From 64883b1757abc5710034c1b658d99501789b6c90 Mon Sep 17 00:00:00 2001 From: eziohzy Date: Wed, 1 Nov 2023 19:14:18 +0800 Subject: [PATCH 1/4] =?UTF-8?q?=E9=92=88=E5=AF=B9=E7=94=A8=E6=88=B7?= =?UTF-8?q?=E6=8A=95=E8=AF=89=E9=97=AE=E9=A2=98=EF=BC=8C=20=E6=9B=B4?= =?UTF-8?q?=E6=96=B0readme=20=E6=9B=B4=E6=96=B0modeling=EF=BC=8C=20?= =?UTF-8?q?=E6=94=AF=E6=8C=81fa=EF=BC=9B=20=E5=8F=96=E6=B6=88NPU=5FROTARY;?= =?UTF-8?q?=20=E4=BF=AE=E5=A4=8Dtrain.sh=E8=BF=90=E8=A1=8C=E9=97=AE?= =?UTF-8?q?=E9=A2=98=20=E5=A2=9E=E5=8A=A0=E7=A1=AE=E5=AE=9A=E6=80=A7?= =?UTF-8?q?=E8=AE=A1=E7=AE=97?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../built-in/foundation/ChatGLM2-6B/README.md | 361 +++++++++--------- .../ChatGLM2-6B/model/modeling_chatglm.py | 183 ++++----- .../ptuning/main_without_tokenizer.py | 1 + .../foundation/ChatGLM2-6B/ptuning/train.sh | 4 +- 4 files changed, 260 insertions(+), 289 deletions(-) diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/README.md b/PyTorch/built-in/foundation/ChatGLM2-6B/README.md index edcec6a76d..0e9d447d05 100644 --- a/PyTorch/built-in/foundation/ChatGLM2-6B/README.md +++ b/PyTorch/built-in/foundation/ChatGLM2-6B/README.md @@ -1,231 +1,190 @@ -# ChatGLM2-6B for PyTorch +# Contents -- [概述](概述.md) -- [准备训练环境](准备训练环境.md) -- [开始训练](开始训练.md) -- [训练结果展示](训练结果展示.md) -- [版本说明](版本说明.md) +- [ChatGLM2-6B](#contents) + + - [Training](#pre-training) + - [Script](#script) + - [Performance](#performance) + - [Machine performance](#machine-performance) + - [Accuracy of the loss](#accuracy-of-the-loss) + - [FAQ](#FAQ) + + +# ChatGLM2-6B +## Training -# 概述 +Here's a hardware summary of pre-training ChatGLM2-6B: -## 简述 +| Hardware | Value | +| :------: | :-------------: | +| NPU | 8 x Ascend NPUs | -ChatGLM**2**-6B 是开源中英双语对话模型 [ChatGLM-6B](https://github.com/THUDM/ChatGLM-6B) 的第二代版本,在保留了初代模型对话流畅、部署门槛较低等众多优秀特性的基础之上,ChatGLM**2**-6B 引入了如下新特性: +Here's a software summary of pre-training ChatGLM2-6B: -1. **更强大的性能**:基于 ChatGLM 初代模型的开发经验,我们全面升级了 ChatGLM2-6B 的基座模型。ChatGLM2-6B 使用了 [GLM](https://github.com/THUDM/GLM) 的混合目标函数,经过了 1.4T 中英标识符的预训练与人类偏好对齐训练,[评测结果](https://github.com/THUDM/ChatGLM2-6B/tree/main#评测结果)显示,相比于初代模型,ChatGLM2-6B 在 MMLU(+23%)、CEval(+33%)、GSM8K(+571%) 、BBH(+60%)等数据集上的性能取得了大幅度的提升,在同尺寸开源模型中具有较强的竞争力。 -2. **更长的上下文**:基于 [FlashAttention](https://github.com/HazyResearch/flash-attention) 技术,我们将基座模型的上下文长度(Context Length)由 ChatGLM-6B 的 2K 扩展到了 32K,并在对话阶段使用 8K 的上下文长度训练。对于更长的上下文,我们发布了 [ChatGLM2-6B-32K](https://huggingface.co/THUDM/chatglm2-6b-32k) 模型。[LongBench](https://github.com/THUDM/LongBench) 的测评结果表明,在等量级的开源模型中,ChatGLM2-6B-32K 有着较为明显的竞争优势。 -3. **更高效的推理**:基于 [Multi-Query Attention](http://arxiv.org/abs/1911.02150) 技术,ChatGLM2-6B 有更高效的推理速度和更低的显存占用:在官方的模型实现下,推理速度相比初代提升了 42%,INT4 量化下,6G 显存支持的对话长度由 1K 提升到了 8K。 -4. **更开放的协议**:ChatGLM2-6B 权重对学术研究**完全开放**,在填写[问卷](https://open.bigmodel.cn/mla/form)进行登记后**亦允许免费商业使用**。 -- 参考实现: +| Software | Version | link | +| :-----------------------: | :--------------------------------------: | :----------------------------------------------------------: | +| Python | 3.7.16 | - | +| driver | 23.0.RC3.B050 | [link](https://support.huawei.com/enterprise/zh/ascend-computing/ascend-hdk-pid-252764743/software/261159045?idAbsPath=fixnode01%7C23710424%7C251366513%7C22892968%7C252764743) | +| firmware | 7.0.t8.0.b214 | [link](https://support.huawei.com/enterprise/zh/ascend-computing/ascend-hdk-pid-252764743/software/261159045?idAbsPath=fixnode01%7C23710424%7C251366513%7C22892968%7C252764743) | +| CANN | Ascend-cann-toolkit_7.0.RC1.1_linux | [link](https://support.huawei.com/carriersoftwareapply/softwareApp?nid=PSW2001680585&pbi=PBI1-261422362&swlang=zh&supPbi=PBI1-251168373&path=PBI1-21430725/PBI1-21430756/PBI1-22892969/PBI1-23710427/PBI1-251168373) | +| binary arithmetic package | Ascend-cann-kernels-910b_7.0.RC1.1_linux | [link](https://support.huawei.com/carriersoftwareapply/softwareApp?nid=PSW2001680596&pbi=PBI1-261422362&swlang=zh&supPbi=PBI1-251168373&path=PBI1-21430725/PBI1-21430756/PBI1-22892969/PBI1-23710427/PBI1-251168373) | +| torch | 1.11.0 | [link](https://pytorch-package.obs.cn-north-4.myhuaweicloud.com/pta/Daily/v1.11.0/20230915.2/pytorch_v1.11.0_py37.tar.gz) | +| torch_npu | 1.11.0.post5 | [link](https://gitee.com/ascend/pytorch/archive/refs/tags/v5.0.rc3.1-pytorch1.11.0.tar.gz) | - ``` - url=https://github.com/THUDM/ChatGLM2-6B - commit_id=877ef10d85c93ddfcfe945fcdc764393a52541b8 - url=https://huggingface.co/THUDM/chatglm2-6b/tree/v1.0 - commit_id=0ade0d38ac00258ae09450696315c2ff0b1faf12 - ``` - -- 适配昇腾 AI 处理器的实现: - - ``` - url=https://gitee.com/ascend/ModelZoo-PyTorch.git - code_path=PyTorch/built-in/foundation - ``` - - -# 准备训练环境 - -## 准备环境 - -默认配置需要每张卡有60G以上空闲内存。 - -- 当前模型支持的 PyTorch 版本和已知三方库依赖如下表所示。 - **表 1** 版本支持表 +### Script - | Torch_Version | 三方库依赖版本 | - |:--------------:| :----------------------------------------------------------: | - | PyTorch 1.11 | deepspeed 0.9.2 | - -- 环境准备指导。 +1. Clone the repository to your local server: +```shell +git clone https://gitee.com/ascend/ModelZoo-PyTorch.git +cd ModelZoo-PyTorch/PyTorch/built-in/foundation/ChatGLM2-6B - 请参考《[Pytorch框架训练环境准备](https://www.hiascend.com/document/detail/zh/ModelZoo/pytorchframework/ptes)》。 +``` -- 安装依赖。 +2. Build environment - 1. 安装基础依赖 +```bash +# python3.7 +conda create -n test python=3.7 +conda activate test - 在模型源码包根目录下执行命令,安装模型对应PyTorch版本需要的依赖。 - ``` - pip install -r requirements.txt # PyTorch1.11版本 - ``` +# install torch and torch_npu +pip install torch-1.11.0-cp37-cp37m-manylinux2014_aarch64.whl +pip install torch_npu-1.11.0.post4_XXXXXX-cp37-cp37m-linux_aarch64.whl +pip install apex-0.1_ascend_XXXXXX-cp37-cp37m-linux_aarch64.whl - 2. 安装deepspeed_npu插件 +# install deepspeed and deepspeed_npu +pip install deepspeed==0.9.2 +git clone https://gitee.com/ascend/DeepSpeed.git -b v0.9.2 deepspeed_npu +cd deepspeed_npu +pip3 install -e ./ +cd .. - ``` - # v0.9.2分支 - pip3 install deepspeed==0.9.2 - git clone https://gitee.com/ascend/DeepSpeed.git -b v0.9.2 deepspeed_npu - cd deepspeed_npu - git checkout 5c7c89930f0b70ea586d5db63f8e66477d5d9d9f - pip3 install . - ``` - - 3. 替换transformers依赖文件 - ``` - # 自动替换无法替换三方库中的文件。 - pip show transformers - # 获取transformers的Location路径 - # 使用fix文件夹下的tranining_args.py替换路径下transformers/tranining_args.py - ``` +# install other packages +pip install -r requirements.txt -## 准备数据集 +# 使用fix文件夹下的tranining_args.py替换路径下transformers/tranining_args.py +# cp fix/utils.py /root/miniconda3/envs/conda环境名/lib/python3.7/site-packages/transformers/generation/ +``` +3. Prepare pretrained weights + 1)Download the ChatGLM2-6B checkpoint from [here]([THUDM/chatglm2-6b at v1.0 (huggingface.co)](https://huggingface.co/THUDM/chatglm2-6b/tree/v1.0)) ; After downloading, place it in the "model" directory . -1. 获取数据集。 + 2)Please Do NOT overwrite modeling_chatglm.py - ADGEN 数据集任务为根据输入(content)生成一段广告词(summary)。 + The "model" directory is as follows - 从 [Google Drive](https://drive.google.com/file/d/13_vf0xRTQsyneRKdD1bZIr93vBGOczrk/view?usp=sharing) 或者 [Tsinghua Cloud](https://cloud.tsinghua.edu.cn/f/b3f119a008264b1cabd1/?dl=1) 下载处理好的 ADGEN 数据集,将解压后的 `AdvertiseGen` 目录放到ptuning目录下。 - 数据集参考目录如下 - ``` - ├── AdvertiseGen - ├──train.json - ├──dev.json - ``` -2. 预处理数据集。 -为了方便启动训练后,不用再每次重复加载处理数据集,故提前进行处理。也可以下载提前处理好的[数据集](https://pan.baidu.com/s/1hA9yfqJkKi1Ae5FB-AkJcQq),提取码7s5i ```shell -bash preprocess.sh + ├── model + ├──config.json + ├──configuration_chatglm.py + ├──ice_text.model + ├──pytorch_model-00001-of-00007.bin + ├──pytorch_model-00002-of-00007.bin + ├──pytorch_model-00003-of-00007.bin + ├──pytorch_model-00004-of-00007.bin + ├──pytorch_model-00005-of-00007.bin + ├──pytorch_model-00006-of-00007.bin + ├──pytorch_model-00007-of-00007.bin + ├──pytorch_model.bin.index.json + ├──quantization.py + ├──test_modeling_chatglm.py + ├──tokenization_chatglm.py + ├──tokenizer_config.json + ├──tokenizer.model + ├──modeling_chatglm.py ``` -处理好的数据集位于同目录下的train_datasets文件夹下,参考目录如下 -``` - ├── train_datasets - ├──data-00000-of-00008.arrow - ├──data-00001-of-00008.arrow - ├──data-00002-of-00008.arrow - ├──data-00003-of-00008.arrow - ├──data-00004-of-00008.arrow - ├──data-00005-of-00008.arrow - ├──data-00006-of-00008.arrow - ├──data-00007-of-00008.arrow - ├──dataset_info.json - ├──state.json -``` - -## 准备模型权重 +4. Prepare dataset -1. 获取语言识别模型和预训练权重 +1).Download the ChatGLM2-6B datasets from [here](https://drive.google.com/file/d/13_vf0xRTQsyneRKdD1bZIr93vBGOczrk/view?usp=sharing) ;Place the decompressed `AdvertiseGen` in the "ptuning" directory. +The data set is as follows: - 用户从[链接](https://huggingface.co/THUDM/chatglm2-6b/tree/v1.0)自行获取模型文件(除了modeling_chatglm.py)和权重文件(pytorch_model-0000*-of-00007.bin -),并放于model目录下,微调依赖该模型权重。 - model参考目录如下 - - ``` - ├── model - ├──config.json - ├──configuration_chatglm.py - ├──ice_text.model - ├──pytorch_model-00001-of-00007.bin - ├──pytorch_model-00002-of-00007.bin - ├──pytorch_model-00003-of-00007.bin - ├──pytorch_model-00004-of-00007.bin - ├──pytorch_model-00005-of-00007.bin - ├──pytorch_model-00006-of-00007.bin - ├──pytorch_model-00007-of-00007.bin - ├──pytorch_model.bin.index.json - ├──quantization.py - ├──test_modeling_chatglm.py - ├──tokenization_chatglm.py - ├──tokenizer_config.json - ``` +``` +├── AdvertiseGen + ├──train.json + ├──dev.json +``` -- 替换modeling_chatglm.py文件 +2)Config ChatGLM2-6B Process script : ptuning/preprocess.sh - ``` - - # 使用fix文件夹下的modeling_chatglm.py替换到您下载的model目录下 - ``` +```shell +# modify the script according to your own ascend-toolkit path +source env_npu.sh +# for preprocess training datasets +--do_train \ +--max_source_length 4096 \ #for example +--max_target_length 4096 \ +``` +```shell +# for preprocess predict datasets +--do_predict \ +--max_source_length 256 \ +--max_target_length 256 +``` +3).Process datasets -## +```shell + # process datasets + bash preprocess.sh +``` -# 开始训练 -## 训练模型 +5. Config ChatGLM2-6B training script : ptuning/ds_train_fintune.sh -1. 