Spaces:
Build error
Build error
Nightwalkx commited on
Commit ·
677a9ea
1
Parent(s): 493162e
Add application file
Browse files
app.py
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from transformers import pipeline, BitsAndBytesConfig
|
| 3 |
+
import torch
|
| 4 |
+
|
| 5 |
+
quantization_config = BitsAndBytesConfig(
|
| 6 |
+
load_in_4bit=True,
|
| 7 |
+
bnb_4bit_compute_dtype=torch.bfloat16
|
| 8 |
+
)
|
| 9 |
+
|
| 10 |
+
model_id = "rogerxi/llava-finetune-test"
|
| 11 |
+
pipe = pipeline("image-to-text", model=model_id, model_kwargs={"quantization_config": quantization_config})
|
| 12 |
+
|
| 13 |
+
def update_conversation(new_message, history, image):
|
| 14 |
+
|
| 15 |
+
if image is None:
|
| 16 |
+
return "Please upload an image first using the widget on the left"
|
| 17 |
+
|
| 18 |
+
prompt = "USER: <image>\n"
|
| 19 |
+
|
| 20 |
+
for i in range(len(history)):
|
| 21 |
+
prompt += history[i][0] + '\nASSISTANT: ' + history[i][1] + "\nUSER: "
|
| 22 |
+
|
| 23 |
+
prompt = prompt + new_message + '\nASSISTANT: '
|
| 24 |
+
|
| 25 |
+
outputs = pipe(image, prompt=prompt, generate_kwargs={"max_new_tokens": 200})[0]['generated_text']
|
| 26 |
+
|
| 27 |
+
return outputs[len(prompt) - 6:]
|
| 28 |
+
|
| 29 |
+
with gr.Blocks() as demo:
|
| 30 |
+
|
| 31 |
+
with gr.Row():
|
| 32 |
+
image = gr.Image(type='pil', interactive=True)
|
| 33 |
+
|
| 34 |
+
gr.ChatInterface(
|
| 35 |
+
update_conversation, additional_inputs=[image]
|
| 36 |
+
)
|
| 37 |
+
|
| 38 |
+
demo.launch(debug=True)
|