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:
|