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Qwen3.5-122B-A10B is the most powerful open-source model in the Qwen3.5 Medium Series. With 122B total parameters and 10B active per token across a 48-layer hybrid architecture, it delivers the strongest knowledge, vision, and function-calling performance in the medium class — scoring 86.6% on GPQA Diamond (beating GPT-5 mini's 82.8%), 72.2% on BFCL-V4 tool calling (vs GPT-5 mini's 55.5%), 92.1% on OCRBench, and 83.9% on MMMU. Supports text, image, and video input natively via early fusion.
/ 1M input tokens
/ 1M output tokens
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="Qwen/Qwen3.5-122B-A10B",
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=16384,
temperature=1,
top_p=0.95,
stream=False,
presence_penalty=1.5,
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="Qwen/Qwen3.5-122B-A10B",
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=16384,
temperature=1,
top_p=0.95,
stream=False,
presence_penalty=1.5,
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.
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="Qwen/Qwen3.5-122B-A10B",
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=16384,
temperature=1,
top_p=0.95,
stream=False,
presence_penalty=1.5,
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="Qwen/Qwen3.5-122B-A10B",
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=16384,
temperature=1,
top_p=0.95,
stream=False,
presence_penalty=1.5,
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