From cc047efce1eaa644a97d55a792ce5f7644e86136 Mon Sep 17 00:00:00 2001 From: "mingjiang.li" Date: Thu, 18 Dec 2025 18:12:12 +0800 Subject: [PATCH 1/2] format markdown table --- README.md | 750 +++++++++++++++++++++++++-------------------------- README_en.md | 750 +++++++++++++++++++++++++-------------------------- 2 files changed, 750 insertions(+), 750 deletions(-) diff --git a/README.md b/README.md index 19de91dc1..3ee1e5cc3 100644 --- a/README.md +++ b/README.md @@ -19,368 +19,368 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领 ### 大语言模型（LLM） -| Model | Framework | Dataset/Weight | IXUCA SDK | -|-------------------------------------------------------|--------------------|------------------------|-----------| -| [Aquila2-34B](models/nlp/llm/aquila2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | -| [Baichuan2-7B](models/nlp/llm/baichuan2-7b/pytorch) | DeepSpeed | baichuan2-7b-base | 3.4.0 | -| [Bloom-7B1](models/nlp/llm/bloom-7b1/pytorch) | Firefly | school_math_0.25M | 3.4.0 | -| [ChatGLM-6B](models/nlp/llm/chatglm-6b/pytorch) | DeepSpeed | ADGEN & chatglm-6b | 3.1.0 | -| [ChatGLM2-6B SFT](models/nlp/llm/chatglm2-6b-sft/pytorch) | DeepSpeed | ADGEN & chatglm2-6b | 3.4.0 | -| [ChatGLM3-6B](models/nlp/llm/chatglm3-6b/pytorch) | DeepSpeed | ADGEN & chatglm3-6b | 4.1.1 | -| [DeepSeekMoE 7B](models/nlp/llm/deepseek_moe_7b/pytorch) | ColossalAI | deepseek-moe-16b-base | 4.1.1 | -| [DeepSeek-LLM-7B](models/nlp/llm/deepseek-llm-7b/verl) | verl | deepseek-llm-7b-chat | dev-only | -| [GLM-4](models/nlp/llm/glm-4/pytorch) | Torchrun | glm-4-9b-chat | 4.2.0 | -| [Gemma-2-2B-IT](models/nlp/llm/gemma-2-2b-it/verl) | verl | gemma-2-2b-it | dev-only | -| [Llama-7B](models/nlp/llm/llama-7b/pytorch) | ColossalAI | llama-7b-hf | 3.1.0 | -| [Llama2-7B](models/nlp/llm/llama2-7b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.1.0 | -| [Llama2-7B RMF](models/nlp/llm/llama2-7b_reward_sft/pytorch) | DeepSpeed | Dahoas/rm-static | 3.1.1 | -| [Llama2-7B RLHF](models/nlp/llm/llama2-7b_rlhf/pytorch) | Megatron-DeepSpeed | llama2-7b&tiny-llama | 3.4.0 | -| [Llama2-7B SFT](models/nlp/llm/llama2-7b_sft/pytorch) | Megatron-DeepSpeed | GPT Small-117M | 3.1.1 | -| [Llama2-13B](models/nlp/llm/llama2-13b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | -| [Llama2-34B](models/nlp/llm/llama2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | -| [Llama3-8B](models/nlp/llm/llama3_8b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 4.1.1 | -| [Llama3-8B](models/nlp/llm/llama3_8b/megatron-lm) | Megatron-LM | GPT Small-117M | 4.3.0 | -| [Llama3-8B SFT](models/nlp/llm/llama3_8b_sft/pytorch) | ColossalAI | school_math_0.25M | 4.1.1 | -| [Llama3-8B SFT](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Meta-Llama-3-8B | 4.3.0 | -| [Llama3-8B PPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | -| [Llama3-8B DPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | -| [Llama3-8B KTO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | -| [Llama3-8B DPO](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B Full SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B KTO](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B Pretrain](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B Reward](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Mamba-2](models/nlp/llm/mamba-2/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | -| [MiniCPM](models/nlp/llm/minicpm/pytorch) | DeepSpeed | MiniCPM-2B-sft-bf16 | 4.2.0 | -| [Mixtral 8x7B](models/nlp/llm/mixtral/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | -| [Mixtral 8x7B](models/nlp/llm/mixtral/openrlhf) | OpenRLHF | Mixtral-8x7B-v0.1 | 4.3.0 | -| [Phi-3](models/nlp/llm/phi-3/pytorch) | Torchrun | Phi-3-mini-4k-instruct | 4.2.0 | -| [QWen-7B](models/nlp/llm/qwen-7b/pytorch) | Firefly | qwen-7b | 3.4.0 | -| [QWen1.5-7B](models/nlp/llm/qwen1.5-7b/pytorch) | Firefly | school_math | 4.1.1 | -| [QWen1.5-14B](models/nlp/llm/qwen1.5-14b/pytorch) | Firefly | school_math | 4.1.1 | -| [Qwen2-7B](models/nlp/llm/qwen2-7b/verl) | verl | qwen2-7b | dev-only | -| [Qwen2.5-7B SFT](models/nlp/llm/qwen2.5-7b/pytorch) | LLaMA-Factory | qwen2.5-7b | 4.1.1 | -| [Qwen2.5-1.5B verl](models/nlp/llm/qwen2.5-1.5b/verl) | verl | qwen2.5-1.5b | 4.2.0 | -| [Qwen2.5-7B verl](models/nlp/llm/qwen2.5-7b/verl) | verl | qwen2.5-7b | 4.2.0 | -| [Qwen2.5-3B](models/nlp/llm/qwen2.5-3b/pytorch) | ColossalAI | qwen2.5-3b | 4.3.0 | -| [Qwen2.5-VL-7B](models/nlp/llm/qwen2.5-vl-7b/verl) | verl | qwen2.5-vl-7b | dev-only | -| [Qwen2.5-VL-7B DPO](models/nlp/llm/qwen2.5-vl-7b/llamafactory) | LLaMA-Factory | Qwen2.5-VL-7B-Instruct | 4.3.0 | -| [Qwen2.5-VL-7B SFT](models/nlp/llm/qwen2.5-vl-7b/llamafactory) | LLaMA-Factory | Qwen2.5-VL-7B-Instruct | 4.3.0 | -| [Qwen3-8B](models/nlp/llm/qwen3-8b/verl) | verl | qwen3-8b | dev-only | -| [Yi-6B](models/nlp/llm/yi-6b/pytorch) | DeepSpeed | Yi-6B | 4.2.0 | -| [Yi-1.5-6B](models/nlp/llm/yi-1.5-6b/pytorch) | DeepSpeed | Yi-1.5-6B | 4.2.0 | -| [Yi-VL-6B](models/nlp/llm/yi-vl-6b/pytorch) | LLaMA-Factory | Yi-VL-6B-hf | 4.2.0 | +| Model | Framework | Dataset/Weight | IXUCA SDK | +|----------------------------------------------------------------|--------------------|--------------------------|-----------| +| [Aquila2-34B](models/nlp/llm/aquila2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | +| [Baichuan2-7B](models/nlp/llm/baichuan2-7b/pytorch) | DeepSpeed | baichuan2-7b-base | 3.4.0 | +| [Bloom-7B1](models/nlp/llm/bloom-7b1/pytorch) | Firefly | school_math_0.25M | 3.4.0 | +| [ChatGLM-6B](models/nlp/llm/chatglm-6b/pytorch) | DeepSpeed | ADGEN & chatglm-6b | 3.1.0 | +| [ChatGLM2-6B SFT](models/nlp/llm/chatglm2-6b-sft/pytorch) | DeepSpeed | ADGEN & chatglm2-6b | 3.4.0 | +| [ChatGLM3-6B](models/nlp/llm/chatglm3-6b/pytorch) | DeepSpeed | ADGEN & chatglm3-6b | 4.1.1 | +| [DeepSeekMoE 7B](models/nlp/llm/deepseek_moe_7b/pytorch) | ColossalAI | deepseek-moe-16b-base | 4.1.1 | +| [DeepSeek-LLM-7B](models/nlp/llm/deepseek-llm-7b/verl) | verl | deepseek-llm-7b-chat | dev-only | +| [GLM-4](models/nlp/llm/glm-4/pytorch) | Torchrun | glm-4-9b-chat | 4.2.0 | +| [Gemma-2-2B-IT](models/nlp/llm/gemma-2-2b-it/verl) | verl | gemma-2-2b-it | dev-only | +| [Llama-7B](models/nlp/llm/llama-7b/pytorch) | ColossalAI | llama-7b-hf | 3.1.0 | +| [Llama2-7B](models/nlp/llm/llama2-7b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.1.0 | +| [Llama2-7B RMF](models/nlp/llm/llama2-7b_reward_sft/pytorch) | DeepSpeed | Dahoas/rm-static | 3.1.1 | +| [Llama2-7B RLHF](models/nlp/llm/llama2-7b_rlhf/pytorch) | Megatron-DeepSpeed | llama2-7b&tiny-llama | 3.4.0 | +| [Llama2-7B SFT](models/nlp/llm/llama2-7b_sft/pytorch) | Megatron-DeepSpeed | GPT Small-117M | 3.1.1 | +| [Llama2-13B](models/nlp/llm/llama2-13b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | +| [Llama2-34B](models/nlp/llm/llama2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | +| [Llama3-8B](models/nlp/llm/llama3_8b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 4.1.1 | +| [Llama3-8B](models/nlp/llm/llama3_8b/megatron-lm) | Megatron-LM | GPT Small-117M | 4.3.0 | +| [Llama3-8B SFT](models/nlp/llm/llama3_8b_sft/pytorch) | ColossalAI | school_math_0.25M | 4.1.1 | +| [Llama3-8B SFT](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Meta-Llama-3-8B | 4.3.0 | +| [Llama3-8B PPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | +| [Llama3-8B DPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | +| [Llama3-8B KTO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | +| [Llama3-8B DPO](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B Full SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B KTO](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B Pretrain](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B Reward](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Mamba-2](models/nlp/llm/mamba-2/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | +| [MiniCPM](models/nlp/llm/minicpm/pytorch) | DeepSpeed | MiniCPM-2B-sft-bf16 | 4.2.0 | +| [Mixtral 8x7B](models/nlp/llm/mixtral/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | +| [Mixtral 8x7B](models/nlp/llm/mixtral/openrlhf) | OpenRLHF | Mixtral-8x7B-v0.1 | 4.3.0 | +| [Phi-3](models/nlp/llm/phi-3/pytorch) | Torchrun | Phi-3-mini-4k-instruct | 4.2.0 | +| [QWen-7B](models/nlp/llm/qwen-7b/pytorch) | Firefly | qwen-7b | 3.4.0 | +| [QWen1.5-7B](models/nlp/llm/qwen1.5-7b/pytorch) | Firefly | school_math | 4.1.1 | +| [QWen1.5-14B](models/nlp/llm/qwen1.5-14b/pytorch) | Firefly | school_math | 4.1.1 | +| [Qwen2-7B](models/nlp/llm/qwen2-7b/verl) | verl | qwen2-7b | dev-only | +| [Qwen2.5-7B SFT](models/nlp/llm/qwen2.5-7b/pytorch) | LLaMA-Factory | qwen2.5-7b | 4.1.1 | +| [Qwen2.5-1.5B verl](models/nlp/llm/qwen2.5-1.5b/verl) | verl | qwen2.5-1.5b | 4.2.0 | +| [Qwen2.5-7B verl](models/nlp/llm/qwen2.5-7b/verl) | verl | qwen2.5-7b | 4.2.0 | +| [Qwen2.5-3B](models/nlp/llm/qwen2.5-3b/pytorch) | ColossalAI | qwen2.5-3b | 4.3.0 | +| [Qwen2.5-VL-7B](models/nlp/llm/qwen2.5-vl-7b/verl) | verl | qwen2.5-vl-7b | dev-only | +| [Qwen2.5-VL-7B DPO](models/nlp/llm/qwen2.5-vl-7b/llamafactory) | LLaMA-Factory | Qwen2.5-VL-7B-Instruct | 4.3.0 | +| [Qwen2.5-VL-7B SFT](models/nlp/llm/qwen2.5-vl-7b/llamafactory) | LLaMA-Factory | Qwen2.5-VL-7B-Instruct | 4.3.0 | +| [Qwen3-8B](models/nlp/llm/qwen3-8b/verl) | verl | qwen3-8b | dev-only | +| [Yi-6B](models/nlp/llm/yi-6b/pytorch) | DeepSpeed | Yi-6B | 4.2.0 | +| [Yi-1.5-6B](models/nlp/llm/yi-1.5-6b/pytorch) | DeepSpeed | Yi-1.5-6B | 4.2.0 | +| [Yi-VL-6B](models/nlp/llm/yi-vl-6b/pytorch) | LLaMA-Factory | Yi-VL-6B-hf | 4.2.0 | ### 计算机视觉（CV） #### 视觉分类 -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------------------------------------|--------------|----------|-------| -| [ACmix](models/cv/classification/acmix/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ACNet](models/cv/classification/acnet/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [AlexNet](models/cv/classification/alexnet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [AlexNet](models/cv/classification/alexnet/tensorflow) | TensorFlow | ImageNet | 3.1.0 | -| [BYOL](models/cv/classification/byol/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [CBAM](models/cv/classification/cbam/pytorch) | PyTorch | ImageNet | 3.0.0 | -| [ConvNext](models/cv/classification/convnext/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [CspDarknet53](models/cv/classification/cspdarknet53/pytorch) | PyTorch | ImageNet | 3.0.0 | -| [DenseNet](models/cv/classification/densenet/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [DenseNet](models/cv/classification/densenet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [DPN92](models/cv/classification/dpn92/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [DPN107](models/cv/classification/dpn107/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ECA-MobileNetV2](models/cv/classification/eca_mobilenet_v2/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ECA-ResNet152](models/cv/classification/eca_resnet152/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [EfficientNetB0](models/cv/classification/efficientnet_b0/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [EfficientNetB4](models/cv/classification/efficientnet_b4/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [FasterNet](models/cv/classification/fasternet/pytorch) | PyTorch | ImageNet | 3.0.0 | -| [GoogLeNet](models/cv/classification/googlenet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [GoogLeNet](models/cv/classification/googlenet/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | -| [InceptionV3](models/cv/classification/inceptionv3/mindspore) | MindSpore | ImageNet | 3.1.0 | -| [InceptionV3](models/cv/classification/inceptionv3/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [InceptionV3](models/cv/classification/inceptionv3/tensorflow) | TensorFlow | ImageNet | 3.1.0 | -| [InceptionV4](models/cv/classification/inceptionv4/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [InternImage](models/cv/classification/internimage/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [LeNet](models/cv/classification/lenet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [MobileNetV2](models/cv/classification/mobilenetv2/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [MobileNetV3](models/cv/classification/mobilenetv3/mindspore) | MindSpore | ImageNet | 3.1.0 | -| [MobileNetV3](models/cv/classification/mobilenetv3/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [MobileNetV3](models/cv/classification/mobilenetv3/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | -| [MobileNetV3_Large1.0](models/cv/classification/mobilenetv3_large_x1_0/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [MobileOne](models/cv/classification/mobileone/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [MoCoV2](models/cv/classification/mocov2/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [PP-LCNet](models/cv/classification/pp-lcnet/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [RepMLP](models/cv/classification/repmlp/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [RepVGG](models/cv/classification/repvgg/pytorch) | PyTorch | ImageNet | 3.0.0 | -| [RepVGG](models/cv/classification/repvgg/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | -| [RepViT](models/cv/classification/repvit/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [Res2Net50_14w_8s](models/cv/classification/res2net50_14w_8s/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [ResNeSt14](models/cv/classification/resnest14/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeSt50](models/cv/classification/resnest50/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeSt50](models/cv/classification/resnest50/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | -| [ResNeSt101](models/cv/classification/resnest101/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeSt269](models/cv/classification/resnest269/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNet18](models/cv/classification/resnet18/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNet50](models/cv/classification/resnet50/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNet50](models/cv/classification/resnet50/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | -| [ResNet50](models/cv/classification/resnet50/tensorflow) | TensorFlow | ImageNet | 3.0.0 | -| [ResNet101](models/cv/classification/resnet101/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNet152](models/cv/classification/resnet152/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeXt50_32x4d](models/cv/classification/resnext50_32x4d/mindspore) | MindSpore | ImageNet | 3.1.0 | -| [ResNeXt50_32x4d](models/cv/classification/resnext50_32x4d/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeXt101_32x8d](models/cv/classification/resnext101_32x8d/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [SE_ResNet50_vd](models/cv/classification/se_resnet50_vd/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [SEResNeXt](models/cv/classification/seresnext/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ShuffleNetV2](models/cv/classification/shufflenetv2/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [ShuffleNetV2](models/cv/classification/shufflenetv2/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [SqueezeNet](models/cv/classification/squeezenet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [Swin Transformer](models/cv/classification/swin_transformer/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | -| [Swin Transformer](models/cv/classification/swin_transformer/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [VGG16](models/cv/classification/vgg/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | -| [VGG16](models/cv/classification/vgg/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [VGG16](models/cv/classification/vgg/tensorflow) | TensorFlow | ImageNet | 3.1.0 | -| [Wave-MLP](models/cv/classification/wavemlp/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [Wide_ResNet101_2](models/cv/classification/wide_resnet101_2/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [Xception](models/cv/classification/xception/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [Xception](models/cv/classification/xception/pytorch) | PyTorch | ImageNet | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------------------------------------|--------------|----------|-----------| +| [ACmix](models/cv/classification/acmix/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ACNet](models/cv/classification/acnet/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [AlexNet](models/cv/classification/alexnet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [AlexNet](models/cv/classification/alexnet/tensorflow) | TensorFlow | ImageNet | 3.1.0 | +| [BYOL](models/cv/classification/byol/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [CBAM](models/cv/classification/cbam/pytorch) | PyTorch | ImageNet | 3.0.0 | +| [ConvNext](models/cv/classification/convnext/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [CspDarknet53](models/cv/classification/cspdarknet53/pytorch) | PyTorch | ImageNet | 3.0.0 | +| [DenseNet](models/cv/classification/densenet/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [DenseNet](models/cv/classification/densenet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [DPN92](models/cv/classification/dpn92/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [DPN107](models/cv/classification/dpn107/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ECA-MobileNetV2](models/cv/classification/eca_mobilenet_v2/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ECA-ResNet152](models/cv/classification/eca_resnet152/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [EfficientNetB0](models/cv/classification/efficientnet_b0/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [EfficientNetB4](models/cv/classification/efficientnet_b4/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [FasterNet](models/cv/classification/fasternet/pytorch) | PyTorch | ImageNet | 3.0.0 | +| [GoogLeNet](models/cv/classification/googlenet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [GoogLeNet](models/cv/classification/googlenet/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | +| [InceptionV3](models/cv/classification/inceptionv3/mindspore) | MindSpore | ImageNet | 3.1.0 | +| [InceptionV3](models/cv/classification/inceptionv3/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [InceptionV3](models/cv/classification/inceptionv3/tensorflow) | TensorFlow | ImageNet | 3.1.0 | +| [InceptionV4](models/cv/classification/inceptionv4/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [InternImage](models/cv/classification/internimage/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [LeNet](models/cv/classification/lenet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [MobileNetV2](models/cv/classification/mobilenetv2/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [MobileNetV3](models/cv/classification/mobilenetv3/mindspore) | MindSpore | ImageNet | 3.1.0 | +| [MobileNetV3](models/cv/classification/mobilenetv3/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [MobileNetV3](models/cv/classification/mobilenetv3/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | +| [MobileNetV3_Large1.0](models/cv/classification/mobilenetv3_large_x1_0/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [MobileOne](models/cv/classification/mobileone/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [MoCoV2](models/cv/classification/mocov2/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [PP-LCNet](models/cv/classification/pp-lcnet/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [RepMLP](models/cv/classification/repmlp/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [RepVGG](models/cv/classification/repvgg/pytorch) | PyTorch | ImageNet | 3.0.0 | +| [RepVGG](models/cv/classification/repvgg/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | +| [RepViT](models/cv/classification/repvit/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [Res2Net50_14w_8s](models/cv/classification/res2net50_14w_8s/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [ResNeSt14](models/cv/classification/resnest14/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeSt50](models/cv/classification/resnest50/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeSt50](models/cv/classification/resnest50/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | +| [ResNeSt101](models/cv/classification/resnest101/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeSt269](models/cv/classification/resnest269/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNet18](models/cv/classification/resnet18/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNet50](models/cv/classification/resnet50/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNet50](models/cv/classification/resnet50/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | +| [ResNet50](models/cv/classification/resnet50/tensorflow) | TensorFlow | ImageNet | 3.0.0 | +| [ResNet101](models/cv/classification/resnet101/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNet152](models/cv/classification/resnet152/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeXt50_32x4d](models/cv/classification/resnext50_32x4d/mindspore) | MindSpore | ImageNet | 3.1.0 | +| [ResNeXt50_32x4d](models/cv/classification/resnext50_32x4d/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeXt101_32x8d](models/cv/classification/resnext101_32x8d/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [SE_ResNet50_vd](models/cv/classification/se_resnet50_vd/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [SEResNeXt](models/cv/classification/seresnext/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ShuffleNetV2](models/cv/classification/shufflenetv2/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [ShuffleNetV2](models/cv/classification/shufflenetv2/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [SqueezeNet](models/cv/classification/squeezenet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [Swin Transformer](models/cv/classification/swin_transformer/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | +| [Swin Transformer](models/cv/classification/swin_transformer/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [VGG16](models/cv/classification/vgg/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | +| [VGG16](models/cv/classification/vgg/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [VGG16](models/cv/classification/vgg/tensorflow) | TensorFlow | ImageNet | 3.1.0 | +| [Wave-MLP](models/cv/classification/wavemlp/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [Wide_ResNet101_2](models/cv/classification/wide_resnet101_2/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [Xception](models/cv/classification/xception/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [Xception](models/cv/classification/xception/pytorch) | PyTorch | ImageNet | 2.2.0 | #### 人脸检测 -| Model | Framework | Dataset | IXUCA SDK | -|----------------------------------------------------|-----------|------------|-------| -| [RetinaFace](models/cv/face_detection/retinaface/pytorch) | PyTorch | WIDER FACE | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------|-----------|------------|-----------| +| [RetinaFace](models/cv/face_detection/retinaface/pytorch) | PyTorch | WIDER FACE | 3.0.0 | #### 人脸识别 -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------|--------------|--------------------|-------| -| [ArcFace](models/cv/face_recognition/arcface/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | -| [BlazeFace](models/cv/face_recognition/blazeface/paddlepaddle) | PaddlePaddle | WIDER FACE | 3.1.0 | -| [CosFace](models/cv/face_recognition/cosface/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | -| [FaceNet](models/cv/face_recognition/facenet/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | -| [FaceNet](models/cv/face_recognition/facenet/tensorflow) | TensorFlow | CASIA-WebFaces&LFW | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|----------------------------------------------------------------|--------------|--------------------|-----------| +| [ArcFace](models/cv/face_recognition/arcface/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | +| [BlazeFace](models/cv/face_recognition/blazeface/paddlepaddle) | PaddlePaddle | WIDER FACE | 3.1.0 | +| [CosFace](models/cv/face_recognition/cosface/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | +| [FaceNet](models/cv/face_recognition/facenet/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | +| [FaceNet](models/cv/face_recognition/facenet/tensorflow) | TensorFlow | CASIA-WebFaces&LFW | 3.1.0 | #### 实例分割 -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------|--------------|---------|-------| -| [SOLO](models/cv/instance_segmentation/solo/pytorch) | PyTorch | COCO | 3.0.0 | -| [SOLOv2](models/cv/detection/solov2/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [SOLOv2](models/cv/instance_segmentation/solov2/pytorch) | PyTorch | COCO | 3.1.0 | -| [YOLACT++](models/cv/instance_segmentation/yolact/pytorch) | PyTorch | COCO | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------|--------------|---------|-----------| +| [SOLO](models/cv/instance_segmentation/solo/pytorch) | PyTorch | COCO | 3.0.0 | +| [SOLOv2](models/cv/detection/solov2/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [SOLOv2](models/cv/instance_segmentation/solov2/pytorch) | PyTorch | COCO | 3.1.0 | +| [YOLACT++](models/cv/instance_segmentation/yolact/pytorch) | PyTorch | COCO | 3.0.0 | #### 图像生成 -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------|--------------|----------|-------| -| [DCGAN](models/cv/image_generation/dcgan/mindspore) | MindSpore | ImageNet | 3.0.0 | -| [Pix2Pix](models/cv/image_generation/pix2pix/paddlepaddle) | PaddlePaddle | facades | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------|--------------|----------|-----------| +| [DCGAN](models/cv/image_generation/dcgan/mindspore) | MindSpore | ImageNet | 3.0.0 | +| [Pix2Pix](models/cv/image_generation/pix2pix/paddlepaddle) | PaddlePaddle | facades | 3.1.0 | #### 知识蒸馏 -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------|-----------|--------------|-------| -| [CWD](models/cv/distiller/cwd/pytorch) | PyTorch | Cityscapes | 3.0.0 | -| [RKD](models/cv/distiller/rkd/pytorch) | PyTorch | CUB-200-2011 | 3.0.0 | -| [WSLD](models/cv/distiller/wsld/pytorch) | PyTorch | ImageNet | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------|-----------|--------------|-----------| +| [CWD](models/cv/distiller/cwd/pytorch) | PyTorch | Cityscapes | 3.0.0 | +| [RKD](models/cv/distiller/rkd/pytorch) | PyTorch | CUB-200-2011 | 3.0.0 | +| [WSLD](models/cv/distiller/wsld/pytorch) | PyTorch | ImageNet | 3.1.0 | #### 目标检测 -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------------|-----------------------|---------|-------| -| [ATSS](models/cv/detection/atss_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [AutoAssign](models/cv/detection/autoassign/pytorch) | PyTorch | COCO | 2.2.0 | -| [Cascade R-CNN](models/cv/detection/cascade_rcnn_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [CenterMask2](models/cv/detection/centermask2/pytorch) | PyTorch | COCO | 4.1.1 | -| [CenterNet](models/cv/detection/centernet/pytorch) | PyTorch | COCO | 2.2.0 | -| [CenterNet](models/cv/detection/centernet/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [Co-DETR](models/cv/detection/co-detr/pytorch) | PyTorch | COCO | 3.1.0 | -| [CornerNet](models/cv/detection/cornernet_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [DCNV2](models/cv/detection/dcnv2_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [DETR](models/cv/detection/detr/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [Faster R-CNN](models/cv/detection/fasterrcnn/pytorch) | PyTorch | COCO | 2.2.0 | -| [FCOS](models/cv/detection/fcos/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [FCOS](models/cv/detection/fcos/pytorch) | PyTorch | COCO | 3.0.0 | -| [Mamba-YOLO](models/cv/detection/mamba_yolo/pytorch) | PyTorch | COCO | 4.1.1 | -| [Mask R-CNN](models/cv/detection/maskrcnn/pytorch) | PyTorch | COCO | 2.2.0 | -| [Mask R-CNN](models/cv/detection/maskrcnn/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | -| [OC_SORT](models/cv/detection/oc_sort/paddlepaddle) | PaddlePaddle | MOT17 | 3.1.0 | -| [Oriented RepPoints](models/cv/detection/oriented_reppoints/pytorch) | PyTorch | DOTA | 3.1.0 | -| [PP-PicoDet](models/cv/detection/picodet/paddlepaddle) | PaddlePaddle | COCO | 3.1.0 | -| [PP-YOLOE](models/cv/detection/pp-yoloe/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | -| [PP-YOLOE+](models/cv/detection/pp_yoloe+/paddlepaddle) | PaddlePaddle | COCO | 3.1.1 | -| [PVANet](models/cv/detection/pvanet/pytorch) | PyTorch | COCO | 2.2.0 | -| [RepPoints](models/cv/detection/reppoints_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [RetinaNet](models/cv/detection/retinanet/pytorch) | PyTorch | COCO | 2.2.0 | -| [RetinaNet](models/cv/detection/retinanet/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [RT-DETR](models/cv/detection/rt-detr/pytorch) | PyTorch | COCO | 4.1.1 | -| [RTMDet](models/cv/detection/rtmdet/pytorch) | PyTorch | COCO | 3.1.0 | -| [SSD](models/cv/detection/ssd/pytorch) | PyTorch | COCO | 2.2.0 | -| [SSD](models/cv/detection/ssd/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | -| [SSD](models/cv/detection/ssd/tensorflow) | TensorFlow | VOC | 3.0.0 | -| [SSD](models/cv/detection/ssd/mindspore) | MindSpore | COCO | 3.0.0 | -| [YOLOF](models/cv/detection/yolof/pytorch) | PyTorch | COCO | 2.2.0 | -| [YOLOv3](models/cv/detection/yolov3/pytorch) | PyTorch | COCO | 2.2.0 | -| [YOLOv3](models/cv/detection/yolov3/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | -| [YOLOv3](models/cv/detection/yolov3/tensorflow) | TensorFlow | VOC | 3.0.0 | -| [YOLOv5](models/cv/detection/yolov5/paddlepaddle) | PaddlePaddle | COCO | 3.1.1 | -| [YOLOv5](models/cv/detection/yolov5/pytorch) | PyTorch | COCO | 2.2.0 | -| [YOLOv6](models/cv/detection/yolov6/pytorch) | PyTorch | COCO | 3.0.0 | -| [YOLOv7](models/cv/detection/yolov7/pytorch) | PyTorch | COCO | 3.0.0 | -| [YOLOv8](models/cv/detection/yolov8/pytorch) | PyTorch | COCO | 3.0.0 | -| [YOLOv9](models/cv/detection/yolov9/pytorch) | PyTorch | COCO | 4.1.1 | -| [YOLOv10](models/cv/detection/yolov10/pytorch) | PyTorch | COCO | 4.1.1 | -| [YOLOv11](models/cv/detection/yolov11/pytorch) | PyTorch | COCO | 4.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|----------------------------------------------------------------------|-----------------------|---------|-----------| +| [ATSS](models/cv/detection/atss_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [AutoAssign](models/cv/detection/autoassign/pytorch) | PyTorch | COCO | 2.2.0 | +| [Cascade R-CNN](models/cv/detection/cascade_rcnn_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [CenterMask2](models/cv/detection/centermask2/pytorch) | PyTorch | COCO | 4.1.1 | +| [CenterNet](models/cv/detection/centernet/pytorch) | PyTorch | COCO | 2.2.0 | +| [CenterNet](models/cv/detection/centernet/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [Co-DETR](models/cv/detection/co-detr/pytorch) | PyTorch | COCO | 3.1.0 | +| [CornerNet](models/cv/detection/cornernet_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [DCNV2](models/cv/detection/dcnv2_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [DETR](models/cv/detection/detr/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [Faster R-CNN](models/cv/detection/fasterrcnn/pytorch) | PyTorch | COCO | 2.2.0 | +| [FCOS](models/cv/detection/fcos/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [FCOS](models/cv/detection/fcos/pytorch) | PyTorch | COCO | 3.0.0 | +| [Mamba-YOLO](models/cv/detection/mamba_yolo/pytorch) | PyTorch | COCO | 4.1.1 | +| [Mask R-CNN](models/cv/detection/maskrcnn/pytorch) | PyTorch | COCO | 2.2.0 | +| [Mask R-CNN](models/cv/detection/maskrcnn/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | +| [OC_SORT](models/cv/detection/oc_sort/paddlepaddle) | PaddlePaddle | MOT17 | 3.1.0 | +| [Oriented RepPoints](models/cv/detection/oriented_reppoints/pytorch) | PyTorch | DOTA | 3.1.0 | +| [PP-PicoDet](models/cv/detection/picodet/paddlepaddle) | PaddlePaddle | COCO | 3.1.0 | +| [PP-YOLOE](models/cv/detection/pp-yoloe/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | +| [PP-YOLOE+](models/cv/detection/pp_yoloe+/paddlepaddle) | PaddlePaddle | COCO | 3.1.1 | +| [PVANet](models/cv/detection/pvanet/pytorch) | PyTorch | COCO | 2.2.0 | +| [RepPoints](models/cv/detection/reppoints_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [RetinaNet](models/cv/detection/retinanet/pytorch) | PyTorch | COCO | 2.2.0 | +| [RetinaNet](models/cv/detection/retinanet/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [RT-DETR](models/cv/detection/rt-detr/pytorch) | PyTorch | COCO | 4.1.1 | +| [RTMDet](models/cv/detection/rtmdet/pytorch) | PyTorch | COCO | 3.1.0 | +| [SSD](models/cv/detection/ssd/pytorch) | PyTorch | COCO | 2.2.0 | +| [SSD](models/cv/detection/ssd/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | +| [SSD](models/cv/detection/ssd/tensorflow) | TensorFlow | VOC | 3.0.0 | +| [SSD](models/cv/detection/ssd/mindspore) | MindSpore | COCO | 3.0.0 | +| [YOLOF](models/cv/detection/yolof/pytorch) | PyTorch | COCO | 2.2.0 | +| [YOLOv3](models/cv/detection/yolov3/pytorch) | PyTorch | COCO | 2.2.0 | +| [YOLOv3](models/cv/detection/yolov3/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | +| [YOLOv3](models/cv/detection/yolov3/tensorflow) | TensorFlow | VOC | 3.0.0 | +| [YOLOv5](models/cv/detection/yolov5/paddlepaddle) | PaddlePaddle | COCO | 3.1.1 | +| [YOLOv5](models/cv/detection/yolov5/pytorch) | PyTorch | COCO | 2.2.0 | +| [YOLOv6](models/cv/detection/yolov6/pytorch) | PyTorch | COCO | 3.0.0 | +| [YOLOv7](models/cv/detection/yolov7/pytorch) | PyTorch | COCO | 3.0.0 | +| [YOLOv8](models/cv/detection/yolov8/pytorch) | PyTorch | COCO | 3.0.0 | +| [YOLOv9](models/cv/detection/yolov9/pytorch) | PyTorch | COCO | 4.1.1 | +| [YOLOv10](models/cv/detection/yolov10/pytorch) | PyTorch | COCO | 4.1.1 | +| [YOLOv11](models/cv/detection/yolov11/pytorch) | PyTorch | COCO | 4.2.0 | #### 三维目标检测 -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------------|-----------|------------------|-------| -| [BEVFormer](models/cv/3d_detection/bevformer/pytorch) | PyTorch | nuScenes&CAN bus | 3.0.0 | -| [CenterPoint](models/cv/3d_detection/centerpoint/pytorch) | PyTorch | nuScenes | 3.1.1 | -| [PAConv](models/cv/3d_detection/paconv/pytorch) | PyTorch | S3DIS | 3.1.1 | -| [Part-A2-Anchor](models/cv/3d_detection/part_a2_anchor/pytorch) | PyTorch | KITTI | 4.1.1 | -| [Part-A2-Free](models/cv/3d_detection/part_a2_free/pytorch) | PyTorch | KITTI | 4.1.1 | -| [PointNet++](models/cv/3d_detection/pointnet2/pytorch) | PyTorch | S3DIS | 3.0.0 | -| [PointPillars](models/cv/3d_detection/pointpillars/pytorch) | PyTorch | KITTI | 3.0.0 | -| [PointRCNN](models/cv/3d_detection/pointrcnn/pytorch) | PyTorch | KITTI | 3.1.1 | -| [PointRCNN-IoU](models/cv/3d_detection/pointrcnn_iou/pytorch) | PyTorch | KITTI | 4.1.1 | -| [SECOND](models/cv/3d_detection/second/pytorch) | PyTorch | KITTI | 4.1.1 | -| [SECOND-IoU](models/cv/3d_detection/second_iou/pytorch) | PyTorch | KITTI | 4.1.1 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------------|-----------|------------------|-----------| +| [BEVFormer](models/cv/3d_detection/bevformer/pytorch) | PyTorch | nuScenes&CAN bus | 3.0.0 | +| [CenterPoint](models/cv/3d_detection/centerpoint/pytorch) | PyTorch | nuScenes | 3.1.1 | +| [PAConv](models/cv/3d_detection/paconv/pytorch) | PyTorch | S3DIS | 3.1.1 | +| [Part-A2-Anchor](models/cv/3d_detection/part_a2_anchor/pytorch) | PyTorch | KITTI | 4.1.1 | +| [Part-A2-Free](models/cv/3d_detection/part_a2_free/pytorch) | PyTorch | KITTI | 4.1.1 | +| [PointNet++](models/cv/3d_detection/pointnet2/pytorch) | PyTorch | S3DIS | 3.0.0 | +| [PointPillars](models/cv/3d_detection/pointpillars/pytorch) | PyTorch | KITTI | 3.0.0 | +| [PointRCNN](models/cv/3d_detection/pointrcnn/pytorch) | PyTorch | KITTI | 3.1.1 | +| [PointRCNN-IoU](models/cv/3d_detection/pointrcnn_iou/pytorch) | PyTorch | KITTI | 4.1.1 | +| [SECOND](models/cv/3d_detection/second/pytorch) | PyTorch | KITTI | 4.1.1 | +| [SECOND-IoU](models/cv/3d_detection/second_iou/pytorch) | PyTorch | KITTI | 4.1.1 | #### 三维重建 -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------|-----------|---------|-------| -| [HashNeRF](models/cv/3d-reconstruction/hashnerf/pytorch) | PyTorch | fox | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|----------------------------------------------------------|-----------|---------|-----------| +| [HashNeRF](models/cv/3d-reconstruction/hashnerf/pytorch) | PyTorch | fox | 2.2.0 | #### 图神经网络（GNN） -| Model | Framework | Dataset | IXUCA SDK | -|--------------------------------------------|--------------|--------------------------|-------| -| [GAT](models/cv/gnn/gat/paddlepaddle) | PaddlePaddle | CORA | 3.1.0 | -| [GCN](models/cv/gnn/GCN/mindspore) | MindSpore | CORA & Citeseer | 3.0.0 | -| [GCN](models/cv/gnn/GCN/paddlepaddle) | PaddlePaddle | CORA & PubMed & Citeseer | 3.1.0 | -| [GraphSAGE](models/cv/gnn/graphsage/paddlepaddle) | PaddlePaddle | Reddit | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|---------------------------------------------------|--------------|--------------------------|-----------| +| [GAT](models/cv/gnn/gat/paddlepaddle) | PaddlePaddle | CORA | 3.1.0 | +| [GCN](models/cv/gnn/GCN/mindspore) | MindSpore | CORA & Citeseer | 3.0.0 | +| [GCN](models/cv/gnn/GCN/paddlepaddle) | PaddlePaddle | CORA & PubMed & Citeseer | 3.1.0 | +| [GraphSAGE](models/cv/gnn/graphsage/paddlepaddle) | PaddlePaddle | Reddit | 3.1.0 | #### 光学字符识别（OCR） -| Model | Framework | Dataset | IXUCA SDK | -|------------------------------------------------|--------------|-----------|-------| -| [CRNN](models/cv/ocr/crnn/mindspore) | MindSpore | OCR_Recog | 3.1.0 | -| [CRNN](models/cv/ocr/crnn/paddlepaddle) | PaddlePaddle | LMDB | 2.3.0 | -| [DBNet](models/cv/ocr/dbnet/pytorch) | PyTorch | ICDAR2015 | 3.0.0 | -| [DBNet++](models/cv/ocr/dbnetpp/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | -| [DBNet++](models/cv/ocr/dbnetpp/pytorch) | PyTorch | ICDAR2015 | 3.1.0 | -| [PP-OCR-DB](models/cv/ocr/pp-ocr-db/paddlepaddle) | PaddlePaddle | ICDAR2015 | 2.3.0 | -| [PP-OCR-EAST](models/cv/ocr/pp-ocr-east/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | -| [PSE](models/cv/ocr/pse/paddlepaddle) | PaddlePaddle | OCR_Recog | 2.3.0 | -| [SAR](models/cv/ocr/sar/pytorch) | PyTorch | OCR_Recog | 2.2.0 | -| [SAST](models/cv/ocr/sast/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | -| [SATRN](models/cv/ocr/satrn/pytorch/base) | PyTorch | OCR_Recog | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-------------------------------------------------------|--------------|-----------|-----------| +| [CRNN](models/cv/ocr/crnn/mindspore) | MindSpore | OCR_Recog | 3.1.0 | +| [CRNN](models/cv/ocr/crnn/paddlepaddle) | PaddlePaddle | LMDB | 2.3.0 | +| [DBNet](models/cv/ocr/dbnet/pytorch) | PyTorch | ICDAR2015 | 3.0.0 | +| [DBNet++](models/cv/ocr/dbnetpp/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | +| [DBNet++](models/cv/ocr/dbnetpp/pytorch) | PyTorch | ICDAR2015 | 3.1.0 | +| [PP-OCR-DB](models/cv/ocr/pp-ocr-db/paddlepaddle) | PaddlePaddle | ICDAR2015 | 2.3.0 | +| [PP-OCR-EAST](models/cv/ocr/pp-ocr-east/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | +| [PSE](models/cv/ocr/pse/paddlepaddle) | PaddlePaddle | OCR_Recog | 2.3.0 | +| [SAR](models/cv/ocr/sar/pytorch) | PyTorch | OCR_Recog | 2.2.0 | +| [SAST](models/cv/ocr/sast/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | +| [SATRN](models/cv/ocr/satrn/pytorch/base) | PyTorch | OCR_Recog | 2.2.0 | #### 点云 -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------|-----------|---------------------------------|-------| -| [Point-BERT](models/cv/point_cloud/point-bert/pytorch) | PyTorch | ShapeNet55 & processed ModelNet | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------|-----------|---------------------------------|-----------| +| [Point-BERT](models/cv/point_cloud/point-bert/pytorch) | PyTorch | ShapeNet55 & processed ModelNet | 2.2.0 | #### 姿态估计 -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------|--------------|---------|-------| -| [AlphaPose](models/cv/pose/alphapose/pytorch) | PyTorch | COCO | 3.0.0 | -| [HRNet](models/cv/pose/hrnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [HRNet-W32](models/cv/pose/hrnet/paddlepaddle) | PaddlePaddle | COCO | 3.1.0 | -| [OpenPose](models/cv/pose/openpose/mindspore) | MindSpore | COCO | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------|--------------|---------|-----------| +| [AlphaPose](models/cv/pose/alphapose/pytorch) | PyTorch | COCO | 3.0.0 | +| [HRNet](models/cv/pose/hrnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [HRNet-W32](models/cv/pose/hrnet/paddlepaddle) | PaddlePaddle | COCO | 3.1.0 | +| [OpenPose](models/cv/pose/openpose/mindspore) | MindSpore | COCO | 3.1.0 | #### 自监督学习 -| Model | Framework | Dataset | IXUCA SDK | -|------------------------------------------------|-----------|----------|-------| -| [MAE](models/cv/self_supervised_learning/mae/pytorch) | PyTorch | ImageNet | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-------------------------------------------------------|-----------|----------|-----------| +| [MAE](models/cv/self_supervised_learning/mae/pytorch) | PyTorch | ImageNet | 3.0.0 | #### 语义分割 -| Model | Framework | Dataset | IXUCA SDK | -|----------------------------------------------------------------------|--------------|----------------|-------| -| [3D-UNet](models/cv/semantic_segmentation/unet3d/pytorch) | PyTorch | kits19 | 2.2.0 | -| [APCNet](models/cv/semantic_segmentation/apcnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | -| [Attention U-net](models/cv/semantic_segmentation/att_unet/pytorch) | PyTorch | Cityscapes | 3.0.0 | -| [BiSeNet](models/cv/semantic_segmentation/bisenet/pytorch) | PyTorch | COCO | 2.2.0 | -| [BiSeNetV2](models/cv/semantic_segmentation/bisenetv2/paddlepaddle) | PaddlePaddle | Cityscapes | 3.0.0 | -| [BiSeNetV2](models/cv/semantic_segmentation/bisenetv2/pytorch) | PyTorch | Cityscapes | 3.1.1 | -| [CGNet](models/cv/semantic_segmentation/cgnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ContextNet](models/cv/semantic_segmentation/contextnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [DabNet](models/cv/semantic_segmentation/dabnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [DANet](models/cv/semantic_segmentation/danet/pytorch) | PyTorch | COCO | 2.2.0 | -| [DDRnet](models/cv/semantic_segmentation/ddrnet/pytorch) | PyTorch | Cityscapes | 3.0.0 | -| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/pytorch) | PyTorch | COCO | 2.2.0 | -| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | -| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/mindspore) | MindSpore | VOC | 3.0.0 | -| [DeepLabV3+](models/cv/semantic_segmentation/deeplabv3plus/paddlepaddle) | PaddlePaddle | Cityscapes | 3.0.0 | -| [DeepLabV3+](models/cv/semantic_segmentation/deeplabv3plus/tensorflow) | TensorFlow | Cityscapes | 3.1.0 | -| [DenseASPP](models/cv/semantic_segmentation/denseaspp/pytorch) | PyTorch | COCO | 2.2.0 | -| [DFANet](models/cv/semantic_segmentation/dfanet/pytorch) | PyTorch | COCO | 2.2.0 | -| [DNLNet](models/cv/semantic_segmentation/dnlnet/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | -| [DUNet](models/cv/semantic_segmentation/dunet/pytorch) | PyTorch | COCO | 2.2.0 | -| [EncNet](models/cv/semantic_segmentation/encnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ENet](models/cv/semantic_segmentation/enet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ERFNet](models/cv/semantic_segmentation/erfnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ESPNet](models/cv/semantic_segmentation/espnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [FastFCN](models/cv/semantic_segmentation/fastfcn/paddlepaddle) | PyTorch | ADE20K | 3.1.0 | -| [FastSCNN](models/cv/semantic_segmentation/fastscnn/pytorch) | PyTorch | COCO | 2.2.0 | -| [FCN](models/cv/semantic_segmentation/fcn/pytorch) | PyTorch | COCO | 2.2.0 | -| [FPENet](models/cv/semantic_segmentation/fpenet/pytorch) | PyTorch | COCO | 2.2.0 | -| [GCNet](models/cv/semantic_segmentation/gcnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | -| [HardNet](models/cv/semantic_segmentation/hardnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ICNet](models/cv/semantic_segmentation/icnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [LedNet](models/cv/semantic_segmentation/lednet/pytorch) | PyTorch | COCO | 2.2.0 | -| [LinkNet](models/cv/semantic_segmentation/linknet/pytorch) | PyTorch | COCO | 2.2.0 | -| [Mask2Former](models/cv/semantic_segmentation/mask2former/pytorch) | PyTorch | Cityscapes | 3.1.0 | -| [MobileSeg](models/cv/semantic_segmentation/mobileseg/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | -| [OCNet](models/cv/semantic_segmentation/ocnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [OCRNet](models/cv/semantic_segmentation/ocrnet/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | -| [OCRNet](models/cv/semantic_segmentation/ocrnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | -| [PP-HumanSegV1](models/cv/semantic_segmentation/pp_humansegv1/paddlepaddle) | PaddlePaddle | PP-HumanSeg14K | 3.1.0 | -| [PP-HumanSegV2](models/cv/semantic_segmentation/pp_humansegv2/paddlepaddle) | PaddlePaddle | PP-HumanSeg14K | 3.1.0 | -| [PP-LiteSeg](models/cv/semantic_segmentation/pp_liteseg/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | -| [PSANet](models/cv/semantic_segmentation/psanet/pytorch) | PyTorch | COCO | 2.2.0 | -| [PSPNet](models/cv/semantic_segmentation/pspnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | -| [RefineNet](models/cv/semantic_segmentation/refinenet/pytorch) | PyTorch | COCO | 2.2.0 | -| [SegNet](models/cv/semantic_segmentation/segnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [STDC](models/cv/semantic_segmentation/stdc/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | -| [STDC](models/cv/semantic_segmentation/stdc/pytorch) | PyTorch | Cityscapes | 3.0.0 | -| [UNet](models/cv/semantic_segmentation/unet/pytorch) | PyTorch | COCO | 2.2.0 | -| [UNet](models/cv/semantic_segmentation/unet/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | -| [UNet++](models/cv/semantic_segmentation/unet++/pytorch) | PyTorch | DRIVE | 3.0.0 | -| [VNet](models/cv/semantic_segmentation/vnet/tensorflow) | TensorFlow | Hippocampus | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------------------------|--------------|----------------|-----------| +| [3D-UNet](models/cv/semantic_segmentation/unet3d/pytorch) | PyTorch | kits19 | 2.2.0 | +| [APCNet](models/cv/semantic_segmentation/apcnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | +| [Attention U-net](models/cv/semantic_segmentation/att_unet/pytorch) | PyTorch | Cityscapes | 3.0.0 | +| [BiSeNet](models/cv/semantic_segmentation/bisenet/pytorch) | PyTorch | COCO | 2.2.0 | +| [BiSeNetV2](models/cv/semantic_segmentation/bisenetv2/paddlepaddle) | PaddlePaddle | Cityscapes | 3.0.0 | +| [BiSeNetV2](models/cv/semantic_segmentation/bisenetv2/pytorch) | PyTorch | Cityscapes | 3.1.1 | +| [CGNet](models/cv/semantic_segmentation/cgnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ContextNet](models/cv/semantic_segmentation/contextnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [DabNet](models/cv/semantic_segmentation/dabnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [DANet](models/cv/semantic_segmentation/danet/pytorch) | PyTorch | COCO | 2.2.0 | +| [DDRnet](models/cv/semantic_segmentation/ddrnet/pytorch) | PyTorch | Cityscapes | 3.0.0 | +| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/pytorch) | PyTorch | COCO | 2.2.0 | +| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | +| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/mindspore) | MindSpore | VOC | 3.0.0 | +| [DeepLabV3+](models/cv/semantic_segmentation/deeplabv3plus/paddlepaddle) | PaddlePaddle | Cityscapes | 3.0.0 | +| [DeepLabV3+](models/cv/semantic_segmentation/deeplabv3plus/tensorflow) | TensorFlow | Cityscapes | 3.1.0 | +| [DenseASPP](models/cv/semantic_segmentation/denseaspp/pytorch) | PyTorch | COCO | 2.2.0 | +| [DFANet](models/cv/semantic_segmentation/dfanet/pytorch) | PyTorch | COCO | 2.2.0 | +| [DNLNet](models/cv/semantic_segmentation/dnlnet/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | +| [DUNet](models/cv/semantic_segmentation/dunet/pytorch) | PyTorch | COCO | 2.2.0 | +| [EncNet](models/cv/semantic_segmentation/encnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ENet](models/cv/semantic_segmentation/enet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ERFNet](models/cv/semantic_segmentation/erfnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ESPNet](models/cv/semantic_segmentation/espnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [FastFCN](models/cv/semantic_segmentation/fastfcn/paddlepaddle) | PyTorch | ADE20K | 3.1.0 | +| [FastSCNN](models/cv/semantic_segmentation/fastscnn/pytorch) | PyTorch | COCO | 2.2.0 | +| [FCN](models/cv/semantic_segmentation/fcn/pytorch) | PyTorch | COCO | 2.2.0 | +| [FPENet](models/cv/semantic_segmentation/fpenet/pytorch) | PyTorch | COCO | 2.2.0 | +| [GCNet](models/cv/semantic_segmentation/gcnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | +| [HardNet](models/cv/semantic_segmentation/hardnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ICNet](models/cv/semantic_segmentation/icnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [LedNet](models/cv/semantic_segmentation/lednet/pytorch) | PyTorch | COCO | 2.2.0 | +| [LinkNet](models/cv/semantic_segmentation/linknet/pytorch) | PyTorch | COCO | 2.2.0 | +| [Mask2Former](models/cv/semantic_segmentation/mask2former/pytorch) | PyTorch | Cityscapes | 3.1.0 | +| [MobileSeg](models/cv/semantic_segmentation/mobileseg/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | +| [OCNet](models/cv/semantic_segmentation/ocnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [OCRNet](models/cv/semantic_segmentation/ocrnet/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | +| [OCRNet](models/cv/semantic_segmentation/ocrnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | +| [PP-HumanSegV1](models/cv/semantic_segmentation/pp_humansegv1/paddlepaddle) | PaddlePaddle | PP-HumanSeg14K | 3.1.0 | +| [PP-HumanSegV2](models/cv/semantic_segmentation/pp_humansegv2/paddlepaddle) | PaddlePaddle | PP-HumanSeg14K | 3.1.0 | +| [PP-LiteSeg](models/cv/semantic_segmentation/pp_liteseg/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | +| [PSANet](models/cv/semantic_segmentation/psanet/pytorch) | PyTorch | COCO | 2.2.0 | +| [PSPNet](models/cv/semantic_segmentation/pspnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | +| [RefineNet](models/cv/semantic_segmentation/refinenet/pytorch) | PyTorch | COCO | 2.2.0 | +| [SegNet](models/cv/semantic_segmentation/segnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [STDC](models/cv/semantic_segmentation/stdc/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | +| [STDC](models/cv/semantic_segmentation/stdc/pytorch) | PyTorch | Cityscapes | 3.0.0 | +| [UNet](models/cv/semantic_segmentation/unet/pytorch) | PyTorch | COCO | 2.2.0 | +| [UNet](models/cv/semantic_segmentation/unet/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | +| [UNet++](models/cv/semantic_segmentation/unet++/pytorch) | PyTorch | DRIVE | 3.0.0 | +| [VNet](models/cv/semantic_segmentation/vnet/tensorflow) | TensorFlow | Hippocampus | 3.0.0 | #### 超分辨率 -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------------|-----------|---------|-------| -| [basicVSR++](models/cv/super_resolution/basicvsr++/pytorch) | PyTorch | REDS | 2.2.0 | -| [basicVSR](models/cv/super_resolution/basicvsr/pytorch) | PyTorch | REDS | 2.2.0 | -| [ESRGAN](models/cv/super_resolution/esrgan/pytorch) | PyTorch | DIV2K | 2.2.0 | -| [LIIF](models/cv/super_resolution/liif/pytorch) | PyTorch | DIV2K | 2.2.0 | -| [RealBasicVSR](models/cv/super_resolution/real_basicvsr/pytorch) | PyTorch | REDS | 2.2.0 | -| [TTSR](models/cv/super_resolution/ttsr/pytorch) | PyTorch | CUFED | 2.2.0 | -| [TTVSR](models/cv/super_resolution/ttvsr/pytorch) | PyTorch | REDS | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------------|-----------|---------|-----------| +| [basicVSR++](models/cv/super_resolution/basicvsr++/pytorch) | PyTorch | REDS | 2.2.0 | +| [basicVSR](models/cv/super_resolution/basicvsr/pytorch) | PyTorch | REDS | 2.2.0 | +| [ESRGAN](models/cv/super_resolution/esrgan/pytorch) | PyTorch | DIV2K | 2.2.0 | +| [LIIF](models/cv/super_resolution/liif/pytorch) | PyTorch | DIV2K | 2.2.0 | +| [RealBasicVSR](models/cv/super_resolution/real_basicvsr/pytorch) | PyTorch | REDS | 2.2.0 | +| [TTSR](models/cv/super_resolution/ttsr/pytorch) | PyTorch | CUFED | 2.2.0 | +| [TTVSR](models/cv/super_resolution/ttvsr/pytorch) | PyTorch | REDS | 2.2.0 | #### 多目标跟踪 -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------|--------------|-------------|-------| -| [ByteTrack](models/cv/multi_object_tracking/bytetrack/paddlepaddle) | PaddlePaddle | MOT17 | 3.1.0 | -| [DeepSORT](models/cv/multi_object_tracking/deep_sort/pytorch) | PyTorch | Market-1501 | 3.0.0 | -| [FairMOT](models/cv/multi_object_tracking/fairmot/pytorch) | PyTorch | MOT17 | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|---------------------------------------------------------------------|--------------|-------------|-----------| +| [ByteTrack](models/cv/multi_object_tracking/bytetrack/paddlepaddle) | PaddlePaddle | MOT17 | 3.1.0 | +| [DeepSORT](models/cv/multi_object_tracking/deep_sort/pytorch) | PyTorch | Market-1501 | 3.0.0 | +| [FairMOT](models/cv/multi_object_tracking/fairmot/pytorch) | PyTorch | MOT17 | 2.2.0 | ### 多模态 -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------------------------------------------|-----------|----------------|-----------| +| Model | Framework | Dataset | IXUCA SDK | +|----------------------------------------------------------------------------------------------------|-----------|----------------|-----------| | [BLIP](models/multimodal/vision-language_model/blip/pytorch) | PyTorch | COCO | 3.1.1 | | [CLIP](models/multimodal/contrastive_learning/clip/pytorch) | PyTorch | CIFAR100 | 2.2.0 | | [ControlNet](models/multimodal/diffusion_model/controlnet/pytorch) | PyTorch | Fill50K | 3.1.0 | @@ -400,112 +400,112 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领 #### 完形填空 -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------|-----------|-----------------------|-------| -| [GLM](models/nlp/cloze_test/glm/pytorch) | PyTorch | GLMForMultiTokenCloze | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------|-----------|-----------------------|-----------| +| [GLM](models/nlp/cloze_test/glm/pytorch) | PyTorch | GLMForMultiTokenCloze | 2.2.0 | #### 对话生成 -| Model | Framework | Dataset | IXUCA SDK | -|--------------------------------------------|-----------|---------|-------| -| [CPM](models/nlp/dialogue_generation/cpm/pytorch) | PyTorch | STC | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|---------------------------------------------------|-----------|---------|-----------| +| [CPM](models/nlp/dialogue_generation/cpm/pytorch) | PyTorch | STC | 2.2.0 | #### 语言建模 -| Model | Framework | Dataset | IXUCA SDK | -|------------------------------------------------------------------|-------------------|--------------------|-------| -| [BART](models/nlp/language_model/bart_fairseq/pytorch) | PyTorch (Fairseq) | RTE | 3.0.0 | -| [BERT NER](models/nlp/ner/bert/pytorch) | PyTorch | CoNLL-2003 | 3.0.0 | -| [BERT Pretraining](models/nlp/language_model/bert_sample/pytorch) | PyTorch | bert_mini | 4.3.0 | -| [BERT Pretraining](models/nlp/language_model/bert/pytorch) | PyTorch | MLCommon Wikipedia | 2.2.0 | -| [BERT Pretraining](models/nlp/language_model/bert/paddlepaddle) | PaddlePaddle | MNLI | 2.3.0 | -| [BERT Pretraining](models/nlp/language_model/bert/tensorflow) | TensorFlow | MNLI | 3.0.0 | -| [BERT Pretraining](models/nlp/language_model/bert/mindspore) | MindSpore | SQuAD | 3.0.0 | -| [BERT Text Classification](models/nlp/text_classification/bert/pytorch) | PyTorch | GLUE | 3.0.0 | -| [BERT Text Summerization](models/nlp/text_summarisation/bert/pytorch) | PyTorch | cnn_dailymail | 3.0.0 | -| [BERT Question Answering](models/nlp/question_answering/bert/pytorch) | PyTorch | SQuAD | 3.0.0 | -| [GPT2-Medium-EN](models/nlp/llm/gpt2-medium-en/paddlepaddle) | PaddlePaddle | SST-2 | 3.1.0 | -| [RoBERTa](models/nlp/language_model/roberta_fairseq/pytorch) | PyTorch (Fairseq) | RTE | 3.0.0 | -| [XLNet](models/nlp/language_model/xlnet/paddlepaddle) | PaddlePaddle | SST-2 | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-------------------------------------------------------------------------|-------------------|--------------------|-----------| +| [BART](models/nlp/language_model/bart_fairseq/pytorch) | PyTorch (Fairseq) | RTE | 3.0.0 | +| [BERT NER](models/nlp/ner/bert/pytorch) | PyTorch | CoNLL-2003 | 3.0.0 | +| [BERT Pretraining](models/nlp/language_model/bert_sample/pytorch) | PyTorch | bert_mini | 4.3.0 | +| [BERT Pretraining](models/nlp/language_model/bert/pytorch) | PyTorch | MLCommon Wikipedia | 2.2.0 | +| [BERT Pretraining](models/nlp/language_model/bert/paddlepaddle) | PaddlePaddle | MNLI | 2.3.0 | +| [BERT Pretraining](models/nlp/language_model/bert/tensorflow) | TensorFlow | MNLI | 3.0.0 | +| [BERT Pretraining](models/nlp/language_model/bert/mindspore) | MindSpore | SQuAD | 3.0.0 | +| [BERT Text Classification](models/nlp/text_classification/bert/pytorch) | PyTorch | GLUE | 3.0.0 | +| [BERT Text Summerization](models/nlp/text_summarisation/bert/pytorch) | PyTorch | cnn_dailymail | 3.0.0 | +| [BERT Question Answering](models/nlp/question_answering/bert/pytorch) | PyTorch | SQuAD | 3.0.0 | +| [GPT2-Medium-EN](models/nlp/llm/gpt2-medium-en/paddlepaddle) | PaddlePaddle | SST-2 | 3.1.0 | +| [RoBERTa](models/nlp/language_model/roberta_fairseq/pytorch) | PyTorch (Fairseq) | RTE | 3.0.0 | +| [XLNet](models/nlp/language_model/xlnet/paddlepaddle) | PaddlePaddle | SST-2 | 3.1.0 | #### 文本纠错 -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------|--------------|---------|-------| -| [ERNIE](models/nlp/text_correction/ernie/paddlepaddle) | PaddlePaddle | corpus | 2.3.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------|--------------|---------|-----------| +| [ERNIE](models/nlp/text_correction/ernie/paddlepaddle) | PaddlePaddle | corpus | 2.3.0 | #### 翻译 -| Model | Framework | Dataset | IXUCA SDK | -|----------------------------------------------------------------|-------------------|---------|-------| -| [Convolutional](models/nlp/translation/convolutional_fairseq/pytorch) | PyTorch (Fairseq) | WMT14 | 3.0.0 | -| [T5](models/nlp/translation/t5/pytorch) | PyTorch | WMT14 | 2.2.0 | -| [Transformer](models/nlp/translation/transformer/paddlepaddle) | PaddlePaddle | WMT14 | 2.3.0 | -| [Transformer](models/nlp/translation/transformer_fairseq/pytorch) | PyTorch (Fairseq) | IWSLT14 | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------------------|-------------------|---------|-----------| +| [Convolutional](models/nlp/translation/convolutional_fairseq/pytorch) | PyTorch (Fairseq) | WMT14 | 3.0.0 | +| [T5](models/nlp/translation/t5/pytorch) | PyTorch | WMT14 | 2.2.0 | +| [Transformer](models/nlp/translation/transformer/paddlepaddle) | PaddlePaddle | WMT14 | 2.3.0 | +| [Transformer](models/nlp/translation/transformer_fairseq/pytorch) | PyTorch (Fairseq) | IWSLT14 | 3.0.0 | ### 强化学习 -| Model | Framework | Dataset | IXUCA SDK | -|--------------------------------------------------------------------|--------------|-------------|-------| -| [DQN](models/reinforcement_learning/q-learning-networks/dqn/paddlepaddle) | PaddlePaddle | CartPole-v0 | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|---------------------------------------------------------------------------|--------------|-------------|-----------| +| [DQN](models/reinforcement_learning/q-learning-networks/dqn/paddlepaddle) | PaddlePaddle | CartPole-v0 | 3.1.0 | ### 语音 #### 语音识别 -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------------------------------------------|-----------------|----------|-------| -| [Conformer](models/audio/speech_recognition/conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 2.2.0 | -| [Conformer](models/audio/speech_recognition/conformer/pytorch) | PyTorch | LibriSpeech | 4.3.0 | -| [Efficient Conformer v2](models/audio/speech_recognition/efficient_conformer_v2_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.1.0 | -| [PP-ASR-Conformer](models/audio/speech_recognition/conformer/paddlepaddle) | PaddlePaddle | AISHELL | 3.1.0 | -| [RNN-T](models/audio/speech_recognition/rnnt/pytorch) | PyTorch | LJSpeech | 2.2.0 | -| [Transformer](models/audio/speech_recognition/transformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | -| [U2++ Conformer](models/audio/speech_recognition/u2++_conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | -| [Unified Conformer](models/audio/speech_recognition/unified_conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------------------------------------------|-----------------|-------------|-----------| +| [Conformer](models/audio/speech_recognition/conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 2.2.0 | +| [Conformer](models/audio/speech_recognition/conformer/pytorch) | PyTorch | LibriSpeech | 4.3.0 | +| [Efficient Conformer v2](models/audio/speech_recognition/efficient_conformer_v2_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.1.0 | +| [PP-ASR-Conformer](models/audio/speech_recognition/conformer/paddlepaddle) | PaddlePaddle | AISHELL | 3.1.0 | +| [RNN-T](models/audio/speech_recognition/rnnt/pytorch) | PyTorch | LJSpeech | 2.2.0 | +| [Transformer](models/audio/speech_recognition/transformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | +| [U2++ Conformer](models/audio/speech_recognition/u2++_conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | +| [Unified Conformer](models/audio/speech_recognition/unified_conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | #### 语音合成 -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------------------------|--------------|-------------|-------| -| [CosyVoice2-0.5B](models/audio/speech_synthesis/cosyvoice/pytorch) | DeepSpeed | openslr | 4.3.0 | -| [PP-TTS-FastSpeech2](models/audio/speech_synthesis/fastspeech2/paddlepaddle) | PaddlePaddle | CSMSC | 3.1.0 | -| [PP-TTS-HiFiGAN](models/audio/speech_synthesis/hifigan/paddlepaddle) | PaddlePaddle | CSMSC | 3.1.0 | -| [Tacotron2](models/audio/speech_synthesis/tacotron2/pytorch) | PyTorch | LJSpeech | 2.2.0 | -| [VQMIVC](models/audio/speech_synthesis/vqmivc/pytorch) | PyTorch | VCTK-Corpus | 2.2.0 | -| [WaveGlow](models/audio/speech_synthesis/waveglow/pytorch) | PyTorch | LJSpeech | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------------------------|--------------|-------------|-----------| +| [CosyVoice2-0.5B](models/audio/speech_synthesis/cosyvoice/pytorch) | DeepSpeed | openslr | 4.3.0 | +| [PP-TTS-FastSpeech2](models/audio/speech_synthesis/fastspeech2/paddlepaddle) | PaddlePaddle | CSMSC | 3.1.0 | +| [PP-TTS-HiFiGAN](models/audio/speech_synthesis/hifigan/paddlepaddle) | PaddlePaddle | CSMSC | 3.1.0 | +| [Tacotron2](models/audio/speech_synthesis/tacotron2/pytorch) | PyTorch | LJSpeech | 2.2.0 | +| [VQMIVC](models/audio/speech_synthesis/vqmivc/pytorch) | PyTorch | VCTK-Corpus | 2.2.0 | +| [WaveGlow](models/audio/speech_synthesis/waveglow/pytorch) | PyTorch | LJSpeech | 2.2.0 | ### 其他 #### 图机器学习 -| Model | Framework | Dataset | IXUCA SDK | -|----------------------------------------------------------------------|-----------|--------------------|-------| -| [Graph WaveNet](models/others/graph_machine_learning/graph_wavenet/pytorch) | PyTorch | METR-LA & PEMS-BAY | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------------------------|-----------|--------------------|-----------| +| [Graph WaveNet](models/others/graph_machine_learning/graph_wavenet/pytorch) | PyTorch | METR-LA & PEMS-BAY | 2.2.0 | #### 柯尔莫哥洛夫-阿诺德网络（KAN） -| Model | Framework | Dataset | IXUCA SDK | -|------------------------------------------------------|-----------|---------|-------| -| [KAN](models/others/kolmogorov_arnold_networks/kan/pytorch) | PyTorch | - | 4.1.1 | +| Model | Framework | Dataset | IXUCA SDK | +|-------------------------------------------------------------|-----------|---------|-----------| +| [KAN](models/others/kolmogorov_arnold_networks/kan/pytorch) | PyTorch | - | 4.1.1 | #### 模型剪枝 -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------------------------|-----------|--------------|-------| -| [Network Slimming](models/others/model_pruning/network-slimming/pytorch) | PyTorch | CIFAR-10/100 | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------------------------|-----------|--------------|-----------| +| [Network Slimming](models/others/model_pruning/network-slimming/pytorch) | PyTorch | CIFAR-10/100 | 3.0.0 | #### 推荐系统 -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------------------------|--------------|-----------------|-------| -| [DeepFM](models/others/recommendation_systems/deepfm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 2.3.0 | -| [DLRM](models/others/recommendation_systems/dlrm/pytorch) | PyTorch | Criteo_Terabyte | 2.2.0 | -| [DLRM](models/others/recommendation_systems/dlrm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | -| [FFM](models/others/recommendation_systems/ffm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | -| [NCF](models/others/recommendation_systems/ncf/pytorch) | PyTorch | movielens | 2.2.0 | -| [Wide&Deep](models/others/recommendation_systems/wide_deep/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 2.3.0 | -| [xDeepFM](models/others/recommendation_systems/xdeepfm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------------------------|--------------|-----------------|-----------| +| [DeepFM](models/others/recommendation_systems/deepfm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 2.3.0 | +| [DLRM](models/others/recommendation_systems/dlrm/pytorch) | PyTorch | Criteo_Terabyte | 2.2.0 | +| [DLRM](models/others/recommendation_systems/dlrm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | +| [FFM](models/others/recommendation_systems/ffm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | +| [NCF](models/others/recommendation_systems/ncf/pytorch) | PyTorch | movielens | 2.2.0 | +| [Wide&Deep](models/others/recommendation_systems/wide_deep/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 2.3.0 | +| [xDeepFM](models/others/recommendation_systems/xdeepfm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | -------- diff --git a/README_en.md b/README_en.md index 4a0fae6c4..f7ed77d02 100644 --- a/README_en.md +++ b/README_en.md @@ -21,368 +21,368 @@ individuals, healthcare, education, communication, energy, and more. ### LLM (Large Language Model) -| Model | Framework | Dataset/Weight | IXUCA SDK | -|-------------------------------------------------------|--------------------|------------------------|-----------| -| [Aquila2-34B](models/nlp/llm/aquila2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | -| [Baichuan2-7B](models/nlp/llm/baichuan2-7b/pytorch) | DeepSpeed | baichuan2-7b-base | 3.4.0 | -| [Bloom-7B1](models/nlp/llm/bloom-7b1/pytorch) | Firefly | school_math_0.25M | 3.4.0 | -| [ChatGLM-6B](models/nlp/llm/chatglm-6b/pytorch) | DeepSpeed | ADGEN & chatglm-6b | 3.1.0 | -| [ChatGLM2-6B SFT](models/nlp/llm/chatglm2-6b-sft/pytorch) | DeepSpeed | ADGEN & chatglm2-6b | 3.4.0 | -| [ChatGLM3-6B](models/nlp/llm/chatglm3-6b/pytorch) | DeepSpeed | ADGEN & chatglm3-6b | 4.1.1 | -| [DeepSeekMoE 7B](models/nlp/llm/deepseek_moe_7b/pytorch) | ColossalAI | deepseek-moe-16b-base | 4.1.1 | -| [DeepSeek-LLM-7B](models/nlp/llm/deepseek-llm-7b/verl) | verl | deepseek-llm-7b-chat | dev-only | -| [GLM-4](models/nlp/llm/glm-4/pytorch) | Torchrun | glm-4-9b-chat | 4.2.0 | -| [Gemma-2-2B-IT](models/nlp/llm/gemma-2-2b-it/verl) | verl | gemma-2-2b-it | dev-only | -| [Llama-7B](models/nlp/llm/llama-7b/pytorch) | ColossalAI | llama-7b-hf | 3.1.0 | -| [Llama2-7B](models/nlp/llm/llama2-7b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.1.0 | -| [Llama2-7B RMF](models/nlp/llm/llama2-7b_reward_sft/pytorch) | DeepSpeed | Dahoas/rm-static | 3.1.1 | -| [Llama2-7B RLHF](models/nlp/llm/llama2-7b_rlhf/pytorch) | Megatron-DeepSpeed | llama2-7b&tiny-llama | 3.4.0 | -| [Llama2-7B SFT](models/nlp/llm/llama2-7b_sft/pytorch) | Megatron-DeepSpeed | GPT Small-117M | 3.1.1 | -| [Llama2-13B](models/nlp/llm/llama2-13b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | -| [Llama2-34B](models/nlp/llm/llama2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | -| [Llama3-8B](models/nlp/llm/llama3_8b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 4.1.1 | -| [Llama3-8B](models/nlp/llm/llama3_8b/megatron-lm) | Megatron-LM | GPT Small-117M | 4.3.0 | -| [Llama3-8B SFT](models/nlp/llm/llama3_8b_sft/pytorch) | ColossalAI | school_math_0.25M | 4.1.1 | -| [Llama3-8B SFT](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Meta-Llama-3-8B | 4.3.0 | -| [Llama3-8B PPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | -| [Llama3-8B DPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | -| [Llama3-8B KTO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | -| [Llama3-8B DPO](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B Full SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B KTO](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B Pretrain](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B Reward](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Llama3-8B SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | -| [Mamba-2](models/nlp/llm/mamba-2/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | -| [MiniCPM](models/nlp/llm/minicpm/pytorch) | DeepSpeed | MiniCPM-2B-sft-bf16 | 4.2.0 | -| [Mixtral 8x7B](models/nlp/llm/mixtral/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | -| [Mixtral 8x7B](models/nlp/llm/mixtral/openrlhf) | OpenRLHF | Mixtral-8x7B-v0.1 | 4.3.0 | -| [Phi-3](models/nlp/llm/phi-3/pytorch) | Torchrun | Phi-3-mini-4k-instruct | 4.2.0 | -| [QWen-7B](models/nlp/llm/qwen-7b/pytorch) | Firefly | qwen-7b | 3.4.0 | -| [QWen1.5-7B](models/nlp/llm/qwen1.5-7b/pytorch) | Firefly | school_math | 4.1.1 | -| [QWen1.5-14B](models/nlp/llm/qwen1.5-14b/pytorch) | Firefly | school_math | 4.1.1 | -| [Qwen2-7B](models/nlp/llm/qwen2-7b/verl) | verl | qwen2-7b | dev-only | -| [Qwen2.5-7B SFT](models/nlp/llm/qwen2.5-7b/pytorch) | LLaMA-Factory | qwen2.5-7b | 4.1.1 | -| [Qwen2.5-1.5B verl](models/nlp/llm/qwen2.5-1.5b/verl) | verl | qwen2.5-1.5b | 4.2.0 | -| [Qwen2.5-7B verl](models/nlp/llm/qwen2.5-7b/verl) | verl | qwen2.5-7b | 4.2.0 | -| [Qwen2.5-3B](models/nlp/llm/qwen2.5-3b/pytorch) | ColossalAI | qwen2.5-3b | 4.3.0 | -| [Qwen2.5-VL-7B](models/nlp/llm/qwen2.5-vl-7b/verl) | verl | qwen2.5-vl-7b | dev-only | -| [Qwen2.5-VL-7B