进入解压后的源码包根目录。 +```shell +# modify the script according to your own ascend-toolkit path +source env_npu.sh - ``` - cd /${模型文件夹名称}/ptuning - ``` - 修改ptuning目录下的env_npu.sh,修改引用的环境变量位置。 +# modify script according to your own needs +--model_name_or_path ../model/ \ #model path +--max_source_length 4096 \ +--max_target_length 4096 \ #should align with the processed dataset +``` -2. 运行训练脚本。 +6. Launch ChatGLM2-6B training script :ptuning/ds_train_fintune.sh 该模型P-Tuning v2支持单机单卡,全参数fintune支持单机8卡。 - - P-Tuning v2 - - 启动P-Tuning v2。 - - ``` - bash train.sh - ``` - - - 全参数finetune - - 启动8卡微调。 - 可以用deepspeed.json配置deepspeed参数,目前默认使用zero2 - - ``` - bash ds_train_fintune.sh - ``` +- 全参数finetune, 启动8卡微调。 - 模型训练参数说明如下。 +```shell +bash ds_train_fintune.sh +``` - ``` - 公共参数: - --max_source_length //处理后句子长度 - --max_target_length //目标数据长度 - --per_device_train_batch_size //每卡训练批次大小 - --gradient_accumulation_steps //梯度更新步数 - --max_steps //最大训练步数 - --logging_steps //打印信息步数 - --save_steps //保存参数步数 - --learning_rate //学习率 - ``` - 训练完成后,权重文件保存在当前路径下,并输出模型训练相关信息。 +- P-Tuning v2 -## 验证模型 + 启动P-Tuning v2。 -1. 全参数finetune验证 + ``` + bash train.sh + ``` +7. 全参数finetune验证 运行以下命令 + ``` cd /${模型文件夹名称}/ptuning bash evaluate_fintune.sh - ``` - 生成结果在屏幕上显示 + ``` -# 训练结果展示 +### Performance -**表 1** 训练结果展示表 +#### Machine performance +The performance of ChatGLM2-6B in **Ascend NPU** and **Reference**: -| NAME | SamplesPerSec | Iterations | DataType | Torch_Version | Card | -|:-------------:|:-------------:|:-:|:-:|:-:|:----:| -| Finetune -NPU | (待补充) | (待补充) | fp16 | 1.11 | 910 | -| Finetune -GPU | (待补充) | (待补充) | fp16 | 1.11 | A800 | +| Device | Model | total Iterations | throughput rate (samples/s/p) | throughput rate (tokens/s/p) | single-step time (s/step) | floating point operation (TFLOPs/s) | +| --------- | ----------- | ---------------- | ----------------------------- | ---------------------------- | ------------------------- | ----------------------------------- | +| NPUs | ChatGLM2-6B | 1000 | 待补充 | 1927 | 4.25 | 待补充 | +| Reference | ChatGLM2-6B | 1000 | 待补充 | 1820 | 4.5 | 待补充 | -说明:P-Tuning 仅打通功能,无性能优化。 - -**表 2** 评估结果展示表 +评估结果展示表 | 评估项 | NPU | GPU | | :-----: | :-----: | :-----: | @@ -236,15 +195,18 @@ bash preprocess.sh 说明:该结果是step=1000的验证结果。 -# 版本说明 +#### Accuracy of the loss + +NPU vs Reference loss. -## 变更 +The NPU runs smoothly, the resource usage is stable, no errors are reported in the middle of the process, the Loss is on a decreasing trend, and the convergence speed is as expected. The relative error of the average loss is less than 2%. The precision meets the requirements. -2023.9.1:首次发布。 +![NPU-LOSS](./images/ChatGLM2-6B_loss_compare.png) ## FAQ 1. 报错提示deepspeed.py需要版本大于等于0.6.5 + ``` # 关闭版本检测(如安装0.9.2版本无需此操作) # 若遇到该报错 @@ -258,25 +220,62 @@ bash preprocess.sh ``` 删除root下的cache目录,重新运行 ``` -4. 单卡阶段报embedding_dense_grad算子错误 + +3. 单卡阶段报embedding_dense_grad算子错误 + ``` enbedding当前版本,不支持动静合一,静态有部分shape不支持,新版本已修复 # 若遇到该报错 修改main.py文件 torch.npu.set_compile_mode(jit_compile=False) ``` -5. 提示so文件错误 + +4. 提示so文件错误 + ``` 提示so文件找不到 # 若遇到该报错 全局搜索so的位置,然后导入环境变量 export LD_LIBRARY_PATH=/usr/:$LD_LIBRARY_PATH ``` -6. eval提示scaledsoftmax报错 - ``` + +5. eval提示scaledsoftmax报错 + + ``` 算子shape泛化性还有问题 # 若遇到该报错 搜索output文件夹生成的modeling_chatglm.py文件, self.scale_mask_softmax 设置为false ``` +``` +* 规避推理错误: + +`cp fix/utils.py /root/miniconda3/envs/conda环境名/lib/python3.7/site-packages/transformers/generation/` +``` + +1. 微调时出现AttributeError或RuntimeError + + module 'torch_npu' has no attribute 'npu_rotary_mul' 或 + + RuntimeError:Error!, The last dimension of input tensor shoule be within the range of [32,2048] and be divisible by32 + + ``` + 修改modeling_chatglm.py文件: + USE_NPU_ROTARY=False + USE_SCALED_SOFTMAX=False + ``` + + PS: 设置为True能提高性能 + +2. 