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DeepSeek V3 0324

DeepSeekReleased Mar 24, 2025Open weights · MITdeepseek-chat-v3

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Reasoning
no
Knowledge cutoff
March 2026
Context
164K tokens
Input
text
API features
tools, structured outputs, JSON mode, seed, logprobs

Read Oct 23, 06:00 UTC from the hosts' published offers and OpenRouter, spec sheet from DeepSeek · cutoff: aiknowledgecutoff.com

Lowest input, per M$0.24at DeepInfra
Cheapest cache, per M$0.11at GMICloud
Fastest25 tok/sat GMICloud, on OpenRouter
Providers4serve this version

The cheapest host, DeepInfra, serves fp4 weights (maker: fp8). Cheapest at the maker's precision and context: SiliconFlow, $1.25 blended. Weights and context per host

Run it yourself

open weights, MIT · too large for the 6 workstations in our guideSelf-host guide ›
Parameters
671B
37B active per token (MoE)
Memory needed
403 GB
in INT4 · 805 GB in INT8
Smallest cloud setup
8× H100
640 GB · $17.20/h, about $12,556 a month
Worth it above
11B tokens
a month, against the cheapest API at $1.14 per M
QuantizationMemorySmallest cloud GPUQuality
INT4 (Q4)403 GB8× H100 · $17.20/hsmallest footprint, minor quality loss
INT8 (Q8)805 GBmulti-node, over 640 GBnear-lossless
FP16 (full)1610 GBmulti-node, over 640 GBreference quality

At home: 403 GB in INT4 is beyond any desktop or Mac in our machines table, so it means a multi-GPU server.

Memory ≈ parameters × bytes per parameter × 1.2 · cloud price: on-demand rate, running 24/7 · builds: GGUF, AWQ, MLX, GPTQ, Ollama · break-even calculator

Sorted by cache price
ProviderInputOutputCache ↑tok/sFirst tokenUptime 24hChecked
GMICloudfp8 · 125K ctx (160K)$0.29$1.14$0.11252.08 s99.9%Oct 23
DeepInfrafp4 (fp8) · 160K ctx$0.24$0.90$0.14——94.9%Sep 29
Crusoe160K ctx$0.50$1.50$0.25——100%Sep 14
SiliconFlowfp8 · 160K ctx$0.25$1.00—221.91 s100%Oct 23

4 of 4 providers · prices per million tokens, read Oct 23, 06:00 UTC · speed: OpenRouter, median of the last 30 min, read Oct 23, 06:00 UTC · uptime: OpenRouter, last 24 h · under each host: weights precision, context and max output as served, the maker's value in brackets when the host's differs

ProviderWeightsContextMax outputToolsStructured outputsReasoning
DeepInfrafp4160Knot stated by the host———
SiliconFlowfp8160Knot read: host termsyesyesno
GMICloudfp8125Knot read: host termsnoyesno
Crusoenot checked yet160Knot checked yet———

Weights, context and max output: read at each host's own catalogue or docs where its terms allow, otherwise as the host declares to OpenRouter; hover a cell for its source and date · tools, structured outputs, reasoning: as declared to OpenRouter · not verified by us

DeepSeek V3 0324 spec sheet, field by field, with sources

DeepSeek V3 0324 spec sheetmaker-declared

What DeepSeek declares about the model itself — read from its own weights repository and documentation, not from any host. What each endpoint actually serves is in the pricing above: the two can differ, and both are true.

Context window
163,840 tokens
Parameters
684,531,386,000≈ 684.5B
Active experts
8 of 256 active per token
Weight precision
fp8
License
MIT — open weights, permissivecurated · read 2026-09-07Scope: the licence on the published weights, and nothing else. It is not the maker's acceptable-use policy, which is a separate document, and it is not the contract you sign with whichever host you call — hosts set their own terms, which this index does not read.
Knowledge cutoff
not published by the maker≈ March 2026 third-party estimate — not the maker's figurecurated
Modalities
text
Max output (official)
to verify
Release date
to verify≈ March 24, 2025 third-party catalogue — not the maker's figure
Maker lifecycle status
to verify

Also declared in the weights

Architecture class
DeepseekV3ForCausalLM
Layers
61
Vocabulary
129,280 tokens
Weights first published
March 24, 2025
Weights last updated
March 27, 2025

deepseek-ai/DeepSeek-V3-0324 · config.json @ e9b33ad · read 2026-10-08 · 6 of 10 fields published by the maker

ProviderChatbot 1,000 in / 500 outRAG / long context 8,000 in / 500 outBatch summarize 4,000 in / 1,000 out
DeepInfra$0.69$2.37$1.86
SiliconFlow$0.75$2.50$2.00
GMICloud$0.86$2.89$2.30
Crusoe$1.25$4.75$3.50

What each host bills for 1,000 requests of a representative job

Your own workload

    Other DeepSeek models · all its models, hosts and history ›