Qwen3-VL-4B-Thinking is a compact 4-billion-parameter model with enhanced reasoning chain capabilities, optimized for solving multimodal tasks that require analysis. The model represents a unique combination of deployment efficiency and advanced reasoning abilities with minimal hardware requirements.
Architecturally, the model inherits all three key innovations of the Qwen3-VL series: Interleaved-MRoPE ensures precise spatio-temporal understanding of video content, DeepStack enables the extraction of fine-grained details through multi-level fusion of visual features, and Text-Timestamp Alignment provides second-level accuracy for event localization. The context window is 256K tokens, expandable to 1M, and the recommended output sequence length has been increased to 40,960 tokens to provide sufficient space for extensive reasoning chains.
On reasoning and multimodal benchmarks , the model consistently ranks among the top multimodal models in its class, outperforming many solutions of a similar size, including those from Microsoft, OpenAI, Google, and others.Application scenarios for Qwen3-VL-4B-Thinking include: educational applications, scientific research tasks, intelligent processing of complex documents with information extraction from specific fields according to required templates, and visual data verification tools.
| Model Name | Context | Type | GPU | Status | Link |
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There are no public endpoints for this model yet.
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:
| Name | GPU | TPS | Max Concurrency | |||
|---|---|---|---|---|---|---|
262,144.0 pipeline |
3 | $1.34 | 1.319 | Launch | ||
262,144.0 tensor |
4 | $1.57 | 1.794 | Launch | ||
262,144.0 pipeline |
6 | $1.65 | 1.532 | Launch | ||
262,144.0 pipeline |
3 | $2.83 | 1.397 | Launch | ||
262,144.0 tensor |
4 | $2.89 | 1.902 | Launch | ||
262,144.0 tensor |
2 | $2.93 | 1.297 | Launch | ||
262,144.0 tensor |
4 | $3.01 | 1.902 | Launch | ||
262,144.0 tensor |
4 | $3.60 | 1.898 | Launch | ||
262,144.0 |
1 | $3.83 | 203.19 | 1.818 | Launch | |
262,144.0 |
1 | $4.11 | 268.15 | 2.174 | Launch | |
262,144.0 tensor |
2 | $4.61 | 3.745 | Launch | ||
262,144.0 |
1 | $4.74 | 3.367 | Launch | ||
262,144.0 tensor |
2 | $9.40 | 6.840 | Launch | ||
| Name | GPU | TPS | Max Concurrency | |||
|---|---|---|---|---|---|---|
262,144.0 tensor |
4 | $1.26 | 1.037 | Launch | ||
262,144.0 pipeline |
3 | $1.34 | 1.347 | Launch | ||
262,144.0 tensor |
4 | $1.57 | 1.845 | Launch | ||
262,144.0 pipeline |
3 | $2.29 | 1.428 | Launch | ||
262,144.0 |
1 | $2.37 | 171.56 | 1.802 | Launch | |
262,144.0 pipeline |
3 | $2.83 | 1.425 | Launch | ||
262,144.0 tensor |
4 | $2.89 | 1.953 | Launch | ||
262,144.0 tensor |
2 | $2.93 | 1.302 | Launch | ||
262,144.0 tensor |
4 | $3.01 | 1.953 | Launch | ||
262,144.0 tensor |
4 | $3.60 | 1.949 | Launch | ||
262,144.0 |
1 | $3.83 | 1.800 | Launch | ||
262,144.0 |
1 | $4.11 | 2.156 | Launch | ||
262,144.0 tensor |
2 | $4.61 | 3.750 | Launch | ||
262,144.0 |
1 | $4.74 | 3.349 | Launch | ||
262,144.0 tensor |
2 | $9.40 | 6.845 | Launch | ||
| Name | GPU | TPS | Max Concurrency | |||
|---|---|---|---|---|---|---|
262,144.0 pipeline |
3 | $1.34 | 1.255 | Launch | ||
262,144.0 tensor |
4 | $1.57 | 1.753 | Launch | ||
262,144.0 pipeline |
6 | $1.65 | 1.537 | Launch | ||
262,144.0 pipeline |
3 | $2.29 | 1.336 | Launch | ||
262,144.0 |
1 | $2.37 | 127.90 | 1.709 | Launch | |
262,144.0 tensor |
4 | $2.89 | 1.861 | Launch | ||
262,144.0 tensor |
2 | $2.93 | 1.209 | Launch | ||
262,144.0 tensor |
4 | $3.01 | 1.861 | Launch | ||
262,144.0 tensor |
4 | $3.60 | 1.857 | Launch | ||
262,144.0 |
1 | $3.83 | 1.700 | Launch | ||
262,144.0 |
1 | $4.11 | 2.063 | Launch | ||
262,144.0 tensor |
2 | $4.61 | 3.658 | Launch | ||
262,144.0 |
1 | $4.74 | 3.257 | Launch | ||
262,144.0 tensor |
2 | $9.40 | 6.752 | Launch | ||
Contact our dedicated neural networks support team at support@immers.cloud or send your request to the sales department at sale@immers.cloud.