如果cann不支持flash_attention + + 报错提示为module 'torch_npu' has no attribute 'npu_flash_attention' + +``` +修改modeling_chatglm.py文件: +USE_FLASH=False +``` + +​ PS: 设置为True能提高性能 + diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py b/PyTorch/built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py index 6986de9b58..e8cbeaee51 100644 --- a/PyTorch/built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py +++ b/PyTorch/built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py @@ -43,7 +43,9 @@ from transformers.generation.utils import LogitsProcessorList, StoppingCriteriaL from .configuration_chatglm import ChatGLMConfig # flags required to enable jit fusion kernels -USE_NPU_ROTARY=True + +USE_FLASH = True +USE_SCALED_SOFTMAX = False if sys.platform != 'darwin': torch._C._jit_set_profiling_mode(False) torch._C._jit_set_profiling_executor(False) @@ -174,40 +176,6 @@ class RotaryEmbedding(nn.Module): ) -@torch.jit.script -def apply_rotary_pos_emb_(x: torch.Tensor, rope_cache: torch.Tensor) -> torch.Tensor: - # x: [sq, b, np, hn] - # Tag:q, k: [sq, b, np, hn], hn=128 - sq, b, np, hn = x.size(0), x.size(1), x.size(2), x.size(3) - cos, sin, q, x_pass = get_x_cos_sin_(rope_cache, sq, x) - x_out2 = torch_npu.npu_rotary_mul(q, cos, sin) - x_out2 = x_out2.flatten(3) - return torch.cat((x_out2, x_pass), dim=-1) - - -def get_x_cos_sin(rope_cache, sq, x): - # torch.Size([2048, 4, 1, 64, 2]) - rot_dim = rope_cache.shape[-2] * 2 - x, x_pass = x[..., :rot_dim], x[..., rot_dim:] - # truncate to support variable sizes - rope_cache = rope_cache[:sq] - # [[q1, q2, q3, q4]] - rope_cache = rope_cache.view(sq, -1, 1, rot_dim // 2, 2) - # [cos1, cos2, cos3...] - cos = torch.cat([rope_cache[..., 0], rope_cache[..., 0]], dim=3) - sin = torch.cat([rope_cache[..., 1], rope_cache[..., 1]], dim=3) - return cos, sin, x, x_pass - - -def get_x_cos_sin_(rope_cache, sq, x): - cos, sin = rope_cache - # torch.Size([2048, 4, 1, 64]) - # rot_dim = cos.shape[-1] - # x, x_pass = x[..., :rot_dim], x[..., rot_dim:] - x, x_pass = torch.chunk(x, 2, dim=-1) - return cos, sin, x, x_pass - - @torch.jit.script def apply_rotary_pos_emb(x: torch.Tensor, rope_cache: torch.Tensor) -> torch.Tensor: # x: [sq, b, np, hn] @@ -295,65 +263,82 @@ class CoreAttention(torch.nn.Module): context_layer = context_layer.reshape(*new_context_layer_shape) else: # Raw attention scores - # [b, np, sq, sk] output_size = (query_layer.size(1), query_layer.size(2), query_layer.size(0), key_layer.size(0)) - # [sq, b, np, hn] -> [sq, b * np, hn] - query_layer = query_layer.view(output_size[2], output_size[0] * output_size[1], -1) - # [sk, b, np, hn] -> [sk, b * np, hn] - key_layer = key_layer.view(output_size[3], output_size[0] * output_size[1], -1) alpha = (1.0 / self.norm_factor) query_layer = query_layer * alpha - # preallocting input tensor: [b * np, sq, sk] - - matmul_result = torch.bmm(query_layer.transpose(0, 1), key_layer.permute(1, 2, 0)) - # change view to [b, np, sq, sk] - attention_scores = matmul_result.view(*output_size) - # =========================== - # Attention probs and dropout - # =========================== - - # attention scores and attention mask [b, np, sq, sk] - self.scale_mask_softmax = True - if self.scale_mask_softmax: - assert self.coeff, attention_mask - attention_probs = torch_npu.npu_scaled_masked_softmax(attention_scores, attention_mask, self.coeff, - False) + if USE_FLASH: + # Tag:-1表示自动计算该维度的大小, 合并维度 + query_layer = query_layer.view(output_size[2], output_size[0], -1) + # (8192, 1, 4096 + key_layer = key_layer.view(output_size[2], output_size[0], -1) + value_layer = value_layer.view(output_size[2], output_size[0], -1) + input_layout = "SBH" + scale = self.coeff + keep_prob = 1.0 + N = output_size[1] + out = torch_npu.npu_flash_attention( \ + query_layer, key_layer, value_layer, N, \ + pse=None, \ + padding_mask=None, \ + atten_mask=attention_mask, \ + scale=scale, \ + keep_prob=keep_prob, \ + input_layout=input_layout, \ + pre_tockens=65536, \ + next_tockens=0)[0] + # Tag: [SBH] -> [sq, b , np, hn] + # (8192, 1, 4096 + context_layer = out.view(output_size[2], output_size[0], output_size[1], -1) else: - if attention_mask is not None: - attention_scores = attention_scores.masked_fill(attention_mask, float("-inf")) - if self.coeff is not None: - attention_scores = attention_scores * self.coeff - attention_probs = F.softmax(attention_scores, dim=-1) - attention_probs = attention_probs.type_as(value_layer) - # This is actually dropping out entire tokens to attend to, which might - # seem a bit unusual, but is taken from the original Transformer paper. - attention_probs = self.attention_dropout(attention_probs) - # ========================= - # Context layer. [sq, b, hp] - # ========================= - - # value_layer -> context layer. - # [sk, b, np, hn] --> [b, np, sq, hn] - - # context layer shape: [b, np, sq, hn] - output_size = (value_layer.size(1), value_layer.size(2), query_layer.size(0), value_layer.size(3)) - # change view [sk, b * np, hn] - value_layer = value_layer.view(value_layer.size(0), output_size[0] * output_size[1], -1) - # change view [b * np, sq, sk] - attention_probs = attention_probs.view(output_size[0] * output_size[1], output_size[2], -1) - # matmul: [b * np, sq, hn] - context_layer = torch.bmm(attention_probs, value_layer.transpose(0, 1)) - # change view [b, np, sq, hn] - context_layer = context_layer.view(*output_size) - # [b, np, sq, hn] --> [sq, b, np, hn] - #context_layer = context_layer.permute(2, 0, 1, 3).contiguous() - context_layer = torch.npu_confusion_transpose(context_layer, [2, 0, 1, 3], [*output_size], False) - # [sq, b, np, hn] --> [sq, b, hp] + query_layer = query_layer.view(output_size[2], output_size[0] * output_size[1], -1) + # [sk, b, np, hn] -> [sk, b * np, hn] + key_layer = key_layer.view(output_size[3], output_size[0] * output_size[1], -1) + # preallocting input tensor: [b * np, sq, sk] + matmul_result = torch.bmm(query_layer.transpose(0, 1), key_layer.permute(1, 2, 0)) + # change view to [b, np, sq, sk] + attention_scores = matmul_result.view(*output_size) + # =========================== + # Attention probs and dropout + # =========================== + # attention scores and attention mask [b, np, sq, sk] + + if USE_SCALED_SOFTMAX: + assert self.coeff, attention_mask + attention_probs = torch_npu.npu_scaled_masked_softmax(attention_scores, attention_mask, self.coeff, + False) + else: + if attention_mask is not None: + attention_scores = attention_scores.masked_fill(attention_mask, float("-inf")) + if self.coeff is not None: + attention_scores = attention_scores * self.coeff + attention_probs = F.softmax(attention_scores, dim=-1) + attention_probs = attention_probs.type_as(value_layer) + # This is actually dropping out entire tokens to attend to, which might + # seem a bit unusual, but is taken from the original Transformer paper. + attention_probs = self.attention_dropout(attention_probs) + # ========================= + # Context layer. [sq, b, hp] + # ========================= + # value_layer -> context layer. + # [sk, b, np, hn] --> [b, np, sq, hn] + # context layer shape: [b, np, sq, hn] + output_size = (value_layer.size(1), value_layer.size(2), query_layer.size(0), value_layer.size(3)) + # change view [sk, b * np, hn] + value_layer = value_layer.view(value_layer.size(0), output_size[0] * output_size[1], -1) + # change view [b * np, sq, sk] + attention_probs = attention_probs.view(output_size[0] * output_size[1], output_size[2], -1) + # matmul: [b * np, sq, hn] + context_layer = torch.bmm(attention_probs, value_layer.transpose(0, 1)) + # change view [b, np, sq, hn] + context_layer = context_layer.view(*output_size) + # [b, np, sq, hn] --> [sq, b, np, hn] + # context_layer = context_layer.permute(2, 0, 1, 3).contiguous() + context_layer = torch.npu_confusion_transpose(context_layer, [2, 0, 1, 3], [*output_size], False) + # [sq, b, np, hn] --> [sq, b, hp] new_context_layer_shape = context_layer.size()[:-2] + (self.hidden_size_per_partition,) context_layer = context_layer.view(*new_context_layer_shape) - return context_layer @@ -452,12 +437,8 @@ class SelfAttention(torch.nn.Module): # apply relative positional encoding (rotary embedding) if rotary_pos_emb is not None: - if USE_NPU_ROTARY: - query_layer = apply_rotary_pos_emb_(query_layer, rotary_pos_emb) - key_layer = apply_rotary_pos_emb_(key_layer, rotary_pos_emb) - else: - query_layer = apply_rotary_pos_emb(query_layer, rotary_pos_emb) - key_layer = apply_rotary_pos_emb(key_layer, rotary_pos_emb) + query_layer = apply_rotary_pos_emb(query_layer, rotary_pos_emb) + key_layer = apply_rotary_pos_emb(key_layer, rotary_pos_emb) # adjust key and value for inference if kv_cache is not None: @@ -725,7 +706,7 @@ class ChatGLMPreTrainedModel(PreTrainedModel): """Initialize the weights.""" return - def get_masks_(self, input_ids): + def get_masks_(self, input_ids, device): batch_size, seq_length = input_ids.shape attention_mask = torch.ones(batch_size, 1, seq_length, seq_length, device=input_ids.device) attention_mask.tril_() @@ -872,11 +853,11 @@ class ChatGLMModel(ChatGLMPreTrainedModel): attention_mask = torch.cat([attention_mask.new_ones((batch_size, self.pre_seq_len)), attention_mask], dim=-1) - full_attention_mask = self.get_masks_(input_ids) - if full_attention_mask is None: if (attention_mask is not None and not attention_mask.all()) or (past_key_values and seq_length != 1): full_attention_mask = self.get_masks(input_ids, past_key_values, padding_mask=attention_mask) + else: + full_attention_mask = self.get_masks_(input_ids, device=input_ids.device) # Rotary positional embeddings rotary_pos_emb = self.rotary_pos_emb(self.seq_length) @@ -884,17 +865,7 @@ class ChatGLMModel(ChatGLMPreTrainedModel): rotary_pos_emb = rotary_pos_emb[position_ids] else: rotary_pos_emb = rotary_pos_emb[None, :seq_length] - if USE_NPU_ROTARY: - rotary_pos_emb = rotary_pos_emb.transpose(0, 1).contiguous() - sq = seq_length - rope_cache = rotary_pos_emb - rot_dim = rope_cache.shape[-2] * 2 - # truncate to support variable sizes - # rope_cache = rope_cache[:sq] - rope_cache = rope_cache.view(sq, -1, 1, rot_dim // 2, 2) - cos = torch.cat([rope_cache[..., 0], rope_cache[..., 0]], dim=3) - sin = torch.cat([rope_cache[..., 1], rope_cache[..., 1]], dim=3) - rotary_pos_emb = (cos, sin) + rotary_pos_emb = rotary_pos_emb.transpose(0, 1).contiguous() # Run encoder. hidden_states, presents, all_hidden_states, all_self_attentions = self.encoder( diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/main_without_tokenizer.py b/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/main_without_tokenizer.py index d83c798e78..158034496b 100644 --- a/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/main_without_tokenizer.py +++ b/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/main_without_tokenizer.py @@ -66,6 +66,7 @@ logger = logging.getLogger(__name__) def main(): + torch.use_deterministic_algorithms(True) parser = HfArgumentParser((ModelArguments, DataTrainingArguments, Seq2SeqTrainingArguments)) if len(sys.argv) == 2 and sys.argv[1].endswith(".json"): # If we pass only one argument to the script and it's the path to a json file, diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/train.sh b/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/train.sh index a0d84a2e0f..f94e86fa47 100644 --- a/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/train.sh +++ b/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/train.sh @@ -14,8 +14,8 @@ python3 main_without_tokenizer.py \ --model_name_or_path ../model/ \ --output_dir output/adgen-chatglm2-6b-pt-$PRE_SEQ_LEN-$LR \ --overwrite_output_dir \ - --max_source_length 1024 \ - --max_target_length 1024 \ + --max_source_length 4096 \ + --max_target_length 4096 \ --per_device_train_batch_size 1 \ --per_device_eval_batch_size 1 \ --gradient_accumulation_steps 16 \ -- Gitee From 03f57cf27feae272a3f214703a67a82c5558e27c Mon Sep 17 00:00:00 2001 From: eziohzy Date: Wed, 1 Nov 2023 19:37:58 +0800 Subject: [PATCH 2/4] =?UTF-8?q?=E9=BB=98=E8=AE=A4Flash=E4=B8=BAfalse?= =?UTF-8?q?=EF=BC=8C=20=E9=81=BF=E5=85=8D=E7=94=A8=E6=88=B7cann=E5=8C=85?= =?UTF-8?q?=E4=B8=8D=E6=94=AF=E6=8C=81=E6=8A=A5=E9=94=99?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py b/PyTorch/built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py index e8cbeaee51..736496c30b 100644 --- a/PyTorch/built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py +++ b/PyTorch/built-in/foundation/ChatGLM2-6B/model/modeling_chatglm.py @@ -44,7 +44,7 @@ from .configuration_chatglm import ChatGLMConfig # flags required to enable jit fusion kernels -USE_FLASH = True +USE_FLASH = False USE_SCALED_SOFTMAX = False if sys.platform != 'darwin': torch._C._jit_set_profiling_mode(False) -- Gitee From 0c7719de6c8bcb49d5cf630127c48c851c45d5d2 Mon Sep 17 00:00:00 2001 From: eziohzy Date: Fri, 24 Nov 2023 14:33:59 +0800 Subject: [PATCH 3/4] =?UTF-8?q?1.=E6=9B=B4=E6=96=B0readme=20=E7=9A=84?= =?UTF-8?q?=E9=94=99=E8=AF=AF=202.=E6=9B=B4=E6=96=B0preprocess=E9=A2=84?= =?UTF-8?q?=E8=AE=BEseq=20length=203.=E6=9B=B4=E6=96=B0loss=E5=9B=BE?= =?UTF-8?q?=E7=89=87?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../built-in/foundation/ChatGLM2-6B/README.md | 38 +++++++++++-------- .../ChatGLM2-6B/ptuning/preprocess.sh | 27 ++++++------- 2 files changed, 36 insertions(+), 29 deletions(-) diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/README.md b/PyTorch/built-in/foundation/ChatGLM2-6B/README.md index aef72c5b0a..e472e67dbf 100644 --- a/PyTorch/built-in/foundation/ChatGLM2-6B/README.md +++ b/PyTorch/built-in/foundation/ChatGLM2-6B/README.md @@ -1,3 +1,5 @@ + + # Contents - [ChatGLM2-6B](#contents) @@ -32,7 +34,7 @@ Here's a software summary of pre-training ChatGLM2-6B: | CANN | Ascend-cann-toolkit_7.0.RC1.1_linux | [link](https://support.huawei.com/carriersoftwareapply/softwareApp?nid=PSW2001680585&pbi=PBI1-261422362&swlang=zh&supPbi=PBI1-251168373&path=PBI1-21430725/PBI1-21430756/PBI1-22892969/PBI1-23710427/PBI1-251168373) | | binary arithmetic package | Ascend-cann-kernels-910b_7.0.RC1.1_linux | [link](https://support.huawei.com/carriersoftwareapply/softwareApp?nid=PSW2001680596&pbi=PBI1-261422362&swlang=zh&supPbi=PBI1-251168373&path=PBI1-21430725/PBI1-21430756/PBI1-22892969/PBI1-23710427/PBI1-251168373) | | torch | 1.11.0 | [link](https://pytorch-package.obs.cn-north-4.myhuaweicloud.com/pta/Daily/v1.11.0/20230915.2/pytorch_v1.11.0_py37.tar.gz) | -| torch_npu | 1.11.0.post5 | [link](https://gitee.com/ascend/pytorch/archive/refs/tags/v5.0.rc3.1-pytorch1.11.0.tar.gz) | +| torch_npu | 1.11.0.post4 | [link](https://gitee.com/ascend/pytorch/releases/download/v5.0.rc3-pytorch1.11.0/torch_npu-1.11.0.post4-cp37-cp37m-linux_aarch64.whl) | ### Script @@ -71,11 +73,12 @@ pip install -r requirements.txt # cp fix/utils.py /root/miniconda3/envs/conda环境名/lib/python3.7/site-packages/transformers/generation/ ``` 3. Prepare pretrained weights - 1)Download the ChatGLM2-6B checkpoint from [here]([THUDM/chatglm2-6b at v1.0 (huggingface.co)](https://huggingface.co/THUDM/chatglm2-6b/tree/v1.0)) ; After downloading, place it in the "model" directory . - 2)Please Do NOT overwrite modeling_chatglm.py + 1)Download the ChatGLM2-6B checkpoint from [here]([THUDM/chatglm2-6b at v1.0 (huggingface.co)](https://huggingface.co/THUDM/chatglm2-6b/tree/dev)) ; After downloading, place it in the "model" directory . - The "model" directory is as follows + 2)Please Do NOT overwrite modeling_chatglm.py + + The "model" directory is as follows ```shell ├── model @@ -153,9 +156,9 @@ source env_npu.sh - 全参数finetune, 启动8卡微调。 -```shell -bash ds_train_fintune.sh -``` + ```shell + bash ds_train_finetune.sh + ``` - P-Tuning v2 @@ -170,7 +173,7 @@ bash ds_train_fintune.sh ``` cd /${模型文件夹名称}/ptuning - bash evaluate_fintune.sh + bash evaluate_finetune.sh ``` ### Performance @@ -179,10 +182,10 @@ bash ds_train_fintune.sh The performance of ChatGLM2-6B in **Ascend NPU** and **Reference**: -| Device | Model | total Iterations | throughput rate (samples/s/p) | throughput rate (tokens/s/p) | single-step time (s/step) | floating point operation (TFLOPs/s) | -| --------- | ----------- | ---------------- | ----------------------------- | ---------------------------- | ------------------------- | ----------------------------------- | -| NPUs | ChatGLM2-6B | 1000 | 待补充 | 1927 | 4.25 | 待补充 | -| Reference | ChatGLM2-6B | 1000 | 待补充 | 1820 | 4.5 | 待补充 | +| Device | Model | total Iterations | throughput rate (tokens/s/p) | single-step time (s/step) | +| --------- | ----------- | ---------------- | ---------------------------- | ------------------------- | +| NPUs | ChatGLM2-6B | 1000 | 1927 | 4.25 | +| Reference | ChatGLM2-6B | 1000 | 1820 | 4.5 | 评估结果展示表 @@ -254,7 +257,7 @@ The NPU runs smoothly, the resource usage is stable, no errors are reported in t `cp fix/utils.py /root/miniconda3/envs/conda环境名/lib/python3.7/site-packages/transformers/generation/` ``` -1. 微调时出现AttributeError或RuntimeError +6. 微调时出现AttributeError或RuntimeError module 'torch_npu' has no attribute 'npu_rotary_mul' 或 @@ -268,7 +271,7 @@ The NPU runs smoothly, the resource usage is stable, no errors are reported in t PS: 设置为True能提高性能 -2. 如果cann不支持flash_attention +7. 如果cann不支持flash_attention 报错提示为module 'torch_npu' has no attribute 'npu_flash_attention' @@ -279,6 +282,9 @@ USE_FLASH=False ​ PS: 设置为True能提高性能 -# 公网地址说明 +​ 8.预训练 + +​ Chatglm官方不支持预训练,只提供微调,推理功能; + +​ 抱歉也暂时没有适配cli_demo, web_demo程序, 如客户需要,可以向我们提需求; -代码涉及公网地址参考 public_address_statement.md \ No newline at end of file diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/preprocess.sh b/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/preprocess.sh index 5908367e99..78698c0619 100644 --- a/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/preprocess.sh +++ b/PyTorch/built-in/foundation/ChatGLM2-6B/ptuning/preprocess.sh @@ -1,3 +1,4 @@ +set -e source env_npu.sh python preprocess.py \ --do_train \ @@ -8,18 +9,18 @@ python preprocess.py \ --model_name_or_path ../model/ \ --overwrite_cache \ --output_dir ./output/adgen-chatglm-6b-ft-$LR \ - --max_source_length 1024 \ - --max_target_length 1024 + --max_source_length 4096 \ + --max_target_length 4096 -#python preprocess.py \ -# --do_predict \ -# --train_file AdvertiseGen/train.json \ -# --test_file AdvertiseGen/dev.json \ -# --prompt_column content \ -# --response_column summary \ -# --model_name_or_path ../model/ \ -# --overwrite_cache \ -# --output_dir ./output/adgen-chatglm-6b-ft-$LR \ -# --max_source_length 256 \ -# --max_target_length 256 +python preprocess.py \ + --do_predict \ + --train_file AdvertiseGen/train.json \ + --test_file AdvertiseGen/dev.json \ + --prompt_column content \ + --response_column summary \ + --model_name_or_path ../model/ \ + --overwrite_cache \ + --output_dir ./output/adgen-chatglm-6b-ft-$LR \ + --max_source_length 256 \ + --max_target_length 256 -- Gitee From 2ca9e2a2b438e6a73cffe21b5f0bffeb73d95ae7 Mon Sep 17 00:00:00 2001 From: eziohzy Date: Fri, 24 Nov 2023 14:33:59 +0800 Subject: [PATCH 4/4] =?UTF-8?q?1.=E6=9B=B4=E6=96=B0readme=20=E7=9A=84?= =?UTF-8?q?=E9=94=99=E8=AF=AF=202.=E6=9B=B4=E6=96=B0preprocess=E9=A2=84?= =?UTF-8?q?=E8=AE=BEseq=20length=203.=E6=9B=B4=E6=96=B0loss=E5=9B=BE?= =?UTF-8?q?=E7=89=87?