{ "as_of": "2026-11-05", "source_url": "https://www.tandiu.cn/enterprise-ai", "currency": "CNY", "deploy_model": { "key": "deepseek-v4-flash", "name": "DeepSeek V4.1 Flash", "api_input_cny_per_1m": 2.0054, "api_output_cny_per_1m": 8.0216 }, "input_output_ratio": 12.95, "api_blended_cny_per_1m": 2.437, "assumptions": { "work_hours_per_day": 10, "peak_factor": 2.0, "peak_note": "工作时段内负载不均匀, 按平均负载的 2 倍配置容量(即工作时段平均利用率约 50%)。", "throughput_note": "吞吐为按规格推算的保守估计，未经本站实测。参考上限：DeepSeek 官方披露其大规模专家并行集群中每台 H800 节点平均约 73.7k tok/s 输入（含缓存命中）、14.8k tok/s 输出；单机/小规模部署达不到这个水平。", "api_note": "API 成本按官方牌价、不计缓存命中折扣(编程 agent 实际缓存命中率常很高, 真实 API 成本通常更低), 是 API 方案的保守上限。", "private_cloud": { "hours_per_month": 730, "reserved_discount": 0.6, "note": "专属 GPU 集群 7×24 包年, 单价按按需时租的 60% 估(包年折扣假设)。" }, "local_deploy": { "amortize_months": 36, "pue": 1.4, "electricity_cny_per_kwh": 0.8, "ops_cny_per_node_month": 5000, "note": "整机 = 卡价(优先市场价) + CPU/内存/网络/存储等其他部件；36 个月直线折旧；电费按卡 TDP + 每台 1.2kW、PUE 1.4、¥0.8/kWh；运维按每台机器每月 ¥5,000 分摊。" }, "perf": { "k_decode": 1.7, "eta_prefill": 0.13, "pcie_factor": 0.6, "overhead": 1.2, "server_parts_cny": { "dc": 150000, "ws": 60000 }, "node_base_kw": 1.2, "note": "解码吞吐 = k_decode × 卡数 × 显存带宽 ÷ (激活参数 × 每参数字节)；预填充吞吐 = eta_prefill × 卡数 × FP16 稠密算力 ÷ (2 × 激活参数)；无 NVLink 的 PCIe 卡多卡再乘 pcie_factor。k/eta 按 8×H100 跑 DeepSeek 类 MoE 约 3.5k/40k tok/s(输出/输入)的保守量级校准。整机其他部件：数据中心机 ¥15万/8卡，工作站/消费级机 ¥6万/8卡，按卡数分摊。功耗 = 卡数 × TDP + 每台 1.2kW。" } }, "hardware": [ { "gpu_id": "b200", "gpu": "B200 180GB", "china_available": false, "precision": "FP8", "cards_per_replica": 8, "est_output_tok_s": 6800, "est_input_tok_s": 73125, "replica_hardware_cny": 3400000, "price_basis": "市场价", "local_monthly_cny": 106966, "cny_per_1m_tokens_workhours_full": 3.175, "cny_per_1m_tokens_24x7_full": 0.946, "cny_per_1m_tokens_cloud_on_demand": 3.439 }, { "gpu_id": "h200", "gpu": "H200 141GB", "china_available": "政策反复调整，需以最新出口管制清单为准", "precision": "FP8", "cards_per_replica": 8, "est_output_tok_s": 4080, "est_input_tok_s": 32142, "replica_hardware_cny": 1680000, "price_basis": "市场价", "local_monthly_cny": 57226, "cny_per_1m_tokens_workhours_full": 3.395, "cny_per_1m_tokens_24x7_full": 1.012, "cny_per_1m_tokens_cloud_on_demand": 2.622 }, { "gpu_id": "ascend910c", "gpu": "昇腾910C 128GB", "china_available": true, "precision": "INT8", "cards_per_replica": 8, "est_output_tok_s": 2720, "est_input_tok_s": 24440, "replica_hardware_cny": 1270000, "price_basis": "市场价", "local_monthly_cny": 45183, "cny_per_1m_tokens_workhours_full": 3.713, "cny_per_1m_tokens_24x7_full": 1.106, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "h100_sxm", "gpu": "H100 SXM5 80GB", "china_available": false, "precision": "INT4", "cards_per_replica": 8, "est_output_tok_s": 5695, "est_input_tok_s": 32142, "replica_hardware_cny": 2294000, "price_basis": "市场价", "local_monthly_cny": 74282, "cny_per_1m_tokens_workhours_full": 3.934, "cny_per_1m_tokens_24x7_full": 1.172, "cny_per_1m_tokens_cloud_on_demand": 1.862 }, { "gpu_id": "rtx5090", "gpu": "RTX 5090 32GB", "china_available": false, "precision": "INT4", "cards_per_replica": 16, "est_output_tok_s": 3656, "est_input_tok_s": 16341, "replica_hardware_cny": 839984, "price_basis": "市场价", "local_monthly_cny": 42817, "cny_per_1m_tokens_workhours_full": 4.179, "cny_per_1m_tokens_24x7_full": 1.245, "cny_per_1m_tokens_cloud_on_demand": 1.121 }, { "gpu_id": "h800_sxm", "gpu": "H800 SXM 80GB", "china_available": false, "precision": "INT4", "cards_per_replica": 8, "est_output_tok_s": 