Qwen3-VL-2B-Thinking

reasoning
multimodal

Qwen3-VL-2B-Thinking is a reasoning-oriented version of the base 2B-Instruct model, specifically optimized for tasks requiring detailed analysis. A specialized reinforcement learning process taught the model to employ chains of thought when processing visual information. The model's architecture inherits all three key innovations of the base Qwen3-VL version: Interleaved-MRoPE for enhanced video understanding, DeepStack for multi-level fusion of visual and textual features, and Text-Timestamp Alignment for precise temporal localization in video content.

The model supports a 256K token context window, extendable to 1M tokens, enabling it to process multi-page documents and long videos while maintaining context to build accurate logical connections during reasoning generation. An OCR system supporting 32 languages ensures multilingual text recognition in complex shooting conditions. A key feature is the model's ability to self-check and verify its answers when solving visual tasks, which enhances the reliability of the results.

Qwen3-VL-2B-Thinking is optimal for applications on resource-constrained devices that still require detailed analysis of visual information and explainable answers or agent-based decisions. The model is effective for developing intelligent quality inspection systems with detailed descriptions of detected defects. However, its greatest value lies in research prototypes, where the transparency of the reasoning process helps to accelerate and optimize fine-tuning and debugging workflows.


Announce Date: 22.10.2025
Parameters: 2B
Context: 263K
Layers: 28
Attention Type: Full Attention
Developer: Qwen
Transformers Version: 4.57.0.dev0
License: Apache 2.0

Public endpoint

Use our pre-built public endpoints for free to test inference and explore Qwen3-VL-2B-Thinking capabilities. You can obtain an API access token on the token management page after registration and verification.
Model Name Context Type GPU Status Link

API access to Qwen3-VL-2B-Thinking endpoints

There are no public endpoints for this model yet.

Private endpoint

An endpoint is a server with pre-installed software that automatically downloads neural network weights and launches an OpenAI-compatible API to handle incoming requests.

A private endpoint is created within the user's project, belongs exclusively to the user, and is billed per server configuration in accordance with the infrastructure pricing.

We recommend creating private endpoints when you need to:

  • achieve maximum endpoint performance,
  • access the full context window for processing large requests and conversations,
  • ensure maximum security by processing data in a dedicated, isolated environment.

Recommended server configurations for creating a private inference endpoint Qwen3-VL-2B-Thinking

Prices:
Name GPU Price, hour TPS Max Concurrency
teslaa10-2.16.64.160
262,144.0
tensor
2 $0.93 246.96 1.326 Launch
teslaa2-4.32.128.160
262,144.0
tensor
4 $1.26 1.710 Launch
rtx3090-2.16.64.160
262,144.0
tensor
2 $1.56 80.05 1.303 Launch
rtx3090-2.16.64.160.nvlink
262,144.0
tensor
2 $1.56 1.303 Launch
rtx4090-2.16.64.160
262,144.0
tensor
2 $1.92 131.39 1.300 Launch
teslaa100-1.16.64.160
262,144.0
1 $2.37 277.01 2.427 Launch
rtx5090-2.16.64.160
262,144.0
tensor
2 $2.93 1.908 Launch
h100-1.16.64.160
262,144.0
1 $3.83 216.02 2.420 Launch
h100nvl-1.16.96.160
262,144.0
1 $4.11 326.17 2.877 Launch
teslaa100-2.24.96.160.nvlink
262,144.0
tensor
2 $4.61 352.83 5.052 Launch
h200-1.16.128.160
262,144.0
1 $4.74 4.470 Launch
h200-2.24.256.160.nvlink
262,144.0
tensor
2 $9.40 9.035 Launch
Prices:
Name GPU Price, hour TPS Max Concurrency
teslaa10-2.16.64.160
262,144.0
tensor
2 $0.93 1.308 Launch
teslaa2-3.32.128.160
262,144.0
pipeline
3 $1.06 1.147 Launch
teslaa2-4.32.128.160
262,144.0
tensor
4 $1.26 1.684 Launch
rtx3090-2.16.64.160
262,144.0
tensor
2 $1.56 208.56 1.378 Launch
rtx3090-2.16.64.160.nvlink
262,144.0
tensor
2 $1.56 1.378 Launch
rtx3080-4.16.64.160
262,144.0
tensor
4 $1.82 1.016 Launch
rtx4090-2.16.64.160
262,144.0
tensor
2 $1.92 133.11 1.375 Launch
teslaa100-1.16.64.160
262,144.0
1 $2.37 273.36 2.466 Launch
rtx5090-2.16.64.160
262,144.0
tensor
2 $2.93 1.890 Launch
h100-1.16.64.160
262,144.0
1 $3.83 9.85 2.378 Launch
h100nvl-1.16.96.160
262,144.0
1 $4.11 2.921 Launch
teslaa100-2.24.96.160.nvlink
262,144.0
tensor
2 $4.61 5.038 Launch
h200-1.16.128.160
262,144.0
1 $4.74 4.456 Launch
h200-2.24.256.160.nvlink
262,144.0
tensor
2 $9.40 9.017 Launch
Prices:
Name GPU Price, hour TPS Max Concurrency
teslaa10-2.16.64.160
262,144.0
tensor
2 $0.93 1.252 Launch
teslaa2-3.32.128.160
262,144.0
pipeline
3 $1.06 1.091 Launch
teslaa2-4.32.128.160
262,144.0
tensor
4 $1.26 1.628 Launch
rtx3090-2.16.64.160
262,144.0
tensor
2 $1.56 230.53 1.322 Launch
rtx3090-2.16.64.160.nvlink
262,144.0
tensor
2 $1.56 1.322 Launch
rtx4090-2.16.64.160
262,144.0
tensor
2 $1.92 1.319 Launch
teslaa100-1.16.64.160
262,144.0
1 $2.37 218.18 2.361 Launch
rtx5090-2.16.64.160
262,144.0
tensor
2 $2.93 1.834 Launch
h100-1.16.64.160
262,144.0
1 $3.83 2.407 Launch
h100nvl-1.16.96.160
262,144.0
1 $4.11 2.864 Launch
teslaa100-2.24.96.160.nvlink
262,144.0
tensor
2 $4.61 4.981 Launch
h200-1.16.128.160
262,144.0
1 $4.74 4.399 Launch
h200-2.24.256.160.nvlink
262,144.0
tensor
2 $9.40 8.960 Launch

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