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a/docs/mindformers/docs/source_zh_cn/example/finetune_with_glm4/finetune_with_glm4.md b/docs/mindformers/docs/source_zh_cn/example/finetune_with_glm4/finetune_with_glm4.md new file mode 100644 index 0000000000..f8b9869574 --- /dev/null +++ b/docs/mindformers/docs/source_zh_cn/example/finetune_with_glm4/finetune_with_glm4.md @@ -0,0 +1,268 @@ +# 使用GLM4-9B进行多卡模型微调的实践案例 + +本文由Killjoy, chen-xialei, fuyao-15989607593, laozhuang, oacjiewen贡献。 + +本案例基于MindSpore框架和MindSpore Transformers大模型套件,指导用户对GLM4-9B模型进行微调,以提升其在自定义任务上的性能。涵盖了从环境配置、数据准备、权重转换、模型训练、权重合并、反转和推理测试的完整流程。通过以下步骤,您可以了解如何利用MindSpore Transformers对模型进行训练。 + +## 1. 环境搭建 + +参考[MindSpore Transformers 环境安装](https://www.mindspore.cn/mindformers/docs/zh-CN/master/installation.html)搭建环境。 + +## 2. 数据集准备 + +MindSpore Transformers接收输入的数据集格式之一为`MindRecord`格式,下面演示如何将原始数据集进行格式转换。原始数据集的类型不限,可以选择使用可以选择开源数据集(如Alpaca)或自定义数据集。首先将数据集转换为json格式,且数据集里的每一行数据应当处理为对话形式,即用户与模型的一问一答。然后通过MindSpore Transformers提供的脚本将其处理成MindRecord格式。下面以`Alpaca`数据集为例展示处理流程。Alpaca数据集包含52k条指令数据,适合对预训练的大语言模型进行指令微调。 + +1. 首先下载[Alpaca数据集](https://www.modelscope.cn/datasets/AI-ModelScope/alpaca-gpt4-data-en/files)。 +2. 打开`train.csv`,可以看到alpaca数据集包含四个属性:`instruction`、`input`、`output`、`text`。`text`是对该条数据集的解释,可以忽略。 +3. 将该数据集转换为用户与模型的对话格式,方法是:将`instruction`与`input`拼接,作为用户的输入,将`output`作为模型的输出,设置对话格式为`chatml`,设置对话输入方为`human`,输出方为`gpt`。 + +例如,`Alpaca`数据集的第一条为: + +``` text +"instruction": "Give three tips for staying healthy." +"input": "" +"output": "1. Eat a balanced and nutritious diet..." +"text": "Below is an instruction that describes a task. Write a response..." +``` + +则处理后的数据集应为以下格式: + +``` json +[ + { + "type": "chatml", + "conversations": [ + { + "from": "human", + "value": "Give three tips for staying healthy." + }, + { + "from": "gpt", + "value": "1. Eat a balanced and nutritious diet..." + } + ] + }, + { + # "第二条数据..." + }, + ... +] +``` + +在处理完数据集后,使用MindSpore Transformers提供的数据处理脚本,生成MindRecord格式数据集。 + +```bash +python mindformers/tools/dataset_preprocess/glm4/glm4_preprocess.py \ + --input_glob /path/to/dataset \ + --vocab_file /path/tokenizer.model \ + --seq_length 8192 \ + --output_file /path/output_dataset.mindrecord +``` + +注意`--seq_length`参数应当按照数据集的实际情况进行调整,保证该参数大于数据集中所有对话的长度。 + +## 3. 多卡训练 + +### 3.1 权重转换 + +MindSpore Transformer在多卡训练时,需要预先将权重进行转换,转换为MindSpore的权重表示格式。首先下载[GLM4-9B模型](https://huggingface.co/zai-org/glm-4-9b-chat-hf)。下载后的文件目录如下所示: + +``` text +- config.json +- configuration.json +- generation_config.json +- model-00001-of-00004.safetensors +- model-00002-of-00004.safetensors +- model-00003-of-00004.safetensors +- model-00004-of-00004.safetensors +- model.safetensors.index.json +- tokenizer.json +- tokenizer_config.json +``` + +然后进行权重转换: + +``` bash +python convert_weight.py --model glm4 --input_path HF_CKPT_PATH --output_path MS_NOT_CONCAT_CKPT_PATH --dtype bf16 --config YAML_PATH +``` + +其中`convert_weight.py`文件位于[MindSpore Transformers仓库](https://gitee.com/mindspore/mindformers)根目录下。 + +参数含义: + +- `--model` 要转换的模型名。此处填写`glm4`即可。 +- `--input_path` 待转换的模型权重路径。此处填写下载的GLM4的Hugging Face权重路径。 +- `--output_path` 转换后的权重保存路径。此处根据用户需求自行填写。 +- `--dtype` 权重的数值类型。可查看下载的模型的`config`文件,类型与Hugging Face权重格式一致即可。 +- `--config` 权重转换的参数配置文件路径。参数配置文件可参考`mindformers/configs/glm4/finetune_glm4_9b.yaml`进行调整,注意其中的`seq_length`属性应当和MindRecord转换时使用的长度相同,然后将此处路径改为调整好的路径即可。 + +在权重转换之后,输出为整个模型权重的ckpt文件。如果提示`trust_remote_code`相关错误,按照提示设置`trust_remote_code=True`即可。 + +### 3.2 并行策略配置与训练启动 + +启动首次微调任务: + +```bash +bash scripts/msrun_launcher.sh "run_mindformer.py \ + --config configs/glm4/finetune_glm4_9b.yaml \ + --load_checkpoint /path/to/ckpt \ + --auto_trans_ckpt True \ + --train_dataset /path/to/dataset \ + --run_mode finetune" 8 +``` + +其中参数`--auto_trans_ckpt`配置为True会根据`finetune_glm4_9b.yaml`中的`parallel config`自动对权重进行切分/合并,并生成权重文件夹`transformed_checkpoint`和分布式策略文件夹`strategy`。最后的`8`代表8卡训练,如果是采用其他卡的数量,需要对应修改。 + +> 开启了权重自动转换(auto_trans_ckpt=True),会将原有的`strategy`和`transformed_checkpoint`文件夹清空,然后保存最新任务的转换结果。如有需要,请将其保存到自定义文件夹。 + +在使用断点恢复训练时,可在上一条命令的命令中加上/修改以下参数: + +``` text +--load_checkpoint /path/to/last_checkpoint \ +--resume_training True \ +--auto_trans_ckpt False +``` + +当分布式训练开始时,训练的log日志会出现在`/mindformers/output/msrun_log/`文件夹下,打开`worker_0.log`可关注训练过程是否正常进行。 + +### 3.3 权重合并 + +由于多卡训练时进行了权重分割,在完成训练后需要如下执行脚本进行权重合并: + +```bash +python mindformers/tools/transform_ckpt.py --src_ckpt_strategy SRC_CKPT_STRATEGY --dst_ckpt_strategy None --src_ckpt_dir SRC_CKPT_DIR --dst_ckpt_dir DST_CKPT_DIR +``` + +部分重要参数解释: + +- `--src_ckpt_strategy`:待转换权重的分布式策略文件路径(该文件为训练时生成)。 +- `--src_ckpt_dir`: 待转换权重路径(该文件为训练时生成)。 +- `--dst_ckpt_strategy`:目标权重的分布式策略文件路径,此处因为合并后的权重为完整权重,没有分布式策略,所以填`None`。 +- `--dst_ckpt_dir`:自定义目标权重保存路径。 + +详细参数解释可见[Ckpt权重 | MindSpore Transformers 文档 | 昇思MindSpore社区](https://www.mindspore.cn/mindformers/docs/zh-CN/master/feature/ckpt.html)。 + +### 3.4 权重反向转换 + +由于训练过程中采用的是MindSpore版本的权重格式,如果需要用vLLM等推理框架进行部署的话,需要转换为Hugging Face权重格式。转换权重本质上是要让权重的字典与Hugging Face模型的字典一一对应。因此,我们在官方脚本 [convert_reverse.py](https://gitee.com/mindspore/mindformers/blob/master/mindformers/models/glm2/convert_reversed.py)的基础上进行改写,该脚本已经实现了权重格式的转换以及字典名的对应,仅需要修改的地方为保存的部分。首先分析代码,修改的函数为`convert_ms_to_pt`: + +``` python +print('saving pt ckpt....') +torch.save(pt_param, output_path) +print(f"Convert finished, the output is saved to {output_path}") +``` + +该部分为原文件模型保存的过程,现在将其改写为保存为safetensors格式的功能。 + +首先,删除以上三行,并在头文件里引入保存safetensors格式的库: + +``` python +from safetensors.torch import save_file +``` + +由于一个safentensors文件不能太大,所以需要事先设定一个值,将模型分为`split_num`份保存,该参数可以通过参数`--safetensor_split_num`传入。脚本里面存全部权重的变量为字典 `pt_param` ,首先把这个字典分成`split_num`份: + +``` python +def split_dict(d, n): + """ + 将字典d均匀分成n份。 + 返回一个列表,其中每个元素是一个字典。 + """ + items = list(d.items()) + k, m = divmod(len(items), n) + return [dict(items[i * k + min(i, m):(i + 1) * k + min(i + 1, m)]) for i in range(n)] + +split_dicts = split_dict(pt_param, split_num) # 将整个模型的权重分割成多个safentensors进行保存 +``` + +转换为safetensors格式时,需要一个 `model.safetensors.index.json` 文件来记录模型的每一层权重保存在了哪里,所以需要在保存权重的时候记录这些信息: + +``` python +converted_st_map = defaultdict() +converted_st_map["weight_map"] = defaultdict() +converted_st_map["metadata"] = defaultdict() + +for split_id in