DeepSeek-R1

reasoning

DeepSeek-R1 is the first generation of reasoning models developed by DeepSeek-AI and released on January 20, 2025. The model is built upon large-scale reinforcement learning (RL) training and demonstrates outstanding capabilities in solving complex tasks such as mathematics, programming, and scientific reasoning.

DeepSeek-R1 supports long chain-of-thought (CoT) generation, including self-checking, reflection, and alternative approaches to problem-solving. It achieves performance comparable to OpenAI-o1-1217 on benchmarks such as AIME 2024 (79.8%) and MATH-500 (97.3%).

The base version of DeepSeek-R1 contains 671 billion parameters and is highly resource-intensive. However, compact versions of the model are also available (1.5B, 7B, 8B, 14B, 32B, 70B), along with distilled versions derived from DeepSeek-R1 based on Qwen and Llama. As a result, DeepSeek-R1 sets a new standard in the field of reasoning models by combining the power of large-scale RL training with practical applicability, making it one of the best among open-source models.


Announce Date: 20.01.2025
Parameters: 671B
Experts: 256
Activated at inference: 37B
Context: 164K
Layers: 61
Attention Type: Multi-head Latent Attention
Developer: DeepSeek
Transformers Version: 4.46.3
License: MIT

Public endpoint

Use our pre-built public endpoints for free to test inference and explore DeepSeek-R1 capabilities. You can obtain an API access token on the token management page after registration and verification.
Model Name Context Type GPU Status Link
There are no public endpoints for this model yet.

Private server

Rent your own physically dedicated instance with hourly or long-term monthly billing.

We recommend deploying private instances in the following scenarios:

  • maximize endpoint performance,
  • enable full context for long sequences,
  • ensure top-tier security for data processing in an isolated, dedicated environment,
  • use custom weights, such as fine-tuned models or LoRA adapters.

Recommended server configurations for hosting DeepSeek-R1

Prices:
Name GPU Price, hour TPS Max Concurrency
teslaa2-1.16.32.240
163,840.0
1 $0.39 -30.936 Launch
teslat4-1.16.64.160
163,840.0
1 $0.42 -30.936 Launch
rtx4090-1.32.64.160
163,840.0
1 $1.18 -30.269 Launch
rtxa5000-2.16.64.160.nvlink
163,840.0
tensor
2 $1.23 -14.250 Launch
rtx5090-1.32.64.160
163,840.0
1 $1.69 -29.602 Launch
teslaa10-4.16.128.160
163,840.0
tensor
4 $1.75 -6.240 Launch
teslaa100-1.16.64.160
163,840.0
1 $2.37 -25.601 Launch
rtx3090-4.16.128.160
163,840.0
tensor
4 $3.01 -6.240 Launch
h100-1.16.64.160
163,840.0
1 $3.83 -25.601 Launch
h100nvl-1.16.96.160
163,840.0
1 $4.11 -24.434 Launch
teslaa100-2.24.256.160.nvlink
163,840.0
tensor
2 $4.93 -9.582 Launch
h200-2.24.256.160.nvlink
163,840.0
tensor
2 $9.40 -4.497 Launch
h200-4.32.768.480
163,840.0
tensor
4 $19.23 3.512 Launch
Prices:
Name GPU Price, hour TPS Max Concurrency
teslaa2-1.16.32.240
163,840.0
1 $0.39 -58.293 Launch
teslat4-1.16.64.160
163,840.0
1 $0.42 -58.293 Launch
rtx4090-1.32.64.160
163,840.0
1 $1.18 -57.626 Launch
rtxa5000-2.16.64.160.nvlink
163,840.0
tensor
2 $1.23 -27.929 Launch
rtx5090-1.32.64.160
163,840.0
1 $1.69 -56.959 Launch
teslaa10-4.16.128.160
163,840.0
tensor
4 $1.75 -13.080 Launch
teslaa100-1.16.64.160
163,840.0
1 $2.37 -52.958 Launch
rtx3090-4.16.128.160
163,840.0
tensor
4 $3.01 -13.080 Launch
h100-1.16.64.160
163,840.0
1 $3.83 -52.958 Launch
h100nvl-1.16.96.160
163,840.0
1 $4.11 -51.791 Launch
teslaa100-2.24.256.160.nvlink
163,840.0
tensor
2 $4.93 -23.261 Launch
h200-2.24.256.160.nvlink
163,840.0
tensor
2 $9.40 -18.176 Launch
h200-4.32.768.480
163,840.0
tensor
4 $19.23 -3.327 Launch
Prices:
Name GPU Price, hour TPS Max Concurrency
teslaa2-1.16.32.240
163,840.0
1 $0.39 -116.982 Launch
teslat4-1.16.64.160
163,840.0
1 $0.42 -116.982 Launch
rtx4090-1.32.64.160
163,840.0
1 $1.18 -116.315 Launch
rtxa5000-2.16.64.160.nvlink
163,840.0
tensor
2 $1.23 -57.273 Launch
rtx5090-1.32.64.160
163,840.0
1 $1.69 -115.648 Launch
teslaa10-4.16.128.160
163,840.0
tensor
4 $1.75 -27.752 Launch
teslaa100-1.16.64.160
163,840.0
1 $2.37 -111.647 Launch
rtx3090-4.16.128.160
163,840.0
tensor
4 $3.01 -27.752 Launch
h100-1.16.64.160
163,840.0
1 $3.83 -111.647 Launch
h100nvl-1.16.96.160
163,840.0
1 $4.11 -110.480 Launch
teslaa100-2.24.256.160.nvlink
163,840.0
tensor
2 $4.93 -52.605 Launch
h200-2.24.256.160.nvlink
163,840.0
tensor
2 $9.40 -47.520 Launch
h200-4.32.768.480
163,840.0
tensor
4 $19.23 -17.999 Launch

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