Create images for blogs - Stability AI
This commit is contained in:
@@ -1,41 +1,56 @@
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from PIL import Image
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import requests
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# Ensure you sign up for an account to obtain an API key:
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# https://platform.stability.ai/
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# Your API key can be found here after account creation:
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# https://platform.stability.ai/account/keys
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import base64
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import os
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import requests
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from PIL import Image
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from io import BytesIO
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from .save_image import save_generated_image
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def generate_stable_diffusion_image(prompt):
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"""
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Generate images using Stable Diffusion API based on a given prompt.
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Args:
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prompt (str): The prompt to generate the image.
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image_dir (str): The directory where the image will be saved.
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Raises:
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Warning: If the adult content classifier is triggered.
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Exception: For any issues during image generation or saving.
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"""
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api_key = os.getenv('STABILITY_API_KEY')
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engine_id = "stable-diffusion-xl-1024-v1-0"
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api_host = os.getenv('API_HOST', 'https://api.stability.ai')
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api_key = os.getenv("STABILITY_API_KEY")
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if api_key is None:
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raise Exception("Missing Stability API key.")
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response = requests.post(
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f"https://api.stability.ai/v2beta/stable-image/generate/sd3",
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f"{api_host}/v1/generation/{engine_id}/text-to-image",
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headers={
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"authorization": f"Bearer {api_key}",
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"accept": "image/*"
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"Content-Type": "application/json",
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"Accept": "application/json",
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"Authorization": f"Bearer {api_key}"
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},
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files={"none": ''},
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data={
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"prompt": prompt,
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"output_format": "webp",
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json={
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"text_prompts": [
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{
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"text": prompt
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}
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],
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"cfg_scale": 7,
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"height": 1024,
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"width": 1024,
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"samples": 1,
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"steps": 30,
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},
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)
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if response.status_code != 200:
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raise Exception("Non-200 response: " + str(response.text))
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data = response.json()
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save_generated_image(data)
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if response.status_code == 200:
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with open("./dog-wearing-glasses.jpeg", 'wb') as file:
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file.write(response.content)
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else:
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raise Exception(str(response.json()))
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for i, image in enumerate(data["artifacts"]):
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# Decode base64 image data
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img_data = base64.b64decode(image["base64"])
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# Open image using PIL
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img = Image.open(BytesIO(img_data))
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# Display the image
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img.show()
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@@ -23,9 +23,10 @@ logger.add(sys.stdout,
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#from .gen_dali2_images
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from .gen_dali3_images import generate_dalle3_images
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from .gen_stabl_diff_img import generate_stable_diffusion_image
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from ..text_generation.main_text_generation import llm_text_gen
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def generate_image(user_prompt, image_engine="dalle3"):
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def generate_image(user_prompt, image_engine):
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"""
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The generation API endpoint creates an image based on a text prompt.
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@@ -41,15 +42,17 @@ def generate_image(user_prompt, image_engine="dalle3"):
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Must be one of "url" or "b64_json". Defaults to "url".
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--> user (str): A unique identifier representing your end-user, which will help OpenAI to monitor and detect abuse.
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"""
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img_prompt = generate_img_prompt(user_prompt)
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# call the OpenAI API to generate image from prompt.
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logger.info(f"Calling image.generate with prompt: {img_prompt}")
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if 'Dalle3' in image_engine:
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image_stored_at = generate_dalle3_images(img_prompt)
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elif 'Stable Diffusion' in image_engine:
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image_stored_at = generate_stable_diffusion_image(img_prompt)
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try:
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img_prompt = generate_img_prompt(user_prompt)
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if 'Dalle3' in image_engine:
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logger.info(f"Calling Dalle3 text-to-image with prompt: {img_prompt}")
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image_stored_at = generate_dalle3_images(img_prompt)
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elif 'Stability-Stable-Diffusion' in image_engine:
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logger.info(f"Calling Stable diffusion text-to-image with prompt: \n{img_prompt}")
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print("\n\n")
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image_stored_at = generate_stable_diffusion_image(img_prompt)
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except Exception as err:
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logger.error(f"Failed to generate Image: {err}")
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return image_stored_at
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@@ -57,17 +60,16 @@ def generate_img_prompt(user_prompt):
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"""
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Given prompt, this functions generated a prompt for image generation.
