Spaces:
Sleeping
Sleeping
Update app.py
Browse filesAdded image gen
app.py
CHANGED
|
@@ -4,19 +4,49 @@ import requests
|
|
| 4 |
import pytz
|
| 5 |
import yaml
|
| 6 |
from tools.final_answer import FinalAnswerTool
|
| 7 |
-
|
|
|
|
|
|
|
|
|
|
| 8 |
from Gradio_UI import GradioUI
|
| 9 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10 |
# Below is an example of a tool that does nothing. Amaze us with your creativity !
|
| 11 |
@tool
|
| 12 |
-
def
|
| 13 |
-
|
| 14 |
-
"""A tool that does nothing yet
|
| 15 |
Args:
|
| 16 |
-
|
| 17 |
-
arg2: the second argument
|
| 18 |
"""
|
| 19 |
-
return
|
| 20 |
|
| 21 |
@tool
|
| 22 |
def get_current_time_in_timezone(timezone: str) -> str:
|
|
|
|
| 4 |
import pytz
|
| 5 |
import yaml
|
| 6 |
from tools.final_answer import FinalAnswerTool
|
| 7 |
+
from diffusers import StableDiffusionPipeline
|
| 8 |
+
import torch
|
| 9 |
+
from io import BytesIO
|
| 10 |
+
import base64
|
| 11 |
from Gradio_UI import GradioUI
|
| 12 |
|
| 13 |
+
class ImageGenerator:
|
| 14 |
+
def __init__(self, model_id="runwayml/stable-diffusion-v1-5", device="cuda" if torch.cuda.is_available() else "cpu"):
|
| 15 |
+
self.pipeline = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16 if device == "cuda" else torch.float32).to(device)
|
| 16 |
+
self.device = device
|
| 17 |
+
|
| 18 |
+
def generate_image(self, prompt, num_inference_steps=25, guidance_scale=7.5):
|
| 19 |
+
"""Generates an image from a text prompt."""
|
| 20 |
+
image = self.pipeline(prompt, num_inference_steps=num_inference_steps, guidance_scale=guidance_scale).images[0]
|
| 21 |
+
return image
|
| 22 |
+
|
| 23 |
+
def generate_base64_image(self, prompt, num_inference_steps=25, guidance_scale=7.5):
|
| 24 |
+
"""Generates a base64 encoded image from a text prompt."""
|
| 25 |
+
image = self.generate_image(prompt, num_inference_steps, guidance_scale)
|
| 26 |
+
buffered = BytesIO()
|
| 27 |
+
image.save(buffered, format="PNG")
|
| 28 |
+
img_str = base64.b64encode(buffered.getvalue()).decode()
|
| 29 |
+
return img_str
|
| 30 |
+
|
| 31 |
+
def generate_image_tool(image_generator):
|
| 32 |
+
"""Creates a tool function for image generation."""
|
| 33 |
+
def image_generation_tool(prompt):
|
| 34 |
+
"""Generates an image from a prompt."""
|
| 35 |
+
return image_generator.generate_base64_image(prompt)
|
| 36 |
+
return image_generation_tool
|
| 37 |
+
|
| 38 |
+
# Initialize the ImageGenerator and tool
|
| 39 |
+
image_generator = ImageGenerator()
|
| 40 |
+
image_generation_tool_function = generate_image_tool(image_generator)
|
| 41 |
+
|
| 42 |
# Below is an example of a tool that does nothing. Amaze us with your creativity !
|
| 43 |
@tool
|
| 44 |
+
def generate_image_from_prompt(prompt: str) -> str:
|
| 45 |
+
"""Generates an image from a text prompt.
|
|
|
|
| 46 |
Args:
|
| 47 |
+
prompt: The text prompt to generate the image from.
|
|
|
|
| 48 |
"""
|
| 49 |
+
return image_generation_tool_function(prompt)
|
| 50 |
|
| 51 |
@tool
|
| 52 |
def get_current_time_in_timezone(timezone: str) -> str:
|