Large Language Models

DeepSeek V2.5

236B Mixture-of-Experts model (21B active) combining general chat and DeepSeek-Coder-V2 capabilities with OpenAI-compatible API.

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Kalkulator Biaya Token API & Konteks

Kalkulator Harga API & Benchmark LLM — DeepSeek V2.5

Hitung estimasi biaya per 1.000 panggilan dan total bulanan (USD) berdasarkan jumlah token input/output harian.

1 word ≈ 1.33 tokens
Preset beban kerja:
≈ 1,500 words
Tokens
≈ 600 words
Tokens
3,000 calls / mo
/ day

Perbandingan Biaya API LLM Langsung

DeepSeek V2.5 Model Saat Ini DeepSeek 128K ctx
Per 1K calls: $0.504 Monthly (30d): $1.51
Claude 3.5 Sonnet Anthropic 200K ctx
Per 1K calls: $18.00 Monthly (30d): $54.00
Claude 3.5 Haiku Anthropic 200K ctx
Per 1K calls: $4.80 Monthly (30d): $14.40
GPT-4o mini OpenAI 128K ctx
Per 1K calls: $0.780 Monthly (30d): $2.34
Gemini 1.5 Flash 8B Google 1M ctx
Per 1K calls: $0.195 Monthly (30d): $0.585
Qwen 2.5 72B Alibaba Cloud 128K ctx
Per 1K calls: $1.02 Monthly (30d): $3.06

Tabel Spesifikasi Harga per 1M Token & Konteks

Model Input / 1M Output / 1M Cached / 1M Context Window Cost / 1K Calls Monthly USD Best For
DeepSeek V2.5 $0.14 $0.28 $0.014 128K $0.504 $1.51 Ultra-Value Coding & Math API
Claude 3.5 Sonnet $3.00 $15.00 $0.30 200K $18.00 $54.00 Complex Coding, Agents & Artifacts
Claude 3.5 Haiku $0.80 $4.00 $0.08 200K $4.80 $14.40 Fast Sub-Agents & Real-Time Code
GPT-4o mini $0.15 $0.60 $0.075 128K $0.780 $2.34 High-Throughput Multimodal Apps
Gemini 1.5 Flash 8B $0.038 $0.15 $0.01 1M $0.195 $0.585 1M Long-Context & High-Volume
Qwen 2.5 72B $0.35 $0.40 $0.18 128K $1.02 $3.06 Multilingual & Open-Weight Cloud

Tentang alat ini

DeepSeek V2.5 unifies DeepSeek-V2-Chat and DeepSeek-Coder-V2-Instruct into a single 236B-parameter Mixture-of-Experts (MoE) model that activates only 21B parameters per token, delivering frontier-grade coding and math reasoning at a fraction of dense-model inference cost.

Key Highlights

  • Disruptive API Economics + Context Disk Caching: Priced around $0.14 / 1M input tokens ($0.014 / 1M on automatic disk cache hit) and $0.28 / 1M output tokens over a 128K context window.
  • Drop-In OpenAI SDK Compatibility: Switch base_url to https://api.deepseek.com with model deepseek-chat—zero SDK rewrite required.
Nama Alat DeepSeek V2.5
Kategori Large Language Models
Model Harga Open Weights / API ($0.14 / 1M in)
Tag Topik DeepSeek, MoE LLM, Open Weights, Cheap LLM API

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Pertanyaan yang sering diajukan

How much does the DeepSeek V2.5 API cost per million tokens?

DeepSeek's OpenAI-compatible API charges approximately $0.14 per 1M input tokens on cache miss, just $0.014 per 1M on automatic disk KV cache hit (90% off), and $0.28 per 1M output tokens—over 95% cheaper than frontier closed models.

What architecture powers DeepSeek V2.5?

DeepSeek V2.5 unifies DeepSeek-V2-Chat and DeepSeek-Coder-V2 into a single 236B-parameter Mixture-of-Experts (MoE) model with Multi-head Latent Attention (MLA), activating only 21B parameters per token across a 128K context window.

Is DeepSeek V2.5 SDK-compatible with OpenAI client libraries?

Yes. You only need to change `base_url` to `https://api.deepseek.com` and pass your DeepSeek API key in existing OpenAI Python/Node SDKs, Cursor, or LangChain apps.

Can DeepSeek V2.5 weights be self-hosted?

Yes—model weights are publicly available on Hugging Face under the DeepSeek Model License (permitting commercial use), though its 236B total MoE size typically uses multi-GPU server nodes, making the ultra-cheap hosted API preferred for most teams.

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