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"""
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# I want you to act as an artist advisor providing advice on various art styles such tips on utilizing
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# light & shadow effects effectively in painting, shading techniques while sculpting etc.
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# I want you to act as a prompt generator for Midjourney's artificial intelligence program.
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# Your job is to provide detailed and creative descriptions that will inspire unique and interesting images from the AI.
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# Here is your first prompt: ""
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logger.info(f"Generate image prompt for : {user_prompt}")
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prompt = f"""As an educationist and expert infographic artist, your tasked to create prompts that will be used for image generation.
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Craft prompt for Openai Dall-e image generation program. Clearly describe the given text to represent it as image.
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Make sure to avoid common image generation mistakes.
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Advice for creating prompt for image from the given text(no more than 150 words).
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Reply with only one answer and no descrition. Generate image prompt for the below text.
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Text: {user_prompt}"""
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response = (prompt)
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prompt = f"""
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As an expert prompt engineer and artist, I will provide you with 'text' for creating image.
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I want you to act as a prompt generator for AI text to image models(no more than 150 words).
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\n
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Choose from various art styles, utilize light & shadow effects etc.
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Make sure to avoid common image generation mistakes.
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Reply with only one answer, no descrition and in plaintext.
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Make sure your prompt is detailed and creative descriptions that will inspire unique and interesting images from the AI.
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\n\ntext:{user_prompt} """
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response = llm_text_gen(prompt)
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return response
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@@ -1,35 +1,28 @@
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import base64
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import datetime
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import os
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import requests
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from PIL import Image
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import logging
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def save_generated_image(img_generation_response, image_dir):
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def save_generated_image(img_generation_response):
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"""
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Save generated images for blog, ensuring unique names for SEO.
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"""
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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generated_image_name = f"generated_image_{datetime.datetime.now():%Y-%m-%d-%H-%M-%S}.png"
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generated_image_filepath = os.path.join(image_dir, generated_image_name)
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generated_image_url = img_generation_response.data[0].url
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generated_image_name = f"generated_image_{datetime.datetime.now():%Y-%m-%d-%H-%M-%S}.webp"
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generated_image_filepath = os.path.join(os.getenv('IMG_SAVE_DIR'), generated_image_name)
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logger.info(f"Fetch the image from url: {generated_image_url}")
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try:
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response = requests.get(generated_image_url, stream=True)
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response.raise_for_status()
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with open(generated_image_filepath, "wb", encoding="utf-8") as image_file:
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image_file.write(response.content)
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for i, image in enumerate(img_generation_response["artifacts"]):
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with open(generated_image_filepath, "wb") as f:
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f.write(base64.b64decode(image["base64"]))
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except requests.exceptions.RequestException as e:
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logger.error(f"Failed to get generated image content: {e}")
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return None
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logger.info(f"Saved image at path: {generated_image_filepath}")
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if os.environ.get('DISPLAY', ''): # Check if display is supported
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img = Image.open(generated_image_filepath)
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img.show()
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return generated_image_filepath
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Binary file not shown.