range(len(split_dicts)): + saving_file_name = f"model-{split_id + 1:05d}-of-{split_num:05d}.safetensors" + logger.info(f"saving weights in split-{split_id + 1} to file {saving_file_name}") + for k, v in tqdm(split_dicts[split_id].items(), total=len(ckpt_dict), desc="处理检查点"): + converted_st_map["weight_map"][k] = saving_file_name + total_size += get_torch_storage_size(split_dicts[split_id].get(k)) + save_file(split_dicts[split_id], os.path.join(output_path, saving_file_name)) + +converted_st_map["metadata"]["total_size"] = total_size +converted_model_index_file = os.path.join(output_path, f"model.safetensors.index.json") +with open(converted_model_index_file, "w") as f: + json_string = json.dumps(converted_st_map, default=lambda x: x.__dict__, sort_keys=False, indent=2) + f.write(json_string) +``` + +运行反向转换脚本。此时文件目录下已经保存好了转换后的safetensors格式权重文件,和一个 `model.safetensors.index.json` ,文件目录如下(假设权重分为40份存储,即`--safetensor_split_num`传入的值为40): + +```text +- model-00001-of-00040.safetensors +- model-00002-of-00040.safetensors +- model-00003-of-00040.safetensors +... +- model-00039-of-00040.safetensors +- model-00040-of-00040.safetensors +- model.safetensors.index.json +``` + +此时,需要找到模型原来的仓库,把tokenizer等剩余文件复制过来,复制好的目录文件为: + +```text +- model-00001-of-00040.safetensors +- model-00002-of-00040.safetensors +- model-00003-of-00040.safetensors +... +- model-00039-of-00040.safetensors +- model-00040-of-00040.safetensors +- model.safetensors.index.json +- config.json +- configuration_chatglm.py +- generation_config.json +- modeling_chatglm.py +- tokenization_chatglm.py +- tokenizer_config.json +- tokenizer.model +``` + +## 推理测试 + +您可以在NPU或GPU机器上使用PyTorch框架测试反转后的权重。以下给出一个NPU+PyTorch的简单示例程序,参考[文档](https://www.hiascend.com/document/detail/zh/Pytorch/710/index/index.html)安装相关依赖后,运行程序测试能否正常加载反转后的模型权重并进行推理。 + +``` python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch +import torch_npu # 导入PyTorch NPU适配库 + +# 加载模型和分词器 +model_name = "/path/to/model" +device = torch.device("npu:0") +tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True) +model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True).half().to(device) +# 将模型设置为评估模式 +model.eval() +# 输入文本 +input_text = "人工智能的未来发展" +# 编码输入 +input_ids = tokenizer.encode(input_text, return_tensors="pt").to(model.device) +with torch.no_grad(): + output = model.generate( + input_ids, + max_length=100, # 最大生成长度 + num_return_sequences=1, # 返回的序列数 + no_repeat_ngram_size=2, # 避免重复的n-gram + # early_stopping=True # 提前停止 + ) + +# 解码输出 +generated_text = tokenizer.decode(output[0], skip_special_tokens=True) +print("生成的文本:") +print(generated_text) +``` + +运行结果示例: + +![运行结果](./execution_result.jpg) \ No newline at end of file diff --git a/docs/mindformers/docs/source_zh_cn/index.rst b/docs/mindformers/docs/source_zh_cn/index.rst index f28d2d4455..34d01181db 100644 --- a/docs/mindformers/docs/source_zh_cn/index.rst +++ b/docs/mindformers/docs/source_zh_cn/index.rst @@ -210,6 +210,7 @@ FAQ example/docker-installation example/distilled/distilled example/convert_ckpt_to_megatron/convert_ckpt_to_megatron + example/finetune_with_glm4/finetune_with_glm4 .. toctree:: :glob: -- Gitee