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Muse Spark Open
latestModel IDmeta-models/Muse-Spark-Open-816B-A42B-NVFP4
Muse Spark Open is Meta’s 816B-parameter mixture-of-experts model (~42B active) for coding and agentic workflows, with image and video input, reasoning, and tool use.
1M Tokens ContextFast InferenceCodingFunction CallingMultilingualVision Ready
Save 20%
$1.8$1.44
/ 1M input tokens
$6.11$4.89
/ 1M output tokens
Request (Non streaming)
from openai import OpenAI
# Initialize the OpenAI client with Qubrid base URL
client = OpenAI(
base_url="https://qubrid.com/v1",
api_key="QUBRID_API_KEY",
)
response = client.chat.completions.create(
model="meta-models/Muse-Spark-Open-816B-A42B-NVFP4",
messages=[
{
"role": "user",
"content": [
{
"type": "text",
"text": "What is in this image? Describe the main elements."
},
{
"type": "image_url",
"image_url": {
"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
}
}
]
}
],
max_tokens=16000,
temperature=1,
top_p=0.95,
stream=False,
extra_body={
"enable_thinking": True,
}
)
print(response.choices[0].message.content)from openai import OpenAI
# Initialize the OpenAI client with Qubrid base URL
client = OpenAI(
base_url="https://qubrid.com/v1",
api_key="QUBRID_API_KEY",
)
response = client.chat.completions.create(
model="meta-models/Muse-Spark-Open-816B-A42B-NVFP4",
messages=[
{
"role": "user",
"content": [
{
"type": "text",
"text": "What is in this image? Describe the main elements."
},
{
"type": "image_url",
"image_url": {
"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
}
}
]
}
],
max_tokens=16000,
temperature=1,
top_p=0.95,
stream=False,
extra_body={
"enable_thinking": True,
}
)
print(response.choices[0].message.content)Example response
The image shows a clear visual scene with distinct subjects, background context, and balanced composition. Notable elements include primary objects, spatial layout, color and lighting, and any readable text or symbols that support a concise description.
Request (Non streaming)
from openai import OpenAI
# Initialize the OpenAI client with Qubrid base URL
client = OpenAI(
base_url="https://qubrid.com/v1",
api_key="QUBRID_API_KEY",
)
response = client.chat.completions.create(
model="meta-models/Muse-Spark-Open-816B-A42B-NVFP4",
messages=[
{
"role": "user",
"content": [
{
"type": "text",
"text": "What is in this image? Describe the main elements."
},
{
"type": "image_url",
"image_url": {
"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
}
}
]
}
],
max_tokens=16000,
temperature=1,
top_p=0.95,
stream=False,
extra_body={
"enable_thinking": True,
}
)
print(response.choices[0].message.content)from openai import OpenAI
# Initialize the OpenAI client with Qubrid base URL
client = OpenAI(
base_url="https://qubrid.com/v1",
api_key="QUBRID_API_KEY",
)
response = client.chat.completions.create(
model="meta-models/Muse-Spark-Open-816B-A42B-NVFP4",
messages=[
{
"role": "user",
"content": [
{
"type": "text",
"text": "What is in this image? Describe the main elements."
},
{
"type": "image_url",
"image_url": {
"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
}
}
]
}
],
max_tokens=16000,
temperature=1,
top_p=0.95,
stream=False,
extra_body={
"enable_thinking": True,
}
)
print(response.choices[0].message.content)Example response
The image shows a clear visual scene with distinct subjects, background context, and balanced composition. Notable elements include primary objects, spatial layout, color and lighting, and any readable text or symbols that support a concise description.
Multimodal messages with image_url • Streaming and tool calls supported Open in Playground for streaming, files, and all parameters.
Open in Playground