diff --git a/Makefile b/Makefile
index 5dbd308a3e2..196a5765f96 100644
--- a/Makefile
+++ b/Makefile
@@ -133,7 +133,7 @@ test: install-test-deps
$(UV_RUN) pytest tests/
test-unit: install-test-deps
- $(UV_RUN) pytest tests/test_litellm -x -vv -n 4
+ $(UV_RUN) pytest tests/test_litellm -x -vv -n 4 --reruns 2 --reruns-delay 1
# Matrix test targets (matching CI workflow groups)
test-unit-llms: install-test-deps
diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
deleted file mode 100644
index 3e20cf89e47..00000000000
--- a/litellm/proxy/_experimental/out/404.html
+++ /dev/null
@@ -1 +0,0 @@
-404: This page could not be found.LiteLLM Dashboard
404
This page could not be found.
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/404/index.html b/litellm/proxy/_experimental/out/404/index.html
index a3e8dd80e8b..fe08df1d0fb 100644
--- a/litellm/proxy/_experimental/out/404/index.html
+++ b/litellm/proxy/_experimental/out/404/index.html
@@ -1 +1 @@
-404: This page could not be found.LiteLLM Dashboard
404
This page could not be found.
\ No newline at end of file
+404: This page could not be found.LiteLLM Dashboard
404
This page could not be found.
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/__next.__PAGE__.txt b/litellm/proxy/_experimental/out/__next.__PAGE__.txt
index fc9896d244c..3d3bc64192f 100644
--- a/litellm/proxy/_experimental/out/__next.__PAGE__.txt
+++ b/litellm/proxy/_experimental/out/__next.__PAGE__.txt
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--- a/litellm/proxy/_experimental/out/__next._index.txt
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index 3fb054e92f1..6de531cccb9 100644
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deleted file mode 100644
index d74e1661bbe..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/6BWZ9pP30VkI_U10n-4Bg/_buildManifest.js
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deleted file mode 100644
index ef84e7aadbe..00000000000
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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0377ae18aae60c57.js b/litellm/proxy/_experimental/out/_next/static/chunks/0377ae18aae60c57.js
deleted file mode 100644
index 66e4d15294f..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0377ae18aae60c57.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0606c92ecd600e0c.js b/litellm/proxy/_experimental/out/_next/static/chunks/0606c92ecd600e0c.js
deleted file mode 100644
index 4d144c04ad4..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0606c92ecd600e0c.js
+++ /dev/null
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-
-client = openai.AzureOpenAI(
- api_key="${b||"YOUR_LITELLM_API_KEY"}",
- azure_endpoint="${y}",
- api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
- api_key="${b||"YOUR_LITELLM_API_KEY"}",
- base_url="${y}"
-)`;switch(_){case o.CHAT:{let e=Object.keys(O).length>0,i="";if(e){let e=JSON.stringify({metadata:O},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
- extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:v}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
- model="${T}",
- messages=${JSON.stringify(a,null,4)}${i}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg") # or .pdf
-# response_with_file = client.chat.completions.create(
-# model="${T}",
-# messages=[
-# {
-# "role": "user",
-# "content": [
-# {
-# "type": "text",
-# "text": "${C}"
-# },
-# {
-# "type": "image_url",
-# "image_url": {
-# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file}
-# }
-# }
-# ]
-# }
-# ]${i}
-# )
-# print(response_with_file)
-`;break}case o.RESPONSES:{let e=Object.keys(O).length>0,i="";if(e){let e=JSON.stringify({metadata:O},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
- extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:v}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
- model="${T}",
- input=${JSON.stringify(a,null,4)}${i}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg") # or .pdf
-# response_with_file = client.responses.create(
-# model="${T}",
-# input=[
-# {
-# "role": "user",
-# "content": [
-# {"type": "input_text", "text": "${C}"},
-# {
-# "type": "input_image",
-# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}
-# },
-# ],
-# }
-# ]${i}
-# )
-# print(response_with_file.output_text)
-`;break}case o.IMAGE:t="azure"===A?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
- model="${T}",
- prompt="${n}",
- n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
- os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
- # Retrieve the generated image
- if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
- image_url = json_response["data"][0]["url"]
- generated_image = requests.get(image_url).content
- with open(image_path, "wb") as image_file:
- image_file.write(generated_image)
-
- print(f"Image saved to {image_path}")
- # Display the image
- image = Image.open(image_path)
- image.show()
- else:
- print("Could not find image URL in response.")
