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The Qwen3 series VL models has been comprehensively upgraded in areas such as visual coding and spatial perception. Its visual perception and recognition capabilities have significantly improved, supporting the understanding of ultra-long videos, and its OCR functionality has undergone a major enhancement.
/ 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-VL-235B-A22B-Instruct",
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=8962,
temperature=0.7,
top_p=1,
stream=False,
extra_body={
"reasoning_effort": "medium",
}
)
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-VL-235B-A22B-Instruct",
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=8962,
temperature=0.7,
top_p=1,
stream=False,
extra_body={
"reasoning_effort": "medium",
}
)
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-VL-235B-A22B-Instruct",
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=8962,
temperature=0.7,
top_p=1,
stream=False,
extra_body={
"reasoning_effort": "medium",
}
)
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-VL-235B-A22B-Instruct",
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=8962,
temperature=0.7,
top_p=1,
stream=False,
extra_body={
"reasoning_effort": "medium",
}
)
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