DPO](models/nlp/llm/qwen2.5-vl-7b/llamafactory) | LLaMA-Factory | Qwen2.5-VL-7B-Instruct | 4.3.0 | -| [Qwen2.5-VL-7B SFT](models/nlp/llm/qwen2.5-vl-7b/llamafactory) | LLaMA-Factory | Qwen2.5-VL-7B-Instruct | 4.3.0 | -| [Qwen3-8B](models/nlp/llm/qwen3-8b/verl) | verl | qwen3-8b | dev-only | -| [Yi-6B](models/nlp/llm/yi-6b/pytorch) | DeepSpeed | Yi-6B | 4.2.0 | -| [Yi-1.5-6B](models/nlp/llm/yi-1.5-6b/pytorch) | DeepSpeed | Yi-1.5-6B | 4.2.0 | -| [Yi-VL-6B](models/nlp/llm/yi-vl-6b/pytorch) | LLaMA-Factory | Yi-VL-6B-hf | 4.2.0 | +| Model | Framework | Dataset/Weight | IXUCA SDK | +|----------------------------------------------------------------|--------------------|--------------------------|-----------| +| [Aquila2-34B](models/nlp/llm/aquila2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | +| [Baichuan2-7B](models/nlp/llm/baichuan2-7b/pytorch) | DeepSpeed | baichuan2-7b-base | 3.4.0 | +| [Bloom-7B1](models/nlp/llm/bloom-7b1/pytorch) | Firefly | school_math_0.25M | 3.4.0 | +| [ChatGLM-6B](models/nlp/llm/chatglm-6b/pytorch) | DeepSpeed | ADGEN & chatglm-6b | 3.1.0 | +| [ChatGLM2-6B SFT](models/nlp/llm/chatglm2-6b-sft/pytorch) | DeepSpeed | ADGEN & chatglm2-6b | 3.4.0 | +| [ChatGLM3-6B](models/nlp/llm/chatglm3-6b/pytorch) | DeepSpeed | ADGEN & chatglm3-6b | 4.1.1 | +| [DeepSeekMoE 7B](models/nlp/llm/deepseek_moe_7b/pytorch) | ColossalAI | deepseek-moe-16b-base | 4.1.1 | +| [DeepSeek-LLM-7B](models/nlp/llm/deepseek-llm-7b/verl) | verl | deepseek-llm-7b-chat | dev-only | +| [GLM-4](models/nlp/llm/glm-4/pytorch) | Torchrun | glm-4-9b-chat | 4.2.0 | +| [Gemma-2-2B-IT](models/nlp/llm/gemma-2-2b-it/verl) | verl | gemma-2-2b-it | dev-only | +| [Llama-7B](models/nlp/llm/llama-7b/pytorch) | ColossalAI | llama-7b-hf | 3.1.0 | +| [Llama2-7B](models/nlp/llm/llama2-7b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.1.0 | +| [Llama2-7B RMF](models/nlp/llm/llama2-7b_reward_sft/pytorch) | DeepSpeed | Dahoas/rm-static | 3.1.1 | +| [Llama2-7B RLHF](models/nlp/llm/llama2-7b_rlhf/pytorch) | Megatron-DeepSpeed | llama2-7b&tiny-llama | 3.4.0 | +| [Llama2-7B SFT](models/nlp/llm/llama2-7b_sft/pytorch) | Megatron-DeepSpeed | GPT Small-117M | 3.1.1 | +| [Llama2-13B](models/nlp/llm/llama2-13b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | +| [Llama2-34B](models/nlp/llm/llama2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | +| [Llama3-8B](models/nlp/llm/llama3_8b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 4.1.1 | +| [Llama3-8B](models/nlp/llm/llama3_8b/megatron-lm) | Megatron-LM | GPT Small-117M | 4.3.0 | +| [Llama3-8B SFT](models/nlp/llm/llama3_8b_sft/pytorch) | ColossalAI | school_math_0.25M | 4.1.1 | +| [Llama3-8B SFT](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Meta-Llama-3-8B | 4.3.0 | +| [Llama3-8B PPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | +| [Llama3-8B DPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | +| [Llama3-8B KTO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | +| [Llama3-8B DPO](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B Full SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B KTO](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B Pretrain](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B Reward](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Llama3-8B SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | +| [Mamba-2](models/nlp/llm/mamba-2/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | +| [MiniCPM](models/nlp/llm/minicpm/pytorch) | DeepSpeed | MiniCPM-2B-sft-bf16 | 4.2.0 | +| [Mixtral 8x7B](models/nlp/llm/mixtral/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | +| [Mixtral 8x7B](models/nlp/llm/mixtral/openrlhf) | OpenRLHF | Mixtral-8x7B-v0.1 | 4.3.0 | +| [Phi-3](models/nlp/llm/phi-3/pytorch) | Torchrun | Phi-3-mini-4k-instruct | 4.2.0 | +| [QWen-7B](models/nlp/llm/qwen-7b/pytorch) | Firefly | qwen-7b | 3.4.0 | +| [QWen1.5-7B](models/nlp/llm/qwen1.5-7b/pytorch) | Firefly | school_math | 4.1.1 | +| [QWen1.5-14B](models/nlp/llm/qwen1.5-14b/pytorch) | Firefly | school_math | 4.1.1 | +| [Qwen2-7B](models/nlp/llm/qwen2-7b/verl) | verl | qwen2-7b | dev-only | +| [Qwen2.5-7B SFT](models/nlp/llm/qwen2.5-7b/pytorch) | LLaMA-Factory | qwen2.5-7b | 4.1.1 | +| [Qwen2.5-1.5B verl](models/nlp/llm/qwen2.5-1.5b/verl) | verl | qwen2.5-1.5b | 4.2.0 | +| [Qwen2.5-7B verl](models/nlp/llm/qwen2.5-7b/verl) | verl | qwen2.5-7b | 4.2.0 | +| [Qwen2.5-3B](models/nlp/llm/qwen2.5-3b/pytorch) | ColossalAI | qwen2.5-3b | 4.3.0 | +| [Qwen2.5-VL-7B](models/nlp/llm/qwen2.5-vl-7b/verl) | verl | qwen2.5-vl-7b | dev-only | +| [Qwen2.5-VL-7B DPO](models/nlp/llm/qwen2.5-vl-7b/llamafactory) | LLaMA-Factory | Qwen2.5-VL-7B-Instruct | 4.3.0 | +| [Qwen2.5-VL-7B SFT](models/nlp/llm/qwen2.5-vl-7b/llamafactory) | LLaMA-Factory | Qwen2.5-VL-7B-Instruct | 4.3.0 | +| [Qwen3-8B](models/nlp/llm/qwen3-8b/verl) | verl | qwen3-8b | dev-only | +| [Yi-6B](models/nlp/llm/yi-6b/pytorch) | DeepSpeed | Yi-6B | 4.2.0 | +| [Yi-1.5-6B](models/nlp/llm/yi-1.5-6b/pytorch) | DeepSpeed | Yi-1.5-6B | 4.2.0 | +| [Yi-VL-6B](models/nlp/llm/yi-vl-6b/pytorch) | LLaMA-Factory | Yi-VL-6B-hf | 4.2.0 | ### Computer Vision #### Classification -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------------------------------------|--------------|----------|-------| -| [ACmix](models/cv/classification/acmix/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ACNet](models/cv/classification/acnet/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [AlexNet](models/cv/classification/alexnet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [AlexNet](models/cv/classification/alexnet/tensorflow) | TensorFlow | ImageNet | 3.1.0 | -| [BYOL](models/cv/classification/byol/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [CBAM](models/cv/classification/cbam/pytorch) | PyTorch | ImageNet | 3.0.0 | -| [ConvNext](models/cv/classification/convnext/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [CspDarknet53](models/cv/classification/cspdarknet53/pytorch) | PyTorch | ImageNet | 3.0.0 | -| [DenseNet](models/cv/classification/densenet/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [DenseNet](models/cv/classification/densenet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [DPN92](models/cv/classification/dpn92/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [DPN107](models/cv/classification/dpn107/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ECA-MobileNetV2](models/cv/classification/eca_mobilenet_v2/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ECA-ResNet152](models/cv/classification/eca_resnet152/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [EfficientNetB0](models/cv/classification/efficientnet_b0/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [EfficientNetB4](models/cv/classification/efficientnet_b4/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [FasterNet](models/cv/classification/fasternet/pytorch) | PyTorch | ImageNet | 3.0.0 | -| [GoogLeNet](models/cv/classification/googlenet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [GoogLeNet](models/cv/classification/googlenet/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | -| [InceptionV3](models/cv/classification/inceptionv3/mindspore) | MindSpore | ImageNet | 3.1.0 | -| [InceptionV3](models/cv/classification/inceptionv3/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [InceptionV3](models/cv/classification/inceptionv3/tensorflow) | TensorFlow | ImageNet | 3.1.0 | -| [InceptionV4](models/cv/classification/inceptionv4/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [InternImage](models/cv/classification/internimage/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [LeNet](models/cv/classification/lenet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [MobileNetV2](models/cv/classification/mobilenetv2/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [MobileNetV3](models/cv/classification/mobilenetv3/mindspore) | MindSpore | ImageNet | 3.1.0 | -| [MobileNetV3](models/cv/classification/mobilenetv3/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [MobileNetV3](models/cv/classification/mobilenetv3/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | -| [MobileNetV3_Large1.0](models/cv/classification/mobilenetv3_large_x1_0/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [MobileOne](models/cv/classification/mobileone/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [MoCoV2](models/cv/classification/mocov2/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [PP-LCNet](models/cv/classification/pp-lcnet/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [RepMLP](models/cv/classification/repmlp/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [RepVGG](models/cv/classification/repvgg/pytorch) | PyTorch | ImageNet | 3.0.0 | -| [RepVGG](models/cv/classification/repvgg/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | -| [RepViT](models/cv/classification/repvit/pytorch) | PyTorch | ImageNet | 3.1.0 | -| [Res2Net50_14w_8s](models/cv/classification/res2net50_14w_8s/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [ResNeSt14](models/cv/classification/resnest14/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeSt50](models/cv/classification/resnest50/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeSt50](models/cv/classification/resnest50/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | -| [ResNeSt101](models/cv/classification/resnest101/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeSt269](models/cv/classification/resnest269/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNet18](models/cv/classification/resnet18/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNet50](models/cv/classification/resnet50/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNet50](models/cv/classification/resnet50/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | -| [ResNet50](models/cv/classification/resnet50/tensorflow) | TensorFlow | ImageNet | 3.0.0 | -| [ResNet101](models/cv/classification/resnet101/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNet152](models/cv/classification/resnet152/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeXt50_32x4d](models/cv/classification/resnext50_32x4d/mindspore) | MindSpore | ImageNet | 3.1.0 | -| [ResNeXt50_32x4d](models/cv/classification/resnext50_32x4d/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ResNeXt101_32x8d](models/cv/classification/resnext101_32x8d/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [SE_ResNet50_vd](models/cv/classification/se_resnet50_vd/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [SEResNeXt](models/cv/classification/seresnext/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [ShuffleNetV2](models/cv/classification/shufflenetv2/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [ShuffleNetV2](models/cv/classification/shufflenetv2/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [SqueezeNet](models/cv/classification/squeezenet/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [Swin Transformer](models/cv/classification/swin_transformer/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | -| [Swin Transformer](models/cv/classification/swin_transformer/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [VGG16](models/cv/classification/vgg/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | -| [VGG16](models/cv/classification/vgg/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [VGG16](models/cv/classification/vgg/tensorflow) | TensorFlow | ImageNet | 3.1.0 | -| [Wave-MLP](models/cv/classification/wavemlp/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [Wide_ResNet101_2](models/cv/classification/wide_resnet101_2/pytorch) | PyTorch | ImageNet | 2.2.0 | -| [Xception](models/cv/classification/xception/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | -| [Xception](models/cv/classification/xception/pytorch) | PyTorch | ImageNet | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------------------------------------|--------------|----------|-----------| +| [ACmix](models/cv/classification/acmix/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ACNet](models/cv/classification/acnet/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [AlexNet](models/cv/classification/alexnet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [AlexNet](models/cv/classification/alexnet/tensorflow) | TensorFlow | ImageNet | 3.1.0 | +| [BYOL](models/cv/classification/byol/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [CBAM](models/cv/classification/cbam/pytorch) | PyTorch | ImageNet | 3.0.0 | +| [ConvNext](models/cv/classification/convnext/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [CspDarknet53](models/cv/classification/cspdarknet53/pytorch) | PyTorch | ImageNet | 3.0.0 | +| [DenseNet](models/cv/classification/densenet/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [DenseNet](models/cv/classification/densenet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [DPN92](models/cv/classification/dpn92/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [DPN107](models/cv/classification/dpn107/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ECA-MobileNetV2](models/cv/classification/eca_mobilenet_v2/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ECA-ResNet152](models/cv/classification/eca_resnet152/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [EfficientNetB0](models/cv/classification/efficientnet_b0/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [EfficientNetB4](models/cv/classification/efficientnet_b4/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [FasterNet](models/cv/classification/fasternet/pytorch) | PyTorch | ImageNet | 3.0.0 | +| [GoogLeNet](models/cv/classification/googlenet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [GoogLeNet](models/cv/classification/googlenet/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | +| [InceptionV3](models/cv/classification/inceptionv3/mindspore) | MindSpore | ImageNet | 3.1.0 | +| [InceptionV3](models/cv/classification/inceptionv3/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [InceptionV3](models/cv/classification/inceptionv3/tensorflow) | TensorFlow | ImageNet | 3.1.0 | +| [InceptionV4](models/cv/classification/inceptionv4/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [InternImage](models/cv/classification/internimage/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [LeNet](models/cv/classification/lenet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [MobileNetV2](models/cv/classification/mobilenetv2/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [MobileNetV3](models/cv/classification/mobilenetv3/mindspore) | MindSpore | ImageNet | 3.1.0 | +| [MobileNetV3](models/cv/classification/mobilenetv3/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [MobileNetV3](models/cv/classification/mobilenetv3/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | +| [MobileNetV3_Large1.0](models/cv/classification/mobilenetv3_large_x1_0/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [MobileOne](models/cv/classification/mobileone/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [MoCoV2](models/cv/classification/mocov2/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [PP-LCNet](models/cv/classification/pp-lcnet/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [RepMLP](models/cv/classification/repmlp/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [RepVGG](models/cv/classification/repvgg/pytorch) | PyTorch | ImageNet | 3.0.0 | +| [RepVGG](models/cv/classification/repvgg/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | +| [RepViT](models/cv/classification/repvit/pytorch) | PyTorch | ImageNet | 3.1.0 | +| [Res2Net50_14w_8s](models/cv/classification/res2net50_14w_8s/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [ResNeSt14](models/cv/classification/resnest14/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeSt50](models/cv/classification/resnest50/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeSt50](models/cv/classification/resnest50/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | +| [ResNeSt101](models/cv/classification/resnest101/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeSt269](models/cv/classification/resnest269/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNet18](models/cv/classification/resnet18/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNet50](models/cv/classification/resnet50/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNet50](models/cv/classification/resnet50/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | +| [ResNet50](models/cv/classification/resnet50/tensorflow) | TensorFlow | ImageNet | 3.0.0 | +| [ResNet101](models/cv/classification/resnet101/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNet152](models/cv/classification/resnet152/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeXt50_32x4d](models/cv/classification/resnext50_32x4d/mindspore) | MindSpore | ImageNet | 3.1.0 | +| [ResNeXt50_32x4d](models/cv/classification/resnext50_32x4d/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ResNeXt101_32x8d](models/cv/classification/resnext101_32x8d/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [SE_ResNet50_vd](models/cv/classification/se_resnet50_vd/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [SEResNeXt](models/cv/classification/seresnext/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [ShuffleNetV2](models/cv/classification/shufflenetv2/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [ShuffleNetV2](models/cv/classification/shufflenetv2/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [SqueezeNet](models/cv/classification/squeezenet/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [Swin Transformer](models/cv/classification/swin_transformer/paddlepaddle) | PaddlePaddle | ImageNet | 3.0.0 | +| [Swin