- print("Full response:", json_response)
-except Exception as e:
- print(f"An error occurred: {e}")
- print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
- # In a real implementation, this would upload the file to OpenAI
- # For this example, we'll just return a placeholder ID
- return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${C}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${T}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`;break;case o.IMAGE_EDITS:t="azure"===A?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${C}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${T}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
- # In a real implementation, this would upload the file to OpenAI
- # For this example, we'll just return a placeholder ID
- return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${C}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${T}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`;break;case o.EMBEDDINGS:t=`
-response = client.embeddings.create(
- input="${n||"Your string here"}",
- model="${T}",
- encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case o.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
- model="${T}",
- file=audio_file${n?`,
- prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case o.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
- model="${T}",
- input="${n||"Your text to convert to speech here"}",
- voice="${f}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-# model="${T}",
-# input="${n||"Your text to convert to speech here"}",
-# voice="alloy",
-# response_format="mp3", # Options: mp3, opus, aac, flac, wav, pcm
-# speed=1.0 # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${S}
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0a6c418370a8c183.js b/litellm/proxy/_experimental/out/_next/static/chunks/0a6c418370a8c183.js
deleted file mode 100644
index b3e15e69622..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0a6c418370a8c183.js
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-client = openai.OpenAI(
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-import asyncio
-
-# Standard MCP configuration
-config = {
- "mcpServers": {
- "${ey.server_name}": {
- "url": "${(0,x.getProxyBaseUrl)()}/${ey.server_name}/mcp",
- "headers": {
- "x-litellm-api-key": "Bearer sk-1234"
- }
- }
- }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
- async with client:
- # List available tools
- tools = await client.list_tools()
- print(f"Available tools: {[tool.name for tool in tools]}")
-
- # Call a tool
- response = await client.call_tool(
- name="tool_name",
- arguments={"arg": "value"}
- )
- print(f"Response: {response}")
-
-if __name__ == "__main__":
- asyncio.run(main())`})]})]})}),(0,t.jsx)(y,{visible:ea,onClose:()=>en(!1),accessToken:e||"",modelHubData:M||[],onSuccess:()=>{e&&(async()=>{try{let t=await (0,x.modelHubCall)(e);I(t.data)}catch(e){console.error("Error refreshing model data:",e)}})()}}),(0,t.jsx)(p,{visible:eo,onClose:()=>ed(!1),accessToken:e||"",agentHubData:er||[],onSuccess:()=>{e&&(async()=>{try{let t=(await (0,x.getAgentsList)(e)).agents.map(e=>({agent_id:e.agent_id,...e.agent_card_params,is_public:e.is_public}));ec(t)}catch(e){console.error("Error refreshing agent data:",e)}})()}}),(0,t.jsx)(b,{visible:e$,onClose:()=>eT(!1),accessToken:e||"",mcpHubData:eb||[],onSuccess:()=>{e&&(async()=>{try{let t=await (0,x.fetchMCPServers)(e);ej(t)}catch(e){console.error("Error refreshing MCP server data:",e)}})()}}),(0,t.jsx)(U,{visible:eM,onClose:()=>eI(!1),accessToken:e||"",skillsList:ew,onSuccess:async()=>{eC((await (0,x.getClaudeCodePluginsList)(e||"",!0===a)).plugins)}})]})}],934879)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0fa4668d6cf24773.js b/litellm/proxy/_experimental/out/_next/static/chunks/0fa4668d6cf24773.js
deleted file mode 100644
index 5cc59c8a7f9..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0fa4668d6cf24773.js
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/10dc4591ef08a91f.js b/litellm/proxy/_experimental/out/_next/static/chunks/10dc4591ef08a91f.js
deleted file mode 100644
index 9feb9cf14ed..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/10dc4591ef08a91f.js
+++ /dev/null
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-
-client = openai.AzureOpenAI(
- api_key="${y||"YOUR_LITELLM_API_KEY"}",
- azure_endpoint="${v}",
- api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
- api_key="${y||"YOUR_LITELLM_API_KEY"}",
- base_url="${v}"
-)`;switch(h){case r.CHAT:{let e=Object.keys(S).length>0,a="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
- extra_body=${e}`}let s=T.length>0?T:[{role:"user",content:A}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
- model="${C}",
- messages=${JSON.stringify(s,null,4)}${a}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg") # or .pdf
