deepseek-r1#

  • Context Length: 163840

  • Model Name: deepseek-r1

  • Languages: en, zh

  • Abilities: chat

  • Description: DeepSeek-R1, which incorporates cold-start data before RL. DeepSeek-R1 achieves performance comparable to OpenAI-o1 across math, code, and reasoning tasks.

Specifications#

Model Spec 1 (pytorch, 671 Billion)#

  • Model Format: pytorch

  • Model Size (in billions): 671

  • Quantizations: 4-bit, 8-bit, none

  • Engines: vLLM, Transformers, SGLang (vLLM and SGLang only available for quantization none)

  • Model ID: deepseek-ai/DeepSeek-R1

  • Model Hubs: Hugging Face, ModelScope

Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above:

xinference launch --model-engine ${engine} --model-name deepseek-r1 --size-in-billions 671 --model-format pytorch --quantization ${quantization}

Model Spec 2 (awq, 671 Billion)#

  • Model Format: awq

  • Model Size (in billions): 671

  • Quantizations: Int4

  • Engines: vLLM, Transformers, SGLang

  • Model ID: cognitivecomputations/DeepSeek-R1-AWQ

  • Model Hubs: Hugging Face, ModelScope

Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above:

xinference launch --model-engine ${engine} --model-name deepseek-r1 --size-in-billions 671 --model-format awq --quantization ${quantization}

Model Spec 3 (ggufv2, 671 Billion)#

  • Model Format: ggufv2

  • Model Size (in billions): 671

  • Quantizations: UD-IQ1_S, UD-IQ1_M, UD-IQ2_XXS, UD-Q2_K_XL, Q2_K, Q2_K_L, Q2_K_XS, Q3_K_M, Q4_K_M, Q5_K_M, Q6_K, Q8_0, BF16

  • Engines: llama.cpp

  • Model ID: unsloth/DeepSeek-R1-GGUF

  • Model Hubs: Hugging Face, ModelScope

Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above:

xinference launch --model-engine ${engine} --model-name deepseek-r1 --size-in-billions 671 --model-format ggufv2 --quantization ${quantization}

Model Spec 4 (mlx, 671 Billion)#

  • Model Format: mlx

  • Model Size (in billions): 671

  • Quantizations: 2bit, 3bit, 4bit

  • Engines: MLX

  • Model ID: mlx-community/DeepSeek-R1-{quantization}

  • Model Hubs: Hugging Face, ModelScope

Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above:

xinference launch --model-engine ${engine} --model-name deepseek-r1 --size-in-billions 671 --model-format mlx --quantization ${quantization}