5695, "est_input_tok_s": 32142, "replica_hardware_cny": 2900000, "price_basis": "市场价", "local_monthly_cny": 91115, "cny_per_1m_tokens_workhours_full": 4.826, "cny_per_1m_tokens_24x7_full": 1.438, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "rtx4090d", "gpu": "RTX 4090D 24GB", "china_available": true, "precision": "INT4", "cards_per_replica": 32, "est_output_tok_s": 4113, "est_input_tok_s": 22932, "replica_hardware_cny": 1136000, "price_basis": "市场价", "local_monthly_cny": 66599, "cny_per_1m_tokens_workhours_full": 4.926, "cny_per_1m_tokens_24x7_full": 1.468, "cny_per_1m_tokens_cloud_on_demand": 1.338 }, { "gpu_id": "rtx5090d", "gpu": "RTX 5090D 24GB", "china_available": true, "precision": "INT4", "cards_per_replica": 32, "est_output_tok_s": 5484, "est_input_tok_s": 23166, "replica_hardware_cny": 1328000, "price_basis": "市场价", "local_monthly_cny": 75857, "cny_per_1m_tokens_workhours_full": 5.149, "cny_per_1m_tokens_24x7_full": 1.534, "cny_per_1m_tokens_cloud_on_demand": 1.535 }, { "gpu_id": "rtx_pro_5500", "gpu": "RTX PRO 5500 Blackwell 84GB", "china_available": "未明确", "precision": "INT4", "cards_per_replica": 8, "est_output_tok_s": 1426, "est_input_tok_s": 8814, "replica_hardware_cny": 760000, "price_basis": "市场价", "local_monthly_cny": 31017, "cny_per_1m_tokens_workhours_full": 6.164, "cny_per_1m_tokens_24x7_full": 1.836, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "b300", "gpu": "B300 288GB", "china_available": false, "precision": "FP8", "cards_per_replica": 4, "est_output_tok_s": 3400, "est_input_tok_s": 36562, "replica_hardware_cny": 3575000, "price_basis": "市场价", "local_monthly_cny": 105894, "cny_per_1m_tokens_workhours_full": 6.286, "cny_per_1m_tokens_24x7_full": 1.873, "cny_per_1m_tokens_cloud_on_demand": 2.711 }, { "gpu_id": "rtx_pro_6000", "gpu": "RTX PRO 6000 Blackwell 96GB", "china_available": false, "precision": "INT4", "cards_per_replica": 8, "est_output_tok_s": 1828, "est_input_tok_s": 9750, "replica_hardware_cny": 1000480, "price_basis": "市场价", "local_monthly_cny": 37697, "cny_per_1m_tokens_workhours_full": 6.472, "cny_per_1m_tokens_24x7_full": 1.928, "cny_per_1m_tokens_cloud_on_demand": 3.465 }, { "gpu_id": "rtx_pro_5000", "gpu": "RTX PRO 5000 Blackwell 48GB", "china_available": "未明确", "precision": "INT4", "cards_per_replica": 16, "est_output_tok_s": 2742, "est_input_tok_s": 10062, "replica_hardware_cny": 984000, "price_basis": "市场价", "local_monthly_cny": 43220, "cny_per_1m_tokens_workhours_full": 6.536, "cny_per_1m_tokens_24x7_full": 1.947, "cny_per_1m_tokens_cloud_on_demand": 2.842 }, { "gpu_id": "l40s", "gpu": "L40S 48GB", "china_available": true, "precision": "INT4", "cards_per_replica": 16, "est_output_tok_s": 1763, "est_input_tok_s": 14118, "replica_hardware_cny": 1180000, "price_basis": "市场价", "local_monthly_cny": 49319, "cny_per_1m_tokens_workhours_full": 6.704, "cny_per_1m_tokens_24x7_full": 1.997, "cny_per_1m_tokens_cloud_on_demand": 2.389 }, { "gpu_id": "h20", "gpu": "H20 96GB", "china_available": true, "precision": "INT4", "cards_per_replica": 8, "est_output_tok_s": 6800, "est_input_tok_s": 4810, "replica_hardware_cny": 910000, "price_basis": "市场价", "local_monthly_cny": 33875, "cny_per_1m_tokens_workhours_full": 8.806, "cny_per_1m_tokens_24x7_full": 2.624, "cny_per_1m_tokens_cloud_on_demand": null }, { "gpu_id": "a800_pcie", "gpu": "A800 PCIe 80GB", "china_available": "多变/需核实", "precision": "INT4", "cards_per_replica": 8, 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