-# response_with_file = client.chat.completions.create(
-# model="${C}",
-# messages=[
-# {
-# "role": "user",
-# "content": [
-# {
-# "type": "text",
-# "text": "${N}"
-# },
-# {
-# "type": "image_url",
-# "image_url": {
-# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file}
-# }
-# }
-# ]
-# }
-# ]${a}
-# )
-# print(response_with_file)
-`;break}case r.RESPONSES:{let e=Object.keys(S).length>0,a="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
- extra_body=${e}`}let s=T.length>0?T:[{role:"user",content:A}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
- model="${C}",
- input=${JSON.stringify(s,null,4)}${a}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg") # or .pdf
-# response_with_file = client.responses.create(
-# model="${C}",
-# input=[
-# {
-# "role": "user",
-# "content": [
-# {"type": "input_text", "text": "${N}"},
-# {
-# "type": "input_image",
-# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}
-# },
-# ],
-# }
-# ]${a}
-# )
-# print(response_with_file.output_text)
-`;break}case r.IMAGE:t="azure"===_?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
- model="${C}",
- prompt="${l}",
- n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
- os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
- # Retrieve the generated image
- if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
- image_url = json_response["data"][0]["url"]
- generated_image = requests.get(image_url).content
- with open(image_path, "wb") as image_file:
- image_file.write(generated_image)
-
- print(f"Image saved to {image_path}")
- # Display the image
- image = Image.open(image_path)
- image.show()
- else:
- print("Could not find image URL in response.")
- print("Full response:", json_response)
-except Exception as e:
- print(f"An error occurred: {e}")
- print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
- # In a real implementation, this would upload the file to OpenAI
- # For this example, we'll just return a placeholder ID
- return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${C}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`;break;case r.IMAGE_EDITS:t="azure"===_?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${C}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
- # In a real implementation, this would upload the file to OpenAI
- # For this example, we'll just return a placeholder ID
- return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${C}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`;break;case r.EMBEDDINGS:t=`
-response = client.embeddings.create(
- input="${l||"Your string here"}",
- model="${C}",
- encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case r.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
- model="${C}",
- file=audio_file${l?`,
- prompt="${l.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case r.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
- model="${C}",
- input="${l||"Your text to convert to speech here"}",
- voice="${x}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-# model="${C}",
-# input="${l||"Your text to convert to speech here"}",
-# voice="alloy",
-# response_format="mp3", # Options: mp3, opus, aac, flac, wav, pcm
-# speed=1.0 # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${w}
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Documentation"})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,t.jsxs)("div",{className:"mb-4",children:[(0,t.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-xs",children:`base_url = '${eS.url}'
-
-resolver = A2ACardResolver(
- httpx_client=httpx_client,
- base_url=base_url,
- # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
- await resolver.get_agent_card()
-) # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
- try:
- auth_headers_dict = {
- 'Authorization': 'Bearer dummy-token-for-extended-card'
- }
- _extended_card = await resolver.get_agent_card(
- relative_card_path=EXTENDED_AGENT_CARD_PATH,
- http_kwargs={'headers': auth_headers_dict},
- )
- final_agent_card_to_use = (
- _extended_card # Update to use the extended card
- )
- except Exception as e_extended:
- logger.warning(
- f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
- exc_info=True,
- )`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eB(`from a2a.client import A2ACardResolver, A2AClient
-from a2a.types import (
- AgentCard,
- MessageSendParams,
- SendMessageRequest,
- SendStreamingMessageRequest,
-)
-from a2a.utils.constants import (
- AGENT_CARD_WELL_KNOWN_PATH,
- EXTENDED_AGENT_CARD_PATH,
-)
-
-base_url = '${eS.url}'
-
-resolver = A2ACardResolver(
- httpx_client=httpx_client,
- base_url=base_url,
- # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
- await resolver.get_agent_card()
-) # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
