DeepSeek Series Models - A series of AI models by Tencent Cloud for high-performance language and reasoning tasks.
## Key Features of DeepSeek-R1
The DeepSeek series includes **DeepSeek-R1** and **DeepSeek-V3**, both featuring parameter scales up to 671B.
- **DeepSeek-R1**: Optimized for mathematical and code-related reasoning tasks.
- **DeepSeek-V3**: A Mixture-of-Experts (MoE) model excelling in百科knowledge and mathematical reasoning.
Both support **64K context length**, with **56K max input** and **8K max output** (excluding chain-of-thought).
## DeepSeek Model Capabilities
The models are specialized for:
- **Natural Language Processing**: Complex text understanding/generation (e.g., dialogue systems).
- **Code Generation**: Assisting developers in writing code efficiently.
- **Mathematical Reasoning**: Solving advanced math problems with logical steps.
- **Knowledge QA**: Accurate information retrieval from broad knowledge bases.
Their performance rivals OpenAI's GPT-4 in these domains.
## Deployment Process for DeepSeek Models
Deployment steps via Tencent Cloud:
1. **Login** to the Tencent Cloud console and navigate to the AI Marketplace.
2. **Select** the DeepSeek model (R1/V3) and review free trial options.
3. **Deploy** with one-click and access via API for task execution.
*Note*: Full details may require login; some models offer limited free trials.
## Technical Features of DeepSeek
Key technical features:
- **Parameter Scale**: Ranges from 1.5B to 671B, catering to lightweight or high-performance needs.
- **Reinforcement Learning**: Enhances推理capabilities, especially post-training.
- **Context Handling**: 64K context support for long-text/complex tasks.
- **Efficiency**: Optimized for推理speed and accuracy in math/coding tasks.
## DeepSeek vs. Competing Models
- **Performance**: Matches GPT-4 in reasoning tasks despite limited annotated data.
- **Architecture**: DeepSeek-V3 uses MoE for scalable expertise.
- **Competition**: Tencent's Hunyuan Turbo S claims faster响应than DeepSeek-R1, highlighting market rivalry.
- **Adoption**: Integrated by Huawei/Baidu, reflecting industry recognition.
## Accessing DeepSeek Resources
- **Primary URL**: [Tencent Cloud Console](https://console.cloud.tencent.com/tione/v2/aimarket/detail/deepseek_series) (login may be required).
- **References**:
- [AIBase coverage](https://www.aibase.com/news/15052) on free trials.
- [Reuters report](https://www.reuters.com/technology/artificial-intelligence/tencents-messaging-app-weixin-launches-beta-testing-with-deepseek-2025-02-16/) on integration with Weixin/Baidu.
## DeepSeek Model Specifications
- **Max Context**: 64K tokens.
- **Input/Output**:
| Model | Max Input | Max Output |
|-------------|-----------|------------|
| DeepSeek-R1 | 56K | 8K |
| DeepSeek-V3 | 56K | 8K |
*Output excludes chain-of-thought tokens*.
### Citation sources:
- [DeepSeek Series Models](https://console.cloud.tencent.com/tione/v2/aimarket/detail/deepseek_series?regionId=1&detailTab=introduce) - Official URL
Updated: 2025-04-01