@@ -8,6 +8,8 @@ from prompt_toolkit import prompt
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from prompt_toolkit.completion import WordCompleter
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from prompt_toolkit.validation import Validator, ValidationError
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from prompt_toolkit.shortcuts import radiolist_dialog
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import typer
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from rich import print
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from lib.ai_web_researcher.gpt_online_researcher import gpt_web_researcher
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from lib.ai_web_researcher.metaphor_basic_neural_web_search import metaphor_find_similar
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@@ -15,7 +17,7 @@ from lib.ai_writers.keywords_to_blog import write_blog_from_keywords
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from lib.ai_writers.speech_to_blog.main_audio_to_blog import generate_audio_blog
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from lib.gpt_providers.text_generation.ai_story_writer import ai_story_generator
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from lib.gpt_providers.text_generation.ai_essay_writer import ai_essay_generator
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from lib.gpt_providers.text_to_image_generation.generate_image_from_prompt import generate_image
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from lib.gpt_providers.text_to_image_generation.main_generate_image_from_prompt import generate_image
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def blog_from_audio():
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@@ -270,7 +272,21 @@ def image_generator():
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print("Choose between:: Stable-Diffusion, Dalle2, Dalle3")
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img_model = prompt('Choose the image model to use for generation: ', completer=img_models, validator=ModelTypeValidator())
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print(f"{img_prompt}----{img_model}")
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if 'Stability-Stable-Diffusion' in img_model:
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api_key = 'STABILITY_API_KEY'
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elif 'Dalle3' in img_model:
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api_key = 'OPENAI_API_KEY'
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if os.getenv(api_key) is None:
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print(f"\n\n[bold green] 🙋 Get {api_key} Here:https://platform.stability.ai/docs/getting-started 🙋 -- \n")
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user_input = typer.prompt(f"💩 -**Please Enter(copy/paste) {api_key} Key** - Here🙋:")
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os.environ[api_key] = user_input
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try:
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with open(".env", "a") as env_file:
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env_file.write(f"{api_key}={user_input}\n")
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print(f"✅ API Key added to .env file.")
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except Exception as err:
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print(f"Error: {err}")
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try:
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generate_image(img_prompt, img_model)
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except Exception as err:
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BIN
lib/workspace/audio_to_blog.gif
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BIN
lib/workspace/audio_to_blog.gif
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lib/workspace/blogs_already_written_on.py
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lib/workspace/blogs_already_written_on.py
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https://github.com/Significant-Gravitas/AutoGPT
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https://github.com/gpt-engineer-org/gpt-engineer
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https://github.com/reworkd/AgentGPT
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https://github.com/geekan/MetaGPT
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https://github.com/Josh-XT/AGiXT
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https://github.com/litanlitudan/skyagi
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https://github.com/joonspk-research/generative_agents
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https://github.com/smol-ai/developer
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https://github.com/Forethought-Technologies/AutoChain
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https://github.com/TransformerOptimus/SuperAGI
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https://github.com/homanp/superagent
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https://github.com/a16z-infra/ai-town
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https://github.com/AI-Engineer-Foundation/agent-protocol
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https://github.com/microsoft/autogen
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https://github.com/cpacker/MemGPT
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https://github.com/shroominic/codeinterpreter-api
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https://github.com/aiwaves-cn/agents
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https://github.com/dataelement/bisheng
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https://github.com/Maplemx/Agently
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https://github.com/zilliztech/GPTCache
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http://github.com//Significant-Gravitas/AutoGPT
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http://github.com//AUTOMATIC1111/stable-diffusion-webui
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http://github.com//gpt-engineer-org/gpt-engineer
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http://github.com//lencx/ChatGPT
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http://github.com//Pythagora-io/gpt-pilot
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http://github.com//mouredev/Hello-Python
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http://github.com//Bin-Huang/chatbox
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http://github.com//getumbrel/llama-gpt