Transformer](models/cv/classification/swin_transformer/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [VGG16](models/cv/classification/vgg/paddlepaddle) | PaddlePaddle | ImageNet | 2.3.0 | +| [VGG16](models/cv/classification/vgg/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [VGG16](models/cv/classification/vgg/tensorflow) | TensorFlow | ImageNet | 3.1.0 | +| [Wave-MLP](models/cv/classification/wavemlp/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [Wide_ResNet101_2](models/cv/classification/wide_resnet101_2/pytorch) | PyTorch | ImageNet | 2.2.0 | +| [Xception](models/cv/classification/xception/paddlepaddle) | PaddlePaddle | ImageNet | 3.1.0 | +| [Xception](models/cv/classification/xception/pytorch) | PyTorch | ImageNet | 2.2.0 | #### Face Detection -| Model | Framework | Dataset | IXUCA SDK | -|----------------------------------------------------|-----------|------------|-------| -| [RetinaFace](models/cv/face_detection/retinaface/pytorch) | PyTorch | WIDER FACE | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------|-----------|------------|-----------| +| [RetinaFace](models/cv/face_detection/retinaface/pytorch) | PyTorch | WIDER FACE | 3.0.0 | #### Face Recognition -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------|--------------|--------------------|-------| -| [ArcFace](models/cv/face_recognition/arcface/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | -| [BlazeFace](models/cv/face_recognition/blazeface/paddlepaddle) | PaddlePaddle | WIDER FACE | 3.1.0 | -| [CosFace](models/cv/face_recognition/cosface/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | -| [FaceNet](models/cv/face_recognition/facenet/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | -| [FaceNet](models/cv/face_recognition/facenet/tensorflow) | TensorFlow | CASIA-WebFaces&LFW | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|----------------------------------------------------------------|--------------|--------------------|-----------| +| [ArcFace](models/cv/face_recognition/arcface/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | +| [BlazeFace](models/cv/face_recognition/blazeface/paddlepaddle) | PaddlePaddle | WIDER FACE | 3.1.0 | +| [CosFace](models/cv/face_recognition/cosface/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | +| [FaceNet](models/cv/face_recognition/facenet/pytorch) | PyTorch | CASIA-WebFaces&LFW | 3.0.0 | +| [FaceNet](models/cv/face_recognition/facenet/tensorflow) | TensorFlow | CASIA-WebFaces&LFW | 3.1.0 | #### Instance Segmentation -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------|--------------|---------|-------| -| [SOLO](models/cv/instance_segmentation/solo/pytorch) | PyTorch | COCO | 3.0.0 | -| [SOLOv2](models/cv/detection/solov2/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [SOLOv2](models/cv/instance_segmentation/solov2/pytorch) | PyTorch | COCO | 3.1.0 | -| [YOLACT++](models/cv/instance_segmentation/yolact/pytorch) | PyTorch | COCO | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------|--------------|---------|-----------| +| [SOLO](models/cv/instance_segmentation/solo/pytorch) | PyTorch | COCO | 3.0.0 | +| [SOLOv2](models/cv/detection/solov2/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [SOLOv2](models/cv/instance_segmentation/solov2/pytorch) | PyTorch | COCO | 3.1.0 | +| [YOLACT++](models/cv/instance_segmentation/yolact/pytorch) | PyTorch | COCO | 3.0.0 | #### Image Generation -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------|--------------|----------|-------| -| [DCGAN](models/cv/image_generation/dcgan/mindspore) | MindSpore | ImageNet | 3.0.0 | -| [Pix2Pix](models/cv/image_generation/pix2pix/paddlepaddle) | PaddlePaddle | facades | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------|--------------|----------|-----------| +| [DCGAN](models/cv/image_generation/dcgan/mindspore) | MindSpore | ImageNet | 3.0.0 | +| [Pix2Pix](models/cv/image_generation/pix2pix/paddlepaddle) | PaddlePaddle | facades | 3.1.0 | #### Knowledge Distillation -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------|-----------|--------------|-------| -| [CWD](models/cv/distiller/cwd/pytorch) | PyTorch | Cityscapes | 3.0.0 | -| [RKD](models/cv/distiller/rkd/pytorch) | PyTorch | CUB-200-2011 | 3.0.0 | -| [WSLD](models/cv/distiller/wsld/pytorch) | PyTorch | ImageNet | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------|-----------|--------------|-----------| +| [CWD](models/cv/distiller/cwd/pytorch) | PyTorch | Cityscapes | 3.0.0 | +| [RKD](models/cv/distiller/rkd/pytorch) | PyTorch | CUB-200-2011 | 3.0.0 | +| [WSLD](models/cv/distiller/wsld/pytorch) | PyTorch | ImageNet | 3.1.0 | #### Object Detection -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------------|-----------------------|---------|-------| -| [ATSS](models/cv/detection/atss_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [AutoAssign](models/cv/detection/autoassign/pytorch) | PyTorch | COCO | 2.2.0 | -| [Cascade R-CNN](models/cv/detection/cascade_rcnn_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [CenterMask2](models/cv/detection/centermask2/pytorch) | PyTorch | COCO | 4.1.1 | -| [CenterNet](models/cv/detection/centernet/pytorch) | PyTorch | COCO | 2.2.0 | -| [CenterNet](models/cv/detection/centernet/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [Co-DETR](models/cv/detection/co-detr/pytorch) | PyTorch | COCO | 3.1.0 | -| [CornerNet](models/cv/detection/cornernet_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [DCNV2](models/cv/detection/dcnv2_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [DETR](models/cv/detection/detr/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [Faster R-CNN](models/cv/detection/fasterrcnn/pytorch) | PyTorch | COCO | 2.2.0 | -| [FCOS](models/cv/detection/fcos/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [FCOS](models/cv/detection/fcos/pytorch) | PyTorch | COCO | 3.0.0 | -| [Mamba-YOLO](models/cv/detection/mamba_yolo/pytorch) | PyTorch | COCO | 4.1.1 | -| [Mask R-CNN](models/cv/detection/maskrcnn/pytorch) | PyTorch | COCO | 2.2.0 | -| [Mask R-CNN](models/cv/detection/maskrcnn/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | -| [OC_SORT](models/cv/detection/oc_sort/paddlepaddle) | PaddlePaddle | MOT17 | 3.1.0 | -| [Oriented RepPoints](models/cv/detection/oriented_reppoints/pytorch) | PyTorch | DOTA | 3.1.0 | -| [PP-PicoDet](models/cv/detection/picodet/paddlepaddle) | PaddlePaddle | COCO | 3.1.0 | -| [PP-YOLOE](models/cv/detection/pp-yoloe/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | -| [PP-YOLOE+](models/cv/detection/pp_yoloe+/paddlepaddle) | PaddlePaddle | COCO | 3.1.1 | -| [PVANet](models/cv/detection/pvanet/pytorch) | PyTorch | COCO | 2.2.0 | -| [RepPoints](models/cv/detection/reppoints_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | -| [RetinaNet](models/cv/detection/retinanet/pytorch) | PyTorch | COCO | 2.2.0 | -| [RetinaNet](models/cv/detection/retinanet/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | -| [RT-DETR](models/cv/detection/rt-detr/pytorch) | PyTorch | COCO | 4.1.1 | -| [RTMDet](models/cv/detection/rtmdet/pytorch) | PyTorch | COCO | 3.1.0 | -| [SSD](models/cv/detection/ssd/pytorch) | PyTorch | COCO | 2.2.0 | -| [SSD](models/cv/detection/ssd/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | -| [SSD](models/cv/detection/ssd/tensorflow) | TensorFlow | VOC | 3.0.0 | -| [SSD](models/cv/detection/ssd/mindspore) | MindSpore | COCO | 3.0.0 | -| [YOLOF](models/cv/detection/yolof/pytorch) | PyTorch | COCO | 2.2.0 | -| [YOLOv3](models/cv/detection/yolov3/pytorch) | PyTorch | COCO | 2.2.0 | -| [YOLOv3](models/cv/detection/yolov3/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | -| [YOLOv3](models/cv/detection/yolov3/tensorflow) | TensorFlow | VOC | 3.0.0 | -| [YOLOv5](models/cv/detection/yolov5/paddlepaddle) | PaddlePaddle | COCO | 3.1.1 | -| [YOLOv5](models/cv/detection/yolov5/pytorch) | PyTorch | COCO | 2.2.0 | -| [YOLOv6](models/cv/detection/yolov6/pytorch) | PyTorch | COCO | 3.0.0 | -| [YOLOv7](models/cv/detection/yolov7/pytorch) | PyTorch | COCO | 3.0.0 | -| [YOLOv8](models/cv/detection/yolov8/pytorch) | PyTorch | COCO | 3.0.0 | -| [YOLOv9](models/cv/detection/yolov9/pytorch) | PyTorch | COCO | 4.1.1 | -| [YOLOv10](models/cv/detection/yolov10/pytorch) | PyTorch | COCO | 4.1.1 | -| [YOLOv11](models/cv/detection/yolov11/pytorch) | PyTorch | COCO | 4.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|----------------------------------------------------------------------|-----------------------|---------|-----------| +| [ATSS](models/cv/detection/atss_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [AutoAssign](models/cv/detection/autoassign/pytorch) | PyTorch | COCO | 2.2.0 | +| [Cascade R-CNN](models/cv/detection/cascade_rcnn_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [CenterMask2](models/cv/detection/centermask2/pytorch) | PyTorch | COCO | 4.1.1 | +| [CenterNet](models/cv/detection/centernet/pytorch) | PyTorch | COCO | 2.2.0 | +| [CenterNet](models/cv/detection/centernet/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [Co-DETR](models/cv/detection/co-detr/pytorch) | PyTorch | COCO | 3.1.0 | +| [CornerNet](models/cv/detection/cornernet_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [DCNV2](models/cv/detection/dcnv2_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [DETR](models/cv/detection/detr/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [Faster R-CNN](models/cv/detection/fasterrcnn/pytorch) | PyTorch | COCO | 2.2.0 | +| [FCOS](models/cv/detection/fcos/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [FCOS](models/cv/detection/fcos/pytorch) | PyTorch | COCO | 3.0.0 | +| [Mamba-YOLO](models/cv/detection/mamba_yolo/pytorch) | PyTorch | COCO | 4.1.1 | +| [Mask R-CNN](models/cv/detection/maskrcnn/pytorch) | PyTorch | COCO | 2.2.0 | +| [Mask R-CNN](models/cv/detection/maskrcnn/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | +| [OC_SORT](models/cv/detection/oc_sort/paddlepaddle) | PaddlePaddle | MOT17 | 3.1.0 | +| [Oriented RepPoints](models/cv/detection/oriented_reppoints/pytorch) | PyTorch | DOTA | 3.1.0 | +| [PP-PicoDet](models/cv/detection/picodet/paddlepaddle) | PaddlePaddle | COCO | 3.1.0 | +| [PP-YOLOE](models/cv/detection/pp-yoloe/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | +| [PP-YOLOE+](models/cv/detection/pp_yoloe+/paddlepaddle) | PaddlePaddle | COCO | 3.1.1 | +| [PVANet](models/cv/detection/pvanet/pytorch) | PyTorch | COCO | 2.2.0 | +| [RepPoints](models/cv/detection/reppoints_mmdet/pytorch) | PyTorch (MMDetection) | COCO | 3.0.0 | +| [RetinaNet](models/cv/detection/retinanet/pytorch) | PyTorch | COCO | 2.2.0 | +| [RetinaNet](models/cv/detection/retinanet/paddlepaddle) | PaddlePaddle | COCO | 3.0.0 | +| [RT-DETR](models/cv/detection/rt-detr/pytorch) | PyTorch | COCO | 4.1.1 | +| [RTMDet](models/cv/detection/rtmdet/pytorch) | PyTorch | COCO | 3.1.0 | +| [SSD](models/cv/detection/ssd/pytorch) | PyTorch | COCO | 2.2.0 | +| [SSD](models/cv/detection/ssd/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | +| [SSD](models/cv/detection/ssd/tensorflow) | TensorFlow | VOC | 3.0.0 | +| [SSD](models/cv/detection/ssd/mindspore) | MindSpore | COCO | 3.0.0 | +| [YOLOF](models/cv/detection/yolof/pytorch) | PyTorch | COCO | 2.2.0 | +| [YOLOv3](models/cv/detection/yolov3/pytorch) | PyTorch | COCO | 2.2.0 | +| [YOLOv3](models/cv/detection/yolov3/paddlepaddle) | PaddlePaddle | COCO | 2.3.0 | +| [YOLOv3](models/cv/detection/yolov3/tensorflow) | TensorFlow | VOC | 3.0.0 | +| [YOLOv5](models/cv/detection/yolov5/paddlepaddle) | PaddlePaddle | COCO | 3.1.1 | +| [YOLOv5](models/cv/detection/yolov5/pytorch) | PyTorch | COCO | 2.2.0 | +| [YOLOv6](models/cv/detection/yolov6/pytorch) | PyTorch | COCO | 3.0.0 | +| [YOLOv7](models/cv/detection/yolov7/pytorch) | PyTorch | COCO | 3.0.0 | +| [YOLOv8](models/cv/detection/yolov8/pytorch) | PyTorch | COCO | 3.0.0 | +| [YOLOv9](models/cv/detection/yolov9/pytorch) | PyTorch | COCO | 4.1.1 | +| [YOLOv10](models/cv/detection/yolov10/pytorch) | PyTorch | COCO | 4.1.1 | +| [YOLOv11](models/cv/detection/yolov11/pytorch) | PyTorch | COCO | 4.2.0 | #### 3D Object Detection -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------------|-----------|------------------|-------| -| [BEVFormer](models/cv/3d_detection/bevformer/pytorch) | PyTorch | nuScenes&CAN bus | 3.0.0 | -| [CenterPoint](models/cv/3d_detection/centerpoint/pytorch) | PyTorch | nuScenes | 3.1.1 | -| [PAConv](models/cv/3d_detection/paconv/pytorch) | PyTorch | S3DIS | 3.1.1 | -| [Part-A2-Anchor](models/cv/3d_detection/part_a2_anchor/pytorch) | PyTorch | KITTI | 4.1.1 | -| [Part-A2-Free](models/cv/3d_detection/part_a2_free/pytorch) | PyTorch | KITTI | 4.1.1 | -| [PointNet++](models/cv/3d_detection/pointnet2/pytorch) | PyTorch | S3DIS | 3.0.0 | -| [PointPillars](models/cv/3d_detection/pointpillars/pytorch) | PyTorch | KITTI | 3.0.0 | -| [PointRCNN](models/cv/3d_detection/pointrcnn/pytorch) | PyTorch | KITTI | 3.1.1 | -| [PointRCNN-IoU](models/cv/3d_detection/pointrcnn_iou/pytorch) | PyTorch | KITTI | 4.1.1 | -| [SECOND](models/cv/3d_detection/second/pytorch) | PyTorch | KITTI | 4.1.1 | -| [SECOND-IoU](models/cv/3d_detection/second_iou/pytorch) | PyTorch | KITTI | 4.1.1 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------------|-----------|------------------|-----------| +| [BEVFormer](models/cv/3d_detection/bevformer/pytorch) | PyTorch | nuScenes&CAN bus | 3.0.0 | +| [CenterPoint](models/cv/3d_detection/centerpoint/pytorch) | PyTorch | nuScenes | 3.1.1 | +| [PAConv](models/cv/3d_detection/paconv/pytorch) | PyTorch | S3DIS | 3.1.1 | +| [Part-A2-Anchor](models/cv/3d_detection/part_a2_anchor/pytorch) | PyTorch | KITTI | 4.1.1 | +| [Part-A2-Free](models/cv/3d_detection/part_a2_free/pytorch) | PyTorch | KITTI | 4.1.1 | +| [PointNet++](models/cv/3d_detection/pointnet2/pytorch) | PyTorch | S3DIS | 3.0.0 | +| [PointPillars](models/cv/3d_detection/pointpillars/pytorch) | PyTorch | KITTI | 3.0.0 | +| [PointRCNN](models/cv/3d_detection/pointrcnn/pytorch) | PyTorch | KITTI | 3.1.1 | +| [PointRCNN-IoU](models/cv/3d_detection/pointrcnn_iou/pytorch) | PyTorch | KITTI | 4.1.1 | +| [SECOND](models/cv/3d_detection/second/pytorch) | PyTorch | KITTI | 4.1.1 | +| [SECOND-IoU](models/cv/3d_detection/second_iou/pytorch) | PyTorch | KITTI | 4.1.1 | #### 3D Reconstruction -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------|-----------|---------|-------| -| [HashNeRF](models/cv/3d-reconstruction/hashnerf/pytorch) | PyTorch | fox | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|----------------------------------------------------------|-----------|---------|-----------| +| [HashNeRF](models/cv/3d-reconstruction/hashnerf/pytorch) | PyTorch | fox | 2.2.0 | #### GNN (Graph Neural Network) -| Model | Framework | Dataset | IXUCA SDK | -|--------------------------------------------|--------------|--------------------------|-------| -| [GAT](models/cv/gnn/gat/paddlepaddle) | PaddlePaddle | CORA | 3.1.0 | -| [GCN](models/cv/gnn/GCN/mindspore) | MindSpore | CORA & Citeseer | 3.0.0 | -| [GCN](models/cv/gnn/GCN/paddlepaddle) | PaddlePaddle | CORA & PubMed & Citeseer | 3.1.0 | -| [GraphSAGE](models/cv/gnn/graphsage/paddlepaddle) | PaddlePaddle | Reddit | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|---------------------------------------------------|--------------|--------------------------|-----------| +| [GAT](models/cv/gnn/gat/paddlepaddle) | PaddlePaddle | CORA | 3.1.0 | +| [GCN](models/cv/gnn/GCN/mindspore) | MindSpore | CORA & Citeseer | 3.0.0 | +| [GCN](models/cv/gnn/GCN/paddlepaddle) | PaddlePaddle | CORA & PubMed & Citeseer | 3.1.0 | +| [GraphSAGE](models/cv/gnn/graphsage/paddlepaddle) | PaddlePaddle | Reddit | 3.1.0 | #### OCR -| Model | Framework | Dataset | IXUCA SDK | -|------------------------------------------------|--------------|-----------|-------| -| [CRNN](models/cv/ocr/crnn/mindspore) | MindSpore | OCR_Recog | 3.1.0 | -| [CRNN](models/cv/ocr/crnn/paddlepaddle) | PaddlePaddle | LMDB | 2.3.0 | -| [DBNet](models/cv/ocr/dbnet/pytorch) | PyTorch | ICDAR2015 | 3.0.0 | -| [DBNet++](models/cv/ocr/dbnetpp/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | -| [DBNet++](models/cv/ocr/dbnetpp/pytorch) | PyTorch | ICDAR2015 | 3.1.0 | -| [PP-OCR-DB](models/cv/ocr/pp-ocr-db/paddlepaddle) | PaddlePaddle | ICDAR2015 | 2.3.0 | -| [PP-OCR-EAST](models/cv/ocr/pp-ocr-east/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | -| [PSE](models/cv/ocr/pse/paddlepaddle) | PaddlePaddle | OCR_Recog | 2.3.0 | -| [SAR](models/cv/ocr/sar/pytorch) | PyTorch | OCR_Recog | 2.2.0 | -| [SAST](models/cv/ocr/sast/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | -| [SATRN](models/cv/ocr/satrn/pytorch/base) | PyTorch | OCR_Recog | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-------------------------------------------------------|--------------|-----------|-----------| +| [CRNN](models/cv/ocr/crnn/mindspore) | MindSpore | OCR_Recog | 3.1.0 | +| [CRNN](models/cv/ocr/crnn/paddlepaddle) | PaddlePaddle | LMDB | 2.3.0 | +| [DBNet](models/cv/ocr/dbnet/pytorch) | PyTorch | ICDAR2015 | 3.0.0 | +| [DBNet++](models/cv/ocr/dbnetpp/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | +| [DBNet++](models/cv/ocr/dbnetpp/pytorch) | PyTorch | ICDAR2015 | 3.1.0 | +| [PP-OCR-DB](models/cv/ocr/pp-ocr-db/paddlepaddle) | PaddlePaddle | ICDAR2015 | 2.3.0 | +| [PP-OCR-EAST](models/cv/ocr/pp-ocr-east/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | +| [PSE](models/cv/ocr/pse/paddlepaddle) | PaddlePaddle | OCR_Recog | 2.3.0 | +| [SAR](models/cv/ocr/sar/pytorch) | PyTorch | OCR_Recog | 2.2.0 | +| [SAST](models/cv/ocr/sast/paddlepaddle) | PaddlePaddle | ICDAR2015 | 3.1.1 | +| [SATRN](models/cv/ocr/satrn/pytorch/base) | PyTorch | OCR_Recog | 2.2.0 | #### Point Cloud -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------|-----------|---------------------------------|-------| -| [Point-BERT](models/cv/point_cloud/point-bert/pytorch) | PyTorch | ShapeNet55 & processed ModelNet | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------|-----------|---------------------------------|-----------| +| [Point-BERT](models/cv/point_cloud/point-bert/pytorch) | PyTorch | ShapeNet55 & processed ModelNet | 2.2.0 | #### Pose Estimation -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------|--------------|---------|-------| -| [AlphaPose](models/cv/pose/alphapose/pytorch) | PyTorch | COCO | 3.0.0 | -| [HRNet](models/cv/pose/hrnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [HRNet-W32](models/cv/pose/hrnet/paddlepaddle) | PaddlePaddle | COCO | 3.1.0 | -| [OpenPose](models/cv/pose/openpose/mindspore) | MindSpore | COCO | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------|--------------|---------|-----------| +| [AlphaPose](models/cv/pose/alphapose/pytorch) | PyTorch | COCO | 3.0.0 | +| [HRNet](models/cv/pose/hrnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [HRNet-W32](models/cv/pose/hrnet/paddlepaddle) | PaddlePaddle | COCO | 3.1.0 | +| [OpenPose](models/cv/pose/openpose/mindspore) | MindSpore | COCO | 3.1.0 | #### Self-Supervised Learning -| Model | Framework | Dataset | IXUCA SDK | -|------------------------------------------------|-----------|----------|-------| -| [MAE](models/cv/self_supervised_learning/mae/pytorch) | PyTorch | ImageNet | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-------------------------------------------------------|-----------|----------|-----------| +| [MAE](models/cv/self_supervised_learning/mae/pytorch) | PyTorch | ImageNet | 3.0.0 | #### Semantic Segmentation -| Model | Framework | Dataset | IXUCA SDK | -|----------------------------------------------------------------------|--------------|----------------|-------| -| [3D-UNet](models/cv/semantic_segmentation/unet3d/pytorch) | PyTorch | kits19 | 2.2.0 | -| [APCNet](models/cv/semantic_segmentation/apcnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | -| [Attention U-net](models/cv/semantic_segmentation/att_unet/pytorch) | PyTorch | Cityscapes | 3.0.0 | -| [BiSeNet](models/cv/semantic_segmentation/bisenet/pytorch) | PyTorch | COCO | 2.2.0 | -| [BiSeNetV2](models/cv/semantic_segmentation/bisenetv2/paddlepaddle) | PaddlePaddle | Cityscapes | 3.0.0 | -| [BiSeNetV2](models/cv/semantic_segmentation/bisenetv2/pytorch) | PyTorch | Cityscapes | 3.1.1 | -| [CGNet](models/cv/semantic_segmentation/cgnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ContextNet](models/cv/semantic_segmentation/contextnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [DabNet](models/cv/semantic_segmentation/dabnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [DANet](models/cv/semantic_segmentation/danet/pytorch) | PyTorch | COCO | 2.2.0 | -| [DDRnet](models/cv/semantic_segmentation/ddrnet/pytorch) | PyTorch | Cityscapes | 3.0.0 | -| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/pytorch) | PyTorch | COCO | 2.2.0 | -| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | -| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/mindspore) | MindSpore | VOC | 3.0.0 | -| [DeepLabV3+](models/cv/semantic_segmentation/deeplabv3plus/paddlepaddle) | PaddlePaddle | Cityscapes | 3.0.0 | -| [DeepLabV3+](models/cv/semantic_segmentation/deeplabv3plus/tensorflow) | TensorFlow | Cityscapes | 3.1.0 | -| [DenseASPP](models/cv/semantic_segmentation/denseaspp/pytorch) | PyTorch | COCO | 2.2.0 | -| [DFANet](models/cv/semantic_segmentation/dfanet/pytorch) | PyTorch | COCO | 2.2.0 | -| [DNLNet](models/cv/semantic_segmentation/dnlnet/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | -| [DUNet](models/cv/semantic_segmentation/dunet/pytorch) | PyTorch | COCO | 2.2.0 | -| [EncNet](models/cv/semantic_segmentation/encnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ENet](models/cv/semantic_segmentation/enet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ERFNet](models/cv/semantic_segmentation/erfnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ESPNet](models/cv/semantic_segmentation/espnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [FastFCN](models/cv/semantic_segmentation/fastfcn/paddlepaddle) | PyTorch | ADE20K | 3.1.0 | -| [FastSCNN](models/cv/semantic_segmentation/fastscnn/pytorch) | PyTorch | COCO | 2.2.0 | -| [FCN](models/cv/semantic_segmentation/fcn/pytorch) | PyTorch | COCO | 2.2.0 | -| [FPENet](models/cv/semantic_segmentation/fpenet/pytorch) | PyTorch | COCO | 2.2.0 | -| [GCNet](models/cv/semantic_segmentation/gcnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | -| [HardNet](models/cv/semantic_segmentation/hardnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [ICNet](models/cv/semantic_segmentation/icnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [LedNet](models/cv/semantic_segmentation/lednet/pytorch) | PyTorch | COCO | 2.2.0 | -| [LinkNet](models/cv/semantic_segmentation/linknet/pytorch) | PyTorch | COCO | 2.2.0 | -| [Mask2Former](models/cv/semantic_segmentation/mask2former/pytorch) | PyTorch | Cityscapes | 3.1.0 | -| [MobileSeg](models/cv/semantic_segmentation/mobileseg/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | -| [OCNet](models/cv/semantic_segmentation/ocnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [OCRNet](models/cv/semantic_segmentation/ocrnet/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | -| [OCRNet](models/cv/semantic_segmentation/ocrnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | -| [PP-HumanSegV1](models/cv/semantic_segmentation/pp_humansegv1/paddlepaddle) | PaddlePaddle | PP-HumanSeg14K | 3.1.0 | -| [PP-HumanSegV2](models/cv/semantic_segmentation/pp_humansegv2/paddlepaddle) | PaddlePaddle | PP-HumanSeg14K | 3.1.0 | -| [PP-LiteSeg](models/cv/semantic_segmentation/pp_liteseg/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | -| [PSANet](models/cv/semantic_segmentation/psanet/pytorch) | PyTorch | COCO | 2.2.0 | -| [PSPNet](models/cv/semantic_segmentation/pspnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | -| [RefineNet](models/cv/semantic_segmentation/refinenet/pytorch) | PyTorch | COCO | 2.2.0 | -| [SegNet](models/cv/semantic_segmentation/segnet/pytorch) | PyTorch | COCO | 2.2.0 | -| [STDC](models/cv/semantic_segmentation/stdc/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | -| [STDC](models/cv/semantic_segmentation/stdc/pytorch) | PyTorch | Cityscapes | 3.0.0 | -| [UNet](models/cv/semantic_segmentation/unet/pytorch) | PyTorch | COCO | 2.2.0 | -| [UNet](models/cv/semantic_segmentation/unet/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | -| [UNet++](models/cv/semantic_segmentation/unet++/pytorch) | PyTorch | DRIVE | 3.0.0 | -| [VNet](models/cv/semantic_segmentation/vnet/tensorflow) | TensorFlow | Hippocampus | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------------------------|--------------|----------------|-----------| +| [3D-UNet](models/cv/semantic_segmentation/unet3d/pytorch) | PyTorch | kits19 | 2.2.0 | +| [APCNet](models/cv/semantic_segmentation/apcnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | +| [Attention U-net](models/cv/semantic_segmentation/att_unet/pytorch) | PyTorch | Cityscapes | 3.0.0 | +| [BiSeNet](models/cv/semantic_segmentation/bisenet/pytorch) | PyTorch | COCO | 2.2.0 | +| [BiSeNetV2](models/cv/semantic_segmentation/bisenetv2/paddlepaddle) | PaddlePaddle | Cityscapes | 3.0.0 | +| [BiSeNetV2](models/cv/semantic_segmentation/bisenetv2/pytorch) | PyTorch | Cityscapes | 3.1.1 | +| [CGNet](models/cv/semantic_segmentation/cgnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ContextNet](models/cv/semantic_segmentation/contextnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [DabNet](models/cv/semantic_segmentation/dabnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [DANet](models/cv/semantic_segmentation/danet/pytorch) | PyTorch | COCO | 2.2.0 | +| [DDRnet](models/cv/semantic_segmentation/ddrnet/pytorch) | PyTorch | Cityscapes | 3.0.0 | +| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/pytorch) | PyTorch | COCO | 2.2.0 | +| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | +| [DeepLabV3](models/cv/semantic_segmentation/deeplabv3/mindspore) | MindSpore | VOC | 3.0.0 | +| [DeepLabV3+](models/cv/semantic_segmentation/deeplabv3plus/paddlepaddle) | PaddlePaddle | Cityscapes | 3.0.0 | +| [DeepLabV3+](models/cv/semantic_segmentation/deeplabv3plus/tensorflow) | TensorFlow | Cityscapes | 3.1.0 | +| [DenseASPP](models/cv/semantic_segmentation/denseaspp/pytorch) | PyTorch | COCO | 2.2.0 | +| [DFANet](models/cv/semantic_segmentation/dfanet/pytorch) | PyTorch | COCO | 2.2.0 | +| [DNLNet](models/cv/semantic_segmentation/dnlnet/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | +| [DUNet](models/cv/semantic_segmentation/dunet/pytorch) | PyTorch | COCO | 2.2.0 | +| [EncNet](models/cv/semantic_segmentation/encnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ENet](models/cv/semantic_segmentation/enet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ERFNet](models/cv/semantic_segmentation/erfnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ESPNet](models/cv/semantic_segmentation/espnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [FastFCN](models/cv/semantic_segmentation/fastfcn/paddlepaddle) | PyTorch | ADE20K | 3.1.0 | +| [FastSCNN](models/cv/semantic_segmentation/fastscnn/pytorch) | PyTorch | COCO | 2.2.0 | +| [FCN](models/cv/semantic_segmentation/fcn/pytorch) | PyTorch | COCO | 2.2.0 | +| [FPENet](models/cv/semantic_segmentation/fpenet/pytorch) | PyTorch | COCO | 2.2.0 | +| [GCNet](models/cv/semantic_segmentation/gcnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | +| [HardNet](models/cv/semantic_segmentation/hardnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [ICNet](models/cv/semantic_segmentation/icnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [LedNet](models/cv/semantic_segmentation/lednet/pytorch) | PyTorch | COCO | 2.2.0 | +| [LinkNet](models/cv/semantic_segmentation/linknet/pytorch) | PyTorch | COCO | 2.2.0 | +| [Mask2Former](models/cv/semantic_segmentation/mask2former/pytorch) | PyTorch | Cityscapes | 3.1.0 | +| [MobileSeg](models/cv/semantic_segmentation/mobileseg/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | +| [OCNet](models/cv/semantic_segmentation/ocnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [OCRNet](models/cv/semantic_segmentation/ocrnet/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | +| [OCRNet](models/cv/semantic_segmentation/ocrnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | +| [PP-HumanSegV1](models/cv/semantic_segmentation/pp_humansegv1/paddlepaddle) | PaddlePaddle | PP-HumanSeg14K | 3.1.0 | +| [PP-HumanSegV2](models/cv/semantic_segmentation/pp_humansegv2/paddlepaddle) | PaddlePaddle | PP-HumanSeg14K | 3.1.0 | +| [PP-LiteSeg](models/cv/semantic_segmentation/pp_liteseg/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | +| [PSANet](models/cv/semantic_segmentation/psanet/pytorch) | PyTorch | COCO | 2.2.0 | +| [PSPNet](models/cv/semantic_segmentation/pspnet/pytorch) | PyTorch | Cityscapes | 2.2.0 | +| [RefineNet](models/cv/semantic_segmentation/refinenet/pytorch) | PyTorch | COCO | 2.2.0 | +| [SegNet](models/cv/semantic_segmentation/segnet/pytorch) | PyTorch | COCO | 2.2.0 | +| [STDC](models/cv/semantic_segmentation/stdc/paddlepaddle) | PaddlePaddle | Cityscapes | 3.1.0 | +| [STDC](models/cv/semantic_segmentation/stdc/pytorch) | PyTorch | Cityscapes | 3.0.0 | +| [UNet](models/cv/semantic_segmentation/unet/pytorch) | PyTorch | COCO | 2.2.0 | +| [UNet](models/cv/semantic_segmentation/unet/paddlepaddle) | PaddlePaddle | Cityscapes | 2.3.0 | +| [UNet++](models/cv/semantic_segmentation/unet++/pytorch) | PyTorch | DRIVE | 3.0.0 | +| [VNet](models/cv/semantic_segmentation/vnet/tensorflow) | TensorFlow | Hippocampus | 3.0.0 | #### Super Resolution -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------------|-----------|---------|-------| -| [basicVSR++](models/cv/super_resolution/basicvsr++/pytorch) | PyTorch | REDS | 2.2.0 | -| [basicVSR](models/cv/super_resolution/basicvsr/pytorch) | PyTorch | REDS | 2.2.0 | -| [ESRGAN](models/cv/super_resolution/esrgan/pytorch) | PyTorch | DIV2K | 2.2.0 | -| [LIIF](models/cv/super_resolution/liif/pytorch) | PyTorch | DIV2K | 2.2.0 | -| [RealBasicVSR](models/cv/super_resolution/real_basicvsr/pytorch) | PyTorch | REDS | 2.2.0 | -| [TTSR](models/cv/super_resolution/ttsr/pytorch) | PyTorch | CUFED | 2.2.0 | -| [TTVSR](models/cv/super_resolution/ttvsr/pytorch) | PyTorch | REDS | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------------|-----------|---------|-----------| +| [basicVSR++](models/cv/super_resolution/basicvsr++/pytorch) | PyTorch | REDS | 2.2.0 | +| [basicVSR](models/cv/super_resolution/basicvsr/pytorch) | PyTorch | REDS | 2.2.0 | +| [ESRGAN](models/cv/super_resolution/esrgan/pytorch) | PyTorch | DIV2K | 2.2.0 | +| [LIIF](models/cv/super_resolution/liif/pytorch) | PyTorch | DIV2K | 2.2.0 | +| [RealBasicVSR](models/cv/super_resolution/real_basicvsr/pytorch) | PyTorch | REDS | 2.2.0 | +| [TTSR](models/cv/super_resolution/ttsr/pytorch) | PyTorch | CUFED | 2.2.0 | +| [TTVSR](models/cv/super_resolution/ttvsr/pytorch) | PyTorch | REDS | 2.2.0 | #### Multi-Object Tracking -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------|--------------|-------------|-------| -| [ByteTrack](models/cv/multi_object_tracking/bytetrack/paddlepaddle) | PaddlePaddle | MOT17 | 3.1.0 | -| [DeepSORT](models/cv/multi_object_tracking/deep_sort/pytorch) | PyTorch | Market-1501 | 3.0.0 | -| [FairMOT](models/cv/multi_object_tracking/fairmot/pytorch) | PyTorch | MOT17 | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|---------------------------------------------------------------------|--------------|-------------|-----------| +| [ByteTrack](models/cv/multi_object_tracking/bytetrack/paddlepaddle) | PaddlePaddle | MOT17 | 3.1.0 | +| [DeepSORT](models/cv/multi_object_tracking/deep_sort/pytorch) | PyTorch | Market-1501 | 3.0.0 | +| [FairMOT](models/cv/multi_object_tracking/fairmot/pytorch) | PyTorch | MOT17 | 2.2.0 | ### Multimodal -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------------------------------------------|-----------|----------------|-----------| +| Model | Framework | Dataset | IXUCA SDK | +|----------------------------------------------------------------------------------------------------|-----------|----------------|-----------| | [BLIP](models/multimodal/vision-language_model/blip/pytorch) | PyTorch | COCO | 3.1.1 | | [CLIP](models/multimodal/contrastive_learning/clip/pytorch) | PyTorch | CIFAR100 | 2.2.0 | | [ControlNet](models/multimodal/diffusion_model/controlnet/pytorch) | PyTorch | Fill50K | 3.1.0 | @@ -402,112 +402,112 @@ individuals, healthcare, education, communication, energy, and more. #### Cloze Test -| Model | Framework | Dataset | IXUCA SDK | -|---------------------------------------------------------|-----------|-----------------------|-------| -| [GLM](models/nlp/cloze_test/glm/pytorch) | PyTorch | GLMForMultiTokenCloze | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------|-----------|-----------------------|-----------| +| [GLM](models/nlp/cloze_test/glm/pytorch) | PyTorch | GLMForMultiTokenCloze | 2.2.0 | #### Dialogue Generation -| Model | Framework | Dataset | IXUCA SDK | -|--------------------------------------------|-----------|---------|-------| -| [CPM](models/nlp/dialogue_generation/cpm/pytorch) | PyTorch | STC | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|---------------------------------------------------|-----------|---------|-----------| +| [CPM](models/nlp/dialogue_generation/cpm/pytorch) | PyTorch | STC | 2.2.0 | #### Language Modeling -| Model | Framework | Dataset | IXUCA SDK | -|------------------------------------------------------------------|-------------------|--------------------|-------| -| [BART](models/nlp/language_model/bart_fairseq/pytorch) | PyTorch (Fairseq) | RTE | 3.0.0 | -| [BERT NER](models/nlp/ner/bert/pytorch) | PyTorch | CoNLL-2003 | 3.0.0 | -| [BERT Pretraining](models/nlp/language_model/bert_sample/pytorch) | PyTorch | bert_mini | 4.3.0 | -| [BERT Pretraining](models/nlp/language_model/bert/pytorch) | PyTorch | MLCommon Wikipedia | 2.2.0 | -| [BERT Pretraining](models/nlp/language_model/bert/paddlepaddle) | PaddlePaddle | MNLI | 2.3.0 | -| [BERT Pretraining](models/nlp/language_model/bert/tensorflow) | TensorFlow | MNLI | 3.0.0 | -| [BERT Pretraining](models/nlp/language_model/bert/mindspore) | MindSpore | SQuAD | 3.0.0 | -| [BERT Text Classification](models/nlp/text_classification/bert/pytorch) | PyTorch | GLUE | 3.0.0 | -| [BERT Text Summerization](models/nlp/text_summarisation/bert/pytorch) | PyTorch | cnn_dailymail | 3.0.0 | -| [BERT Question Answering](models/nlp/question_answering/bert/pytorch) | PyTorch | SQuAD | 3.0.0 | -| [GPT2-Medium-EN](models/nlp/llm/gpt2-medium-en/paddlepaddle) | PaddlePaddle | SST-2 | 3.1.0 | -| [RoBERTa](models/nlp/language_model/roberta_fairseq/pytorch) | PyTorch (Fairseq) | RTE | 3.0.0 | -| [XLNet](models/nlp/language_model/xlnet/paddlepaddle) | PaddlePaddle | SST-2 | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-------------------------------------------------------------------------|-------------------|--------------------|-----------| +| [BART](models/nlp/language_model/bart_fairseq/pytorch) | PyTorch (Fairseq) | RTE | 3.0.0 | +| [BERT NER](models/nlp/ner/bert/pytorch) | PyTorch | CoNLL-2003 | 3.0.0 | +| [BERT Pretraining](models/nlp/language_model/bert_sample/pytorch) | PyTorch | bert_mini | 4.3.0 | +| [BERT Pretraining](models/nlp/language_model/bert/pytorch) | PyTorch | MLCommon Wikipedia | 2.2.0 | +| [BERT Pretraining](models/nlp/language_model/bert/paddlepaddle) | PaddlePaddle | MNLI | 2.3.0 | +| [BERT Pretraining](models/nlp/language_model/bert/tensorflow) | TensorFlow | MNLI | 3.0.0 | +| [BERT Pretraining](models/nlp/language_model/bert/mindspore) | MindSpore | SQuAD | 3.0.0 | +| [BERT Text Classification](models/nlp/text_classification/bert/pytorch) | PyTorch | GLUE | 3.0.0 | +| [BERT Text Summerization](models/nlp/text_summarisation/bert/pytorch) | PyTorch | cnn_dailymail | 3.0.0 | +| [BERT Question Answering](models/nlp/question_answering/bert/pytorch) | PyTorch | SQuAD | 3.0.0 | +| [GPT2-Medium-EN](models/nlp/llm/gpt2-medium-en/paddlepaddle) | PaddlePaddle | SST-2 | 3.1.0 | +| [RoBERTa](models/nlp/language_model/roberta_fairseq/pytorch) | PyTorch (Fairseq) | RTE | 3.0.0 | +| [XLNet](models/nlp/language_model/xlnet/paddlepaddle) | PaddlePaddle | SST-2 | 3.1.0 | #### Text Correction -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------|--------------|---------|-------| -| [ERNIE](models/nlp/text_correction/ernie/paddlepaddle) | PaddlePaddle | corpus | 2.3.