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探索 AI 模型 35

为你发现值得关注的模型

activation

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/activation that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated. - `silu_and_mul` - `mul_and_silu` - `gelu_and_mul` - `gelu_tanh_and_mul` - `fatrelu_and_mul` - `gelu_fast` - `gelu_new` - `gelu_quick` - `gelu_tanh` - `silu` - `gelu`

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bitsandbytes-mps

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

基础资料已收录 · 缺失资料后续补充

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causal-conv1d

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/causal-conv1d that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated. Benchmarking script is available for this kernel. Run `kernels benchmark kernels-community/causal-conv1d`.

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cv-utils

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/cv-utils that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated.

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deep-gemm

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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deformable-detr

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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finegrained-fp8

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/finegrained-fp8 that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated.

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flash-attn2

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/flash-attn2 that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated. - `flash_attn_func` - `flash_attn_kvpacked_func` - `flash_attn_qkvpacked_func` - `flash_attn_varlen_func` - `flash_attn_varlen_kvpacked_func` - `flash_attn_varlen_qkvpacked_func` - `flash_attn_with_kvcache` - `fwd` - `varlen_fwd` - `bwd` - `varlen_bwd` - `fwd_kvcache`

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flash-attn3

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/flash-attn3 that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated. - `flash_attn_combine` - `flash_attn_func` - `flash_attn_qkvpacked_func` - `flash_attn_varlen_func` - `flash_attn_with_kvcache` - `get_scheduler_metadata`

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flash-attn4

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/flash-attn4 that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated.

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flash-mla

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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gpt-oss-triton-kernels

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/gpt-oss-triton-kernels that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated.

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layer-norm

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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liger-kernels

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/liger-kernels that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated.

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mamba-ssm

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/mamba-ssm that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated.

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megablocks

kernels-community

> [!CAUTION] > Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new. This is the repository card of kernels-community/megablocks that has been pushed on the Hub. It was built to be used with the `kernels` library. This card was automatically generated. Benchmarking script is available for this kernel. Run `kernels benchmark kernels-community/megablocks`.

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mra

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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msa

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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paged-attention

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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punica-sgmv

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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quantization-eetq

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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quantization-gptq

kernels-community

基础档案已收录,详细介绍后续补充。可先查看厂商、分类与来源。

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COST EXPLORER

好模型,也要算好成本。

费用分析

调整月度 Token 用量,直观比较不同模型的预估 API 开支。

1 M = 100 万 Token · 美元计价
仅比较同一渠道的基础文本 Token 报价

使用已采集且单位可比的 USD / 百万 Token 渠道报价。报价为采集时快照;不计缓存优惠、阶梯价、推理额外输出与税费,请以来源的当前报价为准。

MODEL HANDBOOK

读懂模型,再做选择

选型与常见问题
API 价格应该怎么比较?+

先区分输入、输出和缓存价格,再使用同一任务和用量估算总费用。图像、音频和视频可能按张、时长或分辨率计费,不能直接与 Token 单价比较。

开放权重,就代表可以免费商用吗?+

不一定。必须逐一核对具体模型版本的许可证、商用限制及使用政策。自己部署还需要考虑显存、推理资源和运维费用。

排行榜第一,就是最适合我的模型吗?+

榜单取决于测试任务、版本与评测方法。建议用实际业务样本比较准确性、时延、稳定性和成本,再选择模型。

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