- try:
- auth_headers_dict = {
- 'Authorization': 'Bearer dummy-token-for-extended-card'
- }
- _extended_card = await resolver.get_agent_card(
- relative_card_path=EXTENDED_AGENT_CARD_PATH,
- http_kwargs={'headers': auth_headers_dict},
- )
- final_agent_card_to_use = (
- _extended_card # Update to use the extended card
- )
- except Exception as e_extended:
- logger.warning(
- f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
- exc_info=True,
- )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
- httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
- 'message': {
- 'role': 'user',
- 'parts': [
- {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
- ],
- 'messageId': uuid4().hex,
- },
-}
-request = SendMessageRequest(
- id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eB(`client = A2AClient(
- httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
- 'message': {
- 'role': 'user',
- 'parts': [
- {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
- ],
- 'messageId': uuid4().hex,
- },
-}
-request = SendMessageRequest(
- id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,t.jsx)(c.Modal,{title:(0,t.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,t.jsx)("span",{children:ew?.server_name||"MCP Server Details"}),ew&&(0,t.jsx)(u.Tooltip,{title:"Copy server name",children:(0,t.jsx)(g.Copy,{onClick:()=>eB(ew.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:ej,footer:null,onOk:()=>{eA(!1),eI(null)},onCancel:()=>{eA(!1),eI(null)},children:ew&&(0,t.jsxs)("div",{className:"space-y-6",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Server Name:"}),(0,t.jsx)(n.Text,{children:ew.server_name})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Transport:"}),(0,t.jsx)(p.Tag,{color:"blue",children:ew.transport})]}),ew.alias&&(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Alias:"}),(0,t.jsx)(n.Text,{children:ew.alias})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Auth Type:"}),(0,t.jsx)(p.Tag,{color:"none"===ew.auth_type?"gray":"green",children:ew.auth_type})]}),(0,t.jsxs)("div",{className:"col-span-2",children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,t.jsx)(n.Text,{children:ew.mcp_info?.description||"-"})]}),(0,t.jsxs)("div",{className:"col-span-2",children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"URL:"}),(0,t.jsxs)("a",{href:ew.url,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 text-sm break-all flex items-center space-x-2",children:[(0,t.jsx)("span",{children:ew.url}),(0,t.jsx)(s.ExternalLinkIcon,{className:"w-4 h-4"})]})]})]})]}),ew.mcp_info&&Object.keys(ew.mcp_info).length>0&&(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,t.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,t.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(ew.mcp_info,null,2)})})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
- "mcpServers": {
- "${ew.server_name}": {
- "url": "http://localhost:4000/${ew.server_name}/mcp",
- "headers": {
- "x-litellm-api-key": "Bearer sk-1234"
- }
- }
- }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
- async with client:
- # List available tools
- tools = await client.list_tools()
- print(f"Available tools: {[tool.name for tool in tools]}")
-
- # Call a tool
- response = await client.call_tool(
- name="tool_name",
- arguments={"arg": "value"}
- )
- print(f"Response: {response}")
-
-if __name__ == "__main__":
- asyncio.run(main())`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eB(`# Using MCP Server with Python FastMCP
-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
- "mcpServers": {
- "${ew.server_name}": {
- "url": "http://localhost:4000/${ew.server_name}/mcp",
- "headers": {
- "x-litellm-api-key": "Bearer sk-1234"
- }
- }
- }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
- async with client:
- # List available tools
- tools = await client.list_tools()
- print(f"Available tools: {[tool.name for tool in tools]}")
-
- # Call a tool
- response = await client.call_tool(
- name="tool_name",
- arguments={"arg": "value"}
- )
- print(f"Response: {response}")
-
-if __name__ == "__main__":
- asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1189e4151a93f058.js b/litellm/proxy/_experimental/out/_next/static/chunks/1189e4151a93f058.js
deleted file mode 100644
index cb3dd0b7f41..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1189e4151a93f058.js
+++ /dev/null
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index 4056b191841..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/134f728fa7099e3e.js b/litellm/proxy/_experimental/out/_next/static/chunks/134f728fa7099e3e.js
deleted file mode 100644
index e4480639997..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/134f728fa7099e3e.js
+++ /dev/null
@@ -1,55 +0,0 @@
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