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------|--------------|---------|-----------| +| [ERNIE](models/nlp/text_correction/ernie/paddlepaddle) | PaddlePaddle | corpus | 2.3.0 | #### Translation -| Model | Framework | Dataset | IXUCA SDK | -|----------------------------------------------------------------|-------------------|---------|-------| -| [Convolutional](models/nlp/translation/convolutional_fairseq/pytorch) | PyTorch (Fairseq) | WMT14 | 3.0.0 | -| [T5](models/nlp/translation/t5/pytorch) | PyTorch | WMT14 | 2.2.0 | -| [Transformer](models/nlp/translation/transformer/paddlepaddle) | PaddlePaddle | WMT14 | 2.3.0 | -| [Transformer](models/nlp/translation/transformer_fairseq/pytorch) | PyTorch (Fairseq) | IWSLT14 | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------------------|-------------------|---------|-----------| +| [Convolutional](models/nlp/translation/convolutional_fairseq/pytorch) | PyTorch (Fairseq) | WMT14 | 3.0.0 | +| [T5](models/nlp/translation/t5/pytorch) | PyTorch | WMT14 | 2.2.0 | +| [Transformer](models/nlp/translation/transformer/paddlepaddle) | PaddlePaddle | WMT14 | 2.3.0 | +| [Transformer](models/nlp/translation/transformer_fairseq/pytorch) | PyTorch (Fairseq) | IWSLT14 | 3.0.0 | ### Reinforcement Learning -| Model | Framework | Dataset | IXUCA SDK | -|--------------------------------------------------------------------|--------------|-------------|-------| -| [DQN](models/reinforcement_learning/q-learning-networks/dqn/paddlepaddle) | PaddlePaddle | CartPole-v0 | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|---------------------------------------------------------------------------|--------------|-------------|-----------| +| [DQN](models/reinforcement_learning/q-learning-networks/dqn/paddlepaddle) | PaddlePaddle | CartPole-v0 | 3.1.0 | ### Audio #### Speech Recognition -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------------------------------------------|-----------------|----------|-------| -| [Conformer](models/audio/speech_recognition/conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 2.2.0 | -| [Conformer](models/audio/speech_recognition/conformer/pytorch) | PyTorch | LibriSpeech | 4.3.0 | -| [Efficient Conformer v2](models/audio/speech_recognition/efficient_conformer_v2_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.1.0 | -| [PP-ASR-Conformer](models/audio/speech_recognition/conformer/paddlepaddle) | PaddlePaddle | AISHELL | 3.1.0 | -| [RNN-T](models/audio/speech_recognition/rnnt/pytorch) | PyTorch | LJSpeech | 2.2.0 | -| [Transformer](models/audio/speech_recognition/transformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | -| [U2++ Conformer](models/audio/speech_recognition/u2++_conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | -| [Unified Conformer](models/audio/speech_recognition/unified_conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------------------------------------------|-----------------|-------------|-----------| +| [Conformer](models/audio/speech_recognition/conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 2.2.0 | +| [Conformer](models/audio/speech_recognition/conformer/pytorch) | PyTorch | LibriSpeech | 4.3.0 | +| [Efficient Conformer v2](models/audio/speech_recognition/efficient_conformer_v2_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.1.0 | +| [PP-ASR-Conformer](models/audio/speech_recognition/conformer/paddlepaddle) | PaddlePaddle | AISHELL | 3.1.0 | +| [RNN-T](models/audio/speech_recognition/rnnt/pytorch) | PyTorch | LJSpeech | 2.2.0 | +| [Transformer](models/audio/speech_recognition/transformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | +| [U2++ Conformer](models/audio/speech_recognition/u2++_conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | +| [Unified Conformer](models/audio/speech_recognition/unified_conformer_wenet/pytorch) | PyTorch (WeNet) | AISHELL | 3.0.0 | #### Speech Synthesis -| Model | Framework | Dataset | IXUCA SDK | -|-----------------------------------------------------------------------|--------------|-------------|-------| -| [CosyVoice2-0.5B](models/audio/speech_synthesis/cosyvoice/pytorch) | DeepSpeed | openslr | 4.3.0 | -| [PP-TTS-FastSpeech2](models/audio/speech_synthesis/fastspeech2/paddlepaddle) | PaddlePaddle | CSMSC | 3.1.0 | -| [PP-TTS-HiFiGAN](models/audio/speech_synthesis/hifigan/paddlepaddle) | PaddlePaddle | CSMSC | 3.1.0 | -| [Tacotron2](models/audio/speech_synthesis/tacotron2/pytorch) | PyTorch | LJSpeech | 2.2.0 | -| [VQMIVC](models/audio/speech_synthesis/vqmivc/pytorch) | PyTorch | VCTK-Corpus | 2.2.0 | -| [WaveGlow](models/audio/speech_synthesis/waveglow/pytorch) | PyTorch | LJSpeech | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|------------------------------------------------------------------------------|--------------|-------------|-----------| +| [CosyVoice2-0.5B](models/audio/speech_synthesis/cosyvoice/pytorch) | DeepSpeed | openslr | 4.3.0 | +| [PP-TTS-FastSpeech2](models/audio/speech_synthesis/fastspeech2/paddlepaddle) | PaddlePaddle | CSMSC | 3.1.0 | +| [PP-TTS-HiFiGAN](models/audio/speech_synthesis/hifigan/paddlepaddle) | PaddlePaddle | CSMSC | 3.1.0 | +| [Tacotron2](models/audio/speech_synthesis/tacotron2/pytorch) | PyTorch | LJSpeech | 2.2.0 | +| [VQMIVC](models/audio/speech_synthesis/vqmivc/pytorch) | PyTorch | VCTK-Corpus | 2.2.0 | +| [WaveGlow](models/audio/speech_synthesis/waveglow/pytorch) | PyTorch | LJSpeech | 2.2.0 | ### Others #### Graph Machine Learning -| Model | Framework | Dataset | IXUCA SDK | -|----------------------------------------------------------------------|-----------|--------------------|-------| -| [Graph WaveNet](models/others/graph_machine_learning/graph_wavenet/pytorch) | PyTorch | METR-LA & PEMS-BAY | 2.2.0 | +| Model | Framework | Dataset | IXUCA SDK | +|-----------------------------------------------------------------------------|-----------|--------------------|-----------| +| [Graph WaveNet](models/others/graph_machine_learning/graph_wavenet/pytorch) | PyTorch | METR-LA & PEMS-BAY | 2.2.0 | #### Kolmogorov-Arnold Networks -| Model | Framework | Dataset | IXUCA SDK | -|------------------------------------------------------|-----------|---------|-------| -| [KAN](models/others/kolmogorov_arnold_networks/kan/pytorch) | PyTorch | - | 4.1.1 | +| Model | Framework | Dataset | IXUCA SDK | +|-------------------------------------------------------------|-----------|---------|-----------| +| [KAN](models/others/kolmogorov_arnold_networks/kan/pytorch) | PyTorch | - | 4.1.1 | #### Model Pruning -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------------------------|-----------|--------------|-------| -| [Network Slimming](models/others/model_pruning/network-slimming/pytorch) | PyTorch | CIFAR-10/100 | 3.0.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------------------------|-----------|--------------|-----------| +| [Network Slimming](models/others/model_pruning/network-slimming/pytorch) | PyTorch | CIFAR-10/100 | 3.0.0 | #### Recommendation Systems -| Model | Framework | Dataset | IXUCA SDK | -|-------------------------------------------------------------------|--------------|-----------------|-------| -| [DeepFM](models/others/recommendation_systems/deepfm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 2.3.0 | -| [DLRM](models/others/recommendation_systems/dlrm/pytorch) | PyTorch | Criteo_Terabyte | 2.2.0 | -| [DLRM](models/others/recommendation_systems/dlrm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | -| [FFM](models/others/recommendation_systems/ffm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | -| [NCF](models/others/recommendation_systems/ncf/pytorch) | PyTorch | movielens | 2.2.0 | -| [Wide&Deep](models/others/recommendation_systems/wide_deep/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 2.3.0 | -| [xDeepFM](models/others/recommendation_systems/xdeepfm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | +| Model | Framework | Dataset | IXUCA SDK | +|--------------------------------------------------------------------------|--------------|-----------------|-----------| +| [DeepFM](models/others/recommendation_systems/deepfm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 2.3.0 | +| [DLRM](models/others/recommendation_systems/dlrm/pytorch) | PyTorch | Criteo_Terabyte | 2.2.0 | +| [DLRM](models/others/recommendation_systems/dlrm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | +| [FFM](models/others/recommendation_systems/ffm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | +| [NCF](models/others/recommendation_systems/ncf/pytorch) | PyTorch | movielens | 2.2.0 | +| [Wide&Deep](models/others/recommendation_systems/wide_deep/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 2.3.0 | +| [xDeepFM](models/others/recommendation_systems/xdeepfm/paddlepaddle) | PaddlePaddle | Criteo_Terabyte | 3.1.0 | -------- -- Gitee From abf084efdbb35758a62585b465f18651dc5453a1 Mon Sep 17 00:00:00 2001 From: "mingjiang.li" Date: Thu, 18 Dec 2025 18:16:34 +0800 Subject: [PATCH 2/2] update ixuca version --- README.md | 16 ++++++++-------- README_en.md | 16 ++++++++-------- 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/README.md b/README.md index 3ee1e5cc3..4fdf7cae1 100644 --- a/README.md +++ b/README.md @@ -26,8 +26,8 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领 | [Bloom-7B1](models/nlp/llm/bloom-7b1/pytorch) | Firefly | school_math_0.25M | 3.4.0 | | [ChatGLM-6B](models/nlp/llm/chatglm-6b/pytorch) | DeepSpeed | ADGEN & chatglm-6b | 3.1.0 | | [ChatGLM2-6B SFT](models/nlp/llm/chatglm2-6b-sft/pytorch) | DeepSpeed | ADGEN & chatglm2-6b | 3.4.0 | -| [ChatGLM3-6B](models/nlp/llm/chatglm3-6b/pytorch) | DeepSpeed | ADGEN & chatglm3-6b | 4.1.1 | -| [DeepSeekMoE 7B](models/nlp/llm/deepseek_moe_7b/pytorch) | ColossalAI | deepseek-moe-16b-base | 4.1.1 | +| [ChatGLM3-6B](models/nlp/llm/chatglm3-6b/pytorch) | DeepSpeed | ADGEN & chatglm3-6b | 4.2.0 | +| [DeepSeekMoE 7B](models/nlp/llm/deepseek_moe_7b/pytorch) | ColossalAI | deepseek-moe-16b-base | 4.2.0 | | [DeepSeek-LLM-7B](models/nlp/llm/deepseek-llm-7b/verl) | verl | deepseek-llm-7b-chat | dev-only | | [GLM-4](models/nlp/llm/glm-4/pytorch) | Torchrun | glm-4-9b-chat | 4.2.0 | | [Gemma-2-2B-IT](models/nlp/llm/gemma-2-2b-it/verl) | verl | gemma-2-2b-it | dev-only | @@ -38,9 +38,9 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领 | [Llama2-7B SFT](models/nlp/llm/llama2-7b_sft/pytorch) | Megatron-DeepSpeed | GPT Small-117M | 3.1.1 | | [Llama2-13B](models/nlp/llm/llama2-13b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | | [Llama2-34B](models/nlp/llm/llama2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | -| [Llama3-8B](models/nlp/llm/llama3_8b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 4.1.1 | +| [Llama3-8B](models/nlp/llm/llama3_8b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 4.2.0 | | [Llama3-8B](models/nlp/llm/llama3_8b/megatron-lm) | Megatron-LM | GPT Small-117M | 4.3.0 | -| [Llama3-8B SFT](models/nlp/llm/llama3_8b_sft/pytorch) | ColossalAI | school_math_0.25M | 4.1.1 | +| [Llama3-8B SFT](models/nlp/llm/llama3_8b_sft/pytorch) | ColossalAI | school_math_0.25M | 4.2.0 | | [Llama3-8B SFT](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Meta-Llama-3-8B | 4.3.0 | | [Llama3-8B PPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | | [Llama3-8B DPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | @@ -53,14 +53,14 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领 | [Llama3-8B SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | | [Mamba-2](models/nlp/llm/mamba-2/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | | [MiniCPM](models/nlp/llm/minicpm/pytorch) | DeepSpeed | MiniCPM-2B-sft-bf16 | 4.2.0 | -| [Mixtral 8x7B](models/nlp/llm/mixtral/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | +| [Mixtral 8x7B](models/nlp/llm/mixtral/pytorch) | Megatron-LM | GPT Small-117M | 4.2.0 | | [Mixtral 8x7B](models/nlp/llm/mixtral/openrlhf) | OpenRLHF | Mixtral-8x7B-v0.1 | 4.3.0 | | [Phi-3](models/nlp/llm/phi-3/pytorch) | Torchrun | Phi-3-mini-4k-instruct | 4.2.0 | | [QWen-7B](models/nlp/llm/qwen-7b/pytorch) | Firefly | qwen-7b | 3.4.0 | -| [QWen1.5-7B](models/nlp/llm/qwen1.5-7b/pytorch) | Firefly | school_math | 4.1.1 | -| [QWen1.5-14B](models/nlp/llm/qwen1.5-14b/pytorch) | Firefly | school_math | 4.1.1 | +| [QWen1.5-7B](models/nlp/llm/qwen1.5-7b/pytorch) | Firefly | school_math | 4.2.0 | +| [QWen1.5-14B](models/nlp/llm/qwen1.5-14b/pytorch) | Firefly | school_math | 4.2.0 | | [Qwen2-7B](models/nlp/llm/qwen2-7b/verl) | verl | qwen2-7b | dev-only | -| [Qwen2.5-7B SFT](models/nlp/llm/qwen2.5-7b/pytorch) | LLaMA-Factory | qwen2.5-7b | 4.1.1 | +| [Qwen2.5-7B SFT](models/nlp/llm/qwen2.5-7b/pytorch) | LLaMA-Factory | qwen2.5-7b | 4.2.0 | | [Qwen2.5-1.5B verl](models/nlp/llm/qwen2.5-1.5b/verl) | verl | qwen2.5-1.5b | 4.2.0 | | [Qwen2.5-7B verl](models/nlp/llm/qwen2.5-7b/verl) | verl | qwen2.5-7b | 4.2.0 | | [Qwen2.5-3B](models/nlp/llm/qwen2.5-3b/pytorch) | ColossalAI | qwen2.5-3b | 4.3.0 | diff --git a/README_en.md b/README_en.md index f7ed77d02..6048f4e3b 100644 --- a/README_en.md +++ b/README_en.md @@ -28,8 +28,8 @@ individuals, healthcare, education, communication, energy, and more. | [Bloom-7B1](models/nlp/llm/bloom-7b1/pytorch) | Firefly | school_math_0.25M | 3.4.0 | | [ChatGLM-6B](models/nlp/llm/chatglm-6b/pytorch) | DeepSpeed | ADGEN & chatglm-6b | 3.1.0 | | [ChatGLM2-6B SFT](models/nlp/llm/chatglm2-6b-sft/pytorch) | DeepSpeed | ADGEN & chatglm2-6b | 3.4.0 | -| [ChatGLM3-6B](models/nlp/llm/chatglm3-6b/pytorch) | DeepSpeed | ADGEN & chatglm3-6b | 4.1.1 | -| [DeepSeekMoE 7B](models/nlp/llm/deepseek_moe_7b/pytorch) | ColossalAI | deepseek-moe-16b-base | 4.1.1 | +| [ChatGLM3-6B](models/nlp/llm/chatglm3-6b/pytorch) | DeepSpeed | ADGEN & chatglm3-6b | 4.2.0 | +| [DeepSeekMoE 7B](models/nlp/llm/deepseek_moe_7b/pytorch) | ColossalAI | deepseek-moe-16b-base | 4.2.0 | | [DeepSeek-LLM-7B](models/nlp/llm/deepseek-llm-7b/verl) | verl | deepseek-llm-7b-chat | dev-only | | [GLM-4](models/nlp/llm/glm-4/pytorch) | Torchrun | glm-4-9b-chat | 4.2.0 | | [Gemma-2-2B-IT](models/nlp/llm/gemma-2-2b-it/verl) | verl | gemma-2-2b-it | dev-only | @@ -40,9 +40,9 @@ individuals, healthcare, education, communication, energy, and more. | [Llama2-7B SFT](models/nlp/llm/llama2-7b_sft/pytorch) | Megatron-DeepSpeed | GPT Small-117M | 3.1.1 | | [Llama2-13B](models/nlp/llm/llama2-13b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | | [Llama2-34B](models/nlp/llm/llama2-34b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 3.4.0 | -| [Llama3-8B](models/nlp/llm/llama3_8b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 4.1.1 | +| [Llama3-8B](models/nlp/llm/llama3_8b/pytorch) | Megatron-DeepSpeed | Bookcorpus | 4.2.0 | | [Llama3-8B](models/nlp/llm/llama3_8b/megatron-lm) | Megatron-LM | GPT Small-117M | 4.3.0 | -| [Llama3-8B SFT](models/nlp/llm/llama3_8b_sft/pytorch) | ColossalAI | school_math_0.25M | 4.1.1 | +| [Llama3-8B SFT](models/nlp/llm/llama3_8b_sft/pytorch) | ColossalAI | school_math_0.25M | 4.2.0 | | [Llama3-8B SFT](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Meta-Llama-3-8B | 4.3.0 | | [Llama3-8B PPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | | [Llama3-8B DPO](models/nlp/llm/llama3_8b/openrlhf) | OpenRLHF | Llama-3-8b-sft-mixture | 4.2.0 | @@ -55,14 +55,14 @@ individuals, healthcare, education, communication, energy, and more. | [Llama3-8B SFT](models/nlp/llm/llama3_8b/llamafactory) | LLaMA-Factory | Meta-Llama-3-8B-Instruct | 4.3.0 | | [Mamba-2](models/nlp/llm/mamba-2/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | | [MiniCPM](models/nlp/llm/minicpm/pytorch) | DeepSpeed | MiniCPM-2B-sft-bf16 | 4.2.0 | -| [Mixtral 8x7B](models/nlp/llm/mixtral/pytorch) | Megatron-LM | GPT Small-117M | 4.1.1 | +| [Mixtral 8x7B](models/nlp/llm/mixtral/pytorch) | Megatron-LM | GPT Small-117M | 4.2.0 | | [Mixtral 8x7B](models/nlp/llm/mixtral/openrlhf) | OpenRLHF | Mixtral-8x7B-v0.1 | 4.3.0 | | [Phi-3](models/nlp/llm/phi-3/pytorch) | Torchrun | Phi-3-mini-4k-instruct | 4.2.0 | | [QWen-7B](models/nlp/llm/qwen-7b/pytorch) | Firefly | qwen-7b | 3.4.0 | -| [QWen1.5-7B](models/nlp/llm/qwen1.5-7b/pytorch) | Firefly | school_math | 4.1.1 | -| [QWen1.5-14B](models/nlp/llm/qwen1.5-14b/pytorch) | Firefly | school_math | 4.1.1 | +| [QWen1.5-7B](models/nlp/llm/qwen1.5-7b/pytorch) | Firefly | school_math | 4.2.0 | +| [QWen1.5-14B](models/nlp/llm/qwen1.5-14b/pytorch) | Firefly | school_math | 4.2.0 | | [Qwen2-7B](models/nlp/llm/qwen2-7b/verl) | verl | qwen2-7b | dev-only | -| [Qwen2.5-7B SFT](models/nlp/llm/qwen2.5-7b/pytorch) | LLaMA-Factory | qwen2.5-7b | 4.1.1 | +| [Qwen2.5-7B SFT](models/nlp/llm/qwen2.5-7b/pytorch) | LLaMA-Factory | qwen2.5-7b | 4.2.0 | | [Qwen2.5-1.5B verl](models/nlp/llm/qwen2.5-1.5b/verl) | verl | qwen2.5-1.5b | 4.2.0 | | [Qwen2.5-7B verl](models/nlp/llm/qwen2.5-7b/verl) | verl | qwen2.5-7b | 4.2.0 | | [Qwen2.5-3B](models/nlp/llm/qwen2.5-3b/pytorch) | ColossalAI | qwen2.5-3b | 4.3.0 | -- Gitee