R1
By DeepSeek. 684.5 billion parameters, a context window of 163,840 tokens and the licence mit.
Facts
- Released
- 2025-01-20 the day the repository was first published on Hugging Face Hugging Face, read
- Licence
- mit the licence the model card declares Hugging Face, read
- Open weights
- Yes the weights are published in this Hugging Face repository Hugging Face, read
- Parameters
- 684.5 billion counted from the safetensors weight files Hugging Face, read
- Active parameters
- 51.0 billion estimate estimated from the expert counts and sizes in the configuration model configuration, read
- Knowledge cutoff
- 2024-07-31 the knowledge cutoff OpenRouter lists OpenRouter, read
- Context window
- 163,840 tokens the maximum position embeddings in the model configuration model configuration, read
- 64,000 tokens the context length OpenRouter lists OpenRouter, read
- Longest output
- 16,000 tokens the largest output OpenRouter's first provider allows OpenRouter, read
- Tool calling
- No the chat template in the tokenizer configuration has no place for tool definitions Hugging Face, read
- Yes OpenRouter lists tools among the supported parameters OpenRouter, read
- Structured output
- Yes OpenRouter lists response_format, a JSON mode, among the supported parameters OpenRouter, read
- Reasoning controls
- Yes OpenRouter lists reasoning controls OpenRouter, read
- Inputs and outputs
- text in, text out Hugging Face, read
- Good for
- Reasoning: OpenRouter lists reasoning controls for it OpenRouter, read
Prices
| Provider | Input | Output | Context | As of | Source |
|---|---|---|---|---|---|
| SiliconFlow direct | 0.500 USD | 2.18 USD | 164,000 | older than 30 days; check the provider | models.dev, read |
| SiliconFlow (China) direct | 0.500 USD | 2.18 USD | 164,000 | older than 30 days; check the provider | models.dev, read |
| Hugging Face direct | 0.700 USD | 2.50 USD | 64,000 | older than 30 days; check the provider | models.dev, read |
| Novita through OpenRouter | 0.700 USD | 2.50 USD | 64,000 | OpenRouter endpoints, read | |
| Abacus direct | 3.00 USD | 7.00 USD | 128,000 | older than 30 days; check the provider | models.dev, read |
| Together AI direct | 3.00 USD | 7.00 USD | 163,839 | older than 30 days; check the provider | models.dev, read |
Run it on your own hardware
Weights are the sizes of the files a source lists, or an estimate from the parameter count where none does. Memory is an estimate: weights plus KV cache plus 512 MiB and 5 percent of the weights for runtime buffers. Check it against your hardware.
| Quantization | Weights | Memory at 8,192 tokens | Memory at 32,768 tokens |
|---|---|---|---|
| UD-IQ1_S | 131 GiB | 138 GiB | 140 GiB |
| UD-IQ1_M | 157 GiB | 166 GiB | 168 GiB |
| UD-IQ2_XXS | 183 GiB | 193 GiB | 194 GiB |
| UD-Q2_K_XL | 211 GiB | 223 GiB | 224 GiB |
| Q2_K_L | 227 GiB | 240 GiB | 241 GiB |
| Q3_K_M | 297 GiB | 313 GiB | 315 GiB |
| Q4_K_M | 377 GiB | 397 GiB | 398 GiB |
| Q5_K_M | 443 GiB | 466 GiB | 468 GiB |
| Q6_K | 513 GiB | 540 GiB | 541 GiB |
| Q8_0 | 664 GiB | 699 GiB | 700 GiB |
| BF16 | 1,250 GiB | 1,314 GiB | 1,315 GiB |
Start it with a local runtime
- Ollama
ollama run hf.co/unsloth/DeepSeek-R1-GGUF:Q4_K_M - LM Studio
lms get unsloth/DeepSeek-R1-GGUF lms server start - llama.cpp server
llama-server -hf unsloth/DeepSeek-R1-GGUF:Q4_K_M --jinja - vLLM
vllm serve deepseek-ai/DeepSeek-R1 - SGLang
sglang serve --model-path deepseek-ai/DeepSeek-R1 --port 30000
Use it from your harness
Set up for Abacus with the model deepseek-ai/DeepSeek-R1. Each endpoint page has the same setup for its own address.
OpenCode
Put this in opencode.json in your project folder:
{
"$schema": "https://opencode.ai/config.json",
"provider": {
"abacus": {
"npm": "@ai-sdk/openai-compatible",
"name": "Abacus",
"options": {
"baseURL": "https://routellm.abacus.ai/v1",
"apiKey": "{env:ABACUS_API_KEY}"
},
"models": {
"deepseek-ai/DeepSeek-R1": {
"name": "R1",
"limit": {
"context": 163840,
"output": 16000
}
}
}
}
}
}- OpenCode reads any OpenAI-compatible address through the @ai-sdk/openai-compatible package, and an address that speaks the Responses API through @ai-sdk/openai.
From OpenCode documentation, read .
Pi
Put this in ~/.pi/agent/models.json:
{
"providers": {
"abacus": {
"baseUrl": "https://routellm.abacus.ai/v1",
"api": "openai-completions",
"apiKey": "$ABACUS_API_KEY",
"models": [
{
"id": "deepseek-ai/DeepSeek-R1"
}
]
}
}
}- The apiKey field can name an environment variable as $NAME.
From Pi documentation, read .
Codex
Codex speaks only the Responses API, and Abacus documents no Responses address. A gateway that offers one can sit in between.
- Codex speaks the Responses API only: responses is the one supported wire API of a custom provider. Ollama and LM Studio are built in and start with --oss.
From Codex documentation, read .
Claude Code
Claude Code sends Anthropic Messages requests, and Abacus documents no such address. A gateway that translates to that API can sit in between.
- Claude Code sends Anthropic Messages requests to ANTHROPIC_BASE_URL. Anthropic says it does not support routing Claude Code to models other than Claude through any gateway, so some features may not work with another model.
From Claude Code documentation, read .
Other ways to reach it
- Hugging Face, model
deepseek-ai/DeepSeek-R1 - SiliconFlow, model
deepseek-ai/DeepSeek-R1 - SiliconFlow (China), model
deepseek-ai/DeepSeek-R1 - Together AI, model
deepseek-ai/DeepSeek-R1 - OpenRouter, model
deepseek/deepseek-r1 - Ollama, model
hf.co/unsloth/DeepSeek-R1-GGUF:Q4_K_M
Published results
These are results other people published. Baltor did not run them and does not rank models by them.
- Results the maker published on the model card published by deepseek-ai Hugging Face, read
- Artificial Analysis Intelligence Index: 11.4 published by Artificial Analysis OpenRouter, read
- Artificial Analysis Coding Index: 24.6 published by Artificial Analysis OpenRouter, read
- Artificial Analysis Agentic Index: 1.1 published by Artificial Analysis OpenRouter, read
Sources of this page
- huggingface.co/api/models/deepseek-ai/DeepSeek-R1, read
- huggingface.co/deepseek-ai/DeepSeek-R1/raw/main/config.json, read
- huggingface.co/api/models/unsloth/DeepSeek-R1-GGUF/tree/main, read
- openrouter.ai/api/v1/models/deepseek/deepseek-r1/endpoints, read
- openrouter.ai/api/v1/models, read
- models.dev/api.json, read
Paid links
No link in this directory is a paid link or an ad, and no listing is paid for. The order and the contents of every list come from the sources named on this page.