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../built-in/foundation/ChatGLM2-6B/README.md | 38 ++++++++++-------- .../images/ChatGLM2-6B_loss_compare.png | Bin 0 -> 298099 bytes .../ChatGLM2-6B/ptuning/preprocess.sh | 27 +++++++------ 3 files changed, 36 insertions(+), 29 deletions(-) create mode 100644 PyTorch/built-in/foundation/ChatGLM2-6B/images/ChatGLM2-6B_loss_compare.png diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/README.md b/PyTorch/built-in/foundation/ChatGLM2-6B/README.md index aef72c5b0a..e472e67dbf 100644 --- a/PyTorch/built-in/foundation/ChatGLM2-6B/README.md +++ b/PyTorch/built-in/foundation/ChatGLM2-6B/README.md @@ -1,3 +1,5 @@ + + # Contents - [ChatGLM2-6B](#contents) @@ -32,7 +34,7 @@ Here's a software summary of pre-training ChatGLM2-6B: | CANN | Ascend-cann-toolkit_7.0.RC1.1_linux | [link](https://support.huawei.com/carriersoftwareapply/softwareApp?nid=PSW2001680585&pbi=PBI1-261422362&swlang=zh&supPbi=PBI1-251168373&path=PBI1-21430725/PBI1-21430756/PBI1-22892969/PBI1-23710427/PBI1-251168373) | | binary arithmetic package | Ascend-cann-kernels-910b_7.0.RC1.1_linux | [link](https://support.huawei.com/carriersoftwareapply/softwareApp?nid=PSW2001680596&pbi=PBI1-261422362&swlang=zh&supPbi=PBI1-251168373&path=PBI1-21430725/PBI1-21430756/PBI1-22892969/PBI1-23710427/PBI1-251168373) | | torch | 1.11.0 | [link](https://pytorch-package.obs.cn-north-4.myhuaweicloud.com/pta/Daily/v1.11.0/20230915.2/pytorch_v1.11.0_py37.tar.gz) | -| torch_npu | 1.11.0.post5 | [link](https://gitee.com/ascend/pytorch/archive/refs/tags/v5.0.rc3.1-pytorch1.11.0.tar.gz) | +| torch_npu | 1.11.0.post4 | [link](https://gitee.com/ascend/pytorch/releases/download/v5.0.rc3-pytorch1.11.0/torch_npu-1.11.0.post4-cp37-cp37m-linux_aarch64.whl) | ### Script @@ -71,11 +73,12 @@ pip install -r requirements.txt # cp fix/utils.py /root/miniconda3/envs/conda环境名/lib/python3.7/site-packages/transformers/generation/ ``` 3. Prepare pretrained weights - 1)Download the ChatGLM2-6B checkpoint from [here]([THUDM/chatglm2-6b at v1.0 (huggingface.co)](https://huggingface.co/THUDM/chatglm2-6b/tree/v1.0)) ; After downloading, place it in the "model" directory . - 2)Please Do NOT overwrite modeling_chatglm.py + 1)Download the ChatGLM2-6B checkpoint from [here]([THUDM/chatglm2-6b at v1.0 (huggingface.co)](https://huggingface.co/THUDM/chatglm2-6b/tree/dev)) ; After downloading, place it in the "model" directory . - The "model" directory is as follows + 2)Please Do NOT overwrite modeling_chatglm.py + + The "model" directory is as follows ```shell ├── model @@ -153,9 +156,9 @@ source env_npu.sh - 全参数finetune, 启动8卡微调。 -```shell -bash ds_train_fintune.sh -``` + ```shell + bash ds_train_finetune.sh + ``` - P-Tuning v2 @@ -170,7 +173,7 @@ bash ds_train_fintune.sh ``` cd /${模型文件夹名称}/ptuning - bash evaluate_fintune.sh + bash evaluate_finetune.sh ``` ### Performance @@ -179,10 +182,10 @@ bash ds_train_fintune.sh The performance of ChatGLM2-6B in **Ascend NPU** and **Reference**: -| Device | Model | total Iterations | throughput rate (samples/s/p) | throughput rate (tokens/s/p) | single-step time (s/step) | floating point operation (TFLOPs/s) | -| --------- | ----------- | ---------------- | ----------------------------- | ---------------------------- | ------------------------- | ----------------------------------- | -| NPUs | ChatGLM2-6B | 1000 | 待补充 | 1927 | 4.25 | 待补充 | -| Reference | ChatGLM2-6B | 1000 | 待补充 | 1820 | 4.5 | 待补充 | +| Device | Model | total Iterations | throughput rate (tokens/s/p) | single-step time (s/step) | +| --------- | ----------- | ---------------- | ---------------------------- | ------------------------- | +| NPUs | ChatGLM2-6B | 1000 | 1927 | 4.25 | +| Reference | ChatGLM2-6B | 1000 | 1820 | 4.5 | 评估结果展示表 @@ -254,7 +257,7 @@ The NPU runs smoothly, the resource usage is stable, no errors are reported in t `cp fix/utils.py /root/miniconda3/envs/conda环境名/lib/python3.7/site-packages/transformers/generation/` ``` -1. 微调时出现AttributeError或RuntimeError +6. 微调时出现AttributeError或RuntimeError module 'torch_npu' has no attribute 'npu_rotary_mul' 或 @@ -268,7 +271,7 @@ The NPU runs smoothly, the resource usage is stable, no errors are reported in t PS: 设置为True能提高性能 -2. 如果cann不支持flash_attention +7. 如果cann不支持flash_attention 报错提示为module 'torch_npu' has no attribute 'npu_flash_attention' @@ -279,6 +282,9 @@ USE_FLASH=False ​ PS: 设置为True能提高性能 -# 公网地址说明 +​ 8.预训练 + +​ Chatglm官方不支持预训练,只提供微调,推理功能; + +​ 抱歉也暂时没有适配cli_demo, web_demo程序, 如客户需要,可以向我们提需求; -代码涉及公网地址参考 public_address_statement.md \ No newline at end of file diff --git a/PyTorch/built-in/foundation/ChatGLM2-6B/images/ChatGLM2-6B_loss_compare.png b/PyTorch/built-in/foundation/ChatGLM2-6B/images/ChatGLM2-6B_loss_compare.png new file mode 100644 index 0000000000000000000000000000000000000000..e47384db4d985def5e40055bc92190d8d8b32e15 GIT binary patch literal 298099 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