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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。

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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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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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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-bitsandbytes

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 analysis

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How should API prices be compared?+

Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.

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Not necessarily. Check each version’s license, commercial restrictions and policies. Self-hosting also incurs compute and maintenance costs.

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Rankings depend on tasks, versions and methods. Compare accuracy, latency, reliability and costs on your own workload.

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