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http://github.com//transitive-bullshit/chatgpt-api
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http://github.com//python-telegram-bot/python-telegram-bot
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http://github.com//skorch-dev/skorch
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http://github.com//botpress/botpress
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http://github.com//TransformerOptimus/SuperAGI
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http://github.com//AMAI-GmbH/AI-Expert-Roadmap
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http://github.com//babysor/MockingBird
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http://github.com//gventuri/pandas-ai
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http://github.com//hpcaitech/ColossalAI
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http://github.com//LAION-AI/Open-Assistant
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http://github.com//xitu/gold-miner
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http://github.com//google-research/google-research
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http://github.com//photoprism/photoprism
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http://github.com//explosion/spaCy
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http://github.com//StanGirard/quivr
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http://github.com//microsoft/AI-For-Beginners
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http://github.com//GitHubDaily/GitHubDaily
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http://github.com//Lightning-AI/pytorch-lightning
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http://github.com//lutzroeder/netron
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http://github.com//bentoml/OpenLLM
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http://github.com//cloneofsimo/lora
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http://github.com//eosphoros-ai/DB-GPT
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http://github.com//labring/FastGPT
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http://github.com//Mintplex-Labs/anything-llm
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http://github.com//danswer-ai/danswer
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http://github.com//neuml/txtai
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http://github.com//run-llama/rags
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http://github.com//postgresml/postgresml
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http://github.com//JushBJJ/Mr.-Ranedeer-AI-Tutor
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http://github.com//s0md3v/roop
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http://github.com//microsoft/generative-ai-for-beginners
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http://github.com//leon-ai/leon
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http://github.com//geekan/MetaGPT
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||||
http://github.com//jmorganca/ollama
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||||
http://github.com//run-llama/llama_index
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||||
http://github.com//milvus-io/milvus
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||||
http://github.com//chatchat-space/Langchain-Chatchat
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||||
http://github.com//zhayujie/chatgpt-on-wechat
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||||
http://github.com//mindsdb/mindsdb
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||||
http://github.com//FlowiseAI/Flowise
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||||
http://github.com//microsoft/unilm
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||||
http://github.com//mlabonne/llm-course
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http://github.com//sweepai/sweep
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||||
http://github.com//lucidrains/imagen-pytorch
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http://github.com//GokuMohandas/Made-With-ML
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||||
http://github.com//TabbyML/tabby
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||||
http://github.com//chroma-core/chroma
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||||
http://github.com//eugeneyan/open-llms
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||||
http://github.com//cleanlab/cleanlab
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||||
http://github.com//microsoft/semantic-kernel
|
||||
http://github.com//ymcui/Chinese-LLaMA-Alpaca
|
||||
http://github.com//mudler/LocalAI
|
||||
http://github.com//mlc-ai/mlc-llm
|
||||
http://github.com//THUDM/ChatGLM2-6B
|
||||
http://github.com//langgenius/dify
|
||||
http://github.com//vllm-project/vllm
|
||||
http://github.com//ludwig-ai/ludwig
|
||||
http://github.com//hiyouga/LLaMA-Factory
|
||||
http://github.com//h2oai/h2ogpt
|
||||
http://github.com//css-doodle/css-doodle
|
||||
http://github.com//williamngan/pts
|
||||
http://github.com//dair-ai/Prompt-Engineering-Guide
|
||||
http://github.com//AI4Finance-Foundation/FinGPT
|
||||
http://github.com//yzfly/awesome-chatgpt-zh
|
||||
http://github.com//microsoft/promptflow
|
||||
http://github.com//jina-ai/jina
|
||||
http://github.com//deepset-ai/haystack
|
||||
http://github.com//open-mmlab/mmagic
|
||||
http://github.com//bentoml/BentoML
|
||||
http://github.com//openvinotoolkit/openvino
|
||||
http://github.com//reworkd/AgentGPT
|
||||
http://github.com//logspace-ai/langflow
|
||||
http://github.com//mayooear/gpt4-pdf-chatbot-langchain
|
||||
http://github.com//activeloopai/deeplake
|
||||
http://github.com//danny-avila/LibreChat
|
||||
http://github.com//liaokongVFX/LangChain-Chinese-Getting-Started-Guide
|
||||
http://github.com//kyrolabs/awesome-langchain
|
||||
http://github.com//zilliztech/GPTCache
|
||||
http://github.com//speechbrain/speechbrain
|
||||
http://github.com//vercel/ai
|
||||
http://github.com//baichuan-inc/Baichuan-7B
|
||||
http://github.com//microsoft/autogen
|
||||
http://github.com//f/awesome-chatgpt-prompts
|
||||
http://github.com//xtekky/gpt4free
|
||||
http://github.com//wechaty/wechaty
|
||||
http://github.com//RasaHQ/rasa
|
||||
http://github.com//lobehub/lobe-chat
|
||||
http://github.com//GaiZhenbiao/ChuanhuChatGPT
|
||||
http://github.com//gunthercox/ChatterBot
|
||||
http://github.com//mamoe/mirai
|
||||
http://github.com//haotian-liu/LLaVA
|
||||
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Reference in New Issue
Block a user