts.yaml`.
2. **Modify Prompt Content**: Update the text within the prompts as needed. Be careful to retain the overall YAML structure and placeholders.
3. **Save Changes**: After making your edits, save the file.
**Different language models may require different prompting strategies. The quality of the content generated by the AI is directly influenced by the quality of the prompts you provide.**

86
lib/workspace/prompts/long_form_ai_writer.prompts Normal file
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@@ -0,0 +1,86 @@
writing_guidelines: |
As an expert content writer and web researcher, demonstrate your world-class {content_type} content writing skills.
Follow these writing guidelines:
1. Write in {content_language} language.
2. Ensure your content appeals to the target audience of {target_audience}.
3. Maintain a consistent tone of {content_tone} throughout.
4. Ensure originality and human-like content.
5. Use simple {content_language} words to appeal to all readers.
6. Format your content using {output_format}.
7. Avoid words like: Unleash, ultimate, uncover, discover, elevate, revolutionizing, unveiling, harnessing, dive, delve into, embrace.
Remember, your main goal is to write as much as you can. Expanding content is good; summarizing is bad.
8). Always use the given web research results, in your writing.
content_title: |
As an expert {content_language} content writer specializing in SEO writing, your task is to create a blog title following these guidelines:
1. Write a blog title for the given keywords: {content_keywords}.
2. Ensure the title appeals to the target audience of {target_audience}.
3. Review the provided web research results for {content_keywords}. Ensure your title competes effectively against them.
4. Avoid words like: Unleash, ultimate, uncover, discover, elevate, revolutionizing, unveiling, harnessing, dive, delve into, embrace.
Web research results:
"""{{web_research_result}}"""
content_outline: |
As an expert {content_language} content outliner specializing in SEO-optimized content, create a detailed content outline for the given title based on the provided context.
Title: {{content_title}}
Instructions:
1. Include most of the topics from the given web research results as context.
2. Ensure the outline appeals to the target audience of {target_audience}.
Web research results:
"""{{web_research_result}}"""
starting_prompt: |
As an expert {content_language} content writer specializing in SEO-optimized content, begin writing the content for the given title and outline.
Title:
"""{{content_title}}"""
Outline:
"""{{content_outline}}"""
Relevant web research results:
"""{{web_research_result}}"""
------------
First, silently review the content outline and title. Consider how to begin writing your content.
Start by writing the very beginning of the outline. You are not expected to finish the entire content now.
Your writing should be detailed, only scratching the surface of the first bullet point of your outline.
Write a minimum of 700 words.
"""{{writing_guidelines}}"""
continuation_prompt: |
As an expert {content_language} content writer and web researcher specializing in SEO-optimized content, continue writing the content for the given title and outline.
Title:
"""{{content_title}}"""
Outline:
"""{{content_outline}}"""
Relevant web research results:
"""{{web_research_result}}"""
===========
You've begun writing the content. Continue from where you left off.
Here's what you've written so far:
"""{{content_text}}"""
=====
First, silently review the content outline and what you've written so far.
Identify the next part of your outline to write.
Continue from where you left off, focusing only on the next parts of the outline.
You are not expected to finish the entire content now.
Write a minimum of 700 words. Once the content is completely finished, write IAMDONE. Remember, do NOT write entire sections right now.
"""{{writing_guidelines}}"""

12
main_config
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@@ -9,15 +9,15 @@
[blog_characteristics]
# Length of blogs Or word count. Note: It wont be exact and depends on GPT providers and Max token count.
blog_length = 1200
blog_length = 2000
# company/brand-name
# professional, how-to, begginer, research, programming, casual, etc
blog_tone = "Professional"
blog_tone = "Casual"
# Target Audience, Gen-Z, Tech-savvy, Working professional, students, kids etc
blog_demographic = "Students"
blog_demographic = "Content creators & Digital marketing"
# informational, commercial, company, news, finance, competitor, programming, scholar etc
blog_type = "Informational"
@@ -59,12 +59,12 @@ num_images = 1
gpt_provider = google
# Mention which model of the above provider to use.
model = gpt-3.5-turbo-0125
model = gemini-1.5-flash-latest
# Temperature is a parameter that controls the “creativity” or randomness of the text generated by GPT.
# greater determinism and higher values indicating more randomness.
# while a lower temperature (e.g., 0.2) makes the output more deterministic and focused (thus, getting flagged as AI content).
temperature = 0.6
temperature = 0.7
# Top-p sampling is particularly useful in scenarios where you want to control the level of diversity in the generated text.
# By adjusting the threshold p, you can influence the diversity of the generated sequences.
@@ -124,7 +124,7 @@ time_range = anytime
# include_domains (Give Full URLs, separate by comma): A list of domains to specifically include in the search results.
# Default is None, which includes all domains. Example: https://wikipedia.com,https://stackoverflow.com,google schalor,reddit etc
include_domains =
include_domains = https://alwrity.com
# similar_url : A single URL, this will instruct search engines to give results similar to the given URL.
similar_url =