Mindnlp

4. 量化算法支持：香橙派支持Smooth Quant，GPU支持bitsandbytes int8量化
5. Sentence transformer支持：可以开心的搞RAG啦
6. 动态图性能优化：昇腾硬件下动态图推理速度达到Pytorch+GPU同水平（Llama实测性能85ms/token）
7. 真正的动静统一：通过mindspore.jit一行切换图模式，完全使用huggingface code style，既保证易用性，又能快速提升性能。昇腾硬件下Llama实测性能为动态图2倍(45ms/token)，与mindspore其他静态图based套件性能完全一致。
8. 海量LLM应用更新：包括文本信息抽取、聊天机器人、语音识别、ChatPDF、音乐生成、代码生成、声音克隆等等，伴随着模型支持度的提高，更多好玩的应用等你来开发！

欢迎大家使用、提Issue和Star一下~

安装方法：
bash
pip install mindnlp

代码仓：
https://github.com/mindspore-lab/mindnlp

PS：获取昇腾算力的几个途径：
- 参加MindSpore社区实习和社区活动，免费领取华为云代金券：https://gitee.com/mindspore/community/issues/IAUJE8
- 使用启智社区免费算力：https://www.openi.org.cn/

2. 全平台支持：全面支持昇腾910A、910B、310B(香橙派)、GPU、CPU。（PS：目前香橙派唯一可用的AI开发套件）

What's Changed
* add musicgen gradio demo by lvyufeng in https://github.com/mindspore-lab/mindnlp/pull/1066
* Peft lokr support by ultranationalism in https://github.com/mindspore-lab/mindnlp/pull/1067
* use mkdocs to generate documentation by lvyufeng in https://github.com/mindspore-lab/mindnlp/pull/1070
* Add tutorial quick start by hubosynapse in https://github.com/mindspore-lab/mindnlp/pull/1069
* fix precision error of flash_attn kernel in some case by hypertseng in https://github.com/mindspore-lab/mindnlp/pull/1072
* support prompt_tuning by lvyufeng in https://github.com/mindspore-lab/mindnlp/pull/1073
* add peft integration by lvyufeng in https://github.com/mindspore-lab/mindnlp/pull/1076
* implement cogvlm model and demo by antigone660 in https://github.com/mindspore-lab/mindnlp/pull/1075
* fix pipeline base error by lvyufeng in https://github.com/mindspore-lab/mindnlp/pull/1077
* peft module documentation completion by ultranationalism in https://github.com/mindspore-lab/mindnlp/pull/1078
* Add MindNLP Starcoder vscode demo by xing-yiren in https://github.com/mindspore-lab/mindnlp/pull/1079
* fix starcoder example by lvyufeng in https://github.com/mindspore-lab/mindnlp/pull/1080
* update docs by lvyufeng in https://github.com/mindspore-lab/mindnlp/pull/1084

New Contributors
* ultranationalism made their first contribution in https://github.com/mindspore-lab/mindnlp/pull/1067
* antigone660 made their first contribution in https://github.com/mindspore-lab/mindnlp/pull/1075
* xing-yiren made their first contribution in https://github.com/mindspore-lab/mindnlp/pull/1079

**Full Changelog**: https://github.com/mindspore-lab/mindnlp/compare/v0.3.0...v0.3.1

What's Changed
* add new Trainer like hf-transformers
* Add timesformer, MPNet, pegasus, segformer, sam, llama3, MPT,
olmo, llava_next, llava, vipllava, convnext, cvt, resnet, van, openelm, phi3
* support flash_attn_v2, flash_attn_bwd
* peft module support ia3, adalora
* support resume download
* add gsm8k cot prompt example

New Contributors
* Brain100destruction made their first contribution in https://github.com/mindspore-lab/mindnlp/pull/1038
* wjy4399 made their first contribution in https://github.com/mindspore-lab/mindnlp/pull/1042
* zhouyifeng888 made their first contribution in https://github.com/mindspore-lab/mindnlp/pull/1047

**Full Changelog**: https://github.com/mindspore-lab/mindnlp/compare/v0.2.4...v0.3.0