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commune-ai
commited on
Commit
•
f3de0a1
1
Parent(s):
e5a438f
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,234 @@
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1 |
+
import gradio as gr
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2 |
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from requests.exceptions import ConnectTimeout
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import time
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import requests
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import base64
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global headers
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global cancel_url
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global path
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global output_image
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global property_name_array
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property_name_array =[]
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output_image = ''
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path = ''
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cancel_url =''
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headers = {
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'Content-Type': 'application/json',
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'Authorization': 'Token r8_ZGZlzThfRkPZVDMygVclY1XZ9AuxmIQ2qwwPP',
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"Access-Control-Allow-Headers": "Content-Type",
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"Access-Control-Allow-Origin": '**',
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"Access-Control-Allow-Methods": "OPTIONS,POST,GET,PATCH"}
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with gr.Blocks() as demo:
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owner = "nightmareai"
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name = "disco-diffusion"
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max_retries = 3
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retry_delay = 2
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for retry in range(max_retries):
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try:
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url = f'https://api.replicate.com/v1/models/{owner}/{name}'
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response = requests.get(url, headers=headers, timeout=10)
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# Process the response
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break # Break out of the loop if the request is successful
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except ConnectTimeout:
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if retry < max_retries - 1:
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print(f"Connection timed out. Retrying in {retry_delay} seconds...")
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time.sleep(retry_delay)
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else:
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print("Max retries exceeded. Unable to establish connection.")
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data = response.json()
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description =data.get("description", '')
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title = data.get("default_example",'').get("model",'')
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version = data.get("default_example",'').get("version",'')
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gr.Markdown(
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f"""
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# {title}
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{description}
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""")
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with gr.Row():
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with gr.Column():
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inputs =[]
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schema = data.get("latest_version", {}).get("openapi_schema", {}).get("components", {}).get("schemas", {})
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ordered_properties = sorted(schema.get("Input", {}).get("properties", {}).items(), key=lambda x: x[1].get("x-order", 0))
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required = schema.get("Input", '').get('required', [])
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print(required,"required")
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for property_name, property_info in ordered_properties :
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property_name_array.append(property_name)
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if required:
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for item in required:
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if item == property_name:
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label = "*"+ property_info.get('title', '')
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description = property_info.get('description','')
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break
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else:
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label = property_info.get('title', '')
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description = property_info.get('description','')
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else:
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label = property_info.get('title', '')
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description = property_info.get('description','')
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if "x-order" in property_info:
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order = int(property_info.get('x-order',''))
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if property_info.get("type", {}) == "integer":
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value= data.get('default_example', '').get('input','').get(property_name,0)
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if "minimum" and "maximum" in property_info:
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if value == 0:
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inputs.insert(order, gr.Slider(label=label, info= description, value=property_info.get('default', value), minimum=property_info.get('minimum', ''), maximum=property_info.get('maximum', ''), step=1))
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else:
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inputs.insert(order, gr.Slider(label=label, info= description, value=value, minimum=property_info.get('minimum', ''), maximum=property_info.get('maximum', ''), step=1))
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else:
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if value == 0:
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inputs.insert(order, gr.Number(label=label, info= description, value=property_info.get('default', value)))
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else:
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inputs.insert(order, gr.Number(label=label, info= description, value=value))
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elif property_info.get("type", {}) == "string":
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value= data.get('default_example', '').get('input','').get(property_name,'')
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if property_info.get('format','') == 'uri':
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if value :
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inputs.insert(order, gr.Image(label=label, value=value))
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else :
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inputs.insert(order, gr.Image(label=label))
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else:
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if value == '':
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inputs.insert(order, gr.Textbox(label=label,info= description, value=property_info.get('default', value)))
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else:
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inputs.insert(order, gr.Textbox(label=label,info= description, value=value))
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elif property_info.get("type", {}) == "number":
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value= data.get('default_example', '').get('input','').get(property_name, 0)
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if "minimum" and "maximum" in property_info:
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if value == 0:
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inputs.insert(order, gr.Slider(label=label,info= description, value=property_info.get('default', value), minimum=property_info.get('minimum', ''), maximum=property_info.get('maximum', '')))
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+
else:
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inputs.insert(order, gr.Slider(label=label,info= description, value=value, minimum=property_info.get('minimum', ''), maximum=property_info.get('maximum', '')))
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else:
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if value == 0:
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inputs.insert(order, gr.Number(label=label,info= description, value=property_info.get('default', value)))
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else:
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inputs.insert(order, gr.Number(label=label,info= description, value=value))
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+
elif property_info.get("type", {}) == "boolean":
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value= data.get('default_example', '').get('input','').get(property_name,'')
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118 |
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if value == '':
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inputs.insert(order, gr.Checkbox(label=label,info= description, value=property_info.get('default', value)))
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else:
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inputs.insert(order, gr.Checkbox(label=label,info= description, value=value))
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else:
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value= data.get('default_example', '').get('input','').get(property_name,'')
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options=schema.get(property_name,'').get('enum',[])
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if value == '':
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inputs.insert(order, gr.Dropdown(label=property_name,info= description,choices=options, value=property_info.get("default", value)))
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else:
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inputs.insert(order, gr.Dropdown(label=property_name,info= description,choices=options, value=value))
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129 |
+
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130 |
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with gr.Row():
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cancel_btn = gr.Button("Cancel")
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132 |
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run_btn = gr.Button("Run")
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+
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with gr.Column():
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outputs = []
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output_result = data.get("default_example", '').get("output")
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output_type= schema.get("Output", '').get("type", '')
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140 |
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if output_type == 'array':
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output_image = output_result[-1]
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142 |
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else:
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output_image = output_result
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print(output_image,'112121')
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outputs.append(gr.Image(value=output_image))
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+
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147 |
+
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148 |
+
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149 |
+
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150 |
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def run_process(input1, input2, input3, input4, input5, input6, input7, input8, input9, input10, input11, input12, input13, input14,input15, input16, input17, input18, input19, input20, input21, input22, input23, input24, input25, input26, input27, input28,
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input29, input30, input31, input32, input33, input34, input35, input36, input37, input38, input39, input40, input41, input42, input43):
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152 |
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global cancel_url
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153 |
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global property_name_array
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154 |
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print(len(property_name_array))
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155 |
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cancel_url=''
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156 |
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url = 'https://replicate.com/api/predictions'
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157 |
+
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158 |
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body = {
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"version": version,
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"input": {
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property_name_array[0]: input1,
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property_name_array[1]: input2,
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property_name_array[2]: input2,
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164 |
+
property_name_array[3]: input4,
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165 |
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property_name_array[4]: input5,
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166 |
+
property_name_array[5]: input6,
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167 |
+
property_name_array[6]: input7,
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168 |
+
property_name_array[7]: input8,
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169 |
+
property_name_array[8]: input9,
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170 |
+
property_name_array[9]: input10,
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171 |
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property_name_array[10]: input11,
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172 |
+
property_name_array[11]: input12,
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173 |
+
property_name_array[12]: input13,
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174 |
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property_name_array[13]: input14,
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175 |
+
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176 |
+
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177 |
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}
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178 |
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}
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179 |
+
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180 |
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response = requests.post(url, json=body)
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181 |
+
print(response.status_code)
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182 |
+
if response.status_code == 201:
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183 |
+
response_data = response.json()
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184 |
+
get_url = response_data.get('urls','').get('get','')
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185 |
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identifier = 'https://replicate.com/api/predictions/'+get_url.split("/")[-1]
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186 |
+
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print(identifier,'')
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+
time.sleep(3)
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+
output =verify_image(identifier)
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190 |
+
print(output,'333')
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191 |
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if output:
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return gr.Image(value=output[-1])
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193 |
+
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return gr.Image()
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+
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+
def cancel_process(input1, input2, input3, input4, input5, input6, input7, input8, input9, input10, input11, input12, input13, input14,input15, input16, input17, input18, input19, input20, input21, input22, input23, input24, input25, input26, input27, input28,
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197 |
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input29, input30, input31, input32, input33, input34, input35, input36, input37, input38, input39, input40, input41, input42, input43):
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198 |
+
global cancel_url
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199 |
+
cancel_url = '123'
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200 |
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global output_image
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201 |
+
return gr.Image(value=output_image)
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202 |
+
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203 |
+
def verify_image(get_url):
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204 |
+
res = requests.get(get_url)
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205 |
+
if res.status_code == 200:
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res_data = res.json()
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207 |
+
if res_data.get('error',''):
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return
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209 |
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else:
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210 |
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if cancel_url:
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return
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else:
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output = res_data.get('output', [])
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+
print(output,'111')
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+
if output:
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+
print(output,'222')
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217 |
+
return output
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218 |
+
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219 |
+
else:
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220 |
+
time.sleep(1)
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221 |
+
val = verify_image(get_url)
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222 |
+
return val
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223 |
+
else:
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224 |
+
return []
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225 |
+
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226 |
+
run_btn.click(run_process, inputs=inputs, outputs=outputs, api_name="run")
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227 |
+
cancel_btn.click(cancel_process, inputs=inputs, outputs=outputs, api_name="cancel")
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228 |
+
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229 |
+
demo.launch()
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230 |
+
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231 |
+
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232 |
+